cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/p9ssvv59mx
title: Water salinity and pH effect on invasive quagga mussel survival, growth, and reproduction

description: This data contains the results of seminatural experiments under temperature and light-controlled conditions to investigate quagga mussel survival, growth, and reproduction in salinity (fresh to brackish) and pH (8.4-11) gradients. Mussels were collected from Lake Mead (AZ-NV, USA), and unadulterated Lake Mead water was used as a positive control. We also collected water from two locations at Pyramid Lake (NV, USA) (brackish) and one location at the Truckee River (NV, USA) (fresh).
DOI: 10.6084/m9.figshare.1420528.v1
title: Mosquito community data for Golding et al. 2015 (Parasites & Vectors)

description: A dataset of the abundance of larvae of four mosquito species and 12 other fauna types at specific dipping points in the North Kent Marshes, UK 2010-2011. Details of this dataset and how it was collected are given in: Golding, Nunn & Purse (2015) Identifying biotic interactions which drive the spatial distribution of a mosquito community. Parasites & Vectors 8(1) p367 http://doi.org/10.1186/s13071-015-0915-1. Please cite this manuscript as well as this figshare object if using this dataset.
DOI: 10.6084/m9.figshare.27479760.v1
title: Semi-supervised animal action segmentation: head-fixed mouse

description: This is a publicly available dataset from the International Brain Lab (IBL et al. 2023, bioRxiv). A head-fixed mouse performed a perceptual decision-making task, using a wheel to indicate its decision (IBL et al. 2021, eLife; IBL et al. 2023, bioRxiv). Two cameras – “left” (60 Hz) and “right” (150 Hz) – capture roughly orthogonal side views of the mouse’s face and upper trunk during each session (IBL et al. 2022, Figshare), though we only use the left view.Multiple points are tracked across the paws and face, though for this work we only consider a single tracked point on the paw closest to the camera. In addition to the paw coordinates, we also use the 1D wheel velocity as input to the models.We consider four behavioral categories for this single paw: still, moving without turning the wheel, moving while turning the wheel, and grooming. A single annotator labeled behaviors using the DeepEthogram GUI (Bohnslav et al. 2021, eLife). We use five labeled videos for training, and five for testing. The dataset contains 1M frames, 14k of which are labeled.
DOI: 10.6084/m9.figshare.28321943.v1
title: Questionnaire （How Perceived Substitution of AI Technology Hinders Nurses' Innovation Behavior）.pdf

description: Given the advantages of AI technology in areas such as data collection, data processing, decision optimization, and efficiency enhancement, numerous healthcare institutions are actively embracing AI to propel their development toward intelligence. However, while AI technology reduces costs and enhances efficiency within healthcare institutions, it also poses a potential risk of occupational substitution for nurses, which may subsequently inhibit nurses' innovative behavior.
DOI: 10.17632/7pnr44v2mx
title: Original western blot image

description: Original image of western blot.
DOI: 10.17632/ybrhwv3hz7
title: WO₃ Nanoparticle Size Control and the Ce/La Doping for Optimization of Triboelectric Layer to Improve TENG Output

description: The images can be opened with Origin software to obtain the relevant data，thanks.
DOI: 10.17632/zgd49smpm6
title: Data for : Impact of Contextual and Personal Determinants on Online Social Conformity

description: In our work, we investigate the impact of contextual determinants (such as majority group size, the number of opposing minorities and their sizes, and the nature of the task) and personal determinants (such as self-confidence, personality and gender) on online social conformity. In order to achieve this, we deployed an online quiz with subjective and objective multiple-choice questions. For each question, participants provided their answer and self-reported confidence. Following this, they were shown a fabricated bar chart that positioned the participant either in the majority or minority, presenting the distribution of group answers across different answer options. Each question tested a unique group distribution in terms of the number of minorities against the majority and their corresponding group sizes. Subsequently, participants were given the opportunity to change their answer and reported confidence. Upon completing the quiz, participants undertook a personality test and participated in a semi-structured interview. We provide the preprocessed data set collected through the online quiz and the Big-5 personality test along with this article for your reference.
DOI: 10.6084/m9.figshare.23274596.v1
title: REM_Turku

description: Dream EEG and Mentation (DREAM) data set <br> Please see ExperimentalDescription.txt for a full description
DOI: 10.6084/m9.figshare.23624466.v1
title: RNA-seq VST Scaled Values

