cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/2dzvy9pdx5
title: Transformed raw data from Naval Semaphore Gestures Detection

description: This data is a feature point extracted from a video of the Naval Semaphore Gestures operation. There are 80,243 instance, including one label and 16 features. The information in each column is as follows:
alphabet The Signals of Naval Semaphore Gestures
x1, y1 Absolute coordinates of right elbow
x2, y2 Absolute coordinates of right shoulder
x3, y3 Absolute coordinates of right hip joint 
x4, y4 Absolute coordinates of left elbow
x5, y5 Absolute coordinates of left shoulder
x6, y6 Absolute coordinates of left hip joint
x7, y7 Absolute coordinates of right wrist
x8, y8 Absolute coordinates of left wrist
DOI: 10.17632/nxy4j9mhsj
title: Data for: MANAGEMENT OF GIANT OMPHALOCELE WITH A SIMPLE AND EFFICIENT NON-SURGICAL SILO

description: RESULTADOS EXPERIENCIA SILO NO QUIRÚRGICO PARA RECIÉN NACIDOS CON ONFALOCELE GIGANTE
DOI: 10.6084/m9.figshare.20044361.v3
title: Environmental Geophysical Marine Socioeconomic parameters at 0.1° and 0.5° resolutions

description: Environmental Geophysical Marine Socioeconomic parameters at 0.1° and 0.5° resolutions
DOI: 10.6084/m9.figshare.25266574.v1
title: Revised QM9 dataset

description: Revised QM9 dataset with properties calculated using the aPBE0 functional and cc-pVTZ basis set.The atomic coordinates, atomic numbers, chemical symbols, total energies, atomization energies, MO energies, homos, lumos, dipoles moments are in the arrays "coordinates", "charges", "elements", "energies", "atomization", "moenergies", "homos", "lumos", "dipole" respectively.Usage example :<br>import numpy as np<br>data = np.load('revQM9.npz',allow_pickle=True)<br>coords, q, elems, energies = data['coordinates'], data['charges'], data['elements'], data['energies']
DOI: 10.6084/m9.figshare.26863705.v3
title: Yellow taxi trip data

description: These records are generated from the trip record submissions made by yellow taxi Technology Service Providers (TSPs). Each row represents a single trip in a yellow taxi. The trip records include fields capturing pick-up and drop-off dates/times, pick-up and drop-off taxi zone locations, trip distances, itemized fares, rate types, payment types, and driver-reported passenger counts.
DOI: 10.6084/m9.figshare.28982372.v1
title: A Meta-analysis on Differentiated Language Instruction: Its Elements, Challenges, Issues, and Strategies

description: The meta-analysis explores the multi-faceted nature of differentiated language instruction (DLI) by examining its underlying elements, challenges, issues and strategies in the English language teaching context. The study highlights the important underlying elements of DLI such as readiness, interests, and profiles which are crucial in classroom teaching. It investigates various challenges with relevance to the development of contents, instructional processes and products, as well as pedagogical issues related to homogenous and heterogenous groupings, and sheltered instruction. Furthermore, the study sheds light on different approaches and methods utilized by teachers for differentiating language instructions, with a focus on their effectiveness in fostering language development. Overall, the study provides insight into the best practices, challenges, and solutions for effective differentiated language instruction in diverse educational settings.
DOI: 10.17632/7k7czvw7ty
title: Measurement report: Dust and anthropogenic aerosols vertical distributions over Beijing―dense aerosols gathered at the top of the mixing layer

description: 
The "MLH" file is the mixed layer height, units: km. The remaining files are polarization Raman lidar data, each file contains three tables, "ext532" represents extinction coefficient at 532 nm, units: km-1; "pdr" represents depolarization ratio at 532 nm; and "lidar ratio" represents radar ratio at 355 nm, units: sr. All the time in the *.xlsx is local time.
DOI: 10.17632/27nbpmv8rd
title: Sorghum germplasm GBS dataset 2

description: Illumina dataset for 96 sorghum germplasm GBS dataset (76 - 96).
DOI: 10.17632/wt4s58xwj3
title: Tablets Manufacturing Processes: Multi-level multi-item capacitated lot-sizing with linked lot sizes and backlogging

