cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.3113728.v1
title: fluff example data

description: This is<b> example</b> data, these files only contain reads mapped to <b>chromosome 1!</b><br><br>This data set was created as example data for fluff. <br>See http://fluff.readthedocs.org/.<br>The following data from Bing Ren's lab was downloaded from NCBI GEO:<br><br>GSM878616 H1 DNase<br>GSM878621 H1 DNase<br>GSM466732 H1 H3K27ac<br>GSM663427 H1 H3K27ac<br>GSM767341 H1_mesenchymal H3K27ac<br>GSM767342 H1_mesenchymal H3K27ac<br>GSM753425 H1_mesendoderm H3K27ac<br>GSM753426 H1_mesendoderm H3K27ac<br>GSM864035 H1_mesendoderm H3K27ac<br>GSM864799 H1_mesendoderm H3K27ac<br>GSM753429 H1_neuronal_progenitor H3K27ac<br>GSM767343 H1_neuronal_progenitor H3K27ac<br>GSM818031 H1_neuronal_progenitor H3K27ac<br>GSM896162 H1_neuronal_progenitor H3K27ac<br>GSM753427 H1_trophoblast H3K27ac<br>GSM753428 H1_trophoblast H3K27ac<br>GSM864800 H1_trophoblast H3K27ac<br><br>FASTQ files were mapped to hg19 using bwa mem. Replicates were merged and all reads on chr1 were selected, and subsampled to 25%.<br>
DOI: 10.6084/m9.figshare.3521426.v1
title: Appendix B. Result of Principal Component Analyses for data on the seasonal proportion of flow in rainbow and brown trout generalized linear mixed models.

description: Result of Principal Component Analyses for data on the seasonal proportion of flow in rainbow and brown trout generalized linear mixed models.
DOI: 10.6084/m9.figshare.4737481.v3
title: Dataset for the SIDER R package

description: Dataset corresponding to the SIDER R package<br>
DOI: 10.6084/m9.figshare.6987425.v1
title: Simulating Grammatical Encoding with Multi-Label Decision Tree Classifiers - EMCL Thesis 2018 - Data

description: Data are accompanying the European Master's Thesis by Atilla Atasoy from August 2018, titled 'Simulating Grammatical Encoding with Multi-Label Decision Tree Classifiers - An Investigation into the Loci of Impairment in Turkish-Speaking Individuals with Agrammatism'. <br>All data is provided in comma-seperated text files (txt) or comma-seperated values (csv). Six files are provided:<br>1. Binary input strings (preverbal message and lemma)2. Binary output strings (surface structure)3. Semantic frame per verb root4. Appended, binary data (input and output)5. Input string template with example verb <i>koy-</i> 'to put'6. Output string template with example verb <i>koy-</i> 'to put'<br>7. Raw quantitative results8. Raw qualitative results<sup>1</sup><br><b>Note:</b> Due to the large number of rows (i.e., the high number of verb forms encoded), the textfiles cannot be opened with regular spreadsheet programs (e.g., Microsoft Excel). Please use software specially developed for big data (e.g., EmEditor).<br><sup>1</sup> In the raw qualitative results, duplicate headers need to be removed. This is easily accomplished in R, using the <i>duplicated </i>or <i>unique </i>function.
DOI: 10.17632/p5kt4dvmxt
title: Raw data of the article: "Dataset on phenotypic characterization, on protein and genome analysis of three fluorescent Pseudomonas strains from mid-mountain water "

description: This raw data is related to the identification of proteins produced directly into water by three Pseudomonas strains: Fl4BN1, Fl4BN2 and Fl5BN2. The folder entitled "MS" contains all the Mascot searches linked to Data in Brief Table 5. The folder entitled "MS-MS" contains two subfolders linked to Data in Brief Table 6-11: "NCBI" and "SwissProt" related to searches performed using NCBI and SwissProt databases, respectively. The search was carried out in the "bacteria" database reviewed (_R) or not (_NR) and in the "P. protegens" database.
DOI: 10.6084/m9.figshare.14842380.v2
title: Data for Verification of an Intelligent Ray Launching Algorithm in Indoor Environments in the Ka-Band.zip

description: Ray launching (RL) algorithms are widely employed in indoor radio frequency (RF) design and planning, where a trade-off exists between the prediction accuracy and the computational cost. An RL-based channel simulation is carried out in a simplified three-dimensional (3D) model of a typical classroom environment at the Ka-band. Channel measurements are conducted in a practical scenario to verify the accuracy of the simulations. The path loss and root mean square (RMS) delay spread of the propagation channel obtained from simulations and measurements are reported and compared, which show good agreements.
DOI: 10.6084/m9.figshare.23636793.v1
title: Lifespan_data.csv from Sex bias in mortality risk changes over the lifespan of bottlenose dolphins

