cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/k5dm2x57hw
title: Data and R code used to study the effects of cattle and cervids on plants and pollinators on young spruce plantations in boreal forest

description: The data was collected in Norway in 2021 and 2022 to study the effects of cattle and cervids on plants and flower-visiting insects in young spruce plantations. We compared data from inside to outside the grazing area.
The plot key file containes data on our sampling plots, such as plotID, coordinates, study area, graing area (inside/outside), fenced (yes/no) and forest productivity ("bonitet").
The sward data files contain sward height of graminoids, herbs and woody plants in the field layer vegetation.
The plant data files contain plant abundance on species level of graminoids, herbs and woody plants in the field layer vegetation.
The flower data files contain flower abundance on species level of herbs and woody plants in the field layer vegetation.
The flower visitors data file contains abundance of bumblebees, hoverflies, other flies, butterflies, honeybees, solitary bees and other insects.
The bumblebee and hoverfly data files contain species identifications of all caught bumblebees and hoverflies.
In the sward height script we modelled sward height in relation to fencing (fenced/unfenced) and grazing area (inside/ outside). 
In the plant abundance script we modelled the abundance of graminoids, herbs and woody plants in the field layer vegetation in relation to fencing (fenced/unfenced) and grazing area (inside/ outside). 
In the plant species richness script we modelled the species richness of graminoids, herbs and woody plants in the field layer vegetation in relation to fencing (fenced/unfenced) and grazing area (inside/ outside). 
In the flower abundance script we modelled the abundance of flowers on herbs and woody plants in the field layer vegetation in relation to fencing (fenced/unfenced) and grazing area (inside/ outside). 
In the flower species richness script we modelled the species richness of flower carrying herbs and woody plants in the field layer vegetation in relation to fencing (fenced/unfenced) and grazing area (inside/ outside). 
In the insect abundance script we modelled the abundance of flower visiting insects in relation to fencing (fenced/unfenced) and grazing area (inside/ outside). 
In the insect species richness script we modelled the species richness of bumblebees and hoverflies in relation to fencing (fenced/unfenced) and grazing area (inside/ outside).
DOI: 10.17632/7njpg3g33g
title: Practice with Less AI Makes Perfect - Partially Automated AI during Training Leads to Better Worker Motivation, Engagement, and Skill Acquisition

description: All raw data, processed data, and statistical outputs on which the study’s conclusions are based. Three types of data are present: questionnaire, performance, and physiological. Processed performance and questionnaire, as well as associated statistical outputs are data are in .sav and .spv format (SPSS). Physiological data and associated statistical outputs can be opened using Excel.
DOI: 10.17632/pv7nm7tcv7
title: OCTAPACE

description: This dataset was collected pan-India from various staff and employees of higher education institutes in tourism and hospitality to understand the interaction of various organizational behavior parameters with job satisfaction indicators and organizational commitment.
DOI: 10.17632/mgxj33r325
title: Dataset: Academic Freedom and Green Patenting by Different Participants of the National Innovation System

description: We examine the impact of academic freedom on the innovation potential of countries through the number of green patent filings per capita. We introduce time lags of two (X2_) and five years (X5_), covering the periods 2012-2019 and 2009-2016 respectively.

Content:
1. The "AFI_GP-Full_Data" file is the main file containing the full data set for all variables (with gaps).
2. Folder "AFI_GP-X2" - contains cleaned data (without gaps) with a 2-year time lag.
3. Folder "AFI_GP-X5" - contains cleaned data (without gaps) with a 5-year time lag.
DOI: 10.6084/m9.figshare.15505788.v1
title: Genome assembly of the hybrid grapevine Vitis ‘Chambourcin’

description: <b>Information about data in folder</b> <b><br> 1_V_Chambourcin_genome_assembly folder contains 1_primary and 2_haplotig folders. Each folder contains the following files: You should use files from the “1_primary” folder for your analysis. These data were considered in the manuscript for analysis.</b> <b> </b> <b><br></b><b>V_Chambourcin_primary_coding_sequences.fasta:<br> Coding sequences.</b> <b>V_Chambourcin_primary_gene_annotations.gff3:<br> Gene annotation file.</b> <b>V_Chambourcin_primary_genome_assembly.fasta:<br> Genome assembly file.</b> <b>V_Chambourcin_primary_genome_assembly_masked.fasta:<br> Genome assembly (masked).</b> <b>V_Chambourcin_primary_protein_sequences.fasta:<br>Protein sequences.</b><b><br></b> <b> </b> <b>The same file names are in “2_haplotig” folder for haplotig assembly and other files.</b> <b> </b> <b><br></b><b>2_Bionano_maps</b><b> folder contains two files:</b><b> </b><b>EXP_REFINEFINAL1.cmap</b><b> </b><b>is Bionano maps and hybridScaffold_DLE1_1M_config.xml is a .config file used in Hybrid genome assembly.</b> <b> </b> <b><br> <br> </b><b></b>
DOI: 10.17632/dfk942gmpt
title: Clinical Profile of Multiple Myeloma in National Oncology Center, Aden, Yemen

