cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mxwk4chprm
title: Codes_Association mapping for components of reaction norms to environmental covariates

description: This dataset contains all data and scripts used to run the analysis for the manuscript: Association mapping for components of reaction norms to environmental covariates in public tropical maize panel under water stress.

ABSTRACT: Using reaction norm components instead of traditional phenotypic data in genetic association studies (GWAS) may allow the identification of genomic regions that are more influenced by environmental variables in terms of tolerance and responsiveness to water stress. To test this hypothesis, we used a public genetic diversity panel of tropical maize inbred lines, evaluated in eight environments, four in well-watered (WW) and four in water stress (WS) conditions. Most SNPs explained at least 40% of the genetic variability, and some reached 67%. The identified genes and genomic regions revealed physiological responses and direct or indirect molecular mechanisms related to water deficit tolerance and responsiveness. This information will enable more assertive selections and subsidize breeding programs aimed at obtaining cultivars for water deficit conditions while reducing the costs of the evaluation processes of reaction standards.

More details about the files can be found in the "Read me.txt" file.
DOI: 10.17632/nsj3yv6478
title: NigeriaCOVID-19 Daily Progression

description: The Coronavirus disease known as COVID-19 at this point in writing is a pandemic that calls for a serious global emergency ravaging the world. It is regarded as a global pandemic and in some quarters an outbreak that spread like fire. Every possible effort should be made in the application of predictive models, artificial intelligence, machine learning, geographic information system, and other resources to contain the spread of this disease. In this dataset, the daily total number of COVID-19 cases in Nigeria from February 27, 2020, to June 7, 2020, were automatically mined and monitored every 24 hours from the official websites of NCDC and Wikipedia. The initial data is in raw Excel file format COVID19 NIGERIA_7th June_2020_ Daily Progression.csv. Data with regularly updated case numbers in new-real time can be found in Daily Progression_Covid19.xlsx. These times series data are useful as they present facts that drive analytics on COVID-19 cases in Nigeria. At the same time, public health agencies, non-governmental organizations, academic institutions researchers, students can use these data to timely track and study the mutation sequence of the epidemic in each region and state in Nigeria. The data visualization through power bi present a dashboard with daily updates, scientific reports showing and hyper-linking cases of the epidemic highlighting death by states, confirmed cases by top states, new deaths cases by top states, and new cases by to states respectively.
DOI: 10.17632/48x9xm7rkf
title: IDTheftCase-JudgmentCorpus: Indonesian Theft Case Judgment Corpus - Levels of Court

description: IDTheftCase-JudgmentCorpus: Indonesian Theft Case Judgment Corpus – Levels of Court is a dataset containing the full-text documents of written judgments handed down by Indonesian courts in criminal theft cases at three levels: the court of first instance, the appellate court, and the cassation court. The dataset was created to support research and development activities in information extraction and Natural Language Processing (NLP), specifically about the processing and understanding the legal texts and court documents.

All annotated entity names have been standardized and translated into English, making the dataset more suitable for international NLP research and development of multilingual or cross-lingual models.

Available Annotated Files:
• 1-first-instance.csv – Contains tokenized and BIO-tagged court decisions from the district courts (Pengadilan Negeri).
• 2-appellate.csv – Contains tokenized and BIO-tagged decisions from the appellate courts (Pengadilan Tinggi).
• 3-cassation.csv – Contains tokenized and BIO-tagged decisions from the cassation level (Mahkamah Agung).
• metadata.csv – Contains contextual and hierarchical information about the judgment documents, structured into the following columns:
 o decision_id,
 o original_id, 
 o court_level, 
 o court_name, 
 o year,
 o verdict_type, and
 o cross-referenced case identifiers (first_id, appellate_id, cassation_id).

Entity Annotations:
The dataset is annotated using a BIO tagging format, identifying over 56 legal entities that appear in court documents. All entity labels are expressed in English, covering information such as:
• Parties and roles: Defendant, Lawyer, Prosecutor, Witness, PresidingJudge
• Legal process: ProsecutionDate, DecisionDate, ArrestDate, CassationReason
• Legal references: ChargeArticles, ProsecutionArticles, CourtRuling, DecisionCosts
• Case identifiers and metadata: DecisionNumber, ChargeType, CaseLevel, IncidentLocation

All documents in this dataset were obtained from public records on the official website of the Supreme Court of the Republic of Indonesia (https://putusan3.mahkamahagung.go.id/). As such, the dataset represents real-world cases and reflects the legal form of Indonesian court documents.

