cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.15167724.v1
title: city and county levels energy consumption

description: The data of city-and-county-level energy consumption and energy efficiency provided in this study are valuable with practical applications in the field of energy economics, management, and policy, including the following: First, the provided data have the characteristics of wide spatial coverage and long time span. This unique panel-structured dataset can be used to observe the trajectories and spatial differences of energy consumption and energy efficiency on a micro-level than at national and provincial levels. Therefore, it can also be used to analyze the factors driving the changes and spatial differences of energy consumption and energy efficiency in cities and counties. Second, the panel-structured dataset of energy consumption and energy efficiency can be used to match other economic data at the city and county levels, and studies such as the economic effects of energy consumption, the environmental and social effects of energy consumption, and the coupling relationship between energy efficiency and economic development may be conducted. Third, the development of energy consumption and energy efficiency data at the city and county levels can not only contribute to the energy management at China’s grassroot-level governments, such as in the formulation and implementation of road maps for energy transformation and energy efficiency improvement, but also provide a basis for the central and provincial governments to allocate the energy rights of cities and counties under the constraints of “carbon peak” and “carbon-neutral” targets. Fourth, the development of energy consumption and energy efficiency data at city and county levels could provide a more accurate assessment of the impact of the central government’s energy saving, emission reduction, and low-carbon green policies, as well as other socioeconomic policies, for example, assessment of the impact of the “central heating,” “coal to electricity,” low-carbon pilot city, and carbon emission trading right pilot policies on energy consumption and energy efficiency. Fifth, the method of retrieving micro-level energy consumption data by using satellite night-light data can also provide a reference for other developing countries and regions with limited energy statistics to evaluate their energy consumption and energy efficiency at the sub-national level.<br>
DOI: 10.6084/m9.figshare.21894240.v3
title: test_data_IBD.zip

description: The tes dat of p-center and -median problem
DOI: 10.6084/m9.figshare.13150754.v1
title: VCFs

description: VCFs for GPAT and SEC24A nonsense mutations
DOI: 10.6084/m9.figshare.20452242.v2
title: On The Mechanism of Ion Adsorption to Aqueous Interfaces

description: Excel spreadsheet containing second harmonic generation data for NaSCN adsorption to the air-water, toluene-water, and decane-water interfaces. <br> Also included is the interfacial charge transfer to solvent spectra of NaSCN at the air-water, toluene-water, and decane water interfaces, measured by electronic sum-frequency generation <br> MD simulation data/code is available as a .tar file
DOI: 10.6084/m9.figshare.21617610.v1
title: Data for Malesian fruit size and distributions

description: Minimum and maximum fruit size measurements for c. 3400 plant species and their distributions in Malesia.
DOI: 10.6084/m9.figshare.27976644.v1
title: Surface EMG Data from Latissimus Dorsi

description: To investigate if latissimus dorsi (LD) activity during trunk and pelvic girdle motions is comparable to its activity during shoulder internal rotation (SIR).  Fifteen physically active males performed maximal voluntary isometric contractions (MVICs) of SIR and 12 trunk and pelvic movements. Surface electromyography (sEMG) was used to measure LD muscle activity. LD muscle activity was recorded using a multichannel surface electromyography (sEMG) amplifier/processor unit (MyoClinical, Noraxon USA INC; Scottsdale, AZ). Bipolar Ag-AgCl disc surface electrodes (Blue Sensor SE, Ambu Inc. Denmark) were used with a 2 cm inter-electrode distance. The raw sEMG signal was amplified (input impedance: 10 MΩ, gain: 1000x, common mode rejection ratio: &gt;115 dB), full-wave rectified, and filtered using a 6th order Butterworth filter (band-pass: 8-535 Hz). Inside the dataset is the average EMG activity of the means of the middle 3 out of 5 seconds of 3 trials for each motion. The dataset also has the height, weight, and age of each participant.
DOI: 10.17632/24wf5n2gk5
title: Reading Habits Based on Gender: Undergraduate Students' Dataset on Book Preferences and Engagement.

description: Data were collected from 582 undergraduate students across various departments in Bangladesh between May 2024 and January 2025, focusing on their reading habits and preferences. The data collection process adhered to ethical guidelines, ensuring the confidentiality of each participant. The dataset provides insights into students' reading behaviors, shedding light on factors such as time spent reading, the type of books read, and the motivations behind reading. This detailed representation of reading habits is valuable for understanding how students engage with books and can inform educational strategies, promote reading habits, and support the development of initiatives that enhance students' academic and personal growth.

