cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.9981314.v4
title: Data of the study "A method to evaluate task-specific importance of spatio-temporal units based on explainable artificial intelligence"

description: Data (numbered one to four) are saved as the byte format and can be read by the pickle library of python.1. The file "holiday_2_test_2016" is the organized taxi origin point distribution dataset collected in the whole year of 2016. This dataset is used as the validation set of model training. Each input data are labeled by the temporal information (weekday or weekend/holiday).2. The file "holiday_2_train_2016" is the organized taxi origin point distribution dataset collected in the whole year of 2016. This dataset is used as the training set of model training. Each input data are labeled by the temporal information (weekday or weekend/holiday).3. The file "holiday_2_test_2017" is the organized taxi origin point distribution dataset collected in three months (from January to March) of 2017. This dataset is used as the test set. Each input data are labeled by the temporal information (weekday or weekend/holiday). 4. The file "totalmean" is the mean value distribution (30*30*48) of the taxi origin point volume. This dataset is used as the input data of the clustering experiment.5. The file "POIStatistics.csv" is the contribution value difference and POI counts of units. This dataset is used as the input data of the regression experiment.<br>
DOI: 10.17632/742ftgfg54
title: TuFClot Study Raw Data 04JUL2019

description: The datasets generated and analysed during the TuFClot study, in Microsoft Excel Worksheet (.xlsx) format. Version 2 dated 04JUL2019 includes updated survival information for the metastatic breast cancer patient cohort. UK National Research Ethics Service (NRES) Ref: 12/NW/0447 Sponsor: Manchester University NHS Foundation Trust
DOI: 10.17632/744n4mr89f
title: Pengantar Teori Filologi - resume

description: ABSTRACT Philology is the science of things that people have known from various aspects of life in the form of manuscripts, texts and storage places. Humans as cultural creatures have certain activities whose results can be felt by future generations. Humans can be guided by the values inherited from previous generations or can also change them. Thanks to cultural heritage, humans can overcome the complexities of life. Cultural inheritance occurs through language. Because the scope of culture is very broad, the definition of language does not only include language in a narrow sense, but also includes all kinds of symbols and symbols (dances, pictures) which can record culture from one generation to another. Keywords: Philology, Culturure, Humans, language ABSTRAK Filologi adalah ilmu pengetahuan tentang sesuatu yang pernah diketahui orang dari berbagai aspek kehidupan dalam bentuk naskah, teks, dan tempat penyimpanan. Manusia sebagai makhluk yang berkebudayaan memiliki aktivitas-aktivitas tertentu yang hasilnya dapat dirasakan oleh generasi kemudian. Manusia dapat berpedoman kepada nilai-nilai yang diwariskan oleh generasi sebelumnya atau dapat juga mengubahnya. Berkat warisan kebudayaan, manusia dapat mengatasi keruwetan-keruwetan hidupnya. Pewarisan kebudayaan itu terjadi lewat bahasa. Oleh karena ruang lingkup kebudayaan itu luas sekali maka pengertian bahasa tidak hanya meliputi bahasa dalam arti yang sempit, melainkan meliputi segala macam bentuk simbol dan lambang (tarian, gambar) yang dapat mencatat kebudayaan dari generasi yang satu kepada generasi yang lain. Kata kunci: Filologi, Kebudayaan, Manusia, Bahasa
DOI: 10.6084/m9.figshare.12768335.v8
title: Supplementary material associated with the paper "Nonsubsampled Contourlet Transform Based Tone mapping operator to optimize the dynamic range of diatom shells", H. Singh et al, Microsc Res Tech. 2021 (doi: 10.1002/jemt.23759)

description: HDR datasets of different diatoms captured with brightfield and darkfield illumination
DOI: 10.6084/m9.figshare.16879618.v1
title: analysis scripts

description: analysis scripts for preprocessing MEG data and decoding
DOI: 10.6084/m9.figshare.21695990.v1
title: VSM measurement raw data

description: The dataset include csv-file exports of the hysteresis, IRM and backfield measurements conducted with the model 8604 Lakeshore VSM at the University of Cologne. The header in each file show measurement details. Please note: All hysteresis measurements are corrected for pole saturation by substracting the identically measured hysteresis of holmium oxide from the measurement data. Additionally, a fieldOffset correction was performed by the measurement program of Lake Shore, which may shift the hysteresis slightly along the X-axis. The weight of all samples is not correctly shown in the IRM-BF files but in the excel table "hysteresis parameters" in the folder "VSM measurement data analysed" of this data publication. The true volume of the samples remains unknown. If a (2) occurs behind the measurement, the first measurement was not successful and a second, identical one was performed using the same sample.
DOI: 10.6084/m9.figshare.27325431.v1
title: Underlying Data