description: Background: Multiple myeloma (MM) is a malignant disorder characterized by the proliferation of a
single clone of plasma cells derived from β-cells in the bone marrow. This present study aims to
determine the clinical and laboratory features, stages, and outcomes of newly diagnosed adult
myeloma patients and to identify the pattern of multiple myeloma distribution according to gender,
age, occupations, risk factors, and geographic distribution.
Materials and Methods: This is a descriptive study of 30 patients diagnosed with multiple
myeloma carried out at the Hematology Department of National Oncology Center Aden, Yemen,
between 2019 – 2020, with history and physical examination, complete blood count, bone marrow
aspiration, serum protein electrophoresis, B2 macroglobulin, albumin, creatinine, and calcium were
done for all patients.
Results: Of the 30 diagnosed cases of multiple myeloma, 11 were male, and 19 were female; Male
to Female ratio was (1:1.7). The age ranged between 43 – 80 years, where (36.7%) were more
than 65 years. The mean age was 63.2 years. Bone marrow plasmacytosis was noted in 100% of
cases with a mean count was (32.2%). On serum electrophoresis, M-band was noted in all patients.
Radio imaging revealed lytic bone lesions in 93.3%. According to ISS: The most common patients
presented with stage III (40%). In the study period, (85.6 %) of the patients received bortezomib,
cyclophosphamide, thalidomide, and/or lenalidomide with dexamethasone as part of the first-line
treatment. The survivors during the research period were (60%) of patients.
Conclusion: This study shows that multiple myeloma is a disease of the middle and elderly aged
population with a female preponderance. Bone pain and low backache were the most common
presenting symptoms, along with fatigue and weakness. Most patients were in stage III at
presentation with severe anemia, lytic lesions, pathological fractures, and renal insufficiency were
most observations findings. Bone marrow aspiration, serum electrophoresis, and related
investigations play an essential role in diagnosing and managing multiple myeloma cases.
DOI: 10.17632/v3r3yz63k5
title: A Study of the Appropriateness of Furniture Dimensions for Obese Students

description: This study was conducted on adolescents aged between 15–17 in one school located in Guangzhou, Guangdong, China. The school was randomly selected to measure anthropometry and the sample consisted of 837 volunteer students (691 male and 146 female) from the first and second year of high school. The research plan received permission from school officials before it started and consent forms were forwarded to the guardians of all children in each of the selected classes. For this study students were measured on a flat horizontal surface while sitting with knees bent at 90°. The children’s height and weight were assessed using scale measurement while they were wearing minimal clothes in a standing posture.
DOI: 10.17632/5rmcd7mb5y
title: Data for paper "Rescue network design considering uncertainty and deprivation cost in urban waterlogging disaster relief"

description: Data for numerical analysis.
DOI: 10.17632/f2x4bs2srf
title: Data for: Meteorological parameters and gaseous pollutant concentrations as predictors of daily continuous PM2.5 concentrations using deep neural network in Beijing-Tianjin-Hebei, China

description: PM2.5,AOD,gaseous pollutant and meteorological data used for PM2.5 concentrations prediction
DOI: 10.17632/yb3rnv9pxx
title: LINF_170014200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/smxyw6psbr
title: Handle for Franka Emika Robot

description: The present data contains the STL files of a newly developed handle design for the Franka Emika robot. The aim of the design is to create a handle that improves ergonomics, usability and functionality through a methodical and iterative approach. This design is adapted to meet the requirements of new application scenarios, such as acting as a master controller to coordinate the movements of several robots, or as a controller for virtual reality projects.
DOI: 10.17632/4c2z7zj72b
title: A multi-grid method for the resolution of thermodynamic Bethe ansatz equations

description: Abstract We present a multi-grid algorithm in order to solve numerically the thermodynamic Bethe ansatz equations. We specifically adapt the program to compute the data of the conformal field ttheory reached in the ultraviolet limit. Title of program: TBA Catalogue Id: ACLV_v1_0 Nature of problem Resolve the thermodynamic Bethe ansatz equations corresponding to a factorized scattering theory and extract the data of the underlying conformal field theory reached in the ultraviolet limit. Versions of this program held in the CPC repository in Mendeley Data ACLV_v1_0; TBA; 10.1016/0010-4655(93)90169-D This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/gjkcb9pkdb
title: Mindfulness, Time Perspective and Psychological Well-Being in College Students.

