cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4604960
title: Local-time Distribution of Electromagnetic Ion Cyclotron waves (EMIC) at Ground Station Maitri

description: Induction Coil Magnetometer (ICM) data recorded at the Indian Antarctic station, Maitri (geographic lat. 70:7o S, geographic long. 11:8o E, L=5) for the period of 2011-2017.
DOI: 10.5281/zenodo.4604959
title: Local-time Distribution of Electromagnetic Ion Cyclotron waves (EMIC) at Ground Station Maitri

description: Induction Coil Magnetometer (ICM) data recorded at the Indian Antarctic station, Maitri (geographic lat. 70:7o S, geographic long. 11:8o E, L=5) for the period of 2011-2017.
DOI: 10.17632/49ptgmbsg9.1
title: Exposure to Roundup® Ready-To-Use-III Increases Soil Displacement Speed and Decreases Body Mass in Earthworms

description: Dependent variables for worms include: body mass, stress-test survival time, and soil-displacement. Independent variables include treatment: exposure to Roundup® Ready-To-Use-III and nothing. Additional variables include tank number. Each treatment had three replicates and those are reflected in tank number.
DOI: 10.17632/49ptgmbsg9.2
title: Exposure to Roundup® Ready-To-Use-III Increases Soil Displacement Speed and Decreases Body Mass in Earthworms

description: Dependent variables for worms include: body mass, stress-test survival time, and soil-displacement. Independent variables include treatment: exposure to Roundup® Ready-To-Use-III and nothing. Additional variables include tank number. Each treatment had three replicates and those are reflected in tank number.
DOI: 10.17632/49ptgmbsg9.3
title: Exposure to Roundup® Ready-To-Use-III Increases Soil Displacement Speed and Decreases Body Mass in Earthworms

description: Dependent variables for worms include: body mass, stress-test survival time, and soil-displacement. Independent variables include treatment: exposure to Roundup® Ready-To-Use-III and nothing. Additional variables include tank number. Each treatment had three replicates and those are reflected in tank number.
DOI: 10.17632/6zjmy4wp3v.1
title: Empirical test of the many-wrongs hypothesis reveals weighted averaging of individual routes in pigeon flocks

description: Our data showed that larger homing pigeon flocks had significantly more efficient (i.e. shorter) homing routes than smaller flocks, consistent with previous findings and with the predictions of the many-wrongs hypothesis. However, a heuristic optimization procedure showed that flock routes were not simply averages of individual routes, but instead that pigeons that more faithfully recapitulated their routes during individual flights had proportionally greater influence on their flocks’ routes.
DOI: 10.17632/253yxcpjxf.1
title: Data to replicate "Informed Decisions Regarding Flood Events Induces Propensity For Insurances", published in Environmental Science & Policy in 2022

description: Here you have 5 documents to replicate the paper:
"Informed Decisions Regarding Flood Events Induces Propensity For Insurances", published in Environmental Science & Policy in 2022:

1. video (information for respondents)
2. original questionnaire (in Portuguese)
3. data collected (in *.xlsx)
4. data collected (in *.dta)
5. do-file to obtain the preliminary regressions
DOI: 10.17632/mr8gjfvsyj.1
title: Data in Brief-2022

description: Data in Brief off the article entitle: Genomic and proteomic analysis of Vicilin dataset, the 7S globulin from cowpea (Vigna unguiculata) seeds
DOI: 10.17632/253yxcpjxf.2
title: Data to replicate "Informed Decisions Regarding Flood Events Induces Propensity For Insurances", published in Environmental Science & Policy in 2022

description: Here you have 5 documents to replicate the paper:
"Informed Decisions Regarding Flood Events Induces Propensity For Insurances", published in Environmental Science & Policy in 2022:

1. video (information for respondents)
2. original questionnaire (in Portuguese)
3. data collected (in *.xlsx)
4. data collected (in *.dta)
5. do-file to obtain the preliminary regressions
DOI: 10.17632/8kfxcrpw9f.1
title: Air, Soil, and Water Quality Dataset

description: Heavy metals concentration in soil (g/kg), surface water (mg/l), and groundwater (mg/l); radionuclides activity concentrations in soils (Bq/kg), and absorbed dose rate (nGy/h); apparent electrical resistivity in soil layers (Ωm); particulate matter in air (µg/m3), HCHO and TVOC (mg/m3), temperature (C), relative humidity (%).
DOI: 10.17632/s5yf8kshg3.1
title: USPTO renewable energy generation patents

description: USPTO patents corresponding to Y02E 10 subclasses "Energy generation through renewable energy sources" filed from 1973 to 2015. Each patent is categorized according to the seven sources of generation: Geothermal, Hydro, From the sea, Solar thermal, PV, Thermal-PV and Wind.
DOI: 10.17632/jsgv8jp8cp.1
title: Laterality Data for Mountain Chickadees at Sagehen Experimental Forest Winter

description: Data analyzed in 2022. 

