cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25682832.v1
title: Wikidata dump

description: The dataset corresponds to a preprocessed dump of wikidata, where all identifiers were mapped to a contiguous alphabet
DOI: 10.17632/y82s7pffs4
title: The Ideal Strategy of Carbon-Neutral for Park Landscape Design: A Proposal for a Rapid Detection Method

description: The primary objective of this study is to investigate the carbon footprint, resilience levels, and optimal landscape area ratios of various parks. Additionally, it explores the relationships between landscape element proportions (LEP), the normalized difference vegetation index (NDVI), resilience indicators (RI), and the carbon reduction benefits associated with carbon neutrality (CN). Six parks were assessed for resilience, NDVI, LEP, and CN values, with Pearson correlation analysis conducted. The results revealed that parks with or without waterbodies exhibited ideal LEP area ratios of 6.5:2:1.5 (Softscape:Waterbody:Hardscape) and 8.3:1.7 (Softscape:Hardscape), respectively. Enhanced Softscape and reduced Hardscape proportions in parks correlated with increased NDVI and CN. NDVI exhibited a positive correlation with Softscape percentage and a negative correlation with Hardscape percentage. Conversely, CN demonstrated a negative correlation with Hardscape percentage and a positive correlation with Softscape percentage. Suggesting Softscape should constitute over 65%, and Hardscape should be under 15% in parks with water bodies. Waterless parks are advised to maintain a Softscape ratio exceeding 83% and a Hardscape ratio below 17%. Finally, the study extended to assess the LEP of 22 additional parks, validating the suitability of the ideal LEP area ratio.
DOI: 10.6084/m9.figshare.25335139.v1
title: Raw and supplementary data: Design of a new class of broad-spectrum therapeutics targeted to drug-resistant bacteria

description: Raw and supplementary data for All Life Journal submission
DOI: 10.17632/s28bmrcwfs
title: Mobile payment by early adopters 

description: The data comes from an empirical study conducted to determine the intention to use mobile devices as a means of payment. The data collection was conducted on a total of 425 students at a university.
DOI: 10.17632/mxxw7x6wt6
title: How Do Immigrants Promote Exports?

description: This Mendeley repository contains the replication material for Orefice G., Rapoport H. and G. Santoni (2025) "How Do Immigrants Promote Exports", Journal of Development Economics, 2025, vol.174, 103443
DOI: 10.17632/zbf7p42fty
title: Mumbwa Agricultural Data

description: Mumbwa Agricultural Dataset: Field Descriptions and Research Overview
Field Descriptions

year: Calendar year of data collection (Integer)
month: Month of data collection (Integer, 1-12)
NIR: Near-infrared Spectroscopy reflectance (Percentage, %)

Measures crop canopy reflectance in the near-infrared spectrum
Higher values typically indicate healthier, denser vegetation


GPR: Ground Penetrating Radar measurements (Unitless)

Provides subsurface soil information including potential root zone characteristics
Related to soil structure and moisture distribution


pH: Soil acidity/alkalinity (pH scale, 0-14)

Indicates soil chemical properties affecting nutrient availability
Optimal range for maize is typically 5.5-7.0


nutrients: Composite soil nutrient index (Unitless, 0-100)

Aggregate measure of N-P-K (Nitrogen, Phosphorus, Potassium) availability
Higher values indicate better soil fertility


tmin: Minimum daily temperature (Degrees Celsius, °C)

Monthly average of daily minimum temperatures


tmax: Maximum daily temperature (Degrees Celsius, °C)

Monthly average of daily maximum temperatures


humidity: Relative humidity (Percentage, %)

Monthly average of atmospheric moisture content


pressure: Atmospheric pressure (Hectopascals, hPa)

Monthly average of barometric pressure readings


rain: Monthly rainfall (Millimeters, mm)

Total precipitation recorded per month


cumulative_rain: Cumulative rainfall for growing season (Millimeters, mm)

Running total of rainfall from season start to current month


faw_infestation: Fall Armyworm infestation level (Count per plant or % infestation)

Quantifies severity of FAW presence in fields
Based on trap counts and field scouting observations


yield_potential: Theoretical maximum yield under ideal conditions (Tons per hectare, t/ha)

