cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bm4v4rzdyd.1
title: Detection of Right Ventricular Dysfunction Based on Pulmonary Embolism Dataset

description: Only individuals over the age of 18 were included in the study. There are no individual characteristics (name-surname, ID number, etc.) that define the patients in our dataset. All individual data are anonymized.

In this study, the characteristics of patients diagnosed with Pulmonary Embolism (PE) were analyzed and 20 characteristics with no missing data were determined. These characteristics include the patients' age, gender, comorbidities, and common characteristics used in the diagnosis of RVD.

In this dataset, it was recorded whether 163 patients diagnosed with PE experienced Right Heart Failure (RHF) or Right Ventricular Dysfunction (RVD).
Each row in the dataset provides information about a patient's characteristics. The first column shows the gender of the PE patients, the second column shows their ages, and the other columns show various characteristics used in the diagnosis of RVD. The last column shows whether the PE patients were diagnosed with RVD by the physician. The age characteristic was recorded as quantitative data. All other data were recorded in nominal data format (Yes-None and etc.). The dataset is summarized in the table below. This dataset includes a patient population that is very difficult to collect. Therefore, the detection of RVD in this patient population is important. This dataset can be used in the classification predictions of all supervised ML and artificial intelligence models. It is a suitable dataset for the classification performance of various models.

Table 1. List of features indicating the range of changes in values.
№ Feature name Value range Value description
1 Sex ( 0-1 ) (1:Male, 0:Female)
2 Age ( 22-93 ) -
3 Thrombus Main Pulmonary ( 0-1 ) (1: Presence, 0: Absence)
4 Thrombus Lobe Arteries ( 0-1 ) (1: Presence, 0: Absence)
5 Thrombus Segment ( 0-1 ) (1: Presence, 0: Absence)
6 Thrombus Subsegment ( 0-1 ) (1: Presence, 0: Absence)
7 Thrombus ( 0-1 ) (1: Unilateral, 0: Bilateral)
8 Right Ventricular Involvement ( 0-1 ) (1: Presence, 0: Absence)
9 DVT ( 0-1 ) (1: Presence, 0: Absence)
10 DVT Distal Ven ( 0-1 ) (1: Presence, 0: Absence)
11 DVT Proksimal Ven ( 0-1 ) (1: Presence, 0: Absence)
12 Appearance of DVT ( 0-2 ) (Absence: 0 Unilateral :1 Bilateral: 2)
13 Comorbid Disease ( 0-1 ) (1: Presence, 0: Absence)
14 Malignancy ( 0-1 ) (1: Presence, 0: Absence)
15 Diabetes Mellitus ( 0-1 ) (1: Presence, 0: Absence)
16 Hypertension ( 0-1 ) (1: Presence, 0: Absence)
17 Coronary Artery Disease (CAD) ( 0-1 ) (1: Presence, 0: Absence)
18 COPD ( 0-1 ) (1: Presence, 0: Absence)
19 Asthma ( 0-1 ) (1: Presence, 0: Absence)
20 Cerebrovascular Occlusion ( 0-1 ) (1: Presence, 0: Absence)

DVT: Deep vein thrombosis.

Please cite the following four articles when you use any of these datasets:
DOI: 10.17863/cam.85433
title: Research data supporting ''Free digital goods and economic welfare''

description: YouGov survey data in 3 waves (Feb 2020, May 2020, Feb 2021) showing Willingness To Accept loss of free digital goods, with socio-demographic variables included (region, income band, age, gender, SES, voting preference). Also included are calculated descriptive statistics e.g. median and average and SD in each wave for each surveyed good. See ReadMe file for more details.
DOI: 10.5281/zenodo.8302319
title: CuratedMetagenomicData Query for Enterocloster spp. and ucd Genes

description: R code (.R), RData (.RData), and .csv files related to the analysis of curatedMetagenomicData datasets (https://waldronlab.io/curatedMetagenomicData/). The purpose of this analysis was to assess the prevalence of Enterocloster spp. capable of metabolizing urolithin C in human stool metagenomic sequencing experiments (https://waldronlab.io/curatedMetagenomicData/articles/available-studies.html). 

The data were generated/analyzed in the following way:

1 - 1_ExperimentHub_Local_Cache_Export.R was used to generate .RData files for all 93 studies are available in curatedMetagenomicData. The resulting files (.RData) generated are named according to the following convention: Studies##-##.RData.