All data were collected as part of a long-term study (2014 - ongoing in 2022) of mountain chickadees at Sagehen Experimental Forest in the Sierra Nevada (Sagehen Creek Field Station, University of California Berkeley), located 10 km north of Truckee, CA, USA.  To band birds, birds were trapped annually at nestboxes during summer or at established bird feeders using mistnets in the fall and winter. Trapped birds were banded with color bands including a colored passive integrated transponder (PIT) tag with a unique alphanumeric ID (IB Technology, Leicestershire, U.K.).  Sex (male or female) was determined from previous summer breeding survey records using physiological evidence (e.g., brood patch or cloacal protuberance), if possible. See published works for better characterization of banding efforts and cognition experiments: Branch et al. 2016, 2017; Kozlovsky et al. 2018, Tello-Ramos et al. 2018, Sonnenberg et al. 2019, Sonnenberg et al. 2020, Benedict et al. 2021.

To estimate laterality in the direction chickadees moved around an experimental apparatus during foraging-based search, we used data collected from three types of spatial cognitive tasks: spatial learning and memory (winter 2019-2020, winter 2020-2021), single spatial reversal learning (winter 2019-2020, winter 2020-2021), and serial spatial reversal learning (winter 2020-2021). Data were collected automatically from 'smart' feeders equipped with a radio frequency identification (RFID) data logger connected to a perch-mounted antenna that detected and logged the PIT tags of birds that landed at the feeders. Each feeder had a mechanized door to control access to a supply of black oil sunflower seeds. Feeders arranged in 8-feeder arrays on a square frame, 2 per elevation, ca. 1.2 km apart. 

Laterality was calculated from the relative direction that birds moved around the feeder array while searching for a food reward during the spatial cognitive tasks, all conducted under natural conditions with wild birds. Data were only used from trials in which birds visited two nonrewarding feeder locations at the array before receiving a food reward from the correct feeder location and flying away to consume or cache the food elsewhere. Trials were scored left or right and were summed per bird per year. Calculated metrics: the proportion of left trials out of the total number of scored trials (leftTrials/totalTrials), the laterality index (leftTrials-rightTrials/totalTrials), and standard z-scores. Dataset also includes demographic data (elevation, sex) and cognition data from a spatial learning and memory task (winter 2020-2021, "Memory_MeanLOCerr") and a single spatial reversal task (winter 2020-2021, "Reversal_MeanLOCerr"). Cognition was estimated by the mean number of location errors (i.e. nonrewarding feeder locations) in the first 20 trials of each task (See Croston et al. 2016, 2017 for details).
DOI: 10.17632/jsgv8jp8cp.2
title: Directional bias in movement while searching for a food reward during spatial cognitive tasks in mountain chickadees (Poecile gambeli)

description: Data analyzed in 2022. 

All data were collected as part of a long-term study (2014 - ongoing in 2022) of mountain chickadees at Sagehen Experimental Forest in the Sierra Nevada mountains (Sagehen Creek Field Station, University of California Berkeley), located 10 km north of Truckee, CA, USA.  To band birds, birds were trapped annually at nestboxes during summer or at established bird feeders using mistnets in the fall and winter. Trapped birds were banded with color bands including a colored passive integrated transponder (PIT) tag with a unique alphanumeric ID (IB Technology, Leicestershire, U.K.).  Sex (male or female) was determined from previous summer breeding survey records using physiological evidence (e.g., brood patch or cloacal protuberance), if possible. See published works for better characterization of banding efforts and cognition experiments: Branch et al. 2016, 2017; Kozlovsky et al. 2018, Tello-Ramos et al. 2018, Sonnenberg et al. 2019, Sonnenberg et al. 2020, Benedict et al. 2021.