description: This study created and tested tools to measure responsible tourism behavior among 550 Generation Y tourists. The analysis confirmed three hypotheses with high reliability. Factor analysis revealed 12 items across three components: environmental, social and cultural, and economic, explaining percentage of variance. The instruments are suitable for social indices and future research on causal relationships.
DOI: 10.6084/m9.figshare.14109521.v1
title: Supplemental Data 2 Mitochondrial protein comparison between muscle types.xlsx

description: Top 150 mitochondrial protein comparison between muscle types
DOI: 10.6084/m9.figshare.1447274.v1
title: Data for: The Oligopoly of Academic Publishers in the Digital Era

description: <strong>Description</strong> <em>Data and figures for paper published in PLOS ONE:</em><br>Larivière, V., Haustein, S. & Mongeon, P. (2015). The oligopoly of academic publishers in the digital era. <em>PLoS ONE</em>, 10(6), e0127502. doi:10.1371/journal.pone.0127502 <strong><br>Abstract.</strong> The consolidation of the scientific publishing industry has been the topic of much debate within and outside the scientific community, especially in relation to major publishers’ high profit margins. However, the share of scientific output published in the journals of these major publishers, as well as its evolution over time and across various disciplines, has not yet been analyzed. This paper provides such analysis, based on 45 million documents indexed in the Web of Science over the period 1973-2013. It shows that in both natural and medical sciences (NMS) and social sciences and humanities (SSH), Reed-Elsevier, Wiley-Blackwell, Springer, and Taylor & Francis increased their share of the published output, especially since the advent of the digital era (mid-1990s). Combined, the top five most prolific publishers account for more than 50% of all papers published in 2013. Disciplines of the social sciences have the highest level of concentration (70% of papers from the top five publishers), while the humanities have remained relatively independent (20% from top five publishers). NMS disciplines are in between, mainly because of the strength of their scientific societies, such as the ACS in chemistry or APS in physics. The paper also examines the migration of journals between small and big publishing houses and explores the effect of publisher change on citation impact. It concludes with a discussion on the economics of scholarly publishing.
DOI: 10.6084/m9.figshare.19448219.v4
title: The China Plant Trait Database Version 2.0

description: Here we present version 2.0 of the China Plant Trait Database, which contains information on morphometric, physical, chemical, photosynthetic and hydraulic traits from 1529 unique species in 140 sites spanning a diversity of vegetation types. Version 2 has five improvements compared to the previous version: (1) new data from a 4-km elevation transect on the edge of Tibetan Plateau, including alpine vegetation types not sampled previously; (2) inclusion of traits related to hydraulic processes, including specific sapwood conductance, the area ratio of sapwood to leaf, wood density and leaf turgor loss point; (3) inclusion of information on soil properties to complement the existing data on climate and vegetation (4) assessments of the reliability of individual trait measurements; and (5) inclusion of standardized checklists and templates for systematical field sampling and measurements. <br>
DOI: 10.6084/m9.figshare.19949000.v1
title: Global dataset 16S ASV table

description: Global dataset 16S ASV table 515F-806R processed with DADA2 individually and merged with collapsenomismatch function. Details in publication
DOI: 10.6084/m9.figshare.4564921.v1
title: Supplementary Material for: Influences of Various Peptide Linkers on the Thermotoga maritima MSB8 Nitrilase Displayed on the Spore Surface of Bacillus subtilis

description: In the present study, fusion genes composed of <i>Thermotoga maritima</i> MSB8 nitrilase and <i>Bacillus subtilis</i> 168 outer coat protein CotG were constructed with various peptide linkers and displayed on <i>B. subtilis</i> DB 403 spores. The successful display of CotG-nit fusion proteins on the spore surface of <i>B. subtilis</i> was verified by Western blot analysis and activity measurement. It was demonstrated that the fusion with linker GGGGSEAAAKGGGGS presented the highest thermal and pH stability, which is 2.67- and 1.9-fold of the fusion without linker. In addition, fusion with flexible linker (GGGGS)<sub>3</sub> demonstrated better thermal and pH stability than fusions with linkers GGGGS and (GGGGS)<sub>2</sub>. Fusion with rigid linker (EAAAK) demonstrated better thermal stability than fusions with linkers (EAAAK)<sub>2</sub> and (EAAAK)<sub>3</sub>. Fusions with linker (EAAAK)<sub>2</sub> demonstrated better pH stability than fusions with linkers (EAAAK) and (EAAAK)<sub>3</sub>. In the presence of 1 mM dithiothreitol, 1% (v/v) sodium dodecyl sulfate, and 20% (v/v) ethanol, the optimal linkers of the fusions were MGSSSN, GGGGSEAAAKGGGGS, and (GGGGS)<sub>3</sub>, respectively. In summary, our results showed that optimizing the peptide linkers with different type, length, and amino acid composition of the fusion proteins would be an efficient way to maintain the stability of fusion proteins and thus improve the nitrilase display efficiency, which could provide an effective method for rational design peptide linkers of displayed nitrilase on <i>B. subtilis</i>.
DOI: 10.6084/m9.figshare.10786607.v1
title: service quality in higher education paper.sav