description: Lifespan and sighting data
DOI: 10.6084/m9.figshare.26839783.v1
title: Phylogenomic marker design of Collembola

description: The newly USCO (collembola_odb10.tar.gz) and UCE (Collembola-2.6kv2.fasta) datasets for Collembola (Hexapoda)
DOI: 10.6084/m9.figshare.28852502.v1
title: Supplemental video

description: This is the supplemental video showing contraction of cardiac tube in Drosophila.
DOI: 10.17632/wd8c64nxg8
title: Rare earth element signatures of Taklimakan Desert aeolian sediments based on rare earth element signatures

description: We collected sediment samples from six dune types and one dry lake deposit from the TKL. We used the sediment rare earth element signatures to identify their sources and analyze the spatial variation of these element and their ratios.
DOI: 10.17632/zy84cxynyd
title: Supplemental Figure 10

description: Supplemental Figure 10: Fitzpatrick skin type II, excessive granulation tissue in the periungual area and subungual area with paronychia and onycholysis. The patient, a male, was under cetuximab for a non-small lung cell cancer (NCSLC).
DOI: 10.6084/m9.figshare.19841758.v3
title: Effect of habitual reading direction on saccadic eye movements: A pilot study

description: The raw data and experimental programs investigated the effect of habitual reading direction on saccadic eye movements (i.e. prosaccade, antisaccade and self-paced saccade).
DOI: 10.6084/m9.figshare.6797408.v3
title: Heterogeneous Exposure and Hotspots for Malaria Vectors at Three Study Sites in Uganda

description: Uganda_data.csv: The dataset contains mosquito count data from monthly entomological surveillance conducted at 330 households between 2011 and 2016 for three study sites in Uganda.<br>Uganda_housing_covariates.dta: The data file contains household-level housing covariates for the three study sites in Uganda, including roof type, wall type, floor type, open/closed eaves, types of airbricks, and house type. Site IDs and household IDs are also available.<br>TororoHH_info.xlsx: A full list of enumerated households in Tororo, Uganda.<br><br>KanunguHH_info.xlsx: A full list of enumerated households in Kanungu, Uganda.<br><br>JinjaHH_info.xlsx: A full list of enumerated households in Jinja, Uganda.<br>Uganda_environmental_covariates.csv: Environmental covariate data for three study sites in Uganda.<br><br><br>
DOI: 10.6084/m9.figshare.7334300.v1
title: Accurate delineation of cell cycle phase transitions in living cells with PIP-FUCCI

description: Cell cycle phase transitions are tightly orchestrated to ensure efficient cell cycle progression and genome stability. Interrogating these transitions is important for understanding both normal and pathological cell proliferation. By quantifying the dynamics of the popular FUCCI reporters relative to the transitions into and out of S phase, we found that their dynamics are substantially and variably offset from true S phase boundaries. To enhance detection of phase transitions, we generated a new reporter whose oscillations are directly coupled to DNA replication and combined it with the FUCCI APC/C reporter to create “PIP-FUCCI”. The PIP degron fusion protein precisely marks the G1/S and S/G2 transitions; shows a rapid decrease in signal in response to large doses of DNA damage only during G1; and distinguishes cell type-specific and DNA damage source-dependent arrest phenotypes. We provide guidance to investigators in selecting appropriate fluorescent cell cycle reporters and new analysis strategies for delineating cell cycle transitions.
DOI: 10.6084/m9.figshare.20752642.v3
title: Supplementary_Material_HADEG

description: Contains the Supplementary Tables of the article of HADEG database
DOI: 10.6084/m9.figshare.25651005.v1
title: Assessing the Impact of Duolingo on Second Language Reading and Writing Skills: A Mixed-Methods Approach