Directional bias was estimated in two was based on the direction that chickadees moved around an experimental apparatus during foraging-based search in several spatial cognitive tasks. Only trials with at least two location errors were analyzed (i.e. non-rewarding feeders), ensuring that chickadees had not yet learned the location of the correct rewarding feeder for each task. Initial bias was estimated from the relative direction birds moved between the first two location errors. Consistent bias was estimated when birds again moved in the same direction between the second and third visits as during the initial bias. Visits to feeders across the feeder array were not analyzed. The tasks included spatial learning and memory (winter 2019-2020, winter 2020-2021), single spatial reversal learning (winter 2019-2020, winter 2020-2021), and serial spatial reversal learning (winter 2020-2021). Data were collected automatically from 'smart' feeders equipped with a radio frequency identification (RFID) data logger connected to a perch-mounted antenna that detected and logged the PIT tags of birds that landed at the feeders. Each feeder had a mechanized door to control access to a supply of black oil sunflower seeds. Feeders were arranged in 8-feeder arrays on a square frame, 2 per elevation, ca. 1.2 km apart (based on established protocols, see Croston et al. 2016, 2017). 

This file contains the season of data collection, type of bias, individual bird ID, elevation (high or low), sex, total number of left-scored trials, total number of right-scored trials, total number of scored trials, bias index (calculated using a standard lateralization index), and several statistics for significant bias. These included a p-value from binomial tests (per bird), whether the resulting binomial p-value was significant using an alpha = .05 and bonferroni corrected alpha (.05/n birds) the Holm-adjusted p-value, the z-score, and z-score based bias (to estimate relative bias).
DOI: 10.17632/55xv4y25rs.1
title: smallNORB

description: The smallNORB data contains 3d greyscale images of size 96X96 and used for 3d shape analysis. The dataset contains images of 5 categories. It consists of images of 50 toys belonging to the categories of animals, vehicle models, etc. Each object was imaged by two cameras under 6 lighting conditions, 9 elevations (30 to 70 degrees), and 18 azimuths. The dataset is divided into train and test splits where both splits consist of 24300 images
DOI: 10.17632/7s8dhjhg3w.2
title: Global_transitions_from_dry_and_wet_extremes

description: This is the global model simulations pertaining to the following research paper: "Accelerated transition between dry and wet extremes in a warming climate". It includes the CRU (http://www.cru.uea.ac.uk/), and the 12 multi-model ensemble simulations derived from CMIP6 datasets (https://esgf-node.llnl.gov/ projects/esgf-llnl/) for gridded monthly precipitation and potential evapotranspiration (PET) to calculate the 3-month SPEI index.
DOI: 10.17632/7s8dhjhg3w.1
title: Global_transitions_from_dry_and_wet_extremes

description: This is the global model simulations pertaining to the following research paper: "Accelerated transition between dry and wet extremes globally". It includes the CRU (http://www.cru.uea.ac.uk/), and the 12 multi-model ensemble simulations derived from CMIP6 datasets (https://esgf-node.llnl.gov/ projects/esgf-llnl/) for gridded monthly precipitation and potential evapotranspiration (PET) to calculate the 3-month SPEI index.
DOI: 10.17632/7s8dhjhg3w.3
title: Global_transitions_from_dry_and_wet_extremes

description: This is the global model simulations pertaining to the following research paper: "Accelerated transition between dry and wet periods in a warming climate". It includes the CRU (http://www.cru.uea.ac.uk/), and the 10 multi-model ensemble simulations derived from CMIP6 datasets (https://esgf-node.llnl.gov/ projects/esgf-llnl/) for gridded monthly precipitation and potential evapotranspiration (PET) to calculate the 3-month SPEI index.
DOI: 10.6084/m9.figshare.20383716
title: Data from: Closed-loop motor imagery EEG simulation for brain-computer interfaces

description: This dataset contains the experimentally collected data used for the paper: Shin H, Suma D and He B (2022) Closed-loop motor imagery EEG simulation for brain-computer interfaces. <em>Front. Hum. Neurosci.</em> 16:951591. doi:10.3389/fnhum.2022.951591 <br> The data was recorded from 10 unique healthy human subjects (assigned subject numbers S01 to S10). All data is organized into LIVE and SIMULATED directories, followed by BW, NT and CV subdirectories according to which experimental condition the data came from. For details on the live vs. simulated parallel experiment design and the implementation of BW, NT and CV parameters, please refer to the paper. All identifying information have been removed. <br> Please cite the above paper if you use any data included in this dataset. Code related to this study are also available from <sub>https://github.com/mcvain/bci-simulator. </sub>
DOI: 10.17632/gb2nz2fpkt.1
title: Pore clogging growth behaviors in column scale experiment_Test3_2 X-ray Image

