cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr38894.v1
title: Survey of Consumer Attitudes and Behavior, March 2020
title: Version 1

description: The Survey of Consumer Attitudes and Behavior series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter.The surveys conducted in 2020 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables. Also explored in this survey, were respondents' types of savings and financial investments, loan use, family income, and retirement planning.Also explored in this survey, were respondents' political affiliation and opinion about the Trump administration. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: This survey is a rotating panel design. For each monthly sample, an independent cross-section sample of households is drawn. The respondents chosen in this drawing are then reinterviewed six months later. The result is a rotating panel design, and the total sample for any one survey is normally made up of 60 percent new respondents with 40 percent being interviewed for the second time.
description: The data are not weighted, however, this collection contains three weight variables; <b>WT</b> (HOUSEHOLD WEIGHT (WT_HH renamed)), <b>WT_HH</b> (HOUSEHOLD WEIGHT), and <b>WT_AD</b> (ADULT WEIGHT) that must be used in any analysis. For more information on weights and sampling, please refer to the documentation and/or visit the Survey of Consumers Website.
description: National sample of telephone numbers from cell (RDD) sampling frame.
description: Datasets: 
DS0: Study-Level Files
DS1: Public-Use Data
DS2: Restricted-Use Data
description: Persons aged 18 years or older living in households with telephones within the coterminous United States. Smallest Geographic Unit: FIPS code
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the P.I. Codebook.Additional information on the Surveys of Consumers can be found by visiting the Surveys of Consumers Website.
DOI: 10.3886/icpsr38894
title: Survey of Consumer Attitudes and Behavior, March 2020
title: Archival Version

description: The Survey of Consumer Attitudes and Behavior series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter.The surveys conducted in 2020 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables. Also explored in this survey, were respondents' types of savings and financial investments, loan use, family income, and retirement planning.Also explored in this survey, were respondents' political affiliation and opinion about the Trump administration. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: This survey is a rotating panel design. For each monthly sample, an independent cross-section sample of households is drawn. The respondents chosen in this drawing are then reinterviewed six months later. The result is a rotating panel design, and the total sample for any one survey is normally made up of 60 percent new respondents with 40 percent being interviewed for the second time.
description: The data are not weighted, however, this collection contains three weight variables; <b>WT</b> (HOUSEHOLD WEIGHT (WT_HH renamed)), <b>WT_HH</b> (HOUSEHOLD WEIGHT), and <b>WT_AD</b> (ADULT WEIGHT) that must be used in any analysis. For more information on weights and sampling, please refer to the documentation and/or visit the Survey of Consumers Website.
description: National sample of telephone numbers from cell (RDD) sampling frame.
description: Datasets: 
DS0: Study-Level Files
DS1: Public-Use Data
DS2: Restricted-Use Data
description: Persons aged 18 years or older living in households with telephones within the coterminous United States. Smallest Geographic Unit: FIPS code
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the P.I. Codebook.Additional information on the Surveys of Consumers can be found by visiting the Surveys of Consumers Website.
DOI: 10.6084/m9.figshare.24975492.v1
title: Polinton, PLV, and virophage capsid tree, alignment and proteins

description: MCP sequences for Polinton, PLV, and virophage tree along with alignment with reference sequences used in the paper.
DOI: 10.6084/m9.figshare.24975492
title: Polinton, PLV, and virophage capsid tree, alignment and proteins

description: MCP sequences for Polinton, PLV, and virophage tree along with alignment with reference sequences used in the paper.
DOI: 10.6073/pasta/a2ea85fe4915ac790bd5c478d91f441c
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 10 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-10 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: 10.6084/m9.figshare.24975525
title: RNA virus RdRp tree, alignments, and raw seqs

description: Brine pool RNA viruses were recovered using RdRp-scan pipeline and these sequences in their database were also used for the alignment.
DOI: 10.6084/m9.figshare.24975525.v1
title: RNA virus RdRp tree, alignments, and raw seqs