description: VST scaled counts derived from frontal RNA-seq dataset of the RiMod-FTD data resource (https://www.rimod-ftd.org/). The data was processed in the following way: Raw FastQ files were processed using the RNA-seq pipeline from nf-core (nf-core/rnaseq v1.3), with trimming enabled. Gene quantification was subsequently done using Salmon (v0.14.1) on the trimmed FastQ files. Alignment and mapping were performed against the human genome hg38. On average, 82,165,192 reads could be uniquely mapped, which relates to on average 88.6% uniquely mapped reads per sample. In total, 59,270 transcripts could be identified. DESeq2 (v.1.26.0) was used to perform differential expression analysis. We corrected for the covariates gender and PH-value. For visualization and clustering, the data was transformed using the variance stabilization transformation from the DESeq2 package.
DOI: 10.6084/m9.figshare.25479553.v1
title: Data from: Invasive predators can alter mimetic interactions between native insects

description: Sugiura S, Hayashi M (2025) Invasive predators can alter mimetic interactions between native insects. Biological Invasions (https://doi.org/10.1007/s10530-024-03473-5)
DOI: 10.6084/m9.figshare.4216506.v1
title: New palaeothentid marsupials (Paucituberculata) from the middle Miocene of Quebrada Honda, Bolivia, and their implications for the palaeoecology, decline and extinction of the Palaeothentoidea

description: Paucituberculatan marsupials, particularly members of the family Palaeothentidae, were important components of South American mammal communities during much of the Cenozoic. However, after the late early Miocene, palaeothentid remains are rare in the fossil record, and the group is last recorded at late middle Miocene sites in Colombia, Bolivia and possibly Argentina. Here, we describe new specimens of palaeothentids from one of these late middle Miocene sites, Quebrada Honda, Bolivia, which include: (1) the first described lower dentitions of <i>Acdestis maddeni</i>, which exhibit distinctive features such as a greatly elongated paracristid and a single-rooted m4; (2) the first described late middle Miocene palaeothentines, representing two new species of <i>Palaeothentes</i>, <i>P. serratus</i> sp. nov. and <i>P. relictus</i> sp. nov., distinguished from other species of <i>Palaeothentes</i> by the presence of an anterobasal cingulid and reduced anterior trigonid crest, among other features; and (3) remains of a third new species, <i>Chimeralestes ambiguus</i> gen. et sp. nov., distinguished from other palaeothentids by its combination of a labially positioned cristid obliqua, reduced m4, and sharply curved entocristid. Phylogenetic and palaeoecological analyses show that Quebrada Honda palaeothentids were taxonomically and morphologically diverse and likely spanned a wide range of ecological niches. Combined with the wide geographical distribution of palaeothentoids during the late middle Miocene, this suggests that the disappearance of these marsupials was preceded by an abrupt rather than gradual decline in taxonomic and ecological diversity as well as geographical range. http://zoobank.org/urn:lsid:zoobank.org:pub:DA7E10BA-7203-4F5A-A3AB-F0E7352B101C
DOI: 10.6084/m9.figshare.675917.v1
title: Political Representation of Women, Ethnic Groups, and Issue Positions

description: These figures are from my research monograph on political representation with ECPR Press. They are histograms showing the distribution of frequency of representation scores. In addition to the figures includes in the book, I have also included the figures for additional issue domains (immigration, privatization, deregulation, the role of religion in politics, and nationalism). The final figure is a line graphic of the theoretical frame of the research monograph. For all figures, you find further details in the book.
DOI: 10.6084/m9.figshare.7306364.v1
title: CHOICE NSCLC RNAseq Data

description: To better prioritize treatment options and develop a more comprehensive picture of the tumor microenvironment, We sequenced 245 treatment naive Chinese NSCLC patients using Exome-seq and RNA-seq. The mutation profile was compared with TCGA results. The relationship between the immune cell composition in TME and tumor genomic alteration was investigated using the immune cell signatures.
DOI: 10.6084/m9.figshare.16570761.v1
title: FUNGI PATHOGENS ASSOCIATED WITH BAMBARA GROUNDNUT; A REVIEW.

