cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14374695
title: Additional file 2 of Linkage disequilibrium patterns, population structure and diversity analysis in a worldwide durum wheat collection including Argentinian genotypes

description: Additional file 2.
DOI: 10.5281/zenodo.4663070
title: Remotely-sensed Arctic Discharge Reanalysis (RADR)

description: This dataset is public for a manuscript under review. The dataset consists of four NetCDF files containing estimated daily river discharge for the pan-Arctic region for 1984-2019.
DOI: 10.6084/m9.figshare.14374695.v1
title: Additional file 2 of Linkage disequilibrium patterns, population structure and diversity analysis in a worldwide durum wheat collection including Argentinian genotypes

description: Additional file 2.
DOI: 10.6084/m9.figshare.14374701.v1
title: Additional file 4 of Linkage disequilibrium patterns, population structure and diversity analysis in a worldwide durum wheat collection including Argentinian genotypes

description: Additional file 4.
DOI: 10.6084/m9.figshare.14374704
title: Additional file 5 of Linkage disequilibrium patterns, population structure and diversity analysis in a worldwide durum wheat collection including Argentinian genotypes

description: Additional file 5.
DOI: 10.5281/zenodo.4663069
title: Remotely-sensed Arctic Discharge Reanalysis (RADR)

description: This dataset is public for a manuscript under review. The dataset consists of four NetCDF files containing estimated daily river discharge for the pan-Arctic region for 1984-2019.
DOI: 10.6084/m9.figshare.14374701
title: Additional file 4 of Linkage disequilibrium patterns, population structure and diversity analysis in a worldwide durum wheat collection including Argentinian genotypes

description: Additional file 4.
DOI: 10.6084/m9.figshare.14374704.v1
title: Additional file 5 of Linkage disequilibrium patterns, population structure and diversity analysis in a worldwide durum wheat collection including Argentinian genotypes

description: Additional file 5.
DOI: 10.6084/m9.figshare.14374748
title: Additional file 1 of An Excel program for calculating statistics presented in Marfak et al.’s article ‘Improved RIDIT statistic approach provides more intuitive and informative interpretation of EQ-5D Data’

description: Additional file1: Excel program for calculating Improved RIDIT statistics for EQ-5D-3L data.
DOI: 10.6084/m9.figshare.14374748.v1
title: Additional file 1 of An Excel program for calculating statistics presented in Marfak et al.’s article ‘Improved RIDIT statistic approach provides more intuitive and informative interpretation of EQ-5D Data’

description: Additional file1: Excel program for calculating Improved RIDIT statistics for EQ-5D-3L data.
DOI: 10.6084/m9.figshare.14374751
title: Additional file 2 of An Excel program for calculating statistics presented in Marfak et al.’s article ‘Improved RIDIT statistic approach provides more intuitive and informative interpretation of EQ-5D Data’

description: Additional file2: Excel program for calculating Improved RIDIT statistics for EQ-5D-5L data.
DOI: 10.6084/m9.figshare.14374751.v1
title: Additional file 2 of An Excel program for calculating statistics presented in Marfak et al.’s article ‘Improved RIDIT statistic approach provides more intuitive and informative interpretation of EQ-5D Data’

description: Additional file2: Excel program for calculating Improved RIDIT statistics for EQ-5D-5L data.
DOI: 10.6084/m9.figshare.14374766
title: Additional file 4 of To denoise or to cluster, that is not the question: optimizing pipelines for COI metabarcoding and metaphylogeography

description: Additional file 4 Format: .csv. Species-level dataset. Table with the ESVs identified at the species level with &gt;97% similarity. The taxonomy assigned is indicated, as well as the best-match in the reference database, the taxid, and the sequence.
DOI: 10.6084/m9.figshare.14374766.v1
title: Additional file 4 of To denoise or to cluster, that is not the question: optimizing pipelines for COI metabarcoding and metaphylogeography

description: Additional file 4 Format: .csv. Species-level dataset. Table with the ESVs identified at the species level with &gt;97% similarity. The taxonomy assigned is indicated, as well as the best-match in the reference database, the taxid, and the sequence.
DOI: 10.6084/m9.figshare.14374787.v1
title: Dataset 8. ¿Qué iniciativas (comunidades, clubes, concursos, organizaciones) existen para motivar la enseñanza-aprendizaje de la IA en K-12?