description: This dataset contains anonymized data of nine tablets manufacturing processes. The dataset was created in June 2021 based on the research activities of the publisher's dissertation. Moreover, the dataset is stored in Excel and contains eleven sheets which contain all required information for capacitated lot-sizing. This data model for capacitated lot-sizing is generic and is able to store information for single- and multi-level problem instances. Furthermore, each tab consists of one table that maps to certain fields corresponding data. In particular, the provided problem instances can be translated into MIP coefficients of a problem instance for the single- and multi-level capacitated lot-sizing problem with linked lot sizes and backorders (CLSP-L-B and MLCLSP-L-B).
The problem instances MODEL001, MODEL002, MODEL003 and MODEL004 represent four CLSP-L-B. SET1, SET2, SET3, SET4 and SET5 represent five MLCLSP-L-B.

The four problem instances MODEL001 till MODEL004 are outlined and used in the article
M. Simonis and S. Nickel. A simulation–optimization approach for a cyclic production scheme in a tablets packaging process, Computers & Industrial Engineering 181 (2023) 109304. https://doi.org/10.1016/j.cie.2023.109304. 

The five problem instances SET1 till SET5 are outlined and used in the article
M. Simonis and S.Nickel, Integrated shelf-life rules for multi-level pharmaceutical tablets manufacturing processes, International Journal of Production Research (2024): 1-21. https://www.tandfonline.com/doi/pdf/10.1080/00207543.2024.2370510.


Data source files:
- data.xlsx: Anonymized real-world tablets manufacturing data
 - MODEL001: Single-level packaging robot (1)
 - MODEL002: Single-level packaging robot (2)
 - MODEL003: Single-level packaging robot (3)
 - MODEL004: Single-level packaging robot (4)
 - SET1: Two-level packaging robots (1 & 5)
 - SET2: Two-level bulking mixer with packaging robot (3 & 7)
 - SET3: Two-level bulking mixer with packaging robot (4 & 8)
 - SET4: Two-level packaging robots (2 & 6)
 - SET5: Three-level API/bulking and packaging machines (1 & 5 & 2 & 6 & 14)
DOI: 10.6084/m9.figshare.27095797.v2
title: Dataset Genotypic diversity DENV-2 [67]

description: Genotypic diversity and molecular characterization of DENV-2 in a Peruvian endemic region from 2016 to 2022: displacement of American/Asian genotypeABSTRACTBackground: Dengue is a serious and lethal disease in the Asian and Latin American tropical and subtropical regions. It is a serious public health problem in Peru due to its hyperendemic nature as serotype 2 (DENV-2), aside from being the most prevalent serotype, causes the most serious clinical manifestations of the disease. This study focuses on the molecular characterization and intraserotypic diversity analysis of the DENV-2 that circulates in the endemic region of Cajamarca.Methods: Thirty-nine hundred sixty-seven (3,967) blood serum samples of patients with acute febrile illness (AFI) were analyzed between 2016 and 2022 to detect DENV and DENV-2 through real-time RT-PCR technique, and the viral envelope (E) gene was then sequenced by the Sanger method. Finally, the reconstruction of the phylogeny was performed using the maximum likelihood method."Results: Thirty-two (32) complete sequences of gene E were obtained in total, and the phylogenetic and characterization analysis of the amino acid sequence revealed that, during the 2016-2022 period, two DENV-2 genotypes, i.e., the Am/As genotype and the cosmopolitan genotype in their lineages 2 and C, respectively, circulated.Conclusion: Likewise, our findings showed that every studied outbreak was characterized by novel autochthonous variants in the case of the Am/As genotype and by an imported variant in the case of the cosmopolitan genotype; this, therefore, shows a temporal distribution of the intraserotypic variability that denotes the Am/As genotype displacement around 2021 and the rooting of the cosmopolitan genotype. The need of a constant genetic or genomic surveillance of the cosmopolitan virus arises in order to understand its distribution and diversification patterns in Peru.
DOI: 10.17632/gtt2jrfwhf
title: Real wavepacket code for ABC + D → AB + CD reactive scattering