description: Brine pool RNA viruses were recovered using RdRp-scan pipeline and these sequences in their database were also used for the alignment.
DOI: 10.6073/pasta/b25b086167734ee382425458c0c4fa0b
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: 10.6073/pasta/c4e8e12994a7ac45afedfb5be5832dac
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 15 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-15 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.24975528.v1
title: Jumbo Phage Bacterial Host genomes

description: The MAGs of two bacterial hosts of jumbo phages elucidated through CRISPR spacer matching. These were binned from metagenomic data using Metabat2.
DOI: 10.6084/m9.figshare.24975528
title: Jumbo Phage Bacterial Host genomes

description: The MAGs of two bacterial hosts of jumbo phages elucidated through CRISPR spacer matching. These were binned from metagenomic data using Metabat2.
DOI: 10.6073/pasta/0734b69c517c05d519ea712296eb75f4
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 10 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: 10.5281/zenodo.10479013
title: Multi-model simulation of solar geoengineering indicates avoidable destabilization of the West Antarctic ice sheet

description: Heat transported in Circumpolar Deep Water is driving the break-up of ice shelves in the Amundsen Sea sector of Antarctica, that has been simulated to be unavoidable under all plausible greenhouse gas scenarios. However, climate intervention scenarios have not been considered. Solar geoengineering changes global thermal radiative balance, and atmospheric and oceanic transportation pathways. We simulate stratospheric aerosol injection (SAI) designed to reduce global mean temperatures from those under the unmitigated SSP5-8.5 scenario to those under the SSP2-4.5 scenario with six CMIP6-class Earth System Models. These consistently show intensified Antarctic polar vortex and sub-polar westerlies, which mitigates changes to easterly winds along the Amundsen Sea continental shelf compared with greenhouse gas scenarios. The models show significantly cooler Amundsen Sea waters and lower heat content at 300-600 m under SAI than with either solar dimming or the SSP5-8.5 unmitigated greenhouse gas scenarios. However, the heat content increases under all scenarios compared with present day suggesting that although vulnerable ice shelves would continue to thin, the rate would be lower for SAI even with SSP5-8.5 specified greenhouse gases, than for the moderate (SSP2-4.5) scenario. The simulations here use climate interventions designed for global temperature targets; interventions targeted at preserving the frozen high latitudes have also been proposed that might be expected to produce bigger local effects, but potentially deleterious impacts elsewhere. Considering the huge disruptions to society of ice sheet collapse, more research on avoiding them by intervention technology is a moral imperative.
DOI: 10.5281/zenodo.10479014
title: Multi-model simulation of solar geoengineering indicates avoidable destabilization of the West Antarctic ice sheet

description: Heat transported in Circumpolar Deep Water is driving the break-up of ice shelves in the Amundsen Sea sector of Antarctica, that has been simulated to be unavoidable under all plausible greenhouse gas scenarios. However, climate intervention scenarios have not been considered. Solar geoengineering changes global thermal radiative balance, and atmospheric and oceanic transportation pathways. We simulate stratospheric aerosol injection (SAI) designed to reduce global mean temperatures from those under the unmitigated SSP5-8.5 scenario to those under the SSP2-4.5 scenario with six CMIP6-class Earth System Models. These consistently show intensified Antarctic polar vortex and sub-polar westerlies, which mitigates changes to easterly winds along the Amundsen Sea continental shelf compared with greenhouse gas scenarios. The models show significantly cooler Amundsen Sea waters and lower heat content at 300-600 m under SAI than with either solar dimming or the SSP5-8.5 unmitigated greenhouse gas scenarios. However, the heat content increases under all scenarios compared with present day suggesting that although vulnerable ice shelves would continue to thin, the rate would be lower for SAI even with SSP5-8.5 specified greenhouse gases, than for the moderate (SSP2-4.5) scenario. The simulations here use climate interventions designed for global temperature targets; interventions targeted at preserving the frozen high latitudes have also been proposed that might be expected to produce bigger local effects, but potentially deleterious impacts elsewhere. Considering the huge disruptions to society of ice sheet collapse, more research on avoiding them by intervention technology is a moral imperative.
DOI: 10.6084/m9.figshare.24975597
title: Phage Protein Annotations