The dataset contains information related to reading preferences, including time spent reading, reasons for reading, formats of books used, and personal preferences about genres, influences, and languages. This data is crucial for refining the understanding of reading trends among students, identifying areas where reading habits can be encouraged, and designing targeted interventions for increasing literacy and reading engagement in academic environments.

Parameters Included:
Gender: The gender of the student (Male/Female).
Age: The age of the student.
Department: The department the student belongs to (e.g., CSE, MCT, Civil Engineering, etc.).
Amount of Time Spent Reading Books Per Day (Hour): The number of hours per day the student spends reading books.
Reason for Reading Books: The primary motivation for reading (e.g., Academic Purpose, Keep Me Informed, Entertainment, To Increase English Vocabulary).
How to Manage Books for Reading: The method through which books are accessed (e.g., E-books, Borrow, Buy, Others).
Number of E-books Read in Last Two Years: The range of e-books read in the last two years (e.g., 6-10, 11-15).
Number of Printed Books Read in Last Two Years: The range of printed books read in the last two years.
Favorite Books for Reading to Spend Leisure Time: The genres of books the students prefer in their leisure time (e.g., Biography, Fiction).
Type of Books Read Most of the Time: The predominant type of books the student reads (Academic/Non-academic).
Change Felt After Reading Books: The personal change felt after reading books (e.g., Increased Problem Solving Skill, Feels Relaxed).
Who Influenced You to Read Books: The person who influenced the student to read books (e.g., Self-decision, Friends, Parents, Teachers).
Which Language Books Do You Like to Read: The language of books the student prefers (e.g., Bangla, English).
Where Do You Read Printed Books: The locations where students read printed books (e.g., Home, Library, During Travel).
Do You Read Newspapers: Whether the student reads newspapers (Yes/No).
DOI: 10.17632/c4szbkbgyk
title: Data for: Attraction of nocturnally migrating birds to artificial light: the influence of colour, intensity and blinking mode under different cloud cover conditions

description: The folder includes the following files: Main data files used for the paper - They include the number of individually flying small birds recorded in the thermal imaging video frames from the camera with the telephoto lens (file: Rebke_et_al_BiolConserv_telephoto_lens_Data.csv) or the wide angle lens (file: Rebke_et_al_BiolConserv_wide_angle_lens_Data.csv) summed over each 15 minutes block of light or darkness. These data were collected in autumn 2013, spring 2014 and autumn 2014 near Hörnum in the south of the island of Sylt, which is situated in the German part of the Wadden Sea. Additional data files used for the paper - They include the number of audio files with bird calls summed over each 15 minutes block of light or darkness for the three most common species in our data set: Redwings Turdus iliacus (file: Rebke_et_al_BiolConserv_audio_recordings_Turdus_iliacus_AddData.csv), Song Thrushes T. philomelos (file: Rebke_et_al_BiolConserv_audio_recordings_Turdus_philomelos_AddData.csv) or Common Blackbirds T. merula (file: Rebke_et_al_BiolConserv_audio_recordings_Turdus_merula_AddData.csv).
DOI: 10.17632/k25kdh7z25
title: LentiCRISPR-Cas9-2A-mCherryU6ZF vector
DOI: 10.6084/m9.figshare.14370266.v1
title: Macrotermes natalensis gene models MnGM3

description: A set of gene models of <i>Macrotermes natalensis</i>, a fungus-growing termite, predicted by Shigenobu Lab at NIBB (National Institute for Basic Biology) <br>Species: Macrotermes natalensis<br>Version: 3.0Release date: Oct 14, 2015<br><br> Three files are included:<br>Mnat.MnGM3.cds.fa -- CDS sequences<br>Mnat.MnGM3.pep.fa -- translated protein sequences<br>Mnat.MnGM3.gff3 -- gene models in GFF3 format<br>Mnat_assembly_v1.0.fa (http://gigadb.org/dataset/100057) was used as a reference genome.<br>
DOI: 10.6084/m9.figshare.25286017.v2
title: Heterogeneous peer effects of college roommates on academic performance

