cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/b268jv86tf
title: Remote Sensing Super-resolution Object Detection (RSSOD) Dataset

description: A new benchmark dataset RSSOD, for object detection of small objects in remote sensing images, with a high overlap of classes. Total 3 sets of annotations, 5-class, 4, class, 2-class, and Single-Class.
Format: YOLO and COCO.

If this dataset helped you in your research please cite:
1- Bashir, Syed Muhammad Arsalan; Wang, Yi; Khan, Mahrukh; Ullah, Qudrat; Wang, Rui; Song, Yilin; Guo, Zhe; Niu, Yilong (2021), “Remote Sensing Super-resolution Object Detection (RSSOD)”, Mendeley Data, V1, DOI: 10.17632/b268jv86tf.1

2- Wang, Yi; Bashir, Syed Muhammad Arsalan; Khan, Mahrukh; Ullah, Qudrat; Wang, Rui; Song, Yilin; Guo, Zhe; Niu, Yilong (2021), “Remote Sensing Image Super-resolution and Object Detection: Benchmark and State of the Art ”, arXiv. https://arxiv.org/abs/2111.03260
DOI: 10.17632/tpbz9626ns
title: Sustainable and Equitable Pension Reform for Emerging Economies: An Application to Indonesia Economic Modelling

description: The file contains information for the computations used in the paper "Sustainable and Equitable Pension Reform for Emerging Economies: An Application to Indonesia" co-authored by G. Kudrna, J. Piggott and P. Poonpolkul and forthcoming in Economic Modelling. It comprises a readme file (readme_replication.docs) that provides details of the Fortran programs (Stationary and TransitionPath), how to run them, and the data and output files.
DOI: 10.6084/m9.figshare.11397801.v1
title: China Meteorological Forcing Dataset - Daily

description: Daily mean of the original 03-hourly China Meteorological Forcing Dataset.
DOI: 10.6084/m9.figshare.20419854.v1
title: Model data using Klaran UVC-LEDs for the Healthy Car

description: Healthy Car Modeling
DOI: 10.6084/m9.figshare.25707414.v1
title: Carbon Sequestration Potential of Tree Planting in China

description: It includes the spatial pattern of the tree growth suitability scores at a resolution of 1km in China, the tree planting potential of four different forest types in the realistic scenario, the tree planting potential of afforestation and densification in the realistic scenario and the carbon sink potential and their uncertainty.
DOI: 10.17632/3xpcbpxyc9
title: DATASET_INTERLIMB_CRTMS2024

description: Dataset of experiment to investigate the effect of rTMS over cerebellum on visuomotor learning during inter-limb coordination task.
DOI: 10.17632/64cc5w5dxy
title: DrugRev: A comprehensive customers reviews on drugs purchasing and satisfaction

description: DrugRev is a comprehensive dataset created to provide updated information regarding a user's views of a particular drug. The data has been collected from drugs.com and stored in a single CSV file. The raw data has been cleaned thoroughly to provide a ready-to-use dataset that can be used for multiple purposes such as Natural Language Processing, Sentiment Analysis, Data Science, Data Analytics, Numerical Analysis, Health Informatics, etc. The dataset can be found as ‘DrugReviews.csv’ in the repository, and it contains 392510 unique reviews along with the name of the drug, user rating, the credibility of the review in the form of likes, length of the reviews, the condition for which the drug was taken and how long the drug was taken for. Null values which may have been the result of some issues with the old structure of the website have also been handled carefully. Also, the sheer number of data columns gives the dataset more versatility to be used in a variety of research fields.
DOI: 10.17632/kpcny7d5kt
title: Liquid drop model deformation energies of nuclei with axial symmetry and reflection asymmetry

description: Title of program: LIQUID DROP DEFORMATION ENERGIES Catalogue Id: ABQG_v1_0 Nature of problem The deformation dependent terms of the nuclear potential energy in the Myers-Swiatecki's liquid drop model are: Coulomb and surface energies. For nuclear shapes with axial symmetry, they are expressed by two fold and simple integrals respectively. The surface energy was redefined by Krappe and Nix in order to take into account the finite range of nuclear forces. Calculation of this energy requires a three fold integration. Versions of this program held in the CPC repository in Mendeley Data ABQG_v1_0; LIQUID DROP DEFORMATION ENERGIES; 10.1016/0010-4655(78)90112-1 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/y5jjfcfrjz
title: Energy Consumption Data in KWh of Household Appliances in a Typical House Sincelejo Colombia (12 months)