description: 1) AMG mapping: Auxilliary metabolic genes pulled out and predicted by VIBRANT and then reads were mapped.2) Gene_Mapping_annotated_total.csv: Annotations for all phage genes and read mapping values associated with them.
DOI: 10.6084/m9.figshare.24975513
title: Phage Genomes

description: Dereplicated phage genomes recovered from all three sites using the ViWrap pipeline. Accompanying CSV shows statistics about abundance and activity as well as taxonomy.
DOI: 10.6084/m9.figshare.24975513.v1
title: Phage Genomes

description: Dereplicated phage genomes recovered from all three sites using the ViWrap pipeline.
DOI: 10.5281/zenodo.10479617
title: Themes, Categories and Subcategries - Childbearing study
DOI: 10.5281/zenodo.10479618
title: Themes, Categories and Subcategries - Childbearing study
DOI: 10.57745/jsnwqr
title: segment-grains.pipeline

description: BIP pipeline for segmenting pollen grains
DOI: 10.57745/cedzpi
title: segment-mitochondria.pipeline

description: :unav
DOI: 10.5281/zenodo.4898348
title: WindNODE_ABW model input data

description: This is the model input dataset for WindNODE_ABW.
DOI: 10.5281/zenodo.4898349
title: WindNODE_ABW model input data

description: This is the model input dataset for WindNODE_ABW.
DOI: 10.5281/zenodo.4896568
title: WindNODE_ABW scenario results data

description: These notebooks are created based on the model results of WindNODE_ABW which are available here.
DOI: 10.5281/zenodo.4896569
title: WindNODE_ABW scenario results data

description: These notebooks are created based on the model results of WindNODE_ABW which are available here.
DOI: 10.5281/zenodo.10450220
title: Anti-drift pose tracker (ADPT): A transformer-based network for robust animal pose estimation cross-species (Part 1)

description: A video dataset to evaluate anti-drift performance (robustness) of pose estimation methods
DOI: 10.5281/zenodo.10450221
title: Anti-drift pose tracker (ADPT): A transformer-based network for robust animal pose estimation cross-species

description: A video dataset to evaluate anti-drift performance (robustness) of pose estimation methods
DOI: 10.5281/zenodo.10473121
title: Anti-drift pose tracker (ADPT): A transformer-based network for robust animal pose estimation cross-species (Part 1)

description: A video dataset to evaluate anti-drift performance (robustness) of pose estimation methods
DOI: 10.5281/zenodo.10479575
title: Cuestionario aplicado en Propuesta de estrategia para fomentar la comunicación beneficente entre el logofonoaudiólogo, el paciente afásico y su familia
title: Questionnaire applied in Strategy proposal to promote beneficial communication between the speech-language pathologist, the aphasic patient and their family

description: Cuestionario aplicado en Propuesta de estrategia para fomentar la comunicación beneficente entre el logofonoaudiólogo, el paciente afásico y su familia. Estudio realizado con el objetivo de evaluar una propuesta de estrategia para el fomento de una comunicación beneficente entre el logofonoaudiólogo, el paciente afásico y su familia. Fue aplicada la técnica de Iadov o criterio de usuario que permitió evaluar la propuesta a través de 10 logofonoaudiólogo de la provincia de Granma, Cuba.
DOI: 10.5281/zenodo.10479574
title: Cuestionario aplicado en Propuesta de estrategia para fomentar la comunicación beneficente entre el logofonoaudiólogo, el paciente afásico y su familia
title: Questionnaire applied in Strategy proposal to promote beneficial communication between the speech-language pathologist, the aphasic patient and their family