description: This data was used for the article: "Mindfulness and Balanced Time Perspective: predictive model of Psychological Well-Being and gender differences in college students", which had the following aims: (1) establish an adjustment model to analyze the relationship between Mindfulness, BTP and PWB in university population, and (2) to make an exploratory analysis regarding gender differences in Mindfulness, BTP and PWB. This data shows the scores on the scales used to measure Mindfulness, Time Perspective and Psychological Well-Being (FFMQ, ZPTI and SPWB respectively) of college student from the Universidad de Concepción. The sample consists of a total of 380 students, ages ranging from 18 to 25 years old. Of these, 160 are men and 220 women. The initial sample was 407 participants, of which 27 were randomly selected to obtain a uniform stratified sample of 20 participants for each of the 19 faculties of the Universidad de Concepción. The data set aside was used later to validate the regression model.
DOI: 10.17632/8kmx5pcsvv
title: Data for: Immunization with recombinant BibA surface protein confers immunity and protects mice against group B Streptococcus (GBS) colonization

description: 1. ELISAS of immunological assessment 2. Antigenic characterization
DOI: 10.17632/kdx7bdwbrs
title: Give me Your Tired and Your Poor: Impact of a Large-Scale Amnesty Program for Undocumented Refugees

description: Give me Your Tired and Your Poor: Impact of a Large-Scale Amnesty Program for Undocumented Refugees. Journal of Development Economics, Forthcoming.
DOI: 10.17632/mrh6fy2dkj
title: NADCG :New Arabic dataset for text classification and generation

description: - NADCG
New Arabic dataset for text classification and generation.

-NADCG 
 2,136,311 Rows.

 -NADCG is a large collection of Arabic news headline, category and articles that can been used in several NLP tasks.

-NADCG tasks
Text generation, text classification, summarization and producing word-embedding.

-NADCG fields
 Headline, summary, article, and category. 

- NADCG is larger than other data sets, as its size is 2,136,311 classified news items, in UTF-8 encoding and CSV format. 

- NADCG is contains vast number of Arabic news have eight categories (Politics, Economics, Sports, Health, Technology, Culture, Arts, Accidents), in general, the corpus adopted the labeling of each article as appeared in its news portal source.
In summary, NADCG's large size and variety of fields make it stand out from the crowd, so it can be used for many tasks and also for training large transformer models, and it is also available for free.

- NADCG_SUBSET is a balanced benchmark dataset (from NADCG) that is used in our research work (80K). It contains the training (90%), validation (5%) and testing (5%) sets. 
Training set size: 72000 row, Validation set size: 4000 row, and Testing set size: 4000 row.
DOI: 10.17632/bhwypgynv9
title: Borrow Now, Pay Even Later: A Quantitative Analysis of Student Debt Payment Plans

description: Replication package for Borrow Now, Pay Even Later: A Quantitative Analysis of Student Debt Payment Plans.
DOI: 10.17632/gmr8yyn77c
title: AJBDS-2023

description: The proposed dataset contains clinically acquired multiplanar, multi-sequential MRI slices (MPMSI) which are used as input to the segmentation model without any preprocessing. The proposed AJBDS-2023 consists of 10667 images of real patients imaging data with a size of 320*320*3.  Acquired images have T1W, TW2, Flair, T1W contrast, ADC, and DWI sequences. Pixel-based ground-truth annotated images of the tumor core and edema of 6334 slices are made manually under supervision of a radiologist. Quantitative assessment of AJBDS-2023 images is done by a novel U-network on 4333 MRI slices.
DOI: 10.17632/t7by98f6pp
title: Supplemental_material_Dermatoscopic and clinical features of congenital or congenital-type nail matrix nevi: a multicenter prospective cohort study by the International Dermoscopy Society