description: This database contains energy consumption data from 5 typical household devices collected with smart meters over a 12-month period. This data is recorded every hour and the devices correspond to a fan, a PC, an air conditioner and a television. These devices are located in a typical 4 person household in the city of Sincelejo, Colombia.
DOI: 10.6084/m9.figshare.21369855.v3
title: Supplementary Material - Ecological networks of an Antarctic ecosystem: a full description of non-trophic interactions

description: Data of non-trophic interactions of Potter Cove marine ecosystem and bibliography searching process.
DOI: 10.6084/m9.figshare.23056805.v2
title: Monkey V1 responses to natural images (Cadena et al 2024)

description: Monkey V1 responses. See preprint.
DOI: 10.6084/m9.figshare.3554586.v1
title: Appendix B. Maximum vessel lengths and lengths of segments used to construct vulnerability curves.

description: Maximum vessel lengths and lengths of segments used to construct vulnerability curves.
DOI: 10.17632/6zjkycv6dx
title: Comparative study on microstructure and mechanical properties of sintered γ-(Fe-Ni-P) alloys with abundant P doping

description: Research data required for submission on "Materials Science and Engineering: A"
DOI: 10.17632/khxnkp68pm
title: Data for: Sea-level rise effects on macrozoobenthos distribution within an estuarine gradient using Species Distribution Modeling

description: 1. R code (R Markdown file)
Complete simulation for the taxon Cirratulidae

2. Occurrence data
This file contains data indicating where sediment samples containing benthic organisms were sampled. The sampling campaign is indicated by the site name and the location of the collection point (latitude and longitude). Finally, data on taxa (name and abundance) collected in the Jaguaripe River estuary between 2006 and 2019 are presented.

3. Environmental layers 
The environmental Layers were obtained from the data collected in situ. Then they were interpolated using IDW (Inverse Distance Weighted) in ArcGIS and converted from raster format to text (.asc) format.
The layers used in this simulation are salinity and different sediment fractions. The salinity data (minimum and maximum) from the Jaguaripe River estuary were recorded using a multiparameter probe (Horiba) and data-logger sensors (HOBO). The sea-level rise scenarios were proposed through the quantitative synthesis from a systematic review of numerical models that simulated saline intrusion as a result of sea-level rise in estuaries (Costa et al., “Trends in the effects of sea-level rise in estuaries: A qualitative and quantitative synthesis towards a simple general model to estimate future saline intrusion in estuaries”, unpublished). The predict function in R software (R Development Core Team, 2016) was used in the GLM (i.e., multiple regression model) to obtain the saline intrusion values for each scenario.  The sediment classes used as environmental layers were pebble, granule, very coarse sand (vcsand), coarse sand (csand), medium sand (msand), fine sand (fsand), very fine sand (vfsand) and mud (silt and clay fractions).
DOI: 10.17632/p8s4wmxshw
title: Original data for 'Malignant progression of liver cancer progenitors requires KAT7-acetylated and internalized G-protein GαS'

description: Original data for 'Malignant progression of liver cancer progenitors requires KAT7-acetylated and internalized G-protein GαS'
DOI: 10.6084/m9.figshare.21506583.v1
title: Matrices of Stenopelmatus talpa species complex

description: Matrices of <em>Snemopelmatus talpa </em>species complex <br> 1) a <em>cox1</em> matrix comprising the DNA barcoding locus (658 bp) 2) a protein-coding gene matrix (10,953 bp) 3) a complete mt genome matrix (14,599 bp)
DOI: 10.17632/5b88jb43hn
title: Fungal and arbuscular mycorrhizal communities unique to old grasslands in a northern agricultural landscape

description: Data files contain environmental data of the experiment and both the fungal and arbuscular mycorrhizal fungal communities. 
Fungal and arbuscular communities have also its correspondant file with the taxonomic identifications and other traits. 

Files containing "env" correspond to environmental data. Files containing "community" correspond to community data. Files containing "tax" correspond to taxonomic data. 
Files containing "soil" correspond to soils. Files containing "root" correspond to roots.