description: Abstract We discuss a six-dimensional, time-dependent real wavepacket (RWP) code designed to obtain reaction probabilities for ABC(v_I ) + D → AB + CD four-atom reactions, where v_Iis a collective index for the initial quantum state of the triatomic molecule. The code provides exact results for total angular momentum J = 0, and invokes the helicity decoupling (or centrifugal sudden) approximation for J &gt; 0. Our new RWP code has been extensively checked by considering the benchmark H + H_2 O → H_2+... Title of program: ABC + D RWP Code Catalogue Id: AECD_v1_0 Nature of problem Determination of dynamic properties (reaction probabilities and cross sections) for ABC + D → AB + CD four-atom reactions Versions of this program held in the CPC repository in Mendeley Data AECD_v1_0; ABC + D RWP Code; 10.1016/j.cpc.2008.09.005 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/m2gytfwmt7
title: Cyberbullying Bangla Dataset

description: This Bangla dataset comments from the interaction section under posts made by celebrities who can be found on Facebook, including actors, singers, politicians, and sports figures
DOI: 10.6084/m9.figshare.24079416.v1
title: combo_sciplex_prep_hvg_filtered.h5ad

description: single-cell data
DOI: 10.6084/m9.figshare.26057905.v1
title: AllData.xlsx

description: Dataset of visual acuities, obtained at different run lengths (number of optotype presentations) from 6 to 48.
DOI: 10.17632/2cygy6y4rk
title: Multi-domain vibration dataset with various bearing types under compound machine fault scenarios: subset 3 (tapered roller bearing)

description: Note: Due to the data storage limitation, our dataset is divided into three subsets for each bearing type. This subset includes the data collected from the tapered roller bearing (NTN 30204).

This dataset provides vibration data collected under various fault conditions, including compound faults, and multiple domain environments. The faults include three single-bearing faults, seven single rotating component faults, and 21 compound faults. The domain configurations are categorized into the rotating speed, bearing type, and sampling rate. The data were collected for 160 seconds at an 8 kHz sampling rate and 80 seconds at a 16 kHz sampling rate, resulting in a uniform sample length of 1,280,000 for each raw vibration signal.

The data files are organized in a hierarchical directory structure. The top-level directories are based on the sampling rate (8 kHz and 16 kHz). Each sampling rate directory has subdirectories for six rotating speeds (600, 800, 1,000, 1,200, 1,400, and 1,600 RPM). Each rotating speed subdirectory contains 32 files collected under different fault conditions.

Data samples are stored in binary MATLAB (MAT) file. The naming convention of each file follows the format comprising five properties: {rotating component condition}_{bearing condition}_{sampling rate}_{bearing model}_{rotating speed}.mat.

The fault conditions are denoted by one capital letter, and unbalance and misalignment faults include three severity levels, where a higher number indicates that a more significant fault occurs. Available values of each property in the file name are as follows:
1. Rotating component condition
- ‘H’: healthy (no severity level)
- ‘M’: misalignment (severity level 1-3)
- ‘U’: unbalance (severity level 1-3)
- ‘L’: looseness (no severity level)
2. Bearing condition
- ‘H’: healthy
- ‘B’: ball fault
- ‘IR’: inner race fault
- ‘OR’: outer race fault
3. Sampling rate
- ‘8’: 8 kHz
- ‘16’: 16 kHz
4. Bearing model
- ‘30204’: bearing model for H, B, IR, and OR conditions
5. Rotating speed
- ‘600’, ‘800’, ‘1000’, ‘1200’, ‘1400’, or ‘1600’: numbers represent RPM.

The data are available in two formats: 1-D raw vibration signal and 2-D spectrogram. These time and time-frequency domain data are stored in separate fields of a MAT file. Data fields in each MAT file are as follows:
1. ‘Data’: raw vibration signal (unit: g [9.80665 m/s2]).
2. ‘Spectrogram’: spectrograms (unit: dB scale magnitude).
3. ‘STFTFreq’: frequency instant vector of the spectrogram (unit: Hz).
4. ‘STFTTime’: time instant vector of the spectrogram (unit: seconds).