description: Supplemental material including:
- Supplementary table
- Supplementary figure 1, 2 and 3
DOI: 10.17632/yrfntmjsyz
title: Analyze the formation mechanism of rural hollowing from the village environment perspective

description: This dateset contains a full-sample survey of rural households in Huai'an City, Jiangsu Province, China, which were obtained through a joint survey conducted by the Huai'an Statistical Bureau and Huaiyin Normal University’s Institute of Land and Urban Planning. Additionally, it also contains a learning mechaine model to analyze the impact mechanism on rural hollowing.
DOI: 10.17632/sycbnz7nsz
title: Fully Interactive and Refined Resolution Simulations of the Martian Dust Cycle by the MarsWRF Model

description: Supporting data of Gebhardt et al.(2020), JGR Planets, doi: 10.1029/2019JE006253
DOI: 10.17632/c24kwv8yk8
title: Focal mechanism catalog for the Parkfield area (REFOC)

description: Dataset S1. Focal mechanism catalog for the Parkfield area using REFOC algorithm
Supporting information for "REFOC: A new focal mechanism calculation algorithm using inter-event relative radiation patterns: Application to the earthquakes in the Parkfield area"
DOI: 10.17632/bn7cgx87p6
title: Tegucigalpa, NDVI 2013-2021

description: Contains historic NDVI for Tegucigalpa from 2013 to 2021.
DOI: 10.17632/vgcn99jrdh
title: Bone marrow NK cell profile predicts MRD-negativity in multiple myeloma patients treated with daratumumab-based therapy

description: Single-cell transcriptomics was performed to investigate the bone marrow NK cell compartment of myeloma patients at diagnosis (n=19) and healthy controls (n=5). We show reduced proportion of cytotoxic NK cells in a subset of MM patients at diagnosis, which correlated with decreased cytokine production and NK cell degranulation against MM cells in the presence of the anti-CD38 antibody daratumumab. In line with these findings, a low proportion of CD16+ bone marrow NK cells at diagnosis was associated with a reduced likelihood of achieving MRD-negativity post-consolidation in patients treated with daratumumab, bortezomib, thalidomide and dexamethasone in conjunction with autologous stem cell transplantation in the CASSIOPEIA trial. These findings highlight the impact of the bone marrow NK cell compartment on therapeutic outcomes in MM patients receiving immunotherapy with CD38-targeting antibodies.
DOI: 10.17632/rmjsjjr9cw
title: Cell Cycle Imaging 2: Mitotic chromosomes are self-entangled and disentangle through a Topoisomerase II-dependent two stage exit from mitosis

description: The topological state of chromosomes determines their mechanical properties, dynamics, and function. Recent work indicated that interphase chromosomes are largely free of entanglements. Here, we use Hi-C, polymer simulations and multi-contact 3C, and propose that, in contrast, mitotic chromosomes are self-entangled. We explore how a mitotic self-entangled state is converted into an unentangled interphase state during mitotic exit. Most mitotic entanglements are removed during anaphase/telophase, with remaining ones removed during early G1, in a Topoisomerase II-dependent process. Polymer models suggest a two-stage disentanglement pathway: first, decondensation of mitotic chromosomes with remaining condensin loops produces entropic forces that bias Topoisomerase II activity towards decatenation. At the second stage, the loops are released, and formation of new entanglements is prevented by lower Topoisomerase II activity, allowing the establishment of unentangled and territorial G1 chromosomes. When mitotic entanglements are not removed, in experiment and models, a normal interphase state cannot be acquired. 

Original microscopy images supporting this dataset are included in this repository.
DOI: 10.17632/nrbsxrk9mp
title: Ex-ST

description: Data generated by Expansion Spatial Transcriptomics (Ex-ST) using mouse hippocampus and olfactory bulb regions.
Standard Visium spatial gene expression dataset of mouse olfactory bulb.

Processed data folder contains both space ranger output files for each sample and 1 stereoscope output file containing spot deconvolution results for all samples.
DOI: 10.17632/tt5z57rdmx
title: Dataset on psychological impacts of mining pollution in Katanga Copperbelt

description: Farmers' perceptions of pollution are essential because they provide valuable insights into how environmental issues are experienced and understood by those directly affected. The dataset contains raw data on urban farmers' perceptions of mining pollution, highlighting its psychological impacts and effects on agriculture in urban farming communities. Data were collected through face-to-face interviews with urban farmers during a survey conducted in Lubumbashi between May and June 2024. Participants were recruited from vegetable production sites in Naviundu, Kilobelobe, Katuba, and Daipen Kisanga—well-known market gardening sites in Lubumbashi. Data are presented in frequencies and percentages ( in figures and tables).
DOI: 10.17632/k482pn3gp4
title: Reflectance spectra of common boreal ground lichen species

description: Collection of the lichen samples and measurements of their reflectance spectra are described in detail in Kuusinen, N., Juola, J., Karki, B., Stenroos, S., Rautiainen, M. (2020). A spectral analysis of common boreal ground lichen species. Remote Sensing of Environment 247, 111955.

