cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25400/lincolnuninz.8829395.v1
title: Meteorological observations at Lincoln: 2000

description: Lincoln meteorological observations have been taken at a range of sites over the years. A NIWA report (Mullan, A.B; Stuart, S.J; Hadfield, M.G; Smith, M.J (2010). Report on the Review of NIWA's 'Seven-Station' Temperature Series. NIWA Information Series No. 78. pp.129-154) records a number of these along with the work undertaken to reconcile the data between different sites. It is not yet clear which site(s) these measurements were taken at as we have not yet identified a correspondence with NIWA's records.<br><br>The datasets had been stored as .DAT files. The .DAT files have been uploaded as is, and also standardised and converted into .csv format.<br><br>Headers: The original .DAT files were stored without headers. Most of these could be recovered for the .csv by running the data through an old program that had been used in conjunction with the data, but one column remains "unknown".<br><br>Missing data: In the .DAT files, missing measurements are variously recorded, depending on context, as 0, -9, -99 or (in the case of Cloud cover) 9. In the .csv these values have been removed and left blank.<br><br>Units are most likely:<br><br>* solar radiation - probably MJ/m2 (megajoules per square metre)<br>* temperatures - Celsius (in early years possibly converted from an original measurement in Fahrenheit)<br>* rainfall - millimetres<br>* cloud - oktas (eighths of the sky taken up by cloud)<br>* wind run - kilometres<br>* vapour pressure - probably Pa (pascals)Lincoln meteorological observations have been taken at a range of sites over the years. A NIWA report (Mullan, A.B; Stuart, S.J; Hadfield, M.G; Smith, M.J (2010). Report on the Review of NIWA's 'Seven-Station' Temperature Series. NIWA Information Series No. 78. pp.129-154) records a number of these along with the work undertaken to reconcile the data between different sites. It is not yet clear which site(s) these measurements were taken at as we have not yet identified a correspondence with NIWA's records.<br><br>The datasets had been stored as .DAT files. The .DAT files have been uploaded as is, and also standardised and converted into .csv format.<br><br>Headers: The original .DAT files were stored without headers. Most of these could be recovered for the .csv by running the data through an old program that had been used in conjunction with the data, but one column remains "unknown".<br><br>Missing data: In the .DAT files, missing measurements are variously recorded, depending on context, as 0, -9, -99 or (in the case of Cloud cover) 9. In the .csv these values have been removed and left blank.<br><br>Units are most likely:<br><br>* solar radiation - probably MJ/m2 (megajoules per square metre)<br>* temperatures - Celsius (in early years possibly converted from an original measurement in Fahrenheit)<br>* rainfall - millimetres<br>* cloud - oktas (eighths of the sky taken up by cloud)<br>* wind run - kilometres<br>* vapour pressure - probably Pa (pascals)
DOI: 10.6084/m9.figshare.11971356.v1
title: L2 Section, Sample 58. 32 Year Old Female

description: A 3 mm thick para-sagittal slice of L2 vertebra from an 32 year old female embedded in PMMA then micro-milled block surfaces carbon coated for quantitative 20kV BSE SEM.<br><br>Later polished to remove coating and then imaged with high-contrast X-Ray Micro-tomography at 90 kV with 30 micron voxel size.<br><br>There is a 3D VR model availablehttps://skfb.ly/6QVUD<br>
DOI: 10.6084/m9.figshare.12681746.v2
title: Root_data.csv

description: The present dataset incudes the basic data to reply the results obtained in the puiblication named:<b><i>'Improving the staging of the neck injuries using a new index, the Neck Functional Holistic Analysis Score: Clustering approach to determine degrees of impairment'</i></b><b><i><br></i></b>
DOI: 10.6084/m9.figshare.20226279.v1
title: Normalized Remote Sensing Agricultural GPP Monsoon 2007

description: agricultural gross primary productivity
DOI: 10.6084/m9.figshare.25361383.v4
title: Maucieri_etal_2025_DiversDistrib

description: Data and R code accompanying: Enduring a major marine heatwave: the role of kelp forests and cold refugia in promoting marine invertebrate community resilience<br>https://github.com/DominiqueMaucieri/Maucieri_etal_2025_DiversDistrib
DOI: 10.17632/yd7vw4c5mk
title: Methane

description: Coal mining requires working in hazardous conditions. Miners in an underground coal mine can face several threats, such as, e.g. methane explosions or rock-burst. To provide protection for people working underground, systems for active monitoring of a production processes are typically used. One of their fundamental applications is screening dangerous gas concentrations (methane in particular) in order to prevent spontaneous explosions. Therefore, for that purpose the ability to predict dangerous concentrations of gases in the nearest future can be even more important than monitoring the current sensor readings.