description: This study examined the impact of Duolingo, a ubiquitous mobile language learning application, on developing second language (L2) reading and writing skills. Prior research suggested that Duolingo's emphasis on translating sentences and identifying vocabulary might positively impact these receptive skills. To investigate this further, the study employed a mixed-methods approach, combining quantitative data gleaned from user progress on Duolingo with Cambridge approved reading & writing tests of A2 level and a qualitative analysis of metaphorical perceptions collected from participants. The findings revealed positive developments, albeit with limitations. Learners demonstrated improved vocabulary knowledge, expanding their ability to recognize and understand words in context. Additionally, they gained proficiency in constructing basic sentences, laying the groundwork for written communication. However, limitations were identified. The program's emphasis on gamification and short, repetitive exercises may not adequately address the complexities of L2 grammar. Furthermore, the lack of dedicated writing prompts or opportunities to practice with complex writing tasks restricts the development of more advanced writing skills. Future research could explore the effectiveness of combining Duolingo with traditional writing instruction to address these limitations. This approach might offer a more comprehensive strategy for L2 literacy development, encompassing both recognition and production skills. By leveraging Duolingo's strengths in building vocabulary and basic sentence structure alongside traditional writing instruction that focuses on grammar and complex tasks, learners could achieve a more well-rounded development of their L2 literacy skills.
DOI: 10.6084/m9.figshare.28519994.v1
title: Global Lakes and Wetlands Database (GLWD) version 2.0

description: This is the Global Lakes and Wetlands (GLWD) database, version 2.0. The database development is fully described in Lehner et al. 2025 (see DOI-link in Related Materials below).There are 6 zipped data files (3 each in Geodatabase and in GeoTIFF format):"GLWD_v2_0_area_by_class_ha_gdb.zip" contains absolute wetland areas in hectares per grid cell for each individual wetland class, in Geodatabase format"GLWD_v2_0_area_by_class_pct_gdb.zip" contains wetland extents in percent coverage per grid cell for each individual wetland class, in Geodatabase format"GLWD_v2_0_combined_classes_gdb.zip" contains the combined wetland extents of all 33 classes (in ha and percent) as well as the dominant wetland type per grid cell, in Geodatabase format""GLWD_v2_0_area_by_class_ha_tif.zip" contains absolute wetland areas in hectares per grid cell for each individual wetland class, in GeoTIFF format"GLWD_v2_0_area_by_class_pct_tif.zip" contains wetland extents in percent coverage per grid cell for each individual wetland class, in GeoTIFF formatGLWD_v2_0_combined_classes_tif.zip" contains the combined wetland extents of all 33 classes (in ha and percent) as well as the dominant wetland type per grid cell, in GeoTIFF formatEach of the zip-files contains a Technical Documentation (GLWD_TechDoc_v2_0.pdf) which provides additional data descriptions. For more information on GLWD see https://www.hydrosheds.org/products/glwd.
DOI: 10.17632/8kyxj9khvv
title: Spatially Resolved Hydrogen Demand for Germany in 2030

description: This data set contains estimates for hydrogen demand in 2030, for the sectors steel, ammonia, methanol, refineries, heavy-duty trucks, and passenger cars. Each demand entry includes a location, specified by longitude and latitude.
For more information on how this data set was constructed, see vom Scheidt et al. (2021).
For heavy-duty truck fueling stations, vom Scheidt et al. (2021) adopt and process location data from Rose and Neumann (2020). Therefore, when using those truck fueling station locations please also reference Rose and Neumann (2020).

References:
vom Scheidt, F., Qu, J., Staudt, P., Mallapragada, D.S., Weinhardt, C., 2021. "Integrating Hydrogen in Single-Price Electricity Systems: The Effects of Spatial Economic Signals". Energy Policy.
Rose, P.K., Neumann, F., 2020. "Hydrogen refueling station networks for heavy-duty vehicles in future power systems". Transportation Research Part D: Transport and Environment.
DOI: 10.17632/nd8h6jfmcs
title: Survey Analysis on Watching Short Video on Social Media

description: This excel file contains raw data of survey that was conducted for this research.
DOI: 10.6084/m9.figshare.19401236.v7
title: Global lake algal bloom dataset with a paper published in Nature Geoscience, titled “Global mapping reveals increase in lacustrine algal blooms over the past decade" https://www.nature.com/articles/s41561-021-00887-x

description: This dataset provides maximum bloom extent (MBE, in km<sup>2</sup>) and median bloom occurrence (BO, in %) for 21,878 freshwater lakes worldwide in the entire period (1980s-2010s) and three sub-periods (1980–1990s, 2000s, and 2010s), which was generated using Landsat satellite observation between 1982 to 2019. The BO is defined as the ratio between the number of detected algal blooms to the number of valid satellite observations within a period, ranging from 0 to 100. Algal bloom detection was performed within a lake where the water occurrence is &gt;95% in the GSWO dataset (refer to the NG paper for details). The summarized areas of these regions were also provided (Column “V”). Because the minimum thresholds of valid image number in three sub-periods were used to exclude areas with insufficient valid observations from the statistics (details refer to the NG paper), some lakes may have valid MBE, BO, and WA in the entire period but have no data in three sub-periods. Contents of the table: Column “A-U”, lake information compiled from the HydroLAKES dataset. Column “V”, lake water area with 95% water occurrence in GSWO dataset. Column “W-X”, MBE and BO in the entire period. Column “Y-AD”, MBE and BO in three sub-periods.<br>If you have any questions,feel free to contect: houxj_92@163.com
DOI: 10.6084/m9.figshare.28003526.v1
title: 行数据