IDTheftCase-JudgmentCorpus is an essential dataset for research in named entity recognition and extraction, punishment imposition pattern analysis, and automatic document classification in the Indonesian legal context. Moreover, the dataset is useful for developers and researchers who aim to build and implement machine learning-based models to extract, group, and analyze judgment documents at different court levels.
DOI: 10.17632/92xb8tnr9x
title: Datasets for spatial analysis of potential inland renewable portfolio for Bohol, Philippines

description: These datasets support the findings of the study titled "Spatio-temporal assessment and economic analysis of a grid-connected island province towards a 35% or greater domestic renewable energy portfolio: A case in Bohol, Philippines". This study aims to estimate the upper-bound technical potential of renewable energy technologies in Bohol province (solar PV, wind, bioenergy, and run-off-river hydropower). In light of the Philippines' RPS policy, the extent to which the technical potential can improve its RE penetration is then evaluated using scenario-based economic analysis. There are three files in this repository. The data with the filename "Supply Curves" contains all 20 supply curves we generated for all capacity addition and power density assumptions we made. The data with the filename "Philippine Energy Mix" holds the results, as well as the assumptions and calculations made to forecast the Philippines' future energy generation by plant type. It also has the serial correlation test we performed for the country's historical generation from natural gas, oil-based, and RE-based facilities. The country's generation mixes for the year 2019 through 2030 (in two scenarios: business-as-usual and 35% RE) are also found in this file. The data with the filename "Bohol Energy Accounting" contains the calculation we made to obtain Bohol's RE share for the year 2005-2019. Serial correlation tests for historical generation from domestic hydropower plants are also stored here.
DOI: 10.17632/hm29shxmfc
title: Data for: Assessing the impact of energy price on China's carbon emissions: A spatial econometric method

description: data for all the variables used and defined in our article.
DOI: 10.17632/gsr59k2rmb
title: File Carving based Digital Forensic Tools Testing Data Sets (Contiguous + Fragmented Files)

description: This test image is a NTFS file system and is intended to test data carving tools and their ability to extract various file formats. The image contains several allocated and deleted files that are all stored mixed contiguous and fragmented formats within its allocated space. The reson for fragmented files as a part of the database is that the file retrival capabaility of the tools in such cases also need to be tested and published. All files are random files that that were in my possession or that I created from scratch. This image was created from a NAND USB thumb-drive that was wiped and formatted using the Forensic Toolkit FTK Imager with the file extension of AD1. The image has been eliminated with its meta data so that it cannot be mounted and therefore data carving methods must be used to extract the files. This test image is a 'raw' image (i.e. 'dd') of a NTFS file system. The file system is 2 GB. The MD5, SHA, file types, name of every file and all other details of the image are clearly mentioned in the .csv and .txt files attached to this data set. One can run the image against any data carving based tool and thus can cross check the obtained values with that of our image.
DOI: 10.17632/xt53mngnr7
title: First-principles calculations of equilibrium isotope fractionation of Cl, Ca, and O in apatites and amphiboles

description: Data package associated with the manuscript “First-principles calculations of equilibrium isotope fractionation of Cl, Ca, and O in apatites and amphiboles”. The data include the calculated crystal data and phonon frequencies for all the minerals investigated in the present study.
DOI: 10.17632/vskf5bc52z
title: Cryptojacking Network Traffic 2021