description: Resultados de 35 artículos.
DOI: 10.6084/m9.figshare.14374787
title: Dataset 8. ¿Qué iniciativas (comunidades, clubes, concursos, organizaciones) existen para motivar la enseñanza-aprendizaje de la IA en K-12?

description: Resultados de 35 artículos.
DOI: 10.17038/evs/1766076
title: Soil Microbe Sequence Data: Influence of Shrub Willow Buffers Strategically Integrated in an Illinois Corn-Soybean Field on Soil Health and Microbial Community Composition
DOI: 10.6073/pasta/90b9e1b5b09e1d6b5318029503229e59
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 13 meteorological station: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at 10 cm at CSIS Block-13. Collection of soil volumetric water content data at Jornada LTER Cross-scale Interactions Study (CSIS) blocks, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Soil volumetric water content is measured at 10 cm depth at 3 locations at each of the 4 plots per block. The locations in each plot are under bare soil, under perennial grass, and under shrub. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are recorded every 30 minutes at an automated meteorological station installed at Jornada LTER CSIS Block-13 site. This is an ONGOING dataset.
DOI: 10.6073/pasta/9bd5ce248b87bad3682d6eeb9260b4aa
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 13 meteorological station: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily Average of 30-minute Soil Volumetric Water Content data at 10 cm at CSIS Block-13. Collection of soil water content data at Jornada LTER Cross-scale Interactions Study (CSIS) blocks, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Soil volumetric water content is measured every 30 minutes at 10 cm depth at 3 locations at each of the 4 plots per block and averaged for the daily value. The locations in each plot are under bare soil, under perennial grass, and under shrub. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are recorded at an automated meteorological station installed at Jornada LTER CSIS Block-13 site. This is an ONGOING dataset.
DOI: 10.6073/pasta/ff72fea0caa03b8b84bf911e6913ed77
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 13 meteorological station: Daily summary data: 2013 - ongoing

description: This data package contains hourly air temperature, relative humidity, wind speed, wind direction, and precipitation summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-13 met station. Air temperature, relative humidity, wind speed, wind direction, and precipitation are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. The met station variables measured include air temperature, precipitation, relative humidity, wind direction, wind speed. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively . This is an ONGOING dataset.
DOI: 10.13139/olcf/1773493
title: Unraveling Hidden Order and Dynamics in a Heterogeneous Ferroelectric System Using Machine Learning

description: We uploaded two batches of datasets: Batch-a) Equilibrium dynamics at a constant temperature at zero electric-field, with one trajectory each for 4-different defect structures (i.e. SETs 1 to 4). Each trajectory has a time-step of 0.25 fs, and is run for 7775000 time-steps, with snapshots written out every 4 time-steps (i.e. every 1fs); and Batch-b) Non-Equilibrium dynamics at a constant temperature with the same 0.25 fs time-step, but data dumped every 500 times-steps (i.e. every 125fs) for each of the SETs. The total trajectory of each defect structure (i.e. each SETs 1 to 4) is 2800000 time-steps (5600 snapshots), with stepping of electric-field by 0.01 V/Ã , after every 100,000 time-steps (i.e. every 200 snapshots), from E=0 to E=0.05 V/Ã to E = -0.05 V/Ã to E=0.05 V/Ã .
DOI: 10.6073/pasta/f47f697aeea2f7f94fbf4d07e69f7cba
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 13 meteorological station: 1-second summary precipitation data: 2017 - ongoing

description: 1-second summary precipitation data at CSIS Block-13 met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER CSIS Block-13 site.. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset.
DOI: 10.6073/pasta/c53d9c3be059dcaa3854d4c29de98f24
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 14 meteorological station: 30-minute summary data: 2017 - ongoing

description: This data package contains 30-minute air temperature, relative humidity, and wind summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-1 met station. Average air temperature, relative humidity, wind speed, wind direction, and precipitation are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. The met station variables measured include air temperature, precipitation, relative humidity, wind direction, wind speed. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively. This is an ONGOING dataset.
DOI: 10.6084/m9.figshare.14374799
title: Dataset 9. ¿Qué cuestiones éticas se deben impulsar en la enseñanza-aprendizaje de la IA en K-12?