The data set contains raw data collected at an underground coal mine. It consists of a time stamp and measurements collected each second. The considered task related to this data set is to construct a model capable of predicting dangerous concentrations of methane at longwalls of a coal mine in a chosen time horizon.

Therefore, in case of classification task the model has to predict weather the methane concentration for three methane meters: MM263, MM264 and MM256 exceeds the chosen threshold (e.g. 1.0) within the chosen period of time (e.g. three to six minutes). In case of regression task it is required to predict the value of methane concentration for the selected methane meters.
DOI: 10.6084/m9.figshare.12543080.v1
title: Gold Open Access 2014-2019 (GOA5)

description: Gold open access journals in DOAJ as of the end of 2019, including article counts for each year 2014-2019, author-side fees (including submission and membership fees) and some other information.<br>
DOI: 10.6084/m9.figshare.15051873.v1
title: Supplementary Material for: Associations among Audiometric, Doppler Hydroacoustic, and Subjective Outcomes of Venous Pulsatile Tinnitus

description: <b><i>Objective:</i></b> Venous pulsatile tinnitus (PT) has received increasing attention recently. As analyses of psychophysical and neuropsychological dimensions of venous PT are lacking, this study aimed to quantitatively and qualitatively investigate the correlation among audiometric, hydroacoustic, and subjective outcomes in patients with PT. <b><i>Methods:</i></b> Fifty-five venous PT patients, with or without sigmoid sinus wall anomalies (SSWAs), were subdivided into SSWAs (<i>n</i> = 30) and non-SSWAs (<i>n</i> = 25) groups. Audiometric and hemodynamic evaluations were assessed. Questionnaires including the Tinnitus Handicap Inventory, Hospital Anxiety and Depression Scale (HADS), and Athens Insomnia Scale (AIS) were deployed to evaluate the psychological impacts of PT. <b><i>Results:</i></b> Among 55 subjects, PT frequency-related pure-tone audiometry (PTA) was significantly different between ipsilesional non-PT frequency-related PTA (<i>p</i> &lt; 0.01), ipsilateral jugular vein compression PTA (<i>p</i> &lt; 0.01), and contralesional ear PTA (<i>p</i> &lt; 0.01). In contrast with the pulsatility index and flow velocity, bilateral EOE<sub>T</sub> and flow volume were significantly different (<i>p</i> &lt; 0.01). Of the 3 questionnaire types, there was a strong correlation between HADS anxiety and AIS scores (<i>r</i> = 0.658, <i>p</i> &lt; 0.01). The duration of PT was not correlated with subjective outcomes, and there was no statistical significance found among audiometric, hemodynamic, and subjective outcomes between SSWAs and non-SSWAs groups. <b><i>Conclusions:</i></b> (1) The duration of PT was irrelevant to the increase of PTA. (2) Venous PT is the perception of vascular flow sound, in which hydroacoustic characteristics can be highly independent. (3) Anxiety, depression, and sleep disorders commonly prevail among PT patients.
DOI: 10.6084/m9.figshare.24902124.v1
title: MIRACLE data spreadsheet

description: This research is a systematic review that included the randomised-controlled trials in which mind-body therapies were tested against inactive and active controls for depression symptoms, anxiety symptoms and insomnia symptoms in cancer patients.
DOI: 10.17632/4tkc392sb2
title: Data for: ESTIMATION OF SOIL PENETRATION RESISTANCE WITH STANDARDIZED MOISTURE USING MODELING BY ARTIFICIAL NEURAL NETWORKS

description: Raw data
DOI: 10.17632/7xyvdbj9jm
title: Search for meaning in times of crisis

description: 758 Israeli participants filled out questionnaires after the October 10th events, about social support, depression, optimism, prioritizing meaning, meaning in life, resilience and loneliness. They also answered to two open questions that were analyzed thematically. The data is presented in SPSS format, and a word file describes the variables included in the file
DOI: 10.6084/m9.figshare.14596065.v1
title: Morphological data for ants in Guadarrama Range (central Spain)

