cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23898254
title: Origin and evolution of Li-rich geothermal waters from the Kawu geothermal system, Himalayas: based on hydrochemistry and H-O, Li isotopes

description: There are 25 Li-rich geothermal fields (&gt;15 mg/L) are displayed throughout nine geothermal zones in Tibet. The Kawu geothermal system is one of the representative high-enthalpy and Li-rich geothermal systems and is located in the Skaya dome, the Himalayas. Their boiling and hot and cold waters are Cl-HCO<sub>3</sub>-Na and HCO<sub>3</sub>-Ca types, respectively. The parent geothermal fluids are characterized by high Na, Cl, B, Si, As, Li, Rb<sup>+</sup>, Cs<sup>+</sup> and F, and the Cl<sup>−</sup> concentration and enthalpy of the parent geothermal liquid are 515 mg/L and 1,485 J/g, respectively (corresponding to a temperature of 323.5°C). The stable oxygen and hydrogen isotopic compositions of geothermal fluids range from −19.7 to −23.4‰ and −155 to −181.2‰, indicating that the ratio of magmatic water mixed into geothermal fluid is between 11.7% and 19.5%. The lithium content in the geothermal system is high (13.04 to 20.8 ppm), but the δ<sup>7</sup>Li is relatively low (1.06 to 1.72‰). The high Cl, Li and B contents, constant Cl/Li and Cl/B ratios and low δ<sup>7</sup>Li indicate that they mainly originate from magmatic fluid, rather than from water rock reaction with the leucogranite and gneiss. While ascending from the reservoirs to the surface, the parent geothermal fluids gradually mixed with the meteoric waters infiltrated via brittle tensional small-scale faults, in turn forming four cooling processes upwelling patterns, i.e. conductive cooling, adiabatic cooling, mixing with cold water, and the combination of these processes.
DOI: 10.6084/m9.figshare.23898254.v1
title: Origin and evolution of Li-rich geothermal waters from the Kawu geothermal system, Himalayas: based on hydrochemistry and H-O, Li isotopes

description: There are 25 Li-rich geothermal fields (&gt;15 mg/L) are displayed throughout nine geothermal zones in Tibet. The Kawu geothermal system is one of the representative high-enthalpy and Li-rich geothermal systems and is located in the Skaya dome, the Himalayas. Their boiling and hot and cold waters are Cl-HCO<sub>3</sub>-Na and HCO<sub>3</sub>-Ca types, respectively. The parent geothermal fluids are characterized by high Na, Cl, B, Si, As, Li, Rb<sup>+</sup>, Cs<sup>+</sup> and F, and the Cl<sup>−</sup> concentration and enthalpy of the parent geothermal liquid are 515 mg/L and 1,485 J/g, respectively (corresponding to a temperature of 323.5°C). The stable oxygen and hydrogen isotopic compositions of geothermal fluids range from −19.7 to −23.4‰ and −155 to −181.2‰, indicating that the ratio of magmatic water mixed into geothermal fluid is between 11.7% and 19.5%. The lithium content in the geothermal system is high (13.04 to 20.8 ppm), but the δ<sup>7</sup>Li is relatively low (1.06 to 1.72‰). The high Cl, Li and B contents, constant Cl/Li and Cl/B ratios and low δ<sup>7</sup>Li indicate that they mainly originate from magmatic fluid, rather than from water rock reaction with the leucogranite and gneiss. While ascending from the reservoirs to the surface, the parent geothermal fluids gradually mixed with the meteoric waters infiltrated via brittle tensional small-scale faults, in turn forming four cooling processes upwelling patterns, i.e. conductive cooling, adiabatic cooling, mixing with cold water, and the combination of these processes.
DOI: 10.6084/m9.figshare.25425997
title: Table S3. from Robot motor learning shows emergence of frequency-modulated, robust swimming with an invariant Strouhal number

description: Swimming speed, caudal-fin tip velocity and BCF lateral undulatory velocity for fishes and robots.
DOI: 10.6084/m9.figshare.25425997.v1
title: Table S3. from Robot motor learning shows emergence of frequency-modulated, robust swimming with an invariant Strouhal number

description: Swimming speed, caudal-fin tip velocity and BCF lateral undulatory velocity for fishes and robots.
DOI: 10.34740/kaggle/dsv/7870804
title: BBC News
DOI: 10.34740/kaggle/dsv/7870806
title: Polish-Ukrainian translations from Tatoeba
DOI: 10.6084/m9.figshare.25103138
title: Pavement cracks from UAV imagery-1388