description: The Cryptojacking Network Traffic 2021 (CNT21) dataset contains a collection of features extracted by network flows that have been generated to detect cryptojacking-related activities at the network level. 
The dataset includes network flows produced by cryptocurrencies (Bitcoin, Bytecoin, Monero), both in their original form and shaped by VPN software. In addition, CNT21 also contains network flows generated by other mainstream software not related to crypto mining (Skype, Youtube, and other productivity software) that can be used as negative samples. The dataset includes 54 files representing 27 different network flows, divided by direction (either ingoing or outgoing). Eighteen of them were produced by crypto mining activities, while the other nine are not related to cryptocurrencies. 
For every network flow, the dataset contains two features, i.e., interarrival time and packet size, that can be used to model network traffic, even if encrypted. Out of 54 total flows, 36 are shaped by VPNs (NordVPn or ExpressVPN).
The described raw features are presented as textual (.txt) files. In addition, the dataset contains an aggregated data structure (CNT21.mat) containing the same features in an organized form---we also provide the MatLab script (parser.m) we adopted to generate the aggregate data from the raw features.
The CNT21 dataset can be used for several purposes, such as detecting cryptojacking via network traffic, discriminating between regular network traffic and traffic shaped by VPNs, and possibly others.
DOI: 10.6084/m9.figshare.14423660.v1
title: Data extract

description: Data extract for the systematic review, includes data items and quality appraisal assessment<br>
DOI: 10.17632/p7wc7k6mpp
title: ZMCintegral-v5.1: Support for multi-function integrations on GPUs

description: In this new version of ZMCintegral, we have added the functionality of multi-function integrations, i.e. the ability to integrate more than 10^3 different functions on GPUs. The Python API remains the similar as the previous versions. For integrands less than 5 dimensions, it usually takes less than 10 minutes to finish the evaluation of 10^3 integrations on one Tesla v100 card. The performance scales linearly with the increasing of the GPUs.
DOI: 10.17632/wh7hfk8387
title: qPCR primer oligos used in the study: Bioengineered human colon organoids with in vivo-like cellular complexity and function

description: qPCR primer oligos used in the study
DOI: 10.17632/8z8tzwv69m
title: Foot Model Temperature and Humidty Data for 8 hours from 7 sensors

description: This data set is recorded from a foot model tthat donned to military boot. Data taken from 7 region in the internal gap of the foot model and footwear by sensors. Sensor are recording the temperature and humidty parameters.
DOI: 10.17632/9fpg7sgc89
title: Supplemental material, "Extended dosing intervals of ixekizumab for psoriasis: a single-center, uncontrolled, prospective study"

description: Supplemental Fig 1. An overview of study design. The recommended doses regimen is 160 mg at the first administration and then 80 mg at week 2, 4, 6, 8,10, and 12, followed by monthly maintenance dosing. The adjusted doses regimen is 160 mg at the first administration and then 80 mg at week 2, 4 and 8, followed by maintenance dosing every 8 weeks. Only one patient discontinued IXE treatment due to the treatment-unrelated cause which was the recurrence of lung cancer. 29, 20, 9 and 2 patients simply entered the study too late to make it to 32, 24, 16 and 8 weeks by the end of the study, respectively. Supplemental Table I. Adverse events in the total patient population. Data are expressed as absolute number (percentage).
DOI: 10.17632/x49n5w2t3h
title: Carotid Intima-Media Thickness (CIMT) for Cardiovascular Risk

description: The dataset contains 23 features like AGE, SEX, DURATION OF DM, FAMILY H/O, SMOKING, ALCOHOL, OHA, INSULIN, BMI, WHR, FBS, PPBS, HbA1C, TC, TG, LDL, HDL, VLDL, DYSLIPIDEMIA, B UREA, S CREATININE, CIMT in mm, RISK
DOI: 10.15468/dl.dn2ufh
title: Occurrence Download

description: A dataset containing 18660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crotalus Linnaeus, 1758"
 ]
}

 The dataset includes 18660 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012884-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bd5m7tf5yr
title: GPU accelerated Monte Carlo simulation of high-intensity pulsed laser-electron interaction

description: We present a new Monte Carlo code for simulating strong field QED effects in high intensity Laser-Electron collisions, accelerated by massively parallel computations on GPUs. The numerical simulation tool is paired with a separate code which solves the Stratton-Chu vector diffraction integrals given the incoming beam on the focusing mirror, to more accurately describe the electromagnetic field at the focus of the mirror.
DOI: 10.17632/nzb653783h
title: Microbiota-associated metabolic reprograming influenced clinical outcome in the randomized dendritic cell-based clinical trial in stage III melanoma