description: Source Silvestre, M., Carmona, C.P., Azcárate, F.M. and Seoane, J. (2021), Diverging facets of grassland ant diversity along a Mediterranean elevational gradient. Ecol Entomol, 46: 1301-1314. https://doi.org/10.1111/een.13077 <br> Measurements We measured head width, eye width, scape length and tibia length of hind leg (in mm) for three randomly selected individuals of each species present in each sampling plot. Six rare species, accounting for a marginal proportion in the assemblages, had fewer individuals <br> Sampling design: There were n = 54 sampling plots (approximately 20 m x 15 m) with 12 pitfall traps each. Pitfalls were deployed in a grid of 3 x 4 traps distanced by 5 m for seven consecutive days. Traps were small plastic tubes (2.5 cm diameter x 5 cm depth) buried at ground level and contained 70% ethanol and 30% ethylene glycol solution as preservative. We sampled along an elevational gradient: six elevation belts replicated three times, approximately at 650 m, 1000 m, 1300 m, 1700 m, 2000 m, 2250 m in a total of 18 sites. Each site had three sampling plots (that is, three grids of pitfall traps) separated by 50 m. Thus, we have 3 plots x 6 sites x 3 replicates (elevation belts). The sampling was conducted in the southern slopes of the Sierra de Guadarrama Range (central Spain), on Mediterranean dry grasslands in summer, the period of higher ant activity (July 2016). <br>
DOI: 10.6084/m9.figshare.28244770.v1
title: Additional file 1 of Decoding the chicken gastrointestinal microbiome

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.29008331.v1
title: Survey data

description: As global ecological and environmental issues become increasingly severe, multi-stakeholder ecological co-management has emerged as a crucial approach to address complex ecological challenges. This study investigates the behavioral driving mechanisms of multiple stakeholders' participation in ecological co-management in China's coffee-producing areas by integrating the Theory of Planned Behavior (TPB) and Social Network Embeddedness Theory (SNET). The results demonstrate that (1) both emotional networks (ENW) and suggestive networks (SNW) significantly enhance stakeholders' participation intentions through direct and indirect pathways. (2) ENW strengthens individual behavioral attitudes (IBA), subjective norms (SN), and perceived behavioral control (PBC) by fostering emotional bonds and collective identity. (3) SNW improves IBA, SN, and PBC through information dissemination and social influence. And (4) IBA, SN, and PBC are key predictors of behavioral intentions. The study recommends strengthening ENW construction, optimizing SNW, enhancing IBA and PBC, and establishing a collaborative co-management mechanism to promote multi-stakeholder participation in ecological co-management.
DOI: 10.6084/m9.figshare.4311920.v2
title: Easier contagion and weaker ties make anger spread faster than joy in social media

description: The two datasets are Weibo data which are used in paper named "Easier contagion and weaker ties make anger spread faster than joy in social media". (https://arxiv.org/abs/1608.03656)<br>Any issues please feel free to contact Jichang Zhao through jichang@buaa.edu.cn.<br>The first dataset, named "users_data", includes 11,753,609 tweets posted by 92,176 users from Sep., 2014 to Mar., 2015. "tweets.txt" and "graph.txt" are the tweets with emotion label and the follow relationship of all users, respectively. In "graph.txt", every line is a following relation which contain two columns. The first item is the follower and the second is the followee. In "tweets.txt", each tweet is represented by three items which respectively are user's id, created time and emotion. If there is a "==&gt;" in the line, it means that this is a retweet and the tweet after "==&gt;" is the original one.<br>The second dataset, which is in the "event_tweets" directory, includes 40,005,242 tweets of 616 different events. Each file in the directory contains tweets that related to the the specific event. And tweets are represented by the created time and the emotion label.
DOI: 10.17608/k6.auckland.19152809.v1
title: Gait Plantar Loading

description: This dataset includes the ground reaction force, peak and mean plantar pressures, and center of pressure trajectories during gait.<br>
DOI: 10.17632/kb5nv7dbtm
title: Amazon movie reviews