For each data file, 78 spectrograms with a size of 128 x 128 were generated by the short-time Fourier transform (STFT) method with the Kaiser window function. In doing so, raw vibration data were sliced into 16,384-length segments without overlapping. Each segment was then converted to a spectrogram with a window size of 192, an FFT size of 256, and an overlap size of 65.
DOI: 10.6084/m9.figshare.23654583.v1
title: Source data

description: Source date.
DOI: 10.6084/m9.figshare.28536032.v1
title: Soil moisture data

description: This is the dataset measured over three months from a wheat field and a grass field in Rothamsted Research. This dataset was used to calculate root water uptake from different soil layers in the two plant systemes. The results were published in New Phytologist (2025) - Field plants strategically regulate water uptake from different soil depths by spatiotemporally adjusting their radial root hydraulic conductivity.
DOI: 10.6084/m9.figshare.28729127.v1
title: MLOmics: Cancer Multi-Omics Database for Machine Learning

description: Framing the investigation of diverse cancers as a machine learning problem has recently shown significant potential in multi-omics analysis and cancer research. Empowering these successful machine learning models are the high-quality training datasets with sufficient data volume and adequate preprocessing. However, while there exist several public data portals including The Cancer Genome Atlas (TCGA) multi-omics initiative or open-bases such as the LinkedOmics, these databases are not off-the-shelf for existing machine learning models. we propose MLOmics, an open cancer multi-omics database aiming at serving better the development and evaluation of bioinformatics and machine learning models. MLOmics contains 8,314 patient samples covering all 32 cancer types with four omics types, stratified features, and extensive baselines. Complementary support for downstream analysis and bio-knowledge linking are also included to support interdisciplinary analysis.
DOI: 10.17632/gn4xjcdvxv
title: Comprehensive Dataset on Suspected Tuberculosis (TBC) Patients in Semarang, Indonesia

description: This dataset contains comprehensive socio-demographic and clinical data from suspected tuberculosis (TBC) patients in Semarang, Indonesia. The data were collected as part of a public health initiative to track and control TBC transmission in urban areas through detailed contact investigations. This dataset covers both household and non-household contact investigations, providing critical insights into patient characteristics, diagnostic outcomes, and treatment progress.

Researchers can use this dataset to study TBC transmission patterns, assess the impact of public health interventions, and develop predictive models for TBC outbreaks. The dataset is highly valuable for public health researchers, epidemiologists, and policymakers focusing on tuberculosis control, particularly in urban and densely populated areas.
DOI: 10.17632/jr9ktbhd68
title: Single-Cell RNA Sequencing Approach to Identify Immune Checkpoint Resistance Mechanisms in Triple-negative breast cancer
DOI: 10.6084/m9.figshare.14988777.v1
title: Chromosome-level genomes of Carpinus viminea and Ostrya rehderiana

description: Data for "Genomic evidence for homoploid hybrid speciation between ancestors of two different genera". Including the genome assemblies and GFF3 files of Carpinus viminea and Ostrya rehderiana. <br>
DOI: 10.17632/2m3h8gc5d8
title: Data for: Optimal design and operation of PV-battery systems considering the interdependency of heat pumps

description: Electricity load, heat load, PV generation data in hourly time series for a building at the University of Manchester.
DOI: 10.17632/gwr2p2fp8v
title: Data for: Abuse and depression among Filipino foreign domestic helpers. A cross-sectional survey in Hong Kong

description: Data for: Abuse and depression among Filipino foreign domestic helpers. A cross-sectional survey in Hong Kong
DOI: 10.17632/rnhytngjsn
title: Fisioterapia ambulatorial nos municípios e macrorregiões de Minas Gerais, 2023: estudo descritivo

description: Dados da população, produção ambulatorial dos serviços de fisioterapia e cobertura de saúde suplementar.
DOI: 10.6084/m9.figshare.7504448.v3
title: Global Aridity Index and Potential Evapotranspiration (ET0) Climate Database v2