description: Cuestionario aplicado en Propuesta de estrategia para fomentar la comunicación beneficente entre el logofonoaudiólogo, el paciente afásico y su familia. Estudio realizado con el objetivo de evaluar una propuesta de estrategia para el fomento de una comunicación beneficente entre el logofonoaudiólogo, el paciente afásico y su familia. Fue aplicada la técnica de Iadov o criterio de usuario que permitió evaluar la propuesta a través de 10 logofonoaudiólogo de la provincia de Granma, Cuba.
DOI: 10.5281/zenodo.10200481
title: The Oxford Mouse Polysomnography Benchmark Data Set

description: This archive contains electrophysiological recordings from freely behaving mice, with each 4-second epoch having been annotated with the corresponding vigilance state by multiple sleep experts. The recordings are either 12 or 24 hours long and consist at minimum of a frontal EEG, a parietal EEG and an EMG trace sampled at 256 Hz. Several recordings additionally contain LFP traces and/or unsorted multi-unit activity.

 

The data comprises four groups:

- a pilot data set,

- a test data set,

- a sleep deprivation data set, and

- an optogenetic stimulation data set.

 

The recordings in the pilot data set and the test data set have been annotated by 4-10 experienced sleep researchers from the Vyazovskiy group at the University of Oxford. They are ideally suited for benchmarking of automated methods for polysomnography. The recordings in the sleep deprivation data set and the optogenetic stimulation data set exhibit characteristics that are distinct from corresponding baseline recordings and are thus useful to test the resilience of automated methods to experimental manipulations. Sleep deprivation increases the amplitude of slow-wave activity during NREM and thus changes the spectral features used by many automated methods. The manipulation in the optogenetic stimulation data set increased the number of times the animal was (briefly) awake during sleep, resulting in increases in the transition probabilities from NREM or REM to the awake state compared to baseline recordings. Methods that leverage expectations of transition probabilities in their predictions would be expected to be sensitive to these changes.

This benchmark data set was created during the development of Somnotate, an automated vigilance state classifier (available at https://github.com/paulbrodersen/somnotate). The data collection is hence described in the following publications:

Brodersen et al. Somnotate: A probabilistic sleep stage classifier for studying vigilance state transitions. PLoS Comput Biol. 2024. DOI: 10.1371/journal.pcbi.1011793

Please consider citing this publication if you use Somnotate or this data set in your academic work.
DOI: 10.5281/zenodo.10200482
title: The Oxford Mouse Polysomnography Benchmark Data Set

description: This archive contains electrophysiological recordings from freely behaving mice, with each 4-second epoch having been annotated with the corresponding vigilance state by multiple sleep experts. The recordings are either 12 or 24 hours long and consist at minimum of a frontal EEG, a parietal EEG and an EMG trace sampled at 256 Hz. Several recordings additionally contain LFP traces and/or unsorted multi-unit activity.

 

The data comprises four groups:

- a pilot data set,

- a test data set,

- a sleep deprivation data set, and

- an optogenetic stimulation data set.

 

The recordings in the pilot data set and the test data set have been annotated by 4-10 experienced sleep researchers from the Vyazovskiy group at the University of Oxford. They are ideally suited for benchmarking of automated methods for polysomnography. The recordings in the sleep deprivation data set and the optogenetic stimulation data set exhibit characteristics that are distinct from corresponding baseline recordings and are thus useful to test the resilience of automated methods to experimental manipulations. Sleep deprivation increases the amplitude of slow-wave activity during NREM and thus changes the spectral features used by many automated methods. The manipulation in the optogenetic stimulation data set increased the number of times the animal was (briefly) awake during sleep, resulting in increases in the transition probabilities from NREM or REM to the awake state compared to baseline recordings. Methods that leverage expectations of transition probabilities in their predictions would be expected to be sensitive to these changes.

This benchmark data set was created during the development of Somnotate, an automated vigilance state classifier (available at https://github.com/paulbrodersen/somnotate). The data collection is hence described in the following publications:

Brodersen et al. Somnotate: A probabilistic sleep stage classifier for studying vigilance state transitions. PLoS Comput Biol. 2024. DOI: 10.1371/journal.pcbi.1011793

Please consider citing this publication if you use Somnotate or this data set in your academic work.