description: This data includes SPSS spreadsheet coding data generated to assess the relationship among service quality, student satisfaction and loyalty in the higher educational institutions.<br>
DOI: 10.6084/m9.figshare.19093352.v1
title: WISP1 SNP and CC.xlsx

description: In this study, the two SNPs (rs2977530 and rs2977537) of the <i>WISP1</i> gene were analyzed by multiplex polymerase chain reaction (PCR) combined with next-generation sequencing methods in 494 CC patients, 830 squamous intraepithelial lesion (SIL) patients and 506 healthy women. Multivariate logistic regression analysis combined with 10,000 replacement trials was used to analyze the potential relationship between <i>WISP1</i> gene polymorphisms and CC.
DOI: 10.6084/m9.figshare.22337647.v1
title: Supporting Fileset: A new species of spider of the genus Sadala Simon, 1880 (Araneae, Sparassidae) from the Yasuni Biosphere Reserve, Amazonian lowlands of Ecuador

description: This dataset is the supporting fileset of the article: "A new species of spider of the genus <em>Sadala</em> Simon, 1880 (Araneae, Sparassidae) from the Yasuni Biosphere Reserve, Amazonian lowlands of Ecuador". <br> The dataset includes all geographic records of spiders of the genus <em>Sadala</em> from mainland Ecuador used for the paper.
DOI: 10.6084/m9.figshare.23850366.v1
title: Forearm Gesture Dataset: Gesture Recognition under Different Arm Postures and Force Levels

description: <sub>We present a forearm gesture dataset named "</sub><sub>FEMG-VPF</sub><sub>", comprising simultaneously recorded high-density sEMG, sparse multi-channel sEMG, and Euler angle signals of the forearm muscles. High-density sEMG signals were recorded with a 64-channel high-density grid as well as sparse 8-channel sEMG and 3-channel Euler angle signals were recorded with a Myo armband. Specifically, 28 healthy subjects performed 38 hand gestures under two distinct forearm states: 1) the upper arm naturally drooping with the forearm parallel to the ground, and 2) the upper arm naturally drooping with the forearm at a 45-degree angle to the ground. Each arm posture incorporates one resting gesture, 15 finger movements, and 3 grasping gestures. The finger movements encompassed in the database include single-finger movement, double-finger movement, triple-finger movement, and full-hand movements. The grasping gestures incorporate actions grasping cylindrical objects (i.e., mineral water bottles), planar objects (i.e., books), and spherical objects (i.e., tennis balls), respectively. Each gesture was performed in 6 repeated trials, namely four high-force trials and two low-force trials.</sub>
DOI: 10.6084/m9.figshare.24763251.v2
title: Data Note related to the article "Gender perspectives on a flipped classroom environment"

description: The research investigates the gender perspective of flipped classroom.In particular, it considers how the collaborative setting of in-class group-work affect the female population of students. The paper draws on an in-depth analysis of the interview with one such student. The focus of this interview was on interactional collaboration between peers during group work activities in a mathematics course. Such work is vital in a flipped classroom arrangement. The student, called Sofia, highlighted arguments of value for a deeper investigation. The analysis draws on Bjerrum Nielsen’s framework with four different gender perspectives (2003). Our analysis illuminates a number of arguments about interactions and interpretations of gender and challenges when collaborating in groups in a flipped classroom setting. Arguments informs both context and individual levels of the setting. What is realised in the case of Sofia is that there are dualistic viewpoints raised within all gender perspectives, sometimes conflicting each other. Result is that guidance from a teacher in formation of groups is necessary but will need careful considerations.
DOI: 10.17632/s5wh7hmwh5
title: Structures of dengue virus RNA replicase complexes. Osawa et al.