2 - The Studies##-##.RData files were loaded into an R environment in the Narval compute cluster (Digital Research Alliance of Canada) and the 2_cMD_FromRData.R script was used to query the relative abundance (ra) of bacteria of interest (boi) and the gene families abundance (gf) for genes of interest (goi). Metadata (md) was also extracted from each study. The resulting files (.csv) generated are named according to the following convention: Study##_datatype.csv (datatype = ra_boi, gf_goi, md).

3 - The Study##_datatype.csv (datatype = ra_boi, gf_goi, md) files were then analyzed using the 3_cMD_Merge_Outputs_And_Graph.R script to merge individual outputs into a single dataframe to then graph the prevalence results. The .RData generated throughout the running of this script are provided as cMD_Merge_Outputs_And_Graph.RData

Dependencies for each R script are provided at the start of each script. To reproduce the analysis, file paths must be changed.

The cMD_study_summary.csv file contains metadata related to each study (86 total) included in the analysis.

The cMD_metadata_ra_boi_gf_goi_stool.csv file contains a merged table of sample metadata (n = 21030 samples), relative abundance (ra) for bacteria of interest (boi), gene family (gf) abundance for genes of interest (goi).
DOI: 10.5281/zenodo.8302320
title: CuratedMetagenomicData Query for Enterocloster spp. and ucd Genes

description: R code (.R), RData (.RData), and .csv files related to the analysis of curatedMetagenomicData datasets (https://waldronlab.io/curatedMetagenomicData/). The purpose of this analysis was to assess the prevalence of Enterocloster spp. capable of metabolizing urolithin C in human stool metagenomic sequencing experiments (https://waldronlab.io/curatedMetagenomicData/articles/available-studies.html). 

The data were generated/analyzed in the following way:

1 - 1_ExperimentHub_Local_Cache_Export.R was used to generate .RData files for all 93 studies are available in curatedMetagenomicData. The resulting files (.RData) generated are named according to the following convention: Studies##-##.RData.

2 - The Studies##-##.RData files were loaded into an R environment in the Narval compute cluster (Digital Research Alliance of Canada) and the 2_cMD_FromRData.R script was used to query the relative abundance (ra) of bacteria of interest (boi) and the gene families abundance (gf) for genes of interest (goi). Metadata (md) was also extracted from each study. The resulting files (.csv) generated are named according to the following convention: Study##_datatype.csv (datatype = ra_boi, gf_goi, md).

3 - The Study##_datatype.csv (datatype = ra_boi, gf_goi, md) files were then analyzed using the 3_cMD_Merge_Outputs_And_Graph.R script to merge individual outputs into a single dataframe to then graph the prevalence results. The .RData generated throughout the running of this script are provided as cMD_Merge_Outputs_And_Graph.RData

Dependencies for each R script are provided at the start of each script. To reproduce the analysis, file paths must be changed.

The cMD_study_summary.csv file contains metadata related to each study (86 total) included in the analysis.

The cMD_metadata_ra_boi_gf_goi_stool.csv file contains a merged table of sample metadata (n = 21030 samples), relative abundance (ra) for bacteria of interest (boi), gene family (gf) abundance for genes of interest (goi).
DOI: 10.17632/vjrbcb2rrt.2
title: Moroccan Used Cars Dataset (MUCars - 2024)

description: MUCars-2024 is a rich dataset of 101,896 used car listings from Morocco in 2024, sourced from online platforms. It includes detailed attributes like vehicle type, brand, model, price, condition, mileage, location, and additional features such as fiscal power, equipment, and ownership history. It also incorporates textual descriptions for natural language analysis.

This dataset is ideal for developing advanced AI applications, such as price prediction models, vehicle segmentation, and buyer behavior analysis. With its detailed and diverse data, MUCars-2024 enables in-depth research on market trends, spatial and temporal dynamics, and the automotive market’s economic impact. It is also a valuable linguistic resource for NLP tasks.
DOI: 10.17863/cam.25220
title: Class A predictions of centrifuge testing outcomes: tunnel-frame interaction

description: Greenfield movements and resulting foundation displacements of framed structures
DOI: 10.17632/ms2jct5wf7.1
title: Trade with Chinese Characteristics - Gravity Model on Chinese Imports