description: A pavement crack image dataset from UAV imagery integrated with <b>GSD</b> was established and has been made publicly available for the research community, serving as a valuable supplement to existing crack databases.A total of 1388 pavement crack images here were collected and labeled, with 304 samples identified as being of the longitudinal crack (<b>LC</b>) type, 303 samples identified as being of the transverse crack (<b>TC</b>) type, 313 samples identified as being of the obliquely oriented crack (<b>OC</b>) type, 368 samples identified as being of the alligator crack (<b>AC</b>) type, and 100 samples being identified as of the no-crack type. To ensure the deep learning-based model’s effectiveness, the datasets were divided into training, validation, and test sets in the ratio of 80%, 10%, and 10%, respectively.Please cited this reference as following if using the data.XinbaoChenX; Chang Liu; Long Chen; Xiaodong Zhu; Yaohui Zhang; Chenxi Wang ; A PavementCrack Detection and Evaluation Framework for a UAV Inspection System Based on Deep Learning,<i>Applied Sciences</i>, 2024, 14(3): 1157.<br>
DOI: 10.6084/m9.figshare.25356919.v1
title: Linking GWAS to pharmacological treatments for psychiatric disorders

description: Data files to reproduce analyses in the manuscript by Arnatkeviciute et al. (2024) titled "Linking GWAS to pharmacological treatments for psychiatric disorders".data.zip contains raw unprocessed files;DataOutput_2024.zip contains processed data files required to reproduce results and generate the figures;enrichment_2024.zip contains enrichment results;GWASpapers_07_03_2024.txt -- the list of papers and file descriptions for the GWAS summary statistics used in the manuscript. <br>
DOI: 10.25442/hku.25422139
title: Dataset of Steel Corrosion in Cementitious Mortar Due to Carbonation and Chlorides

description: The dataset focuses on steel corrosion data within cementitious materials. It encompasses 46 distinct mortar mixtures embedded with steel bars, with 30 samples undergoing carbonation. Corrosion data were obtained through testing all samples at six relative humidity (RH) levels. All measurements were conducted in a laboratory setting and are stored in spreadsheet format (.xlsx). The dataset includes mixture parameters, material properties, environmental parameters, and electrochemical parameters. This comprehensive dataset offers valuable corrosion data suitable for training machine learning models to predict steel corrosion across various corrosion-related variables.
DOI: 10.34740/kaggle/dsv/7871059
title: WallStreetBets 2022
DOI: 10.15131/shef.data.25421044
title: Database that support the article "Effort as deservedness: A questionnaire-experimental study".

description: This database contain the information used to reproduce the results shown in the paper "Effort as deservedness: A questionnaire-experimental study".The project gained ethical approval from the Research Ethics Committe at the University of Sheffield. The number of the project is 032286.
DOI: 10.15131/shef.data.25421044.v1
title: Database that support the article "Effort as deservedness: A questionnaire-experimental study".

description: This database contain the information used to reproduce the results shown in the paper "Effort as deservedness: A questionnaire-experimental study".The project gained ethical approval from the Research Ethics Committe at the University of Sheffield. The number of the project is 032286.
DOI: 10.6084/m9.figshare.25426109
title: Data description from Size dependent antipredator responses in a fish–shrimp mutualism

description: For prey, taking refuge from predators has obvious fitness benefits but may also be costly by impinging on time and effort available for feeding or attracting mates. The antipredator responses of refuge-seeking animals are therefore predicted to vary strategically depending on how threatening they perceive the risk. To test this, we studied the impacts of a simulated predatory threat on the anti-predator responses of wild sandy prawn-gobies (<i>Ctenogobiops feroculus</i>) that co-inhabit burrows with <i>Alpheus</i> shrimp (Family <i>Alpheidae</i>) in a mutualistic relationship. We exposed goby-shrimp pairs, repeatedly on three separate occasions, to an approaching threat and measured the antipredator behaviours of both partners. We found that re-emerging from the burrow took longer in large compared to small fish. Moreover, quicker re-emergence by small—but not medium or large-sized gobies—was associated with an earlier flight from the approaching threat (i.e. when the threat was still further away). Finally, the goby and shrimp sharing a burrow were matched in body size and their risk-taking behaviour was highly dependent on one another. The findings contribute to our understanding of how an individual's phenotype and perception of danger relates to its risks taking strategy, and how mutualistic partners can have similar risk sensitivities.
DOI: 10.6084/m9.figshare.25426109.v1
title: Data description from Size dependent antipredator responses in a fish–shrimp mutualism