description: The Global Aridity Index (Global-Aridity_ET0) and Global Reference Evapotranspiration (Global-ET0) Version 2 dataset provides high-resolution (30 arc-seconds) global raster climate data for the 1970-2000 period, related to evapotranspiration processes and rainfall deficit for potential vegetative growth, based upon the implementation of a Penman Monteith Evapotranspiration equation for reference crop. The dataset follows the development and is based upon the WorldClim 2.0: http://worldclim.org/version2<br> Aridity Index represent the ratio between precipitation and ET0, thus rainfall over vegetation water demand (aggregated on annual basis). Under this formulation, Aridity Index values increase for more humid conditions, and decrease with more arid conditions. The Aridity Index values reported within the Global Aridity Index_ET0 geodataset have been multiplied by a factor of 10,000 to derive and distribute the data as integers (with 4 decimal accuracy). This multiplier has been used to increase the precision of the variable values without using decimals.<br>The Global-Aridity_ET0 and Global-ET0 datasets are provided for non-commercial use in standard GeoTiff format, at 30 arc seconds or ~ 1km at the equator.<br>
DOI: 10.17632/2d7yr52phg
title: MATE-GUARDING BEHAVIOR IN ANURANS:  INTRA-SEXUAL SELECTION AND THE EVOLUTION OF PROLONGED AMPLEXUS IN THE HARLEQUIN TOAD ATELOPUS LAETISSIMUS.

description: Mate guarding in anurans may consist of a prolonged amplexus or copulatory clasp by the male starting well prior to egg laying. In this study we combined field observations and experimental studies of the Santa Marta Harlequin Toad, Atelopus laetissimus, to elucidate whether the prolonged amplexus in A. laetissimus evolved as a mate-guarding strategy promoted by intense intra-sexual selection in males engaging in amplexus displacement attempts. First, we asked how the ability of a male to successfully defend its amplexus status against interlopers is related to body condition and 13 other morphological traits. Second, we tested whether the following characteristics were associated with mating success and mate guarding in A. laetissimus: clasp force, amplexus duration, and males’ reproductive effort.
DOI: 10.17632/2szrhfrjjj
title: 1500-yr records of aquatic production, lake anoxia, and sediment Fe and P fractions in maar Lake Xiaolongwan, northeastern China

description: This Excel file contains the Data used to calculate and draw the figures for the article of Lake Xiaolongwan. https://doi.org/10.1016/j.ancene.2024.100442
DOI: 10.17632/84ydj2b69w
title: Programs and datasets for "Democratic reforms and trade: Evidence from the European Union's Generalized System of Preferences for Myanmar" by Kiyoyasu Tanaka and Toshihiro Kudo"

description: Programs and datasets for "Democratic reforms and trade: Evidence from the European Union's Generalized System of Preferences for Myanmar" by Kiyoyasu Tanaka and Toshihiro Kudo"
DOI: 10.17632/8yjwy8m62h
title: Supplementary Materials: Laminin β4 is a constituent of the cutaneous basement membrane zone and additional autoantigen of anti-p200 pemphigoid_JAAD

description: Supplemental information for the manuscript published in the Journal of the American Academy of Dermatology (JAAD): "Laminin β4 is a constituent of the cutaneous basement membrane zone and additional autoantigen of anti-p200 pemphigoid"
DOI: 10.6084/m9.figshare.1138734.v1
title: LAS point cloud LiDAR data flightline 13

description: Santorini LiDAR data from 2012 NERC ARSF flight EU-12-12-137
DOI: 10.17632/2h76672znt
title: Arabic Handwritten Alphabets, Words and Paragraphs Per User (AHAWP)

description: The dataset contains 65 different Arabic alphabets (with variations on begin, middle, end and regular alphabets), 10 different Arabic words (that encompass all Arabic alphabets) and 3 different paragraphs. The dataset was collected anonymously from 82 different users. Each user was asked to write each alphabet and word 10 times. A userid uniquely but anonymously identifies the writer of each alphabet, word and paragraph. In total, the dataset consists of 53199 alphabet images, 8144 word images and 241 paragraph images.
- The file "isolated_alphabets_per_alphabet.zip" contains 53199 Arabic alphabets organized into one folder per alphabet variation
- The file "isolated_alphabets_per_user.zip" contains 53199 Arabic alphabets organized into one folder per user
- The file "isolated_words_per_user.zip" contains 8144 Arabic words organized into one folder per user
- The file "paragraphs_per_user.zip" contains 241 Arabic paragraphs organized into one folder per user
- The file "raw_dataset.zip" contains all user input forms in raw (unprocessed) format.
- The scripts folder contains the Python scripts used to extract and preprocess alphabets, words and sentences from the raw input forms.