description: Resultados de 23 artículos.
DOI: 10.6084/m9.figshare.14374799.v1
title: Dataset 9. ¿Qué cuestiones éticas se deben impulsar en la enseñanza-aprendizaje de la IA en K-12?

description: Resultados de 23 artículos.
DOI: 10.5281/zenodo.4463796
title: Wallops SuperDARN data in CFIT format (2005-2020)

description: The Wallops SuperDARN radar data covering 2005-2020 in compressed FitACF binary file format (CFIT). These files are usable in place of standard FitACF files by Radar Software Toolkit (RST) applications. These files were produced using version 2.5 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication. More information on this file format can be found here: https://superdarn.github.io/rst/superdarn/src.doc/rfc/0007.html The RST is available here: https://github.com/SuperDARN/rst
DOI: 10.5281/zenodo.4463795
title: Wallops SuperDARN data in CFIT format (2005-2020)

description: The Wallops SuperDARN radar data covering 2005-2020 in compressed FitACF binary file format (CFIT). These files are usable in place of standard FitACF files by Radar Software Toolkit (RST) applications. These files were produced using version 2.5 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication. More information on this file format can be found here: https://superdarn.github.io/rst/superdarn/src.doc/rfc/0007.html The RST is available here: https://github.com/SuperDARN/rst
DOI: 10.6073/pasta/4d16326ecd8947312792aa7791fc44e1
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 14 meteorological station: 5-minute summary wind and air temperature data: 2013 - ongoing

description: This data package contains 5-minute air temperature and wind summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-14 met station. Average air temperature, wind speed, and wind direction are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This is a subset of baseline weather data collected at the 15 Jornada Basin LTER CSIS study blocks, New Mexico. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. The met station variables measured include air temperature, precipitation, relative humidity, wind direction, wind speed. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively . This is an ONGOING dataset.
DOI: 10.6073/pasta/df61b053b74330993e8306939e5bd1e9
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 14 meteorological station: 1-hour summary data: 2017 - ongoing

description: This data package contains hourly air temperature, relative humidity, wind speed, wind direction, and precipitation summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-14 met station. Air temperature, relative humidity, wind speed, wind direction, and precipitation are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively . This is an ONGOING dataset.
DOI: 10.6084/m9.figshare.14191880
title: multi-class eeg dataset

description: eeg dataset, <b>A novel multi-class Imbalanced EEG signals classification based on the adaptive synthetic sampling (ADASYN) approach </b><b> </b>
DOI: 10.6084/m9.figshare.14191880.v2
title: multi-class eeg dataset

description: eeg dataset, <b>A novel multi-class Imbalanced EEG signals classification based on the adaptive synthetic sampling (ADASYN) approach </b><b> </b>
DOI: 10.6073/pasta/3cb964d86ee63275339c6c6ab037b815
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 14 meteorological station: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at 10 cm at CSIS Block-14. Collection of soil volumetric water content data at Jornada LTER Cross-scale Interactions Study (CSIS) blocks, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Soil volumetric water content is measured at 10 cm depth at 3 locations at each of the 4 plots per block. The locations in each plot are under bare soil, under perennial grass, and under shrub. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are recorded every 30 minutes at an automated meteorological station installed at Jornada LTER CSIS Block-14 site. This is an ONGOING dataset.
DOI: 10.6073/pasta/a01f4ba4668ea3cb1ce2f637ed417ab4
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 14 meteorological station: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily Average of 30-minute Soil Volumetric Water Content data at 10 cm at CSIS Block-14. Collection of soil water content data at Jornada LTER Cross-scale Interactions Study (CSIS) blocks, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Soil volumetric water content is measured every 30 minutes at 10 cm depth at 3 locations at each of the 4 plots per block and averaged for the daily value. The locations in each plot are under bare soil, under perennial grass, and under shrub. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are recorded at an automated meteorological station installed at Jornada LTER CSIS Block-14 site. This is an ONGOING dataset.
DOI: 10.6073/pasta/8e72981438144f505f80be10febacf9d
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 14 meteorological station: Daily summary data: 2013 - ongoing