description: For prey, taking refuge from predators has obvious fitness benefits but may also be costly by impinging on time and effort available for feeding or attracting mates. The antipredator responses of refuge-seeking animals are therefore predicted to vary strategically depending on how threatening they perceive the risk. To test this, we studied the impacts of a simulated predatory threat on the anti-predator responses of wild sandy prawn-gobies (<i>Ctenogobiops feroculus</i>) that co-inhabit burrows with <i>Alpheus</i> shrimp (Family <i>Alpheidae</i>) in a mutualistic relationship. We exposed goby-shrimp pairs, repeatedly on three separate occasions, to an approaching threat and measured the antipredator behaviours of both partners. We found that re-emerging from the burrow took longer in large compared to small fish. Moreover, quicker re-emergence by small—but not medium or large-sized gobies—was associated with an earlier flight from the approaching threat (i.e. when the threat was still further away). Finally, the goby and shrimp sharing a burrow were matched in body size and their risk-taking behaviour was highly dependent on one another. The findings contribute to our understanding of how an individual's phenotype and perception of danger relates to its risks taking strategy, and how mutualistic partners can have similar risk sensitivities.
DOI: 10.6084/m9.figshare.25426112
title: Rcode from Size dependent antipredator responses in a fish–shrimp mutualism

description: For prey, taking refuge from predators has obvious fitness benefits but may also be costly by impinging on time and effort available for feeding or attracting mates. The antipredator responses of refuge-seeking animals are therefore predicted to vary strategically depending on how threatening they perceive the risk. To test this, we studied the impacts of a simulated predatory threat on the anti-predator responses of wild sandy prawn-gobies (<i>Ctenogobiops feroculus</i>) that co-inhabit burrows with <i>Alpheus</i> shrimp (Family <i>Alpheidae</i>) in a mutualistic relationship. We exposed goby-shrimp pairs, repeatedly on three separate occasions, to an approaching threat and measured the antipredator behaviours of both partners. We found that re-emerging from the burrow took longer in large compared to small fish. Moreover, quicker re-emergence by small—but not medium or large-sized gobies—was associated with an earlier flight from the approaching threat (i.e. when the threat was still further away). Finally, the goby and shrimp sharing a burrow were matched in body size and their risk-taking behaviour was highly dependent on one another. The findings contribute to our understanding of how an individual's phenotype and perception of danger relates to its risks taking strategy, and how mutualistic partners can have similar risk sensitivities.
DOI: 10.6084/m9.figshare.25426112.v1
title: Rcode from Size dependent antipredator responses in a fish–shrimp mutualism

description: For prey, taking refuge from predators has obvious fitness benefits but may also be costly by impinging on time and effort available for feeding or attracting mates. The antipredator responses of refuge-seeking animals are therefore predicted to vary strategically depending on how threatening they perceive the risk. To test this, we studied the impacts of a simulated predatory threat on the anti-predator responses of wild sandy prawn-gobies (<i>Ctenogobiops feroculus</i>) that co-inhabit burrows with <i>Alpheus</i> shrimp (Family <i>Alpheidae</i>) in a mutualistic relationship. We exposed goby-shrimp pairs, repeatedly on three separate occasions, to an approaching threat and measured the antipredator behaviours of both partners. We found that re-emerging from the burrow took longer in large compared to small fish. Moreover, quicker re-emergence by small—but not medium or large-sized gobies—was associated with an earlier flight from the approaching threat (i.e. when the threat was still further away). Finally, the goby and shrimp sharing a burrow were matched in body size and their risk-taking behaviour was highly dependent on one another. The findings contribute to our understanding of how an individual's phenotype and perception of danger relates to its risks taking strategy, and how mutualistic partners can have similar risk sensitivities.
DOI: 10.6084/m9.figshare.25426115.v1
title: Data from Size dependent antipredator responses in a fish–shrimp mutualism