Estimated from soil, climate, and cultivar characteristics
Represents yield ceiling without stress factors


yield_avg: Actual measured yield (Tons per hectare, t/ha)

Average harvested grain yield for the area
Ground truth measurement for model evaluation



Research Hypothesis
Our research tests whether environmental, soil, and pest pressure variables can effectively predict maize yield outcomes in Mumbwa, Zambia through an integrated modeling approach. Specifically, we hypothesize that incorporating Fall Armyworm (FAW) infestation data alongside traditional agronomic parameters can significantly improve yield forecasting accuracy compared to conventional models that rely solely on weather and soil data.
DOI: 10.17632/h3hs3nnvbc
title: Video-based plastic bag grabbing action recognition

description: Plastic bag taking action recognition from the CCTV video is a niche action video classification problem. To tackle this niche research challenge, this paper introduces a new benchmark video dataset for the action recognition task of identifying plastic bag grabbing. This is the dataset used in our paper, entitled "Video-based plastic bag grabbing action recognition: A new video dataset and a comparative study of baseline models".
DOI: 10.17632/s2y7s6rx7w
title: Dataset for Sri Lankan State Universities' Graduate Employability Capital for Management Undergraduates

description: This study used a quantitative and exploratory approach through the collection and analysis of data from a total of 377 survey respondents. As per sample data analysis, the COVID-19 pandemic shows a positive and significant impact on five graduate employability capital aspects.
DOI: 10.17632/xfk99kpmj9
title: Historical_Building_Crack_2019

description: - An annotated benchmark image dataset for training and validation of crack detection systems based on Machine learning (ML) and, Deep Learning (DL) for a historical building. - Real images of historical building cracks were taken at an ancient building suffering from cracking problem (the Mosque (Masjed) of Amir al-Maridani, located in Sekat Al Werdani, El-Darb El-Ahmar, in Cairo Governorate). It was built during the era of the Mamluk Sultanate of Cairo, Egypt in 1339- 40 CE. It is distinguished by its octagonal minaret and its large dome and considered as one of the most distinctively decorated historical buildings. - Raw RGB digital images (.jpg) were captured using Canon camera (Canon EOS REBEL T3i) with 5184 × 3456 resolution over two years (2018 and 2019). - The dataset contains most of the challenges facing historical buildings crack defect detection in real-world environments, such as dust, illumination, separators, crack-like, blurring, deep texture, wood patterns, etc. - All images are divided into sub-images 256 X 256 to enlarge the dataset. - The final Crack Dataset consisted of 3886 images [ 757 for crack and 3139 for non-crack] To enlarge dataset size for training deep learning models, data augmentation process can be applied to increase training dataset size via generating new samples that are similar to the training samples. The following steps can be used: 1- Flipping image (vertically, horizontally and, vertically + horizontally), 2- Rotating image by 90 and -90 individually, 3- Flipping rotated images vertically, 4- Combining the output images of (1, 2 and 3) with the original images to create new dataset, 5- Adding noise to images of the new dataset such as Gaussian and salt and pepper noise, 6- Combining the output images of steps (4 and 5) to create the final augmented dataset.
DOI: 10.17632/2d3ff88t5g
title: JDS 22 Bougouin

description: Supplementary material with information on origin of data, descriptive and other statistics
DOI: 10.17632/3cm7sytr3r
title: Electrospun biodegradable DegraPol® tubes with tissue inhibitor of matrixmetalloprotease-1 (TIMP-1) protein: Release kinetics, water contact angles and FTIR characterization

description: In order to have an implant material that modulates tendon healing with respect to fibrosis, tissue inhibitor of matrixmetalloprotease-1 (TIMP-1) protein has been incorporated into electrospun DegraPol® fiber meshes by emulsion electrospinning. We here present data on the characterization of such meshes, including release kinetics, static and dynamic water contact angles and FTIR spectra. In addition, the pure DegraPol® fiber mesh without TIMP-1 was characterized as control.
DOI: 10.17632/gr4mb4cf8v
title: fMRI experiment for written words and pictures probed with visual and nonvisual properties