The four datasets can be linked to each sample using the excel file "Sample_names2".
DOI: 10.17632/69mtxvt8zx
title: RegTech: Technology-Driven Compliance and its Effects on Profitability, Operations, and Market Structure

description: This is the dataset for the paper titled "RegTech: Technology-Driven Compliance and its Effects on Profitability, Operations, and Market Structure"
DOI: 10.17632/zhyb98cz6w
title: Data on the effects of The-Optimal-Lymph-Flow program on lymphedema symptoms in breast cancer survivors

description: Lymphedema symptoms are the most impactful and long-term adverse effects of cancer treatment that many breast cancer survivors face on a daily basis. The-Optimal-Lymph-Flow (TOLF) program is an intervention based on physiological-cognitive-behavioral principles that teaches patients self-management strategies to activate lymphatic system and promote lymph flow to decrease lymphedema symptoms as well as reduce the risk and severity of lymphedema. This data article presents the data obtained from a randomized clinical trial (RCT) that evaluated the use of TOLF program as an early intervention to improve lymphedema symptom experience and optimize lymph fluid levels for breast cancer survivors who were at risk for developing lymphedema.
DOI: 10.25452/figshare.plus.24688476.v1
title: File 27_Individual excel files comfortable speed.

description: This data belongs to a manuscript submitted to Data in Brief, in which the content and lay-out of this data is described in detail. Data overviews (including figures and tables for age and gender groups) can be found at OSF | Normative 3D gait data of healthy subjects walking at three different speeds on an instrumented treadmill in virtual reality.A normative gait dataset of 246 healthy adults (122 men / 124 women, range in age 18-91 years, body weight 46.80-116.10 kg, height 1.53-1.97 m and BMI 18.25-35.63 kg/m<sup>2</sup>) is presented and publicly shared for three walking speed conditions.Three dimensional gait analysis was performed at the Computer Assisted Rehabilitation Environment (CAREN) at the Maastricht University Medical Centre (MUMC+). Subjects walked on the instrumented treadmill surrounded with twelve 3D cameras, three 2D cameras and a virtual environment projected on a 180° screen using the Human Body Lower Limb Model with trunk markers (HBM-II) as biomechanical model.Subjects walked at comfortable walking speed, 30% slower and 30% faster. These walking speed conditions were applied in a random sequence. Comfortable walking speed was determined using a RAMP protocol: subjects started to walk at 0.5 m/s and every second the speed was increased wit 0.01 m/s until comfortable speed was reached. The average of three repetitions was considered the comfortable speed. For each walking speed condition, 250 steps were recorded.The 3D gait data was collected using the D-flow CAREN software. Raw data were processed in Matlab (Mathworks 2016), including quality check, step determination and the exportation of data to xls. Processed data includes spatiotemporal parameters, medio-lateral (ML) and back-forward (BF) margins of stability (MoS), 3D joint angles, anterior-posterior (AP) and vertical GRFs, 3D joint moments and 3D joint power of both legs.The attached files include the processed data for each adult for walking at comfortable speed containing spatiotemporal parameters, MoS, joint angles, GRF, joint moments, joint power including every valid step of both legs.The title of this file (27_individual excel files) corresponds to the associated manuscript (submitted to Data in Brief)<br>
DOI: 10.6084/m9.figshare.1213779.v1
title: Example calcium imaging of C. elegans swimming in M9 with 30% dextran

description: This is a representative data file of calcium imaging of a worm swimming in M9 + 30% dextran. The .mat files require the .m files in image-processing-code.zip to be opened.
DOI: 10.6084/m9.figshare.13720668.v2
title: Whole genome sequencing, replicate 1

description: Whole-genome sequencing of caucasian male. Replicate 2<br>
DOI: 10.6084/m9.figshare.14679955.v1
title: Stimulus Bird Data from Perception of infection: disease-related social cues influence immunity in songbirds

description: Dataset containing mass, fat score, eye score, and antibody values for each stimulus (MG, Control) bird.
DOI: 10.6084/m9.figshare.28660928.v1
title: UCM 188.75 digital model and image set

description: UCM 188.75 pterosaur tracks<i>Pteraichnus </i>isp.Summerville Formation, FerronOxfordian, Upper Jurassic
DOI: 10.6084/m9.figshare.7731233.v1
title: Bilateral international migration flow estimates for 200 countries (1990-1995 to 2010-2015)