description: Metabolomics data.
DOI: 10.5061/dryad.3qk53
title: Data from: Linking genetic and environmental factors in amphibian disease risk
DOI: 10.17632/js42k7vxpt
title: Correlation of Carrying angle on hand grip strength pinch strength upper limb strength wrist function in young adults

description: The carrying angle, formed by the arm and forearm, influences hand function and upper limb strength. However, research is limited on how an increased carrying angle, common in young individuals, impacts grip strength, pinch strength, upper limb strength, and wrist function. This study explores this gap, to understand how increased carrying angle affects these aspects of upper limb function. This knowledge can improve clinical assessments and guide rehabilitation strategies for various elbow conditions. This study aimed to investigate the impact of increased carrying angle on hand grip and pinch strength, upper limb strength, and wrist function in young adults. This cross-sectional study recruited young adults (18-24 years old) with an increased carrying angle at a physiotherapy lab in India. Participants with no elbow or wrist issues were recruited (n=266). Carrying angle, hand grip strength, pinch strength, and wrist function were assessed using a universal full-circle goniometer, dynamometer, pinch meter, and patient-rated wrist evaluation (PRWE) respectively. The seated push-up test was used to evaluate upper limb strength. Statistical analysis was done to determine if the increased carrying angle affects these measurements. The study investigated the effect of increased carrying angle on grip and pinch strength, upper limb strength, and wrist function in 266 young adults. While there wasn't a significant link between carrying angle and upper limb strength or perceived wrist function, a weak but significant negative correlation was found between carrying angle and both hand grip strength and pinch strength. This suggests that increased carrying angle may decrease grip and pinch strength in young adults. These findings can inform clinical assessments of elbow conditions. This study found that increased carrying angle in young adults is associated with decreased hand grip and pinch strength, but not upper limb strength or wrist function. This suggests potential muscle weakness with increased carrying angle, warranting further investigation for improved clinical assessments.
DOI: 10.17632/kxt9df6ngg
title: Hydrochemical properties and major chemical constituents of water samples and chemical and isotopic data of gas samples from the thermal springs in the intersection between the Xiaojiang fault and the Red River fault

description: The database contains physico-chemical parameters (pH, temperature, and electrical conductivity) of thermal water, major ion concentrations (Na+, K+, Ca2+, Mg2+, F-, Cl-, SO42-, HCO3-, and CO32-), SiO2, δ2H, δ18O, bubbling gas concentrations (He, CO2), and isotope compositions(He, Ne and C) that support the special tectonic activity characteristics in the intersection between the Xiaojiang fault and the Red River fault.
DOI: 10.6084/m9.figshare.25904107.v1
title: Trends in drug development for rare and intractable diseases based on the KEGG NETWORK

description: The code and dataset used for the study on "Trends in drug development for rare and intractable diseases based on the KEGG NETWORK"
DOI: 10.17632/f7p7d4wvcb
title: Field Data 2023

description: The data were collected to investigate the potential influence of computer-based simulations on students' attitudes and academic achievement among Rwandan secondary schools. The results show that students' academic achievement and attitudes have improved.
DOI: 10.17632/7fbkf6y7gv
title: CuZn37 multiaxial fatigue data

description: The file contains experimental data on the strain-controlled multiaxial fatigue tests of CuZn37 brass. It includes also the input data for the fatigue life prediction based on the Gaussian process regression.
DOI: 10.17632/hrbxpk4dh9
title: BFI-10 Personality Traits Dataset of Sikkim Students for Career Recommendation

description: This study investigates the trends in career interests among higher secondary school students across all districts of Sikkim, India. The data collection involved students from grades 9, 10, 11, and 12. A career interest scale, developed based on standard Five factor model (Big Five Inventory-10), was utilized as the primary instrument.
DOI: 10.17632/4nznnrk8cg
title: Data for Postpartum Depression Prediction in Bangladesh

description: This dataset (n=800) explores risk factors for postpartum depression (PPD) in Bangladesh. Data was collected from postpartum women (birth within 24 months) across various locations (health complexes, hospitals, clinics, and rural areas and residential areas in major cities). Participation was voluntary and required informed consent.