description: Raw data files for all gel image figures in the article by Osawa et al., "Structures of dengue virus RNA replicase complexes".
DOI: 10.6084/m9.figshare.14695059.v2
title: Figure 1 - ESR and NMR spectrum

description: This data set contains data plotted in Figure 1.
DOI: 10.6084/m9.figshare.19920416.v1
title: Global survey of termite and microbial contributions to wood decay

description: In this study, wood blocks were deployed across 133 sites in 20 countries and all continents except Antarctica. The majority of sites were established in 2017, with 6 sites established in 2018 in Puerto Rico with the delay following Hurricane Maria. We determined termite discovery and decay following a two-step method. First, we filtered to those sites where site researchers recorded termite presence. Second, for those sites with termites, we recorded blocks as discovered when they were noted as having termites, mudding (i.e., imported soil), and/or damage (e.g., internal chambering, external surface scoring, or removal) in wood blocks (fig. S3). When wood blocks were found to be damaged but this damage was not attributable to termites (e.g., small holes, non-termite larvae, etc.), these blocks were recorded as undiscovered by termites; few blocks had macrofauna damage not attributable to termites (termite discovery was 2.7× higher than discovery by other macrofauna), supporting the importance of termites as the main macrofauna decaying wood. After termite discovery assessment, wood blocks were cleaned, separating out dead wood from other components (e.g., soil, fungi, insects) and dried for final mass. <br> Parameter descriptions can be found within the section worksheet of the excel file. Detailed methods can be found in the manuscript by Zanne et al. (https://doi.org/10.21203/rs.3.rs-1242094/v1 ).
DOI: 10.6084/m9.figshare.24681345.v1
title: Covid-19 data

description: Data regarding COVID-19 and the policy taken by different countries
DOI: 10.6084/m9.figshare.24938868.v2
title: CytoSignal example dataset

description: For the CytoSignal tutorial, we provide Slide-tags snRNA-seq data on mouse embryonic E14 brain. Orignal data can be accessed from Single-Cell Portal at SCP2170. Orignal work by Andrew J. C. Russell et al., 2023.Cleaning applied:Matrix data was converted into an R-interpretable sparse matrix object (dgCMatrix).Only barcodes in the intersection between the annotation and the expression matrix are kept for use.For the VeloCytoSignal tutorial, we provide Slide-seq V2 data on mouse E15 brain. Original data can be accessed from Single-Cell Portal at SCP815. Original work by Robert R. Stickels et al., 2020. We only provide constructed object with basic analysis already performed. Spliced and unspliced velocity data produced with VeloVAE is also provided.<br>
DOI: 10.17632/kcmy434x8h
title: CT based assessment of TKA

description: CT evaluation of TKA in 02 different implant designs , PFC sigma and Genesis II, after implantation, to verify the external rotation of the femoral component achieved with reference to the TEA.Genesis II has a Fixed inbuilt external rotation of 3 degrees and the PFC sigma can be modified. The data highlights the effective femoral external rotation achieved and its possible impact on patellofemoral kinematics
DOI: 10.17632/sgwbnf4375
title: A Systematic Review of Eczematous Eruptions in Patients Receiving Biologic Therapy

description: The development of biologic agents has revolutionized treatment for immune-mediated inflammatory diseases (IMIDs). An infrequently reported cutaneous complication in the literature is the development of dermatitis during therapy. This systematic review summarizes relevant reports of dermatitis eruptions in patients receiving biologic therapy for IMIDs. The supplemental files are attached here.
DOI: 10.6084/m9.figshare.22215169.v5
title: Raw_Consolidated_Manual_PM10.csv

description: PM10 air quality data was collected directly in Fontibon County for 27 days using a Tisch ® TE-6070V Hi Vol equipment.
DOI: 10.6084/m9.figshare.28795529.v1
title: credit_card_fraud_transactions.zip

description: Credit card fraud detection dataset downloaded from huggingface datasets
DOI: 10.6084/m9.figshare.28927688.v1
title: Experimental measurement data.zip

description: Experimental measurement data
DOI: 10.17632/2t6xxv9zj6
title: Political Polarization in Financial News

description: Do files and simulated data for tables and figures in "Political Polarization in Financial News"
DOI: 10.17632/yfnk4zt2hk
title: data for music frogs

description: data for music frogs
DOI: 10.6084/m9.figshare.16959682.v1
title: 2019 Field data