description: Row for each migration corridor - period combination (200 origins x 200 destinations x 5 periods = 200,000).<br>year0 - first year of five year periodorig - origin ISO three letter country codedest - destination ISO three letter country<br> Columns for estimates based on the following migration flow estimation methods:<b><br>Stock Differencing Approaches:</b><br><br>sd_drop_neg - see for example Beine, M., Docquier, F., & Özden, Ç. (2011). Diasporas. Journal of Development Economics, 95(1), 30–41. https://doi.org/10.1016/j.jdeveco.2009.11.004<br><br>sd_rev_neg - see for example Beine, M., & Parsons, C. R. (2015). Climatic Factors as Determinants of International Migration. The Scandinavian Journal of Economics, 117(2), 723–767. https://doi.org/10.1111/sjoe.12098<br><br><b>Migration Rate Approach:</b><br><br>mig_rate - see Dennett, A. (2016). Estimating an Annual Time Series of Global Migration Flows - An Alternative Methodology for Using Migrant Stock Data. In Global Dynamics (pp. 125–142). Chichester, UK: John Wiley & Sons, Ltd. https://doi.org/10.1002/9781118937464.ch7<br><br><b>Demographic Accounting Approaches:</b><br><br>da_min_open - see Abel, G. J. (2013). Estimating global migration flow tables using place of birth data. Demographic Research, 28(March), 505–546. https://doi.org/10.4054/DemRes.2013.28.18<br><br>da_min_closed - see Abel, G. J. (2018). Estimates of Global Bilateral Migration Flows by Gender between 1960 and 2015. International Migration Review, (Fall), imre.12327. https://doi.org/10.1111/imre.12327<br><br>da_pb_closed - see Azose, J. J., & Raftery, A. E. (2018). Estimation of emigration, return migration, and transit migration between all pairs of countries. Proceedings of the National Academy of Sciences, 201722334. https://doi.org/10.1073/PNAS.1722334116<br>
DOI: 10.6084/m9.figshare.8832824.v1
title: Supplementary Material for: A Three-Dimensional Musculoskeletal Model of the Western Lowland Gorilla Foot: Examining Muscle Torques and Function

description: Due to difficulty of obtaining accurate quantitative data on foot muscles, relatively little has been done to study foot muscle function in non-human apes. Gorilla feet are known to be similar in bony proportions and mechanics to those of humans, hence are key to understanding human foot evolution and its ecological context. We present the first 3D musculoskeletal computer model of a western lowland gorilla foot, giving muscle torques about the tarsometatarsal, metatarsophalangeal and interphalangeal joints of digits 2–5. Peak flexor torque around the fifth metatarsophalangeal joint occurs at a highly flexed position, suggesting an ability to maintain flexed postures around lateral metatarsophalangeal joints, useful for grasping vertical supports. For distal interphalangeal joints, flexor torques peaked the more medial the digit at relatively flexed postures. We report, for the first time, interossei acting upon proximal and distal interphalangeal joints. All these facilitate maintenance of flexed positions around distal interphalangeal joints, likely used for grasping of small supports/objects. Humans lack these features, suggesting that semi-arboreal early hominins made less use of the peripheral canopy than gorillines. Information here could be used in gorilla enclosure design to encourage wild-type locomotor repertoires in captivity.
DOI: 10.17632/f4gfkkrbb7
title: Design of real-time hybrid nanofiltration/reverse osmosis seawater desalination plant performance based on deep learning application

description: This Paper is under review in Desalination Journal (Elsevier)
DOI: 10.17632/nc2dgty6x9
title: Major factors influencing rearfoot external eversion moment during barefoot walking