description: Compiled checklist of fungal pathogens of Bambara groundnut<br>
DOI: 10.6084/m9.figshare.23585919.v3
title: 全球不同类型草原对降水和放牧的响应，特别是地下生物量

description: 全球不同类型草原对降水和放牧的响应，特别是地下生物量
DOI: 10.6084/m9.figshare.3549807.v1
title: Supplement 1. Data on basal metabolic rate (BMR) with experimental animal body mass, field metabolic rate (FMR) with wild animal body mass, and sources of the data.

description: File List data.txt Description The data.txt file is a tab-separated file. It contains the raw data on metabolic rates, body mass, and citations. Column definitions Subclass Order Species (with updated to recent common name) Basal metabolic rate (BMR) in ml O2/hour Body mass for BMR (gr) Reference for BMR with body mass data Field metabolic rate (FMR) in KJ/day Body mass for FMR (gr) Reference for FMR with body mass data Missing values are represented as “-9999”. Checksum values are: Column 4 (Basal metabolic rate - BMR): SUM=522759.3362; 43 missing values (rows with data: 580)<br> Column 5 (Body mass for BMR): SUM=2071364.705; 43 missing values (rows with data: 580)<br> Column 7 (Field metabolic rate - FMR): SUM=502471.55; 504 missing values (rows with data: 119)<br> Column 8 (Body mass for FMR): SUM=1243228.74, 504 missing values (rows with data: 119)
DOI: 10.6084/m9.figshare.6203012.v2
title: kallisto quantifications of Frahm et al., 2017

description: The analysis was performed in Yi et al., 2017, which used p-value aggregation on transcript differential analysis to make gene-level determinations. For more details, see https://doi.org/10.1186/s13059-018-1419-z<br><br>We analyzed a dataset (GEO Series GSE95363) consisting of reads derived from RNA-seq on primary mouse neural progenitor cells extracted from two regions of the brain, from female and male embryonic mice, and with and without dexamethasone treatment. Three replicates were performed for each of the eight combinatorial conditions, resulting in a total of 24 single-end RNA-seq samples. Samples were quantified with kallisto v0.43.1 (default kmer length 31, with 30 bootstraps per sample), using an index constructed from Ensembl <em>Mus musculus</em> GRCm38 cDNA release 88. <br>RNA-Seq performed by:Frahm KA, Waldman JK, Luthra S, Rudine AC, Monaghan-Nichols AP, Chandran UR. A comparison of the sexually dimorphic dexamethasone transcriptome in mouse cerebral cortical and hypothalamic embryonic neural stem cells. Mol Cell Endocrinol. 2017; https://doi.org/10.1016/j.mce.2017.05.026.
DOI: 10.17632/d6ybdxzkwz
title: Dataset of active avoidance in Wistar-Kyoto and Sprague Dawley rats: Experimental data and reinforcement learning model code and output

description: This study used a reinforcement learning (RL) model to examine strain differences in rats learning an active avoidance task. The empirical data were previously published in Spiegler et al. 2019; preprocessed data are included here. In brief, 40 male Wistar-Kyoto (WKY) and 40 male Sprague Dawley (SD) rats were trained to make an operant lever press response to avoid or escape from aversive footshocks. Responses made during a danger period that preceded shock onset were scored as avoidance responses and averted the shock; responses made during the shock period were scored as escape responses and terminated the shock. Each rat received 12 acquisition sessions of 25 trials each. For the current study, raw data from the empirical study were preprocessed by discretizing data from each rat (SD rats S09-S48 and WKY rats W09-W48) to 12-second periods (“timesteps”), and noting presence or absence of experimental stimuli (danger signal, safety signal, and/or shock), the context (experimental chamber or home cage), and whether the rat emitted at least one lever press within that timestep. These can be found in the “ratRL_datafiles_Model_InputOutput” folder (e.g. S09.csv, S10.csv, etc.). A reinforcement learning (RL) model was applied to these preprocessed empirical data to estimate model parameters for each rat that best reproduced that rat’s behavior. Code can be found in the “ratRL_ModelFitting_Code” folder. The program estimates model parameters and also generates a summary file for each rat (e.g. S09sum.csv, S10sum.csv, etc.) noting whether an escape or avoidance response occurred on each trial. Given estimated parameter values for each rat, behavioral recovery simulations were conducted, by constructing “simulated rats” based on the parameter values, which were then trained on the avoidance acquisition task. For each simulated rat, results were averaged over 100 runs. Code can be found in the “ratRL_Simulation_Code” folder. Example inputs to this simulation are found in the “ratRL_codedTrials_Sim_InputOutput” folder, and include both a list of parameter values for each simulated rat (“parm_listfile.csv”) as well as the summary file for each rat (e.g. “S09sum.csv”) generated by the model fitting program. The results of the parameter estimation can be used to examine differences within and across strains; for example, whether there are differences in the estimated value of a particular parameter, such as the subjective reinforcement value of shock, for SD vs. WKY rats. The results of the behavioral recovery simulations can be analyzed in the same way as empirical data; for example, after averaging across 100 simulation runs to get an average learning curve for each rat, the performance of simulated rats of each strain can be compared to determine if there is a main effect of trial/session (indicating learning), a main effect of strain (e.g. simulated WKY show more avoidance responses than simulated SD), and/or an interaction.
DOI: 10.6084/m9.figshare.14533664.v1
title: pan_ecological_genecat_50perc