description: This data package contains hourly air temperature, relative humidity, wind speed, wind direction, and precipitation summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-14 met station. Air temperature, relative humidity, wind speed, wind direction, and precipitation are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. The met station variables measured include air temperature, precipitation, relative humidity, wind direction, wind speed. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively . This is an ONGOING dataset.
DOI: 10.6073/pasta/08fe910ce11e0d0f253f2da0b0590d5a
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 14 meteorological station: 1-second summary precipitation data: 2017 - ongoing

description: 1-second summary precipitation data at CSIS Block-14 met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER CSIS Block-14 site.. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset.
DOI: 10.6073/pasta/8909daa2de230053cc7b3f73fc189d80
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 15 meteorological station: 30-minute summary data: 2017 - ongoing

description: This data package contains 30-minute air temperature, relative humidity, and wind summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-1 met station. Average air temperature, relative humidity, wind speed, wind direction, and precipitation are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. The met station variables measured include air temperature, precipitation, relative humidity, wind direction, wind speed. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively. This is an ONGOING dataset.
DOI: 10.21227/afc8-9q53
title: Day-Ahead Forecasting using LSTM with rolling windows

description: The project involves day-ahead forecasting which takes a model fit into historical data and predicts future demand of electricity. Time series forecasting methods are used as the dataset contains an explicit order dependence between observations, i.e. a time dimension which makes the problem difficult to handle but makes the prediction more accurate. Various machine learning and deep learning algorithms were used to accomplish this work. Results obtained by autoregressive integrated moving average(ARIMA), autoregressive moving average with explanatory variable(ARIMAX), seasonal autoregressive moving average(SARIMA), seasonal autoregressive moving average(SARIMAX) and long short term memory(LSTM) recurrent neural networks with rolling windows were compared and the one with least error, i.e. LSTM with rolling windows was used for time series prediction.
DOI: 10.6084/m9.figshare.14375030
title: Data and code from: Nestedness patterns and the dual nature of community reassembly in California streams: a multivariate permutation‐based approach

description: Many factors contribute to the nonrandom processes of extinctions and invasions that are changing the structure of ecological communities worldwide. These factors include the attributes of the species, their abiotic environment, and the interactions and feedbacks between them. The relative importance of these factors has been difficult to quantify. We used nested subset theory and a novel permutation‐based extension of gradient analysis to disentangle the direct and indirect pathways by which these factors affect the metacommunity structure of freshwater fishes inhabiting the streams tributary to the San Francisco Bay. Our analyses provide quantitative measures of how species and stream attributes may influence extinction vulnerability and invasion risk, highlight the need for considering the multiple interacting drivers of community change concurrently, and indicate that the ongoing disassembly and assembly of Bay Area freshwater fish communities are not fully symmetric processes. Fish communities are being taken apart and put back together in only partially analogous trajectories of extinction and invasion for which no single explanatory hypothesis is sufficient. Our study thereby contributes to the forecasting of continued community change and its effects on the functioning of freshwater ecosystems.<br><br>The R code implements a permutation-based multivariate approach to gradient analysis for inferring the relative importance of putative drivers of matrix nestedness. (Previous univariate methods of gradient analysis assume that explanatory variables are uncorrelated.) In the paper we used a structural equation model (path analysis) to disentangle the direct and indirect influences of the row- and column-specific variables (since many variables were causally dependent), but multiple regression can also be used if no indirect effects are suspected.