description: The data files refer to an event-related fMRI experiment where we investigated the role of left perirhinal cortex in knowledge retrieval from written words and pictures. During fMRI, eighteen participants performed a property verification task: they were asked to decide whether a property was applicable to a concrete entity presented as written word or picture. Each concrete entity - animate or inanimate - was probed with visual and nonvisual properties. The data shows that the left perirhinal cortex coded for the similarity in meaning between written words. The semantic similarity between stimuli was determined by means of a word association - based model.
DOI: 10.6084/m9.figshare.14050169.v1
title: Soil carbon persistence governed by plant input and mineral protection at the regional and global scales

description: Climate, plant and soil properties of the 30 sampling sites on the Tibetan Plateau as well as the radiocarbon data derived from a global synthesis based on International Soil Radiocarbon Database (ISRaD).<br>
DOI: 10.6084/m9.figshare.7205960.v4
title: VENAT atlas

description: The Venous Neuroanatomy (VENAT) atlas was generated of the venous vascular segmentations of 20 participant with each 5 scanning time points. The vessels have been registered via ANTs in multiple registration steps. The atlas is in the MNI152 space. <br>
DOI: 10.6084/m9.figshare.25795555.v1
title: Fuzzy optimization for a vehicle routing problem with drones in rural last-mile delivery

description: The following instances are originally presented in the paper <i>Fuzzy optimization for a vehicle routing problem with drones in rural last-mile delivery</i>.The data includes 84 instances corresponding to different scales and scenarios, as well as a realistic case. Each instance is named "<i>n</i>. <i>d</i>. <i>m</i>. <i>h</i>", where <i>n</i> is the number of customers, <i>d</i> represents the dimension of the grid, <i>m</i> is the generic name of the scenarios with different coordinates and demands, and <i>h</i> refers to the generic name of the altitude scenarios.The first column of each instance file indicates <i>Coordinate X</i> of each customer. The second and third columns are <i>Coordinate Y</i> and <i>Demand,</i><i> </i>respectively<i>. </i>The last column is <i>Altitude</i>.
DOI: 10.17632/cp6htsbbpp
title: Hindi Verse Dataset

description: This dataset was constructed by collecting numerous Hindi verses. Between December 2017 and January 2021, 3330 Unicode Transformation Format (UTF-8) based text data was collected and stored in Tab Separated Value (tsv) Files. It is divided into two sections. The raw data is in the first section. The second section contains the analyzed data, which is categorized using a specific automatic metadata generator based on Hindi verse writing norms. The raw data and the analyzed data are stored in separate folders. The readme.txt file contains additional information regarding file naming conventions.
DOI: 10.17632/tykb96s325
title: T10I4D1000K transactional database

description: This is a synthetic database widely used for evaluating the scalability of pattern mining patterns. This database is generated using IBM Data Quest generator.
DOI: 10.17632/325hwbywvk
title: Спектры РФЭС для лабораторных работ

description: Спектры РФЭС для обеспечения экспериментальными данными учебного пособия "Послойный химический и фазовый анализ наноразменых пленок методом РФЭС" .
DOI: 10.6084/m9.figshare.22178237.v1
title: GC heterogeneity reveals sequence-structures evolution of angiosperm ITS2

description: We sampled plant lineages from the NCBI database, for which ribosomal ITS/ITS2 sequences are available from closely related species. We focused on lineages that presented DNA barcodes, as they generally have adequate inter- and intraspecific sampling for effective species identification. The validity and coverage of species within a given lineage were investigated using the Plant List online service (http://www.theplantlist.org). Lineage representativeness among the major angiosperms was also assessed based on the Angiosperm Phylogeny Group IV system (APG IV, 2016). All sequences of these lineages with the annotation “internal transcribed spacer” or “internal transcribed spacer 2” were selected. Then, ITS2 boundaries were determined by using GenBank annotations or the hidden Markov models implemented in the ITS2 database (http://its2.bioapps.biozentrum.uniwuerzburg.de/). All sequences of each genus were aligned and edited by BioEdit, where incomplete ITS2 sequences were excluded. A total of 8666 species representing 165 genera, 63 families, and 30 orders were finally selected for analyses. We also retrieved some EST unigene data sets from Serres-Giardi’s previous study and tested the correlation of GC contents between the EST and ITS2 among the shared genera.
DOI: 10.6084/m9.figshare.23663970.v1
title: Test data

description: Test data for the deep-fus neural network implementation.
DOI: 10.17632/5jcg5vfx58
title: The Moroccan Video Intelligent Transport System dataset for vehicle detection