description: Column experiment Test 3, Step 4 to Step 5.
Initial seepage velocity (mm/s): 0.71
DOI: 10.34703/gzx1-9v95/cqb4rc/bljtwf
title: ABC-UTC-UW-NEW-SESIMIC-RESISTING-CONNECTIONS-FOR-CONCRETE-FILLED-TUBE-COMPONENTS-IN-HIGH-SPEED-RAIL-SYSTEMS-Final-Report-V2-2.pdf

description: Final Report
DOI: 10.34703/gzx1-9v95/cqb4rc
title: New Sesimic-Resisting Connections for Concrete-Filled Tube Components In High-Speed Rail Systems

description: The overall goals of the proposed research are to investigate CFT connections and other column-to-pile connections including the seismic response and resilience, including damage, of selected CFT connections using high-resolution finite element analyses. Longer term work (beyond Cycle 1) will focus on investigation of a high-speed rail (HSR) system for study (to be selected in collaboration with the CA HSR technical team) through a limited structural analysis simulation using line-element nonlinear modeling methods to investigate the impact of salient parameters on the response including (1) connection type, (2) soil structure interaction and (3) seismic hazard level.
DOI: 10.17632/pvhgp4pjh9.1
title: Pore clogging growth behaviors in column scale experiment_Test3_1 X-ray Image

description: Column experiment Test 3, Step 0 to Step 3.
Initial seepage velocity (mm/s): 0.71
DOI: 10.17632/8v9y435jpt.2
title: Structural basis for product specificities of MLL family methyltransferases

description: unprocessed and uncompressed imaging data
DOI: 10.17632/vxd89xvktf.1
title: Beishan thermochronology 2022

description: We report apatite (U-Th)/He thermochronology from the Beishan fold-thrust belt, central Asia. Based on these data, we  interpret ~140-133 Ma cooling in the Early Cretaceous to reflect hanging wall exhumation during thrust slip along the Hongqishan thrust in the Hongliudaquan area, southeastern Beishan. And we infer that the normal slip of the Suosuojing fault was responsible for footwall exhumation at ~124‒115 Ma in the Early Cretaceous. The late Mesozoic development of the Beishan fold-thrust belt in central Asia should be a far-field response to the closure of the Mongol‒Okhostk Ocean in the north and the Lhasa‒Qiangtang collision in the south, followed by collapse of thickened crust that triggered the post-thrusting extensional deformation.
DOI: 10.17632/8v9y435jpt.1
title: Structural basis for product specificities of MLL family methyltransferases

description: unprocessed and uncompressed imaging data
DOI: 10.17632/8v9y435jpt.3
title: Structural basis for product specificities of MLL family methyltransferases

description: unprocessed and uncompressed imaging data
DOI: 10.17632/d945jxhyg8.1
title: Data for A Novel Method for the Synthesis of X-ray Imaging Degradable Polymers

description: A Novel Method for the Synthesis of X-ray Imaging Degradable Polymers
DOI: 10.17632/pkw475mv5r.1
title: Pore clogging growth behaviors in column scale experiment_Test6 X-ray Image

description: Column experiment Test 6.
Initial seepage velocity (mm/s): 2.15
DOI: 10.17632/3wsbwcmjbs.1
title: Animal performance and feed characteristics data used to estimate the IPCC Tier 2 enteric methane emissions for smallholder livestock systems in Nandi, Kenya