description: Code and data for the paper "Heterogeneous peer effects of college roommates on academic performance" by Cao, Zhou, and Gao. <i>Nature Communications</i>, 2024.
DOI: 10.6084/m9.figshare.26172919.v2
title: <i>SLID-E: Slit Lamp Image Dataset for Epiphora - A Benchmark Resource for Automated Tear Overflow Analysis</i>

description: We introduce <i>SLID-E (Slit Lamp Imaging Dataset for Epiphora), the first comprehensive dataset for epiphora grading using slit lamp photographs. The dataset comprises </i><i>2,999</i><i> high-quality images from 1,563 patients, annotated by expert ophthalmologists into four categories: normal, mild, moderate, and severe epiphora.</i>
DOI: 10.17632/7pmxxb6tz8
title: Doctoral Thesis Dataset [Final data]

description: Primary data collected on perceived ethical leadership, trust, accountability and community citizenship behavior
DOI: 10.6084/m9.figshare.29117450.v1
title: Correlation study of BDNF/TrkB/CREB,violence,and cognitive function in first-episode drugnaive schizophrenia patients

description: This study primarily explores the correlation between BDNF/TrkB/CREB and violence as well as cognitive function in first-episode drug-naive schizophrenia patients.First-episode drug-naive schizophrenia patients and healthy controls were recruited. General demographic data of each group were collected. Cognitive function was assessed using the Wechsler scales and the Wisconsin Card Sorting Test (WCST), while violent risk was evaluated via the Historical, Clinical, Risk Management-20 (HCR-20) scale. The Positive and Negative Syndrome Scale (PANSS) was used to assess symptoms in schizophrenia patients.Quantitative polymerase chain reaction (qPCR) and Western blot (WB) experiments were performed to evaluate the mRNA and protein expression levels of BDNF, TrkB, and CREB in first-episode drug-naive schizophrenia patients and healthy controls.This study was approved by the Institutional Review Board of the Mental Health Center Affiliated to Kunming Medical University. All procedures complied with local laws, regulations, and institutional requirements. Participants provided written informed consent to participate in the study.
DOI: 10.17632/n3f6whtp3s
title: Car mass and speeding violations data

description: This data set supports the research paper "Is vehicle weight associated with risky driving behavior? Analysis of complete national records in Israel", published in 2024. This paper uses complete national data over the course of an entire year, to examine the association between vehicle mass and risky driving behavior in terms of speeding tickets. 

Authors: Aviv Steren, Stav Rosenzweig, and Ofir D. Rubin.
DOI: 10.17632/ss25hm53cz
title: floor plan dataset

description: floorplan
DOI: 10.17632/z5ksd7rxsx
title: Data for: Climate, Forest Growing Season, and Evapotranspiration Changes in the central Appalachian Mountains, USA

description: The dataset includes 18 climate, hydrology, and growing season variables obtained from the historical MACA dataset, USGS waterdata, and AVHRR from 1982-2012 for 31 watersheds in the central Appalachian region of the United States. The top row name corresponds closely to table 1 in the manuscript. The column site name corresponds to the USGS waterdata site number. The year refers to each year (1982-2012) for the corresponding rows of the data.
DOI: 10.6084/m9.figshare.11574690.v1
title: Hyperosmotic stress: <i>in situ</i> chromatin phase separation

description: Dehydration of cells by acute hyperosmotic stress has profound effects upon cell structure and function. Interphase chromatin and mitotic chromosomes collapse (“congelation”). HL-60/S4 cells remain ~100% viable for, at least, 1 hour, exhibiting shrinkage to ~2/3 their original volume, when placed in 300mM sucrose in tissue culture medium. Fixed cells were imaged by immunostaining confocal and STED microscopy. At a “global” structural level (μm), mitotic chromosomes congeal into a residual gel with apparent (phase) separations of Ki67, CTCF, SMC2, RAD21, H1 histones and HMG proteins. At an “intermediate” level (sub-μm), radial distribution analysis of STED images revealed a most probable peak DNA density separation of ~0.16 μm, essentially unchanged by hyperosmotic stress. At a “local” structural level (~1-2 nm), in vivo crosslinking revealed essentially unchanged crosslinked products between H1, HMG and inner histones. Hyperosmotic cellular stress is discussed in terms of concepts of mitotic chromosome structure and liquid-liquid phase separation.
DOI: 10.6084/m9.figshare.16722889.v1
title: Table S 3: Details of library preparations.