description: Intelligent transportation systems (ITS) are composed of functionalities that aim to reduce traffic jams and detect anomalies. These functionalities include vehicle detection and classification that represent critical tasks and require a high degree of accuracy to ensure the extracted information's reliability. Therefore, we present a key data set related to the detection of vehicles in Morocco, nicknamed MoVITS. The data provided in this paper is collected using a stereo-based vision system, and it is useful for vehicle detection and classification by using different methods for many purposes. This data set is intended to support researchers, stakeholders, and the general public interested in ITS. The vehicle video dataset incorporated with deep learning, transfer learning, and fine-tuning can provide outstanding vehicle detection and classification results.
DOI: 10.17632/ry88677566
title: Risk estimation tool spreadsheet

description: The data derived risk estimation tool spreadsheet that assesses the risk of migrants developing TB within a 6 month period of being issued a visa.
DOI: 10.6084/m9.figshare.28723454.v1
title: spss data

description: This data is related to research about financial behavior.
DOI: 10.5522/04/25471957.v1
title: LLM related keywords in Dimensions - search counts

description: This dataset gives counts for the number of papers matching given full-text search terms in the Dimensions database. The associated preprint discusses how these terms are likely indicative of the large-scale use of large language models (LLMs) in scholarly publishing.
DOI: 10.6084/m9.figshare.25573710.v1
title: Supplementary Material for: Epibulbar Complex Choristoma Containing Bone: A Case Report and Closer Look at Classifications

description: Introduction
Epibulbar choristoma is a benign congenital lesion containing histologically normal-appearing tissue in an abnormal ectopic location. An epibulbar choristoma is classified as either epibulbar dermoid, dermolipoma or complex choristoma based on histological examination. The case presented was a presumed epibulbar dermolipoma with no signs of ossification on imaging, examination or intra-operatively until the specimen was examined histologically, clarifying the lesion as an epibulbar complex choristoma. Reassuringly, the presence of bone in such lesions should not change management.
Case Presentation
A mother noticed a small fleshy mass on her 9-year-old daughter’s superotemporal bulbar conjunctiva. The suspected epibulbar dermolipoma was confirmed with MRI and initially managed conservatively. Two years later she was referred for apparent growth and cosmetic concerns and she underwent surgical debulking.
Conclusion
We present this case for its unusual presentation and histological findings. Orbital surgeons should be aware of the possibility of ossification of epibulbar choristomas and avoid confusion with alternative diagnoses. Clarification of the latest classification system for epibulbar choristomas is provided.
DOI: 10.6084/m9.figshare.17283194.v2
title: Genome-wide association study and genomic prediction of white rust resistance in USDA GRIN Spinach Germplasm

description: White rust, caused by <i>Albugo occidentalis</i>, is one of the major yield-limiting diseases of spinach (<i>Spinacia oleracea</i>) in some major commercial production areas. The use of host resistance is the most economical and environment-friendly approach to manage white rust in spinach production. The objectives of this research were to conduct a genome-wide associating study (GWAS), to identify single nucleotide polymorphism (SNP) markers associated with white rust resistance in spinach, and to perform genomic prediction (GP) to estimate the prediction efficiency (PA). A GWAS panel of 346 USDA germplasm accessions was phenotyped for white rust resistance under field conditions and genotyped with 13,235 SNPs postulated from whole-genome resequencing (WGR). The SNP markers and the high PA can provide valuable information for breeders to improve spinach by marker-assisted selection (MAS) and genomic selection (GS).
DOI: 10.17632/ymbcxhpgyr
title: Finite strain analysis - Samples IESP3SP161, IESP3SP162 and IESP3SP164 (Barabarca quartzite, Elba Island, Italy)