description: Pan-ecological gene catalog, clustered at 50% identity. Files comprise the consensus sequences (fasta), the mapping between "raw" open reading frame and consensus sequences, and the "overlaps" file, which indicates which ecology each consensus gene appears in.
DOI: 10.6084/m9.figshare.14977887.v1
title: Dataset of Gratitude Messages in Online Discussion of International Education Course

description: Students’ posted messages on the message board of Moodle were monitored, and the following data of students were collected. Evaluation scores (0–10) of the messages by a teacher, the number of letters involved in messages, the number of accesses to the message board, the number of messages with gratitude, the number of links or references shown in messages, the number of figures in messages, sex (man or female), the target country name of an assignment answer, the target item number (1–4) of an assignment answer, and the post number of messages. After their communication in the discussion board, the teacher gave a reflection lecture to provide a deeper understanding of the topic, and a questionnaire of the Expression of Gratitude in Relationships Measure was executed. Collected data are original raw data which can be introduced into social network analysis. It also available to process analysis by the exponential random graph models in which the ‘statnet’ for R is used.
DOI: 10.6084/m9.figshare.17924324.v1
title: Combination of emic and etic approach to parenting and attachment dataset

description: The study is part of the cross-national project „Combination of emic and etic approach to parenting and attachment” (CEE-PaAtt). Data from 758 mothers and their children aged between 8 and 12 years were collected in Poland, the Netherlands, and Turkey. <br>
DOI: 10.6084/m9.figshare.24603234.v3
title: No.1 National-scale 10-m maps of cropland use intensity in China during 2018-2023

description: There were three groups of national-scale datasets on cropland use intensity over conterminous China during the study period (2018-2023). The first group of datasets was the cropland use intensity dataset for each year. Five 10-m national scale cropland use intensity maps (ChinaCUI10m) were provided for China during 2018-2023. The second group of datasets was the newly derived 10-m cropland dataset (ChinaCropland10m) based on historical cropping activities. The historical cropland use intensity during 2018-2023was summarized and the ChinaCropland10m was produced through discarding pixels with values of zero (cropland should be actively cropped for at least once during the past five years). The third group of datasets was the degree of intensification revealed by averaged cropland use intensity (ChinaMeanCI10m) based on historical CUI datasets in China during 2018-2023. The datasets are available at the Figshare repository in a Geotiff format. The dataset is provided in ESPG: 4326 (WGS_1984) spatial reference system.
DOI: 10.17632/3w8khhcv56
title: Raw data for secondary effluent treatment using UF under a variety of running pressure levels

description: There are raw data for a study on secondary effluent treatment using ultrafiltration, including accumulative volume curves, fluorescent spectra and rejections of organics.
DOI: 10.17632/njbzyfj3wn
title: Manual lymphatic drainage for lower limb lymphedema in gynecological cancer patients on status of pain, oedema, fatigue, physical function and quality of life