description: These datasets contains enteric methane emission factors derived using Intergovernmental Panel on Climate Change (IPCC) Tier 2 method. The activity data collected includes the live weight (LW) measurements of cattle in 126 smallholder farms from different agro-ecological zones collected between October November 2015 to October 2016 i.e. five LW and heart girth measurements at month 0, 3, 6, 9, 12, live weight flux (change) for different periods, body condition scoring and physiological status all referred here as "Activity data". The animal performance activity data coupled with feed quality data (dry matter digestibility (DMD) were used to predict the energy requirements of the animals. These energy requirements include for maintenance, LW gain or loss, locomotion and lactation (for lactating animals). The average of the LW per period was calculated and used to estimate the metabolizable energy requirement (MER) for maintenance and MER for locomotion (energy used when walking during grazing). The LW change was used to estimate the MER for LW gain or loss. The animals were grouped by age and sex; Adult females (>2 years), Adult males (>2years), Heifers (1-2years), Young Males (1-2years) and calves (both sexes, <1year). The MER for maintenance, gain or loss and locomotion applied to all animal classes. However, Adult females (>2years) had an additional energy requirement since most at this age group were lactating and therefore part of the energy was used for milk production. The MER for lactation was calculated using average daily milk yield plus predicted calf milk consumptions for dams with calves of 0 to 3.5 months of age, and milk energy derived from measured herd milk quality (butter fat and solid non fat content). It was assumed that calves were tethered around the homestead and therefore MER for locomotion is negligible and not included for calves.  A sum of all the MERs was calculated then used together with feed DMD and Gross energy (GE) to estimate the dry matter intake (DMI) that was in turn used to predict the daily methane production (DMP). All calves of 0 to 3.5 months of age were excluded from DMP calculations as it was assumed that their rumen is not fully developed as hence negligible enteric methane was produced. The DMP was converted to emission factor (EF) by multiplying it with 365 days to get an annual enteric methane emission figure. 
Feed basket Information for Nandi County Kenya contain information on feedstuffs available and their contribution to feed baskets per agro-ecological zones in Nandi county. In addition, we had acreage data for each fodder crop, pasture or food crop residue that were fed to the animals, pasture biomass yield for different periods, the feed nitrogen and acid detergent fibre (ADF)  that were used to calculate the proportion of each feedstuff to the entire feed-basket and the DMD of the feed-baskets for the agro-ecological zones in Nandi county.
DOI: 10.17632/p77cdxf773.1
title: Pore clogging growth behaviors in column scale experiment_Test4 X-ray Image

description: Column experiment Test 4.
Initial seepage velocity (mm/s): 4.30
DOI: 10.17632/h7mb2vzx54.1
title: Data for: A Functional Near-infrared Spectroscopy Investigation of Directed Forgetting

description: Behavioural and fNIRS data. Data 1 shows the memory recognition accuracies for TBR and TBF words, and the false alarm (FA) for new words from 16 participants. Specifically, the participant column shows the serial number of participants; the age column shows the ages of participants; the TBF and TBR columns show the recognition memory performance of TBR and TBF words for each participant; the FA column shows the FA of new words for each participant. Data 2 shows the oxy-Hb levels time-locked to cue onset (four types of cues: TBF-f, TBF-r, TBR-f, and TBR-r cues) during the 0–4 s time window in 12 channels (Ch53, Ch54, Ch9, Ch32, Ch2, Ch38, Ch20, Ch44, Ch22, Ch46, Ch25, and Ch48). Specifically, the participant column shows the serial number of participants; the TBF-F-Ch53 column shows the oxy-Hb levels triggered by TBF-F cues in Ch53 for each participant; Similarly, the remaining columns in turn show the oxy-Hb levels triggered by TBF-F cues in the Ch54, Ch9, Ch32, Ch2, Ch38, Ch20, Ch44, Ch22, Ch46, Ch25, and Ch48, and the oxy-Hb levels triggered by TBF-r, TBR-f, and TBR-r cues in the Ch53, Ch54, Ch9, Ch32, Ch2, Ch38, Ch20, Ch44, Ch22, Ch46, Ch25, and Ch48 for each participant. Data 3 shows the oxy-Hb levels time-locked to cue onset (four types of cues: TBF-f, TBF-r, TBR-f, and TBR-r cues) during the 5–9 s time window in 12 channels (Ch53, Ch54, Ch9, Ch32, Ch2, Ch38, Ch20, Ch44, Ch22, Ch46, Ch25, and Ch48). Other columns settings were identical to Data 2. Data 4 shows the oxy-Hb levels time-locked to cue onset (four types of cues: TBF-f, TBF-r, TBR-f, and TBR-r cues) during the 9–11 s time window in 12 channels (Ch53, Ch54, Ch9, Ch32, Ch2, Ch38, Ch20, Ch44, Ch22, Ch46, Ch25, and Ch48). Other columns settings were identical to Data 2.