description: These data files relate to a paper "Trade with Chinese Characteristics - Economics Versus Politics", which applies an augmented gravity model to tease out drivers of China’s bilateral trade relationships, asking why some countries are more important than others as sources of Chinese imports. Our results show that both business and political considerations drive China’s import decisions. Results suggest that established trade agreements have a positive impact on a country's exports to China. Meanwhile, differing political views with China, as measured by UN General Assembly voting records, or having official diplomatic ties with Taiwan result in lesser exports to China. Membership in China’s Belt and Road Initiative, however, does not generally translate into a significant increase in Chinese imports from the member country. The dataset, which covers the period from 2002 to 2022, includes 185 countries counting China. The data are compiled from various sources, such as the UN, World Bank, NATO, American Enterprise Institute, etc.
DOI: 10.17863/cam.12627
title: Research data supporting Verifying Spatial Properties of Array Computations

description: This dataset reproduces findings from our paper "Verifying Spatial Properties of Array Computations". It contains the code necessary to reproduce our study of array programming idioms in scientific/numerical Fortran code (Section 2 of the paper), to demonstrate the inference, checking, and specification synthesis features of our verification tool via examples (Section 3 of the paper), and to produce statistics describing the various kinds of specifications that can be inferred over our test corpus (Section 7 of the paper).
DOI: 10.17863/cam.44403
title: Research data supporting ‘WP 9: Reconstructing entrepreneur and business numbers for censuses 1851-81’: final decisions

description: This dataset contains the codes for the decisions in England and Wales made for each Sub-Occode to assign each individual identified by RecID to a status of employer or own account entrepreneur. (worker RecIDs are given in a separate download). This is method EMPSTATUS_NUM as outlined in the BBCE User Guide. The method is given in full in WP 9. The variables provided are: SubOccodeNo - SubOccode code SubOccode - SubOccode title 1891UR - Unrounded estimate based on 1891 data 1891R - Rounded estimate based on 1891 data 1901UR - Unrounded estimate based on 1901 data 1901R - Rounded estimate based on 1901 data 1891Ratio - Estimate based on the 1891 ratio of either entrepreneurs to workers, or employers to own account 1901Ratio - Estimate based on the 1901 ratio of either entrepreneurs to workers, or employers to own account Decision - Code indicating the option used. For 1851 EOA, E; 1861EOA, E; and 1881E five codes exist: 1-1891 unrounded; 2-1891 rounded; 3-1901 unrounded; 4-1901 rounded; 5-1891 ratio. For 1881EOA 7 codes exist: 1-1891 unrounded; 2-1891 rounded; 3-1901 unrounded; 4-1901 rounded; 5-1891 ratio; 6-1901 ratio; 7-use 1881 extracted
DOI: 10.17863/cam.72605
title: Research data supporting "Linearisation Method of DML-based Transmitters for Optical Communications Part II: Experimental Demonstration and Implementation Methods"

description: Article Abstract: In this paper, we report the first experimental demonstration of the Stretched A linearisation method. The theoretical framework of the method and related simulation studies have been presented in Part I of this work. Here, we apply the method on an 850 nm multimode vertical-cavity surface-emitting laser (VCSEL) specified for operation at 10 Gb/s and demonstrate good quality optical output waveforms with little non-linear distortion at 16 Gb/s using non-return-to-zero (NRZ) modulation. An experimental sensitivity analysis on the generation of the required modulating current components demonstrates large tolerance to parameter mismatch. In addition, it is shown that an adaptive gain scheme can improve the tolerance to the timing offset between the current components. Potential hardware implementations using either analog or digital electronics are also discussed.
DOI: 10.17863/cam.44555
title: Research data supporting "Chasing the “Killer” Phonon Mode for the Rational Design of Low-Disorder, High-Mobility Molecular Semiconductors"

description: - Figure 1: OFET IV Curves and TLM - Figure 2: INS and THz data - Figure 3 & 4: 1. Phonon mode index 2. Frequency in the harmonic approximation (HO) 3. Frequency beyond the HO (only few modes were corrected for ahnarmonic effects) 4-5. Standard deviation of site energies (in meV) 6-9. Standard deviation of transfer integrals (in meV) 10. Standard deviation of vibrational coordinates transfer integrals (in Angstrom) Figure 5: Transient Localization Scenario mobility values
DOI: 10.17863/cam.90816
title: Research data supporting STRAT-BCS CJ (Implementation of risk stratification within bowel cancer screening community juries)