description: Lower limb lymphedema is a chronic condition following treatment of gynecologic cancers. It strongly affects patient’s well-being and overall quality of life. Complex/Complete Decongestive Therapy is main line of treatment and Manual Lymphatic Drainage is its major component, but there are few studies which question the effectiveness of Manual Lymphatic Drainage in Lymphedema cases. Many studies have been conducted to check effectiveness of Manual Lymphatic Drainage in case of upper limb lymphedema and the results are contradictory. As per the literature review, there is need of research to find out appropriate treatment modality for lower limb lymphedema. Method: Patients with lower limb lymphedema will be recruited from various cancer hospitals, Delhi. Demographic characteristic will be noted, and testing procedure will be explained.Pain score will be documented using Visual Analog Scale. Lower limb circumference will be taken at specific intervals along with limb and sum of all readings will be considered as reference value. Quality of life will be assessed using European Organization of Research and Treatment for Cancer QLQ C 30 version scale. Brief Fatigue Inventory scale will be used to assess fatigue and Lower Extremity Functional Scale will be used to assess the physical function. Result: 2-way ANOVA will be used for between group comparisons. Post HOC analyses Tukey’s test will be used for significant interactions between groups to find which group is better. Discussion: Results from the proposed study shall help in developing effective, efficient, and successful strategies to improve the gynecologic cancer related lower limb lymphedema.
DOI: 10.17632/zcs2h5cb34
title: Hausa Annotated Dataset for Sentiment Analysis

description: Dataset for sentiment analysis for low resource languages.
DOI: 10.6084/m9.figshare.14211305.v1
title: mBio_Wang_etal_2020_supplement_TableS18

description: <b>Supplemental Table S18. Plasmids used in this study.</b>
DOI: 10.6084/m9.figshare.21551550.v1
title: Data file for CVD new models paper TT2015 casecontrol.csv

description:  A survey of 778 participants, 526 persons with no prior CVD, and 252 who reported prior CVD. Binomial logistic regression and Discriminant analysis were utilised to develop risk classification models. The Cardio-Val system provided a general measure of severity of disease by utilising scores estimated from two algorithms developed from 13 routine physiologic measurements, along with demographic information of age and ethnicity, inter alia, and previous health status.
DOI: 10.6084/m9.figshare.24790917.v1
title: What’s Hot and What’s Not in the Aquatic Sciences- Understanding and Improving News Coverage

description: Data set for a publication in Limnology and Oceanography Letters. The frequency of news reporting about scientific topics is positively related to public interest as well as to public support for science funding and public policy change. This correlation can also have positive impacts on individual scientific careers depending on the chosen subject area of research. Analysis of a public news database shows the frequency and trends in news reporting of several popular research areas in the aquatic sciences. Frequency of appearance of topics in the news varies over more than three orders of magnitude. Temporal trends in reporting vary from steeply increasing (+25% per year) to declining (-4% per year). Suggestions are offered concerning the framing of research topics and overall better communication of research findings to journalists and the general public. This understanding may increase news prominence, public interest, science funding and policy change in aquatic research areas.
DOI: 10.6084/m9.figshare.27281280.v3
title: “Data from: Quantifying the effects of extreme flooding on coastal reef fishes.”

description: Data and code used for the publication: "Quantifying the effects of extreme flooding on coastal reef fishes" published in Ecology.
DOI: 10.6084/m9.figshare.28329962.v3
title: Soil heavy metal concentrations and associated natural and anthropogenic source variables

description: This dataset includes soil heavy metal concentrations and variables related to soil parent material, industry, transportation, and fertilizer application.
DOI: 10.6084/m9.figshare.28868927.v2
title: <b>This is the dataset and code use in </b><b>STGAT-VCA: Vector cellular automata model integrated with graph attention network and gated recurrent unit for urban land use change simulation.</b>

description: <b>This is the dataset and code use in</b> <b>STGAT-VCA: Vector cellular automata model integrated with graph attention network and gated recurrent unit for urban land use change simulation.</b>
DOI: 10.17605/osf.io/un5jm
title: 5 minutes (~85 km² at the Equator)
DOI: 10.6084/m9.figshare.13662203.v3
title: Zone-level wMel, dengue, chik and Zika data

description: Zone-level data on monthly wMel prevalence in Aedes aegypti, and dengue, chikungunya and Zika notified cases, underlying the analyses and figures in the submitted manuscript 'Effectiveness of <i>Wolbachia</i>-infected mosquito deployments in reducing the incidence of dengue and and other <i>Aedes</i>-borne diseases in Niteroi, Brazil: a quasi-experimental study'
DOI: 10.6084/m9.figshare.14755965.v1
title: X-ray images three levels

description: The total X-ray images are 5,935 where pneumonia affected X-rays are 4,273 images, healthy lung X-rays are 1583 images and COVID-19 affected X-rays are 79 images.