The dataset includes sociodemographic (age, residence, education, marital status, occupation, income), familial (husband's education/income, family type, household members, relationship with family), personal health (addiction, children, pregnancy history, abuse, depression history, chronic diseases), and neonatal health-related variables (pregnancy details, birth details, newborn health, postpartum feelings) variables. For depression screening, PHQ-2, EPDS, and PHQ-9 scores are included.

The data was digitized after collection. This dataset can be used to investigate the prevalence of PPD, identify risk factors, and develop predictive models. Limitations include self-reported data, screening tools vs. diagnosis, and potential sampling bias. 
The dataset has shown, about 44% of the participants are in the risk of high level of postpartum depression, based on the EPDS scoring and 28% of the participants are in the risk of sever and moderately severe postpartum depression, based on the PHQ-9 scoring.
DOI: 10.17632/dv5thvk85v
title: TRAF2 saxs B1
DOI: 10.17632/d5pb6tnrg5
title: The order set for the study of item storage assignment problem in RMFS

description: The order set can be used in the study of the item storage assignment problem in RMFS.
The order set includes four data files.
Small.mat is a customer demand order set in a small-scale warehouse. The order set contains 1000 orders and 10 SKUs.
Standard.mat is a customer demand order set in a standard-scale warehouse. The order set contains 10000 orders and 100 SKUs.
Medium.mat is a customer demand order set in a medium-scale warehouse. The order set contains 100000 orders and 200 SKUs.
Large.mat is a customer demand order set in a large-scale warehouse. The order set contains 1000000 orders and 500 SKUs.
DOI: 10.17632/mcn4x2kmwn
title: Materials for "Downward Terrestrial Gamma-ray Flash Associated with Collision of Lightning Leaders"

description: # Materials for "Downward Terrestrial Gamma-ray Flash Associated with Collision of Lightning Leaders"

## About

This data repository contains data and materials used for Wada et al. "Downward Terrestrial Gamma-ray Flash Associated with Collision of Lightning Leaders", Science Advances (2025). If you have any questions or comments, please contact the corresponding author of the paper.

## Datasets

This dataset includes
- Gamma-ray data
- Radio-frequency data
- Optical images

Data are provided in the CSV, NPZ, or PNG format. NPZ is a data format readable with Python. Please see "readme.txt" in figure3 for detail.

## Contact
Yuuki Wada (Graduate School of Engineering, Osaka University) 
wada (at) yuuki-wd.space
DOI: 10.17632/yzxrr2wty9
title: Data for: Ownership Structure and Market Efficiency: Stockholder/Manager Conflicts at the Dawn of Japanese Capitalism
DOI: 10.17632/2tszc4gvps
title: Exploring EFL Learner Resilience: Developing and Validating L2 Resilience Scale and Exploring its Association with L2 Buoyancy and Language Achievement

description: Data are: interview contents, the newly designed questionnaire, the data of MAXQDA
DOI: 10.17632/7mwp9998hg
title: Replication Package for Understanding the Strength of the Dollar

description: Replication Package for "Understanding the Strength of the Dollar" by Zhengyang Jiang, Robert J. Richmond, and Tony Zhang

The code in this replication package imports the raw data, constructs data panels by merging this data, estimates the models, and builds all of the tables in the paper. The file Run.R contains a sequential list of programs that need to be run for replication. All code is written in R.
DOI: 10.17632/7fdnmch6tz
title: Tingyu Zhao1

description: the data of digital technology innovationand corporate ESG performance.
DOI: 10.6084/m9.figshare.24971907.v1
title: Proteomics data

description: Proteomics data
DOI: 10.17632/7yw7fj7p5w
title: Big Fish in Thin Markets: Competing with the Middlemen to Increase Market Access in the Amazon

description: These codes and datasets can be used to replicate the analyses in the paper, "Big Fish in Thin Markets: Competing with the Middlemen to Increase Market Access in the Amazon."
DOI: 10.17632/dtpppbwz2d
title: The influence of different fermentation conditions on the preparation of carbon sources from kitchen waste to enhance the removal of pollutants in sewage

description: The data includes a research and analysis of the properties of kitchen waste, the control of the fermentation process for preparing efficient carbon sources from kitchen waste, the differences in fermentation products caused, and the impact of the different products on the removal of pollutants in sewage.