description: <b>标题</b>Meta-Analysis Dataset: Intervention Outcomes on Psychological and Physical Health<b>描述</b>This dataset contains raw data collected from various randomized controlled trials (RCTs) for a meta-analysis on the effects of interventions (e.g., exercise, yoga, health education) on psychological and physical health outcomes. The dataset includes information on study characteristics, intervention details, participant demographics, and outcomes measured at pre- and post-intervention stages.<b>数据背景</b>The dataset compiles data from 98 unique records across multiple RCTs, spanning different countries.Outcomes include measures such as psychological scales (e.g., GHQ-28, BAI) and intervention characteristics.Data were collected and processed to support a meta-analysis exploring the impact of interventions on health outcomes.<b>数据内容</b>The dataset includes 45 variables:<b>Study Information</b>: Study ID, RCT identifier, and country.<b>Participant Characteristics</b>: Percentage of female participants, mean age, and comorbidities.<b>Intervention Details</b>: Type (e.g., aerobic exercise, yoga), class (exercise, control), duration, frequency, and intensity.<b>Outcome Measures</b>: Baseline and post-intervention means, standard deviations, sample sizes, standardized mean differences (SMD), and associated statistics.<b>Risk of Bias</b>: Assessments for sequence generation, blinding, selective reporting, and overall risk of bias.<b>数据格式</b><b>File Type</b>: Excel (.xlsx)<b>Number of Rows</b>: 98<b>Number of Columns</b>: 45<b>Sheet Names</b>: Sheet1<b>Sample Variables</b>:<code>studyID</code>: Unique study identifier.<code>outcome</code>: Measured outcome (e.g., GHQ-28, BAI).<code>smd</code>: Standardized mean difference between intervention and control groups.<b>数据用途</b>This dataset is designed for use in:Meta-analyses to assess the effectiveness of interventions on psychological and physical health.Exploring subgroup effects based on intervention type, population characteristics, and study design.Risk of bias analyses in the included RCTs.
DOI: 10.6084/m9.figshare.28098752.v1
title: Data.mat

description: This dataset pertains to 'ChatGPT and Commodity Returns,' where we provide monthly news ratios for 18 commodities alongside one-month commodity futures index excess returns.
DOI: 10.6084/m9.figshare.28099949.v2
title: Minor effects of warming on soil microbial diversity, richness and community structure (data and code, Global Change Biology)

description: How warming affects soil microbial diversity, richness, and community structure on a global scale is still poorly understood. We conduct a meta-analysis of 950 observations from 100 publications by collecting relevant data.
DOI: 10.6084/m9.figshare.13291724.v3
title: Linear Regression

description: There are 10 leadtime folders, which include linear_regression.png, linear_regression_Nino34index_prediction_leadtime1.txt and linear_regression_forecast.png for different time span
DOI: 10.6084/m9.figshare.16751926.v1
title: Raw data.xlsx

description: This is data collected from journalism students on how they use langauge in assessments
DOI: 10.6084/m9.figshare.24680811.v1
title: EukProt v3 Pfam domain annotations (Pfam version 34.0)

description: Pfam domains predicted on all EukProt v3 datasets (one output file per dataset). Domains were predicted with InterProScan version 5.56 and InterPro version 89.0 (which includes the Pfam database version 34.0; note that this is no longer the most recent version of Pfam), with default parameter values.
DOI: 10.6084/m9.figshare.26778196.v1
title: Ishizuna et al. (2024), Structural changes in <i>Nelumbo</i> flower petals during opening and closing

description: The dataset for the figures in Ishizuna et al. (2024), 'Structural changes in Nelumbo flower petals during opening and closing.
DOI: 10.6084/m9.figshare.28506071.v1
title: Langdon genome assembly and annotation