description: This entry related to data collected as part of the STRAT-BCS community jury studies to explore the public acceptability of using risk stratification to determine eligibility criteria, FIT thresholds, and/or screening intervals for bowel cancer screening. The dataset is the pseudo-anonymised transcripts from the four community juries. Consent was given by the participants to share anonymised data with other responsible researchers. As consent was not given by participants to share publicly it is not possible to add the data to the repository. Instead, the data are stored within the Primary Care Unit and researchers can request access by contacting Miss Lily Taylor (lct46@medschl.cam.ac.uk) or PCU_DATA@medschl.cam.ac.uk. Applicants will be required to complete a Data Access Agreement that will indicate the criteria for data access and conditions for research use and will incorporate privacy and confidentiality standards to ensure data security. The information pack that was sent to the participants before the study and study questionnaires are attached with this record.
DOI: 10.25810/8pez-h060.59
title: Asian Newspaper Coverage of Climate Change or Global Warming, 2004-2024 - November 2024

description: The Media and Climate Change Observatory Data monitors 126 sources (across newspapers, radio and TV) in 58 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.17863/cam.104307
title: Research data supporting [Ultrasensitive Textile Strain Sensors Redefine Wearable Silent Speech Interfaces with High Machine Learning Efficiency]

description: This work encompasses five related datasets, accessible via an open-source link provided at the end of the manuscript: 1. Dataset1_20 Frequently Used Words: This dataset contains signals of the 20 most frequently used words (10 nouns and 10 verbs) collected from participants, with 100 samples per class. Each sample of a word is represented in a row, with the last number in each row indicating the class label for that word (the same applies to the following datasets). 2. Dataset2_Confusing Words: This dataset includes 5 pairs of 10 words with similar pronunciations that are easily confused, with 100 samples per class. 3. Dataset3_Different Reading Speeds: This dataset comprises signals of 5 long words read at three different speeds: fast, medium, and slow, with approximately 33 samples for each word at each reading speed. 4. New User Generalization Test: This dataset contains signals of 5 commonly used words (included in Dataset1) collected from three new users, with 50 samples per class. 5. Noise Injection Data: This dataset includes around five minutes of silent noise signals (containing physiological noises such as breathing and swallowing) recorded in the absence of speech.
DOI: 10.17863/cam.37979
title: Research data supporting "Fresh state stability of vertical layers of concrete".

description: Spreadsheet (.xlsx) containing research data supporting "Fresh state stability of vertical layers of concrete". The following data are provided: • Mix composition of the mortars used in the experiments. • Densities of the mix constituents. • Experimental measurements for the mixes under investigations: density, spread length, yield stress, difference in yield stresses, sum of the yield stresses, stability coefficient, ratio between lower and higher yield stress, and maximum horizontal displacement of the interface between the two vertical layers of concrete. • Relationship between sum of the yield stresses, difference in densities of the materials, and average horizontal displacement obtained for each test. • Maximum horizontal displacement d as a function of the stability coefficient. • Analytical bound solutions and experimentally measured relationship between sum of the yield stresses, difference in densities of the materials, and average horizontal displacement obtained for each test. • Analytical bound solutions and experimentally measured maximum horizontal displacement as a function of the stability coefficient.
DOI: 10.17863/cam.92913
title: Data for "Leptin and IGF-1 in infancy are associated with variants in DHCR7 and CYP2R1 that relate with type 1 diabetes and 25OHD"

description: Dataset used for the original article "Leptin and IGF-1 in infancy are associated with variants in DHCR7 and CYP2R1 that relate with type 1 diabetes and 25OHD". Uncompressed Microsoft 2013 (.xlsx) file (587 rows including headers and 56 columns) containing data collected as part of the Cambridge Baby Growth Study between 2001 and 2009. Study participants were recruited from pregnancy clinics at the Rosie Maternity Hospital, Cambridge at the first routine antenatal clinic appointment at around 12 weeks of gestation. Anthropometric assessements of the infant's size and adiposity (weight, length, skinfold thickness) were collected by trained research paediatric nurses at a minimum of one study visit scheduled within 8 days of birth and at ages 3, 12, 18, and 24 months. Samples of umbilical cord blood collected at delivery or infancy capillary blood collected at a study visit were used for DNA extraction and/or assaying hormones (C-peptide, IGF-1, IGFBP-3, and leptin). Newborn index (sex, gestational age, birth weight, singleton or twin), maternal anthropometry (pre-pregnancy weight and height), maternal presence of type 1 diabetes, parity, maternal smoking in pregnancy, parental ages, and mode of infant feeding at age 3 months were self-reported and collected as part of pregnancy and post-pregnancy questionnaires. Single nucleotide polymorphisms in vitamin D metabolism genes (rs10741657 and rs12794714 in CYP2R1, rs12785878 in DHCR7, and rs10877012 in CYP27B1) were genotyped in 612 infants who had DNA available using Kompetitive Allele Specific PCR genotyping assay by LGC Genomics.
DOI: 10.5281/zenodo.14510171
title: Collection Argo Float Measurements deployed by the SO-CHIC H2020 project