description: This is the field data for the 2019 Russian wheat aphid study. NI is naturally infested plots. AI is artificially inoculated plots. Sites ranged from Mid NSW to Tasmania and across to South Australia.
DOI: 10.17632/pzpfg2fdcd
title: Eastern Canada hourly wind speed dataset 126 stations

description: The data set includes hourly wind speed observations for 126 stations. The study included 13 stations in the province of New Brunswick, 35 – in New Foundland and Labrador, 23 – in Nova Scotia, 5 – in Prince Edward Island, and 50 in the province of Quebec. All stations passed the modified Mann-Kendall (MMK) test for serially correlated data using Hamed & Rao variance correction approach, so the samples can be considered stationary (i.e. there is no monotonic trend in the data).  Moreover, the stations passed the Bayesian change point detection procedure of Seidou et al. without detection of shifts. 

“Government of Canada,” Historic data. https://climat.meteo.gc.ca/historical_data/search_historic_data_e.html (accessed Sep. 02, 2022).
DOI: 10.25446/oxford.28684880.v1
title: Kähler 1975 Tod

description: Transcription, translation and analysis of Tod, in Texte von der Insel Enggano (Berichte über eine untergehende Kultur) [Texts from the Island of Enggano (Reports of a Declining Culture)/Teks dari Pulau Enggano (Laporan pada suatu Budaya yang terancam punah)], Veröffentlichungen des Seminars für Indonesische und Südseesprachen der Universität Hamburg, volume 9, Berlin: Verlag von Dietrich Reimer
DOI: 10.6084/m9.figshare.15157263.v2
title: GPS Coordinates of 18,482 Crop Fields in East Africa with Improved Accuracy using Planet Imagery and Yolo v5 Object Detection Model

description: Georeferenced crop yield prediction is a valuable tool for agronomists and policymakers. One challenge with many existing datasets is that of location accuracy. GPS locations for fields can end up offset from the true location due to sensor inaccuracies or from locations being collected at the edges of fields rather than the field centers. This makes it harder to connect remote-sensed data to the yield values. The goal of this project was to produce a method that can help correct these location offsets by finding the most probable field center given an input location. We prepared and hosted a competition on Zindi (https://zindi.africa) where competitors model the problem using state-of-the-art data science techniques. We provided the competitors with satellite images of fields along with their corresponding manually annotated correct centers. Additionally, we also provided approximate plot size and measured yield in case these help with creating their solutions. Original positions are considered images' centers as (0,0) and a displacement vector for each field in the training set was provided. The goal of the competition was to predict these vectors for each vector in the test set. This dataset includes the locations of 18,481 crop fields across Kenya, Tanzania, and Rwanda, collected in 2016-2017 with mixed qualities and their error-corrected ones from the winning solution using Planet satellite imagery and the Yolo v5 object detection model.<br> <br>
DOI: 10.6084/m9.figshare.22229878.v1
title: 附录.docx

description: Chinese Academy of Agricultural Sciences Thesis
DOI: 10.6084/m9.figshare.25810660.v1
title: CC-2B

description: CC-2B investigates the impact of <i>Bifidobacterium</i> <i>bifidum</i> treatment on the gut microbiota in Clostridioides difficile infection. Fecal samples from mice post-infection were processed using Invitrogen with sequencing on the Ion Torrent NGS System. Analysis via Ion Reporter SW (16S) revealed shifts in microbial taxa dynamics over days 1, 3, and 6, shedding light on the potential of probiotics in modulating gut microbiota during C. difficile infection.The identification of the sample CC-2B:<br>C: Denotes the strain ST-2 of Clostridioides difficile.<br>C: Represents timepoint 2, indicating sampling after C. difficile infection.<br>2: Refers to the specific mouse number under investigation.<br>B: Indicates the treatment administered, which in this case is <i>Bifidobacterium</i> <i>bifidum</i>.
DOI: 10.6084/m9.figshare.26230430.v1
title: The 8 Staphylococcus aureus strains reference list

description: PubMed search results (07/01/2024)
DOI: 10.6084/m9.figshare.19514332.v1
title: Uplift rates

description: Output uplift rates from the inverse modeling presented in “Alqahtani, S. A., Collier, R. E. Ll., Paton, D. A., Roberts, G. G. and O'Malley, C. P. B. Uplift evolution along the Red Sea continental rift margin from stream profile inverse modeling and drainage analysis. <i>Journal of African Earth Sciences</i>”.Each file name is the time step at which the uplift rate is calculated.
DOI: 10.6084/m9.figshare.21221768.v3
title: Extended Data 5

description: Descriptives of performed complementary ANCOVAs