description: This dataseset contains finite strain analysis data for samples IESP3SP161, IESP3SP162 and IESP3SP164 (see details on the SESAR geo samples repository). It includes the high-resolution scans of the polished slabs used for finite strain analysis, the data processed with EllipseFit (copyright: Vollmer, 2014) and the Finite Strain excel spreadsheet by Chew (2003; computers & geosciences). The selected samples are LS metaconglomerate with deformed quartzite clasts in a quartz-rich matrix. The polished slabs, oriented parallel to the XZ and YZ sections of the finite strain ellipsoid, were processed with EllipseFit (Vollmer, 2015) to estimate the axial ratio Rf and the angle with the foliation (φ) of the deformed strain markers. The Rf/φ data was hence processed with the finite strain spreadsheet by Chew (2003) to reconstruct the θ-curves, calculate the harmonic mean H and perform the χ^2 test (see details in Lisle, 1985).
DOI: 10.17632/3s6znwkhkd
title: Dataset of HICs and UMCs

description: It includes data of 81 high income and upper middle-income countries of remittances inflows, no of individuals using internet, commercial bank branches, tax revenue, trade tax revenue, GDP from 1999-2023
DOI: 10.6084/m9.figshare.3443930.v1
title: All Database annotation

description: Transcriptome annotations of <em>Coptotermes formosanus</em>
DOI: 10.17632/m7sgtyhh5w
title: Dataset for Data in Brief

description: This dataset is for the Data in Brief article: “Dataset N–doping of alumina thin film support of catalysts”
Files in the data repository are organized in folders according to methods of sample’s study: XPS (X-ray photoelectron spectroscopy) and STM (scanning tunneling microscopy). ‘XPS’ folder includes XPS spectrum data files (Excel files). Files are named according to the following convention ‘Fig X spectrum type sample name.xls’, where “X” is the number of the figure in the Data in Brief (when ‘Fig X-Y…’ file name is used, “Y” is the number of spectrum in figure); “spectrum type” is ‘survey spectrum’ or ‘region spectrum’ (regions are specified commonly for XPS); “sample name” is according to the Table 1 (Data in Brief). Every file includes description of the sample treatment when XPS spectrum was recorded; MgKa is used radiation; HV50 is HV used for spectrum recording; table with spectrum (two columns: BE (binding energy) in eV (electron-volt) and intensity in a.u. (arbitrary units). Tables can be used to plot spectrum using any appropriate software (for example, Excel). File Fig 4 XPS N1s spectra 6_FCA-N_1.xls includes six spectra of nitrogen line at different NO exposition time (t = X s, where X is the exposition time in seconds). File Fig 12 XPS N1s spectra 6_FCA-N_1.xls includes two spectra of nitrogen line before and after NO exposition. ‘STM’ folder includes STM images (JPEG files). Files are named according to the following convention ‘Fig XX sample name.xls’, where “X” is the number of the figure in the Data in Brief; “sample name” is according to the Table 1 (Data in Brief). STM image size is 13.4 nm x 8.5 nm for Fig 14 Au_FCA.jpg file and 24.0 nm x 14.6 nm for Fig 15 Au_FCA-N.jpg file.
DOI: 10.17632/n5ttrg5jms
title: Dataset of Effectiveness of 5 minutes interclass stretching routine on flexibility of neck muscles among school going children

description: A pre-test–post-test single-group pilot experimental design was implemented with 50 participants recruited from a senior-secondary school in Mullana, Ambala, Haryana. Baseline measurements included the Neck Disability Index (NDI) and cervical range of motion (ROM) in flexion, extension, lateral flexions (right and left), and rotations (right and left) using a Cervical Range of Motion Inclinometer. The intervention protocol consisted of a structured 5-minute stretching routine targeting neck flexion–extension, side flexion, and rotation exercises, performed five days a week for two consecutive weeks. Post-intervention assessments were conducted immediately after the program to document changes in flexibility and disability scores.
Following the 2-week intervention, significant improvements were observed across all outcome measures. The mean NDI score decreased from 9.78 ± 3.84 pre-intervention to 8.32 ± 3.17 post-intervention (p = 0.001), indicating reduced neck disability. Additionally, cervical ROM increased significantly in all directions: neck flexion improved from 62.86 ± 4.38° to 66.12 ± 3.76°, neck extension from 40.08 ± 5.0° to 41.82 ± 4.85°, right lateral flexion from 36.18 ± 4.81° to 38.24 ± 4.19°, left lateral flexion from 36.04 ± 4.06° to 38.38 ± 3.82°, right rotation from 78.24 ± 4.30° to 81.92 ± 3.83°, and left rotation from 79.08 ± 3.83° to 81.56 ± 3.44° (all p = 0.001).