description: Collection Argo Float Measurements deployed by the SO-CHIC H2020 project 

The collection includes the following floats: 

6902815, 6902816, 6902820, 6902883, 6902889, 6902890, 6902893, 6902980, 6903106, 6903107, 6903108, 6903109, 6903114, 6903115, 6903116, 6903117, 6903118, 6903128, 6903129, 6904235.

more information @ https://www.sochic-h2020.eu/

ARGO DOI:http://doi.org/10.17882/42182
DOI: 10.5281/zenodo.14510172
title: Collection Argo Float Measurements deployed by the SO-CHIC H2020 project

description: Collection Argo Float Measurements deployed by the SO-CHIC H2020 project 

The collection includes the following floats: 

6902815, 6902816, 6902820, 6902883, 6902889, 6902890, 6902893, 6902980, 6903106, 6903107, 6903108, 6903109, 6903114, 6903115, 6903116, 6903117, 6903118, 6903128, 6903129, 6904235.

more information @ https://www.sochic-h2020.eu/

ARGO DOI:http://doi.org/10.17882/42182
DOI: 10.17863/cam.20843
title: Research data supporting "Common variation in genes encoding small GTPases and ovarian cancer risk": GTPases candidate gene SNP genotypes

description: Genotype data and related phenotype data for Ovarian Cancer Association Consortium project investigating common variantion in GTPAse genes and ovarian cancer risk
DOI: 10.17863/cam.37464
title: Research data supporting: "Long-range charge extraction in back-contact perovskite architectures via suppressed recombination"

description: Tainter_Joule_data.opj - Origin project file containing data underlying figures presented in the article. Original figures are presented and named as presented in the paper, as well as corresponding worksheets containing raw and smoothed data. Detailed origin worksheet breakdown: "Fig2Adata" and "Fig2Bdata" - data underlying scanning photocurrent measurements presented in figure 2, presenting position of measurement (relative to junction) and normalised current or characteristic rise time. "trplGlass, trplNiOx,trplSnO2" - time-resolved photoluminescence data performed on perovskites films deposited over glass, NiOx, and SnO2, respectively. Data for time delay and number of counts is presented, which is presented in figure 3A. "Fig3Boutput" - modeled charge density vs position as presented in figure 3b, details of model in the supporting information. "Fig4Cdata" - forward and reverse JV data given in V and mAcm-2 which is presented in Figures 4C and S8. "Fig4Ddata" - scanning photocurrent and scanning photoluminescence microscopy data as presented in figure 4D. Data is presented for position of measurement and photocurrent amplitude and PL intensity (norm.). "FigS2data" - Photoluminescence spectra obtained over the two materials in the active area of a device. Data is presented as wavelength vs counts (au). "FigS9data" - Peak short-circuit currents obtained for varying device pitch distance. Tainter_joule_tabulardata.xslx - Excel spreadsheet containing PLQE data and results of fitting several transport measurements as depicted in figure 2. Sheet 1 gives PLQEs for the measured films, sheet 2 provides extracted exponential decay factors and slopes of linear fits as obtained and described in figure 2 and the SI. IBC_0011 and IBC_0015 - Original SEM images of perovskite film over devices (top view). s4.bmp - Original SEM image of perovskite films and devices (cross section). This image is adapted in Figure 4b.
DOI: 10.5517/ccdc.csd.cc2dm2qv
title: CCDC 2222877: Experimental Crystal Structure Determination

description: Related Article: Amna Siddique, Muhammad Nadeem Arshad, Mohammed M. Rahman, Mohammad Asad, Khalid A. Alzahrani, Aftab Aslam Parwaz Khan, Tahir Ali Sheikh|2025|J.Mol.Struct.|1323|140624|doi:10.1016/j.molstruc.2024.140624
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.