description: The purpose of this study, is to determine the factors that substantially influence the magnitude of rearfoot external eversion moment during the stance phase of walking. Twenty-nine healthy adult men participated in this study. The foot motion during the support phase was collected by the motion capture system (Vicon Motion Systems, Oxford, UK) at 500 Hz, and the force platform data (Type 9281E; Kistler Instruments, Winterthur, Switzerland) were collected at 1000 Hz. Participants were asked to walk barefoot along the walkway and across the force platform. The resultant moment vector acting on the ankle joint center was computed using the cross product of the vector from the ankle joint center to the center of pressure (COP) and the vector of the ground reaction force (GRF). From the moment vector, the parallel component to the longitudinal foot axis (heel to toe) was computed as the anatomically relevant total rearfoot external inversion/eversion moment due to the GRF (Mtot). The Mtot was decomposed into the moment components derived from the mediolateral GRF (Mml) and from the vertical GRF (Mv). The Mml and Mv moment components were then decomposed into each force and moment arm. For Mml, the mediolateral GRF (Fml) was the force, and the height of the ankle joint center (aH) was the moment arm. For Mv, the vertical GRF (Fv) was the force and the medio-lateral distance of the COP relative to the ankle joint center in the transverse plane (aCOPml) was the moment arm. To visualize moment changes, we first normalized the data of each participant with the entire support phase as 100% (101 points). The ensemble change of all participants was obtained as the average waveform of each participant. The average values of each moment component, force, and moment arm in Phase I and Phase II for each participant were calculated (Phase I was defined until 10% of the support phase and Phase II was defined from 10% to 60% of the support phase). To investigate the relationship between force and moment and between moment arm and moment within each moment component, correlation analyses between Fml and Mml, aH and Mml, Fv and Mv, and aCOPml and Mv were conducted for each phase. Rearfoot eversion moment was dominated by the external moment due to the mediolateral component of GRF during Phase I, and then the external moment due to the vertical component of GRF came to dominate the rearfoot eversion moment during Phase II (sheet normalized_Mtot,Mml,Mv). Correlation analysis revealed that Fml was strongly correlated with Mml, and also aCOPml was strongly correlated with Mv in both phases (sheet various parameters). We found that the magnitude of mediolateral GRF strongly associated with the rearfoot external eversion moment just after foot contact. During the subsequent phase, we found that the lateral distance of the COP relative to the ankle joint center strongly associated with the rearfoot external eversion moment.
DOI: 10.17632/pyczkkttfx
title: Data for: An extensional collapse model for the Lhasa-Qiangtang orogen in central Tibet

description: These rock samples were collected from central Tibet,China. The geochronology and geochemical data are used in geological research.
DOI: 10.6084/m9.figshare.13344227.v1
title: Phylogenomic dataset files for: Gregarine single-cell transcriptomics reveals differential mitochondrial remodeling and adaptation in apicomplexans

description: Datasets for phylogenomic analyses. The directory for each gene includes the all candidate sequences (including paralogs) that were initially considered, and the final dataset for each gene that was utilized in phylogenomic analyses.
DOI: 10.6084/m9.figshare.25058690.v2
title: MMOTU dataset

description: The MMOTU dataset consists of ovarian ultrasound images collected from Beijing Shijitan Hospital, Capital Medical University. The dataset is divided into two subsets: OTU 2D and OTU CEUS. The OTU 2D subset contains ultrasound images.The OTU CEUS subset consists of 170 images extracted from CEUS sequences.The MMOTU ovarian tumor ultrasound dataset used in the paper titled "PMFFNet: A hybrid network based on feature pyramid for ovarian tumor segmentation" is stored here. If needed, you can download and access it yourself. The dataset we employed in our study is sourced from the MMOTU image dataset, which comprises ovarian ultrasound images collected from Beijing Shijitan Hospital, Capital Medical University.If you would like to access the original MMOTU dataset, please click on the following link: https://drive.google.com/drive/folders/1c5n0fVKrM9-SZE1kacTXPt1pt844iAs1
DOI: 10.6084/m9.figshare.25517224.v2
title: Gun Violence - All Shootings

description: The data on all shootings is from https://www.gunviolencearchive.org/ . This dataset on all shootings for the period 2014-2023 was provided on March 25, 2024 by the Data Manager (Ms. Sharon Williams) at the Gun Violence Archive (https://www.gunviolencearchive.org/) on a data request. Minimal curation was done on this data – the date variable was split into year, month and day. The variables are self-explanatory.<br><br>For information of how this data is collected, go to: https://www.gunviolencearchive.org/explainer<br>
DOI: 10.6084/m9.figshare.28323791.v1
title: <b>Ant diversity and stratification in an Amazonian rainforest</b>

description: In the general context where tropical rainforest ants are species rich, abundant and generally ecologically dominant, we focus this study on an Amazonian rainforest looking for species on the ground and in the leaf-litter, on understory plants and in the canopy. Using only two sampling techniques, Winkler extraction for ground-dwelling ants and direct observations for understory and canopy species, we identified 494 ant species from 10 subfamilies and 77 genera (Chao1 = 607 species, CI95% 566-670) over ≈3.0 ha.