description: Total bases and read lengths are indicated in megabases and kilobases respectively.
DOI: 10.6084/m9.figshare.23586117.v1
title: bii4africa dataset

description: The bii4africa dataset is presented in a multi-spreadsheet .xlsx file. The raw data spreadsheet (‘Scores_Raw’) includes 31,313 individual expert estimates of the impact of a sub-Saharan African land use on a species response group of terrestrial vertebrates or vascular plants. Estimates are reported as intactness scores - the remaining proportion of an ‘intact’ reference (pre-industrial or contemporary wilderness area) population of a species response group in a land use, on a scale from 0 (no individuals remain) through 0.5 (half the individuals remain), to 1 (same as the reference population) and, in limited cases, to 2 (two or more times the reference population). For species that thrive in human-modified landscapes, scores could be greater than 1 but not exceeding 2 to avoid extremely large scores biasing aggregation exercises. Expert comments are included alongside respective estimates.
DOI: 10.6084/m9.figshare.24886929.v1
title: Community evolutionary distinctiveness of bird assemblages in a gradient of urbanization

description: We compare species assemblages in a gradient of building density in seventeen European cities to test whether the evolutionary distinctiveness of communities is impacted by the degree of urbanization. Bird data were collected in several European cities during the breeding season 2018. Full details are available in the following publication:Morelli, F., Benedetti, Y., Ibáñez‐Álamo, J.D., Tryjanowski, P., Jokimäki, J., Kaisanlahti-jokimäki, M., Suhonen, J., Díaz, M., Møller, A.P., Moravec, D., et al. (2021). Effects of urbanization on taxonomic, functional and phylogenetic avian diversity in Europe. Sci. Total Environ. 795, 148874. 10.1016/j.scitotenv.2021.148874.Evolutionary Distinctiveness (ED) scores for all bird species recorded in our study were freely downloaded from www.edgeofexistence.org and are based on the bird phylogeny published by Jetz et al. 2014.MetadataVariable DescriptionID.code Code unique for each siteCountry Country where data was collectedCity City where data was collectedLat LatitudeLong LongitudeDate Date (dd/mm/yyyy)Level.urban Classified following three categories (henceforth called “urban level”): Low (e.g., few isolated buildings such as family houses, less dense arrangement, with medium/large green areas), medium (e.g., more buildings with blocks of flats, closer each other, with small green areas or gardens) and high (e.g., very dense building areas, almost without the presence of green spaces, mostly represented only by trees on the roadside, for example, city centres)BSR Bird species richnessCED Community evolutionary distinctiveness (CED) or average evolutionary distinctiveness, considering all species belonging to the community.ED MAX Maximum value of evolutionary distinctiveness (ED) score, considering all species belonging to the community
DOI: 10.17632/sy3xbyhpd5
title: 2024 snow data in the city of Jelgava

description: Snow data collected in 2024.
DOI: 10.6084/m9.figshare.22572694.v3
title: PBMC scRNAseq Kang 2018, RDS dgCMatrix and H5 sparse data

description: RDS files contain "dgCMatrix" class objects for sparse raw counts of the downsampled datasets: GSE96583 (Kang et al, Nature Biotechnology, 2018)H5 files follows the 10X CellRanger output format.These datasets are prepared primarily for the use of presenting LIGER integration method.File "pbmc_ifnb_example.tar.gz" contains folder structure of following CellRanger output format.
DOI: 10.6084/m9.figshare.25663308.v1
title: Predicting trajectory destinations based on diffusion model integrating spatiotemporal features and urban contexts

description: Real world driving trajectory dataset in Nanshan and Futian districts, Shenzhen, China, collected in October, 2017 by Amap platform. The dataset is used to predict trajectory destinations. Road network and POI statistics are utilized in this dataset, serving as urban contexts. The geometries are in Gauss-Kruger zone 38 (epsg:4526) with GCJ-02 latitude-longitude coordinate confusion.The published article is available (Hu et al., 2024) on International Journal of Digital Earth.The latest version of our code is available on GithubFile description:<code>code.zip</code>: code for model structure, data pipeline and training, testing procedure.<code>data.zip</code>: dataset and code for this study, including:<code>data.zip/embedding/</code>: the trained embeddings of road topology by LINE method.<code>data.zip/predict_model/</code>: the trained parameters of our model and baselines, with *.pth suffix for pytorch framework.<code>data.zip/roads/</code>: the shp file of road network. POI statistics are contained in <code>road_input.csv</code><code>data.zip/trajectories/</code>: driving trajectories of each day. <code>metadata.csv</code> contains the departure time, destination and other statistics.
DOI: 10.6084/m9.figshare.7012418.v2
title: Supplementary File S1 from Integrated human-virus metabolic stoichiometric modelling predicts host-based antiviral targets against Chikungunya, Dengue and Zika viruses.