description: For prey, taking refuge from predators has obvious fitness benefits but may also be costly by impinging on time and effort available for feeding or attracting mates. The antipredator responses of refuge-seeking animals are therefore predicted to vary strategically depending on how threatening they perceive the risk. To test this, we studied the impacts of a simulated predatory threat on the anti-predator responses of wild sandy prawn-gobies (<i>Ctenogobiops feroculus</i>) that co-inhabit burrows with <i>Alpheus</i> shrimp (Family <i>Alpheidae</i>) in a mutualistic relationship. We exposed goby-shrimp pairs, repeatedly on three separate occasions, to an approaching threat and measured the antipredator behaviours of both partners. We found that re-emerging from the burrow took longer in large compared to small fish. Moreover, quicker re-emergence by small—but not medium or large-sized gobies—was associated with an earlier flight from the approaching threat (i.e. when the threat was still further away). Finally, the goby and shrimp sharing a burrow were matched in body size and their risk-taking behaviour was highly dependent on one another. The findings contribute to our understanding of how an individual's phenotype and perception of danger relates to its risks taking strategy, and how mutualistic partners can have similar risk sensitivities.
DOI: 10.6084/m9.figshare.25426115
title: Data from Size dependent antipredator responses in a fish–shrimp mutualism

description: For prey, taking refuge from predators has obvious fitness benefits but may also be costly by impinging on time and effort available for feeding or attracting mates. The antipredator responses of refuge-seeking animals are therefore predicted to vary strategically depending on how threatening they perceive the risk. To test this, we studied the impacts of a simulated predatory threat on the anti-predator responses of wild sandy prawn-gobies (<i>Ctenogobiops feroculus</i>) that co-inhabit burrows with <i>Alpheus</i> shrimp (Family <i>Alpheidae</i>) in a mutualistic relationship. We exposed goby-shrimp pairs, repeatedly on three separate occasions, to an approaching threat and measured the antipredator behaviours of both partners. We found that re-emerging from the burrow took longer in large compared to small fish. Moreover, quicker re-emergence by small—but not medium or large-sized gobies—was associated with an earlier flight from the approaching threat (i.e. when the threat was still further away). Finally, the goby and shrimp sharing a burrow were matched in body size and their risk-taking behaviour was highly dependent on one another. The findings contribute to our understanding of how an individual's phenotype and perception of danger relates to its risks taking strategy, and how mutualistic partners can have similar risk sensitivities.
DOI: 10.21227/cd63-km24
title: A Web-based Tool for Liposuction Endpoints and Postoperative Results: A Quantitative Prediction Model for Thigh Circumferential Liposuction

description: Background: The endpoint of liposuction surgery in a current clinical dilemma. The liposuction volume (LV) should be individualized according to each patient's objective and subjective needs. Objectives: To create a mathematical model to quantitatively predict the change ratio of thigh circumference to LV. Methods: In this retrospective cohort study, 122 patients who underwent circumferential liposuction of the thigh between July 2018 and June 2022 at a single center were included. Preoperative demographic variables and operative details were analyzed using linear regression to construct the prediction model. Results: Body mass index (BMI), body fat rate (BFR), greatest thickness of subcutaneous adipose tissue (SAT) at the horizontal level at the innermost point via the groin (T-upper), and LV were independent predictors of the change ratio of the horizontal circumference at the innermost point via the groin (RC-upper). The linear regression model resulted in the following predictive equation: RC-upper = −1.0072 + 0.3225 × BMI − 0.1885 × BFR + 0.6721 × T-upper + 0.0015 × LV. Conclusion: This personalized prediction model can be used in daily clinical practice to rationalize surgical expectations and to quantitatively assess surgeons' preoperative designs.
DOI: 10.48324/dandi.000939/0.240318.0150
title: Duszkiewicz et al. (2024) Large-scale recordings of head-direction cells in mouse postsubiculum

description: 64-channel linear probe recordings from mouse postsubiculum (dorsal presubiculum) - a region in which most excitatory cells are narrowly tuned to the animal's head-direction.  Dataset (upload in progress) includes one recording session per mouse (N = 31, 42 - 185 units per recording). All sessions include a square open field exploration epoch and two sleep epochs. Some sessions additionally include a triangular open field epoch or an optogenetic stimulation epoch. 

Each NWB file contains: timestamps of detected units, mean waveforms, LFP,  animal position and head-direction,  sleep scoring (REM/NREM), accelerometer data. 