The dataset consists of biconical reflectance factors of 12 ground lichen species collected from southern Finland. The samples were collected in October-November 2019, and the nadir-view reflectance factors were measured in a dark laboratory using an ASD FieldSpec 4 spectroradiometer (serial number 18641). The spectral range of measurements was 350-2500 nm, and spectral resolution was 3 nm at 700 nm and 10 nm at 1400 and 2100 nm. For common mat-forming lichen species, spectra of 8-10 samples of 250 cm2 size are reported, while for not mat-forming species, spectra of 3-5 samples of size 50 cm2 are reported. All samples were measured as fresh (brought from outside to inside and directly measured) and dry (two days in room temperature). Example photographs of the sampled species can be found from the file Data_description.pdf.

The first four rows in the data contain information for citing and reading the data. First column "Lichen_sample" indicates the species and number of the lichen sample and whether it was measured as fresh or dry, and the subsequent columns "wl350"-"wl2500" indicate the measured reflectance value at that wavelength. The encoding of the csv file is UTF-8.

List of lichen species measured:
Cetraria islandica (L.) Ach. subsp. islandica
Cladonia arbuscula (Wallr.) Flot. subsp. squarrosa (Wallr.) Ruoss.
Cladonia rangiferina (L.) F.H. Wigg.
Cladonia stellaris (Opiz) Pouzar & Vědza
Cladonia uncialis (L.) F.H. Wigg subsp. uncialis
Stereocaulon tomentosum Fr.
Stereocaulon saxatile H. Magn.
Cladonia cornuta (L.) Hoffm. subsp. cornuta
Cladonia crispata (Ach.) Flot. var. crispata
Cladonia gracilis (L.) Willd. subsp. gracilis
Cladonia gracilis (L.) Willd. subsp. turbinata (Ach.) Ahti
Cladonia phyllophora Hoffm.

If you use this dataset, please cite:
1) Kuusinen, N., Juola, J., Karki, B., Stenroos, S., Rautiainen, M. 2020. A spectral analysis of common boreal ground lichen species. Remote Sensing of Environment 247, 111955. doi.org/10.1016/j.rse.2020.111955
2) Kuusinen, N., Juola, J., Karki, B., Stenroos, S., Rautiainen, M. 2022. Reflectance spectra of common boreal ground lichen species. Mendeley Data, V1, DOI: 10.17632/k482pn3gp4.1.
DOI: 10.17632/rfffhrsxs9
title: Aqueous humor proteomics analyzed by bioinformatics and machine learning in PDR cases versus controls

description: Supplementary data for the study (with raw data)
DOI: 10.17632/6t6vx4hnmk
title: Supplemental material for Can incorporating molecular testing improve the accuracy of NBS for CAH?

description: Supplemental material for the Journal of Clinical Endocrinology and Metabolism article entitled Can incorporating molecular testing improve the accuracy of newborn screening for congenital adrenal hyperplasia?
DOI: 10.17632/xpc9sj2tr2
title: DUT/CFA/836

description: The DUT/CFA/836 database comprises of 615 and 221 axial load tests on auger cast-in-place and drilled displacement piles, respectively. The data are digitized from 112 published sources, including journal papers, conference proceedings, master and doctoral dissertations, technical brochures, and reports. The DUT/CFA/836 database contains (1) subsurface data at or around the test pile (e.g., site locaiton and layering, in-situ and laboratory testing, and a few measurements of shear wave velocity), (2) test pile data (e.g., type, shaft and base diameters, length) and (3) load test data (e.g., loading procedure, combined load-displacement curve, a few tests with shaft and base load-displacement curves and load-strain records).
DOI: 10.17632/4xrtf76zcs
title: Toward an innovative fuzzy computational intelligence on the compressive strength prediction of environmental-friendly concrete containing construction waste products

description: Toward an innovative fuzzy computational intelligence on the compressive strength prediction of environmental-friendly concrete containing construction waste products