description: Secondary Data. Primary Data could be found here: https://snap.stanford.edu/data/web-Movies.html File allReviews.csv consists of 7911684 movie reviews from amazon. It has removed the profile name of the reviewer, the review-summary, and the review-text from the primary data. The data span a period of more than 10 years, including all up to October 2012. Each row contains 6 fields: 1. Product ID (e.g. B003AI2VGA) 2. User ID (e.g. A141HP4LYPWMSR) 3. Count of thumb-ups received by this review (e.g. 7) 4. Total thumb count of this review (sum of thumb-ups and thumb-downs, e.g. 7) 5. Given rating in a discrete likert scale of 1 to 5(e.g. 3) 6. Time of the review (unix time: e.g. 1182729600) For example, a sample row from this file is: B003AI2VGA,A1I7QGUDP043DG,8,10,5,1164844800 File Reviewers50plus.csv, contains the user ID of all (16341) the reviewers with more than 50 reviews each. File MovieID177k.csv, contains the product ID of all (177111) the movies reviewed by the reviewers with more than 50 reviews. File Set2userid2000.csv, contains the user ID of 2000 reviewers who have the largest thumb-up to the thumb-down difference from Reviewers50plus.csv. The four files in "Product Ratings" folder contains “product ratings” of all the movies from MovieID177k.csv derived using 4 different techniques. Each file consists of 2 columns: product ID and product rating. The 9 files in "Recommended Experts" folder contains 37 different sets of “recommended expert reviewers”. Each file contains 200 rows of user IDs. Primary data citation: "McAuley, J. J., & Leskovec, J. (2013, May). From amateurs to connoisseurs: modeling the evolution of user expertise through online reviews. In Proceedings of the 22nd international conference on World Wide Web (pp. 897-908)."
DOI: 10.17632/vdpkty7wrf
title: Data for: Effect of Reservoir Characteristics on the Productivity and Production Forecasting of Montney Shale gas in Canada

description: There are geochemistry data (XRD mineralogy and Rock-eval test results) and production data for Montney wells. Correlation results between the productivity and reservoir characteristics are shown in this data file.
DOI: 10.6084/m9.figshare.22691377.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.17632/8cbty9h3x4
title: Perfectionism, Belief in a Just World, and Mental Health Stigma

description: SPSS file contains variables from the Belief in a Just World Scale (Dalbert, 1999), Attitudes Towards Seeking Professional Psychological Help Scale (ATSPPH; Fischer & Turner, 1970), Multidimensional Perfectionism Scale (Hewitt & Flett, 1991), Beliefs Towards Mental Illness Scale (Hirai & Clum, 2000), 27 Item Attribution Questionnaire (AQ-27; Corrigan et al., 2003), Perfectionistic Self Presentation Scale (PSPS; Hewitt et al., 2003), and Marlowe-Crowne Social Desirability Scale Short Form C (M-C Form C; Reynolds, 1982).
DOI: 10.17632/yy7zmnmgrp
title: Behavioural data and R code from: Host-foraging stable flies, Stomoxys calcitrans, are preferentially attracted to, and alight on, objects with both visual and thermal host-like characteristics

description: To study the effects of thermal cues on foraging stable flies, we tested the hypothesis that flies preferentially alight on objects with host-like temperature, and on objects with both visual and thermal host-like cues. Flies preferred host-like temperatures when in foraging mode, but not when offered only infrared stimuli. Thermal cues augmented overall alighting responses, but initial attraction was mediated by visual cues. The data suggest that thermal cues affect the host foraging behaviour of flies primarily at close range.
DOI: 10.6084/m9.figshare.13619441.v1
title: East Africa Geomorphic Type Reference Sample