description: Biomass objective function stoichiometric coefficients and associated metabolites for the [host] macrophage (iAB-AMØ-1410) biomass maintenance objective function and the Chikungunya (CHIKV), Dengue (DENV) and Zika (ZIKV) virus biomass objective functions.
DOI: 10.17632/nmys6tx8rm
title: Data for: Cooking Up the Ingredients for Successful Culinary Career: A Compendium of Key Competencies of Quality Culinary Workforce for Sustainable Career Development

description: Qualitative data analysis
DOI: 10.6084/m9.figshare.13213550.v1
title: Supplementary Material for: Hidradenitis Suppurativa: Proposal of Classification in Two Endotypes with Two-Step Cluster Analysis

description: <b><i>Introduction:</i></b> Hidradenitis suppurativa (HS) is a chronic, inflammatory, recurrent disorder of the pilosebaceous unit. Currently, several attempts have been made to classify this disease according to its pathogenesis and clinical manifestations. We attempted at classifying 103 patients using two-step cluster analysis. <b><i>Methods:</i></b> The final model included body mass index, C-reactive protein (CRP), and serum concentrations of IL-1, IL-6, IL-17, and IL-10 as continuous variables, and sex, later/early onset, anterior/posterior lesion sites, presence/absence of sinus tracts, nodules and abscesses, positive/negative history of pilonidal sinus, and presence/absence of mutations in gamma-secretase subunits (APH1A, APH1B, MEFV, NCSTN, PSEN1, PSEN2, PSENEN, PSTPIP1) as qualitative variables. <b><i>Results:</i></b> The resultant model defined two groupings or clusters: cluster 1 (64.9% of patients) characterized by nonobese males, with nodular lesions in posterior sites, early-onset HS, higher IL-10, presence of gamma-secretase mutations, and history of pilonidal sinus; and cluster 2 (35.1% of patients) characterized by obese females or males, with lesions in anterior sites, more presence of sinus tracts and abscesses and less nodules, later-onset HS, and higher concentrations of IL-1, CRP, IL-17, and IL-6. Severity measures (Hurley, HS-PGA, and IHS4) and tobacco use were discarded because the analysis found them to be less relevant for clustering. <b><i>Conclusion:</i></b> Our resultant model confirms the clinical impression that HS is a disease spectrum with two pathogenic poles defining two clusters or endotypes. The probability of having severe disease was equally distributed in the two clusters. The variable with the highest predictive value for clustering was involvement of typical anterior sites (axillae, submammary) or atypical posterior sites (back, gluteal). Serum concentrations of interleukins, tobacco use, and sex had a lower predictive power for clustering.
DOI: 10.6084/m9.figshare.1381820.v2
title: Computer Science for Key stage one

description: this data is from a project that showed:(abstract of paper). In this paper we explore three different ways of introducing Computer Science concepts to pupils aged 5-7. The project used Computer Science unplugged, Tangible computing and Scratch with three separate schools and we examine the effectiveness of each techniques and the corresponding engagement level of the pupils in the session. This project worked in anticipation of the introduction of Computer Science concepts into the UK national curriculum. As well as assessing the effectiveness of the three methods used, we also examine the effects of the order in which they are introduced, using a different order at each school. As a result of this study we observe that the methods used by teachers to deliver this curriculum may greatly impact the learning outcomes, and that particular care needs to be taken to ensure that pupils focus on learning concepts rather than learning tools
DOI: 10.6084/m9.figshare.25218434.v1
title: Automated model building and protein identification in cryo-EM maps

description: Atomic models described in the main text of the ModelAngelo paper by Jamali et al. in Nature (2024) and built by ModelAngelo.
DOI: 10.6084/m9.figshare.6185279.v1
title: likert.xlsx

description: Dataser of the Likert Scale in xlsx format