description: Durum wheat (<i>Triticum turgidum</i> ssp. <i>durum</i>, 2n = 4x = 28, BBAA) is second most cultivated lineage of wheat after hexaploid common wheat. Langdon is a prominent durum wheat cultivar, highly valued for its crucial role in the development of synthetic hexaploid wheat and its importance in agricultural research. Here, we present a high-quality chromosome-level genome assembly of Langdon using a combination of PacBio HiFi sequencing and Hi-C techniques. The total genome assembly size was 10.47 Gb, with a BUSCO score of 98.8%, QV score of 50.31, and a contig N50 value of 41.18 Mb and the longest contig reached 295.80 Mb. Repetitive elements constituted 88.13% of the assembly, and 68,342 high confidence protein-coding genes were annotated. The high-quality chromosome-level Langdon assembly can serve as a valuable reference for durum wheat, aiding gene research and comparative genomics, and leveraging synthetic hexaploid wheat's genetic resources to advance global wheat improvement.
DOI: 10.6084/m9.figshare.8266730.v3
title: Dataset of Ethnic Facial Images of Ecuadorian People

description: This dataset is made up of ethnic facial images of Ecuadorian people. Data could be used in the development of research projects related to ancestrality, detection of face parts and biometrics. Each image has metadata of their respective biometric measurements: eyebrows, eyes, nose and mouth. In addition, this dataset contains information related to: personal data, ethnic characteristics and ancestry. Metadata about the ethnic and biometric facial information were obtained by two techniques: 1. Application of artificial intelligence algorithms: used for the detection, identification and face's biometry for the extraction of anthropometric points of interest. These measurements are stored in a XML file, with the points that the algorithm detected. 2. Surveys: used to obtain personal information, ethnic characteristics, ancestry, ethnic self-denomination, etc. The surveys and image dataset were taken, in the period from April 1 to May 30, 2019. The demographic situation of the main ethnic groups of Ecuador was considered and the sample was taken in the cities of Quito, Guayaquil, Ibarra and Latacunga. The dataset compromises 430 images of people (self-denominated) of the next ethnic groups:• Afro-ecuadorian (50)<br> • European descendant (50) • Indigenous (50) • Mestizo (280) The images have a resolution of 1920x1280 pixels in full color and the scenario that was defined for the capture has the following characteristics: • Background: White • Distance of the individual towards the camera: 1.10 [m] • Brightness: front and side lighting • Posture of the subject: straight with neutral facial expression and free of objects that hinder the face. All people who participated in the project gave their consent for the use of their photography and personal information for academic purposes, which include: scientific journals, presentations and digital academic repositories. About the Files: • The images are distributed in four folders, according to the ethnic group: Afro-ecuadorians, European descendants, Indigenous and Mestizos. • The technical specifications of the camera, used in the construction of this dataset, are described in the file Cam_spec.csv ("Metadata" folder). • Each of the XML files generated by ethnicity are included in the "Metadata" folder. • The answers of the applied survey and the characteristics of the variables are included in the files: Ethnic_facial_characteristics_answers.csv and Variables_characteristics.csv, respectively, within the folder "Metadata".
DOI: 10.17632/t67xbw5ny3
title: SUPPLEMENTARY MATERIAL: "Geostatistical modeling and traditional approaches for streamflow regionalization in a Brazilian Southeast watershed"

description: This dataset contains the Supplementary Material related to the paper "Geostatistical modeling and traditional approaches for streamflow regionalization in a Brazilian Southeast watershed".
DOI: 10.17632/vw6xzrdphp
title: Data for: A new record of deeper and colder subduction in the Acatlán Complex, Mexico: evidence from phase equilibrium modelling and Zr-in-rutile thermometry

description: Detail of the analytical setup used for measuring rutile compositions.
DOI: 10.6084/m9.figshare.21750494.v1
title: Supplementary data for Button et al. Multiple pathways to herbivory underpinned deep divergences in ornithischian evolution

description: Folder contains surfaces and model files of reconstructed skulls of ornithischian taxa as supplementary data for the paper Button, D.J., Porro, L.B., Lautenschlager, S., Jones, M.E.H. & Barrett, P.M. 2023. Multiple pathways to herbivory underpinned deep divergences in ornithischian evolution. Current Biology 33, 1-9. https://doi.org/10.1016/j.cub.2022.12.019 See this paper. for more information on how these skull reconstructions were produced. <br> Each taxon folder contains two sets of surfaces: 1. "osteological_model" contains full-resolution surfaces of the retrodeformed skulls generated within the paper. Unified surfaces of the whole skull are provided, as are those for the cranium and mandible. Within these, separated surfaces for each material (bones, sutures, and teeth) are also provided. 2. "biomech_model" contains downsampled surfaces as imported into Strand7 for finite-element modelling. Separate surfaces for the modelled materials (bone, suture, and teeth) are provided for both the cranium and mandible. Loaded Strand7 model files for the cranium and mandible of each taxon are also provided. Surfaces are provided as both .stls and .plys. For alternative formats, additional files, or any questions, please contact David Button (david.button@bristol.ac.uk).