Data used in Duszkiewicz et al, 2024 (DOI: 10.1038/s41593-024-01588-5). Collected by Adrian J. Duszkiewicz and Sofia Skromne Carrasco in Peyrache lab. 

Full dataset in Matlab format (including ADN recordings) and code to reproduce figures in the article can be found at:
https://doi.org/10.6084/m9.figshare.24921252
DOI: 10.6084/m9.figshare.25424617
title: Phonax datasets and model weights

description: Phonax datasets and pre-trained model weights download
DOI: 10.6084/m9.figshare.20510562
title: High low tide record along the China coastline

description: High low tide record
DOI: 10.6084/m9.figshare.20510562.v2
title: High low tide record along the China coastline

description: High low tide record
DOI: 10.6084/m9.figshare.25367605
title: Annotation files for the chromosome-level genome assembly of soft-stem bulrush<i> </i><i>Schoenoplectus tabernaemontani</i>

description: <i>Schoenoplectus tabernaemontani</i>(C. C. Gmelin) Pallais a typical macrophyte in diverse wetland ecosystems. This species holds great potential in decontamination applications and carbon sequestration. We present the first chromosome-level genome assembly for this species.
DOI: 10.6084/m9.figshare.25406188
title: Elsafty_RBCs_Slide_12

description: Each one of (Elsafty_RBCs_Slide_1-25) contains the field images/patches of a specific slide/patient. The names of the patches start with the respective slide/patient number, followed by the unique patch/field number. There is a total of 47,363 patches with 1076x535 pixels size from the 25 slides/patients, the counts of patches per slide/patient are as follows: 1690, 1709, 2697, 2400, 1905, 1803, 2964, 3049, 2464, 2080, 1894, 1852, 2590, 2263, 3328, 983, 1066, 935, 1131, 1237, 1874, 1393, 1277, 1199, and 1580.
DOI: 10.5281/zenodo.7214230
title: SEENIC: dataset for Spacecraft posE Estimation with NeuromorphIC vision

description: Dataset used in the paper "Towards Bridging the Space Domain Gap for Satellite Pose Estimation using Event Sensing" (arXiv, IEEE Xplore), for the purpose of satellite pose estimation with an event camera.

Both events and ground truth camera poses were captured across the 20 scenes in total. There are two trajectories, five lighting configurations and two camera speeds. All combinations of trajectory type, speed and lighting configuration were enumerated for capture. Sample event frames and dataset statistics are available in the paper linked above, along with our pose estimation method used on this dataset.

 

Live-capture scene names use the following encoding: {satellite model}-{trajectory}-{speed}-{lighting configuration}

The calibration scene (calibration.tar.gz) includes multiple views of a chessboard used to calibrate the camera intrinsics and extrinsics for the live-capture scenes. Camera parameters calibrated using this scene can be found in the calib.txt file, with the format: fx fy cx cy k1 k2 p1 p2 k3.

 

All live-capture scenes have the same data format:

scene/

    poses/ -- Raw timestamped robot gripper to base transforms

    cam-poses.csv -- Ground truth camera poses with the format {timestamp, Rx, Ry, Rz, x, y, z}

    events.csv -- Event stream with the format {timestamp, x, y, polarity (0=off, 1=on)}

    meta.json -- Metadata file with camera frame dimensions

Note: all timestamps are in microseconds.

 

The synthetic scene (synthetic.tar.gz) has the following data format:

synthetic/

    poses/ -- Sequential poses captured at a constant time interval

    events.txt -- Event stream with the format: time (float s), x, y, polarity (0=off, 1=on) as specified at https://rpg.ifi.uzh.ch/davis_data.html

    camera_intrinsics.txt -- The camera intrinsic matrix (space separated)

Note: please refer to the paper referenced below for further details on using this synthetic scene.

 

When using the data in an academic context, please cite the following paper.

@INPROCEEDINGS{10160531,
    author={Jawaid, Mohsi and Elms, Ethan and Latif, Yasir and Chin, Tat-Jun},
    booktitle={2023 IEEE International Conference on Robotics and Automation (ICRA)},
    title={Towards Bridging the Space Domain Gap for Satellite Pose Estimation using Event Sensing},
    year={2023},
    volume={},
    number={},
    pages={11866-11873},
    keywords={Adaptation models;Satellites;Pose estimation;Lighting;Robot sensing systems;Robustness;Data models},
    doi={10.1109/ICRA48891.2023.10160531}
}