description: This geomorphic reference data is intended for use as a calibration and/or validation data for global scale remote sensing image based classification of coral reef areas. The data is in a vector shapefile format consisting of polygons labelled into one of thirteen coral reef geomorphic classes that include Patch Reef, Plateau, No Reef, Outer Reef Flat, Deep Water, Inner Reef Flat, Back Reef Slope, Deep Lagoon, Terrestrial Reef Flat, Shallow Lagoon, Sheltered Reef Slope, Reef Crest and Reef Slope. <b>Please cite data as:</b> Borrego-Acevedo, R., Lyons, M., Canto, R., Harris, D., Kennedy, E., Kovacs , E., Markey, K., Murray, N., Ordonez Alvarez, A., Phinn, S., Roe, M., Roelfsema, C., Say, C., Tudman, P., Wolff, J., Yuwono, D., Bambric, B., Fox, H., Lieb, Z., Asner , G., Knapp , D., Li, J., Harris, B., Larsen, K. & Rice, K. 2020. East Africa Geomorphic Type Reference Sample. University of Queensland. DOI: https://doi.org/10.6084/m9.figshare.13619441 <b>Links to supplementary information:</b> Mapping methods overview (https://allencoralatlas.org/methods/) UQ mapping team web site (https://www.rsrc.org.au/globalreef) Detailed mapping methods description by Lyons et al. (https://doi.org/10.1002/rse2.157) Detailed classification scheme description by Kennedy et al. (https://doi.org/10.1038/s41597-021-00958-z) Detailed reference creation description workflow by Roelfsema et al. (https://doi.org/10.3389/fmars.2021.643381) <b>Funding:</b> Vulcan Inc., (https://vulcan.com) Great Barrier Reef Foundation (https://www.barrierreef.org/) <b>Acknowledgement:</b> This work was initiated and funded primarily through Paul Allen Philanthropies and Vulcan Inc. as part of the Allen Coral Atlas. We acknowledge the late Paul Allen and Ruth Gates for their fundamental vision and drive to enable us to work together on this critical reef mapping problem. Project partners providing financial, service and personnel include: Planet Inc., National Geographic, University of Queensland, Arizona State University, and University of Hawai'i. Significant support has also been provided by Google Inc., Great Barrier Reef Foundation, and Trimble (Ecognition). Contributors to establishing and running the project include: Vulcan Inc. [James Deutsch, Lauren Kickam, Paulina Gerstner, Charlie Whiton, Kirk Larsen, Sarah Frias Torres, Kyle Rice, Eldan Goldenberg, Janet Greenlee]; Planet Inc. [Andrew Zolli, Trevor McDonald, Joe Mascaro, Joe Kington]; University of Queensland [Chris Roelfsema, Stuart Phinn, Emma Kennedy, Mitch Lyons, Nicholas Murray, Doddy Yuwono, Dan Harris, Eva Kovacs, Rodney Borrego, Meredith Roe, Jeremy Wolff, Kathryn Markey, Alexandra Ordonez, Chantal Say, Paul Tudman]; Arizona State University [Greg Asner, Dave Knapp, Jiwei Li, Yaping Xu, Nick Fabina, Heather D'Angelo]; and National Geographic [Helen Fox, Brianna Bambic, Brian Free, Zoe Lieb] and Great Barrier Reef Foundation [Petra Lundgren, Kirsty Bevan, Sarah Castine]. Attributions of contributed field data or maps for the reference sample creation are available at: https://allencoralatlas.org/attribution/
DOI: 10.6084/m9.figshare.25234837.v2
title: Fant, Ghedini: Code and data

description: Code and data used to produce the figures of the paper under submission
DOI: 10.6084/m9.figshare.28723505.v1
title: An mRNA-display derived cyclic peptide scaffold reveals the substrate binding interactions of an N-terminal cysteine oxidase

description: MD simulation files for cobalt and iron incorporated ADO in complex with CP6-L8d-Gly-Ser/Cys. The input and final output files of each run are provided.
DOI: 10.6084/m9.figshare.7734767.v1
title: A multimodal dataset of human gait at different walking speeds

description: Human motion capture is used in various fields to analyse, understand and reproduce the diversity of movements that are required during daily-life activities. The proposed dataset of human gait has been established on 50 adults injury-free for lower and upper extremities in the most recent six months, with no lower and upper extremity surgery in the last two years. Participants were asked to walk on a straight level walkway at 5 speeds during one unique session: 0–0.4 m.s-1, 0.4–0.8 m.s-1, 0.8–1.2 m.s-1, self-selected spontaneous and fast speeds. Three dimensional trajectories of 52 reflective markers spread over the whole body, 3D ground reaction forces and moment, and electromyographic signals were simultaneously recorded. For each participants, a minimum of 3 trials per condition have been made available in the dataset for a total of 1.145 trials. This dataset could lead to increase the sample size of similar datasets, analyse the effect of walking speed on gait, or conduce unusual analysis of gait thanks to the full body markerset used. <br>
DOI: 10.6084/m9.figshare.17014409.v1
title: Images for SEM Montage

description: Densely-pixelated SEM image was used to calculate the Ga coverage percentage and produce the panorama view over a 2 mm length scale in Figure 6e-f. The methods of this part are explained in supporting figures S14, S15, S16, S17, S18, and table S2. The methods are also explained in the method sections 4.12, 4.13, and 4.14.<br>