cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dmdn2ph3x2.1
title: Collier: a fortran-based Complex One-Loop LIbrary in Extended Regularizations

description: We present the library COLLIER for the numerical evaluation of one-loop scalar and tensor integrals in perturbative relativistic quantum field theories. The code provides numerical results for arbitrary tensor and scalar integrals for scattering processes in general quantum field theories. For tensor integrals either the coefficients in a covariant decomposition or the tensor components themselves are provided. COLLIER supports complex masses, which are needed in calculations involving unstable particles. Ultraviolet and infrared singularities are treated in dimensional regularization. For soft and collinear singularities mass regularization is available as an alternative.
DOI: 10.17632/kpjjvg39k3.4
title: Gossip, Sabotage, and Friendship Network Dataset

description: Data were collected from a Men’s and Women’s collegiate crew team members from a small liberal arts college. Participants (N = 44) reported information about how often they gossip about members of the team (positively, negatively), who they have had hooked-up with on the team, who they consider to be friends with on the team, whether they have to sabotaged or been sabotaged by any teammates, their well-being and feelings of loneliness.
DOI: 10.17632/rrv8pbxrxv.1
title: BanglaView: A Bangla Image Captioning Dataset

description: Image description is a more crucial part of the artificial intelligence world because it covers two important sectors, which are computer vision and natural language processing. As the proficiency of computers in interpreting visual data and converting it into textual forms has advanced, there has been a notable surge in research enthusiasm for endeavors such as automated image description in recent years. Although the majority of research efforts are concentrated on the English language within monolingual contexts, less attention has been directed towards resource-constrained languages like Bangla. This oversight primarily stems from the absence of standardized datasets for such languages. To overcome the limited availability of Bangla image captioning data, we propose BanglaView, a novel dataset inspired by Flickr30k. Here, English captions are translated into Bangla using Google Translate and refined by expert annotators. The BanglaView dataset contains a total of 31,783 images with 1,58,915 sentences. The total words, unique words, sentence length mean, and sentence length variance of the BanglaView dataset are 16,68,322, 26,348, 10.49, and 20.82. Each image in these datasets comes with five accompanying descriptions. Native Bangla speakers who are fluent in both Bangla and English painstakingly created the annotations. To maintain high standards, a team of professionals performed review and post-processing to ensure the dataset's quality.
DOI: 10.17632/s6ws5r3xnj
title: Pharmacokinetic study and metabolite identification of Colistin sulfate in rats

description: Table 1：Drug concentration of Colistin in plasma and tissue of rats.After intravenous injection of colistin (6 mg/kg), distribution peaked in the kidney at (125.8 ± 22.55) μg/mL, indicating it as a primary biotransformation site. Liver and lung levels exceeded plasma, while heart and spleen levels were low. No colistin was detected in the intestine.
Table 2：Residual percentage of Colistin at different time points in the in vitro incubation model (Mean ± SD，n=3).The t1/2 and CLint values in liver, kidney, and lung models varied, with lung showing the slowest elimination. Microsomes exhibited slower elimination than tissue homogenates, and kidney and liver microsomes had similar t1/2 and CLint values despite differences in degradation.
DOI: 10.17632/hrccnpvwnk
title: channel_256ant_256ant

description: It is the 256*256 mmWave channel in the urban-macro scene generated using QuaDRiga.
DOI: 10.17632/m6vv9k9gcd.5
title: Urban Building Energy Stock Datasets

description: This dataset comprises over 1 million records of residential urban building stock, including types such as terraced houses, detached houses, semi-detached houses, and bungalows. It utilizes jEPlus as a parametric tool for physics-based simulations, combined with EnergyPlus for thermal simulation, and integrates DesignBuilder construction templates for generation. The dataset encompasses various building features, such as HVAC systems and building fabric properties (including U-values for walls, roofs, floors, doors, and windows). It also contains parameters related to heating, lighting, equipment, photovoltaic systems, and hot water energy demand.

For citation:
Usman Ali, Sobia Bano, Mohammad Haris Shamsi, Divyanshu Sood, Cathal Hoare, Wangda Zuo, Neil Hewitt, James O'Donnell. “Urban building energy performance prediction and retrofit analysis using data-driven machine learning approach”. Energy and Buildings, Volume 303, https://doi.org/10.1016/j.enbuild.2023.113768
DOI: 10.17632/f4wvkb4fdd.1
title: Block and Urban-Scale Building Clusters Energy Consumption Simulation Methods Research:Datasets

description: This study shared the GIS base map files of case study blocks used for simulation, as well as the energy consumption data provided by block management. It also provided the energy consumption data results from software simulation. Furthermore, this study offers a software template from the Chinese building information database for building energy consumption simulation, which is continuously updated and improved. This study will continuously update the latest database information.
DOI: 10.17632/ffysgft2ns.1
title: Indian Origin Flowers Dataset

description: The data comprises of comprehensive collection of flower images (i.e. 15044) sourced from various nurseries. Thus, the dataset includes 10 different categories of flowers. These images were captured using high-resolution cameras under varying lighting conditions, and from multiple perspectives to ensure clarity and consistency. Further data images underwent preprocessing steps to standardize their resolution, remove background noise, and enhance their visual quality. Additionally, the images were labeled with corresponding names and organized into a hierarchical folder structure based on their taxonomic classifications.The finalized dataset comprises a vast repository of flower images, encompassing a wide range of species and varieties.
DOI: 10.17632/99tnhs7xwj.2
title: Data for: STM2360 Encodes a D-Ornithine/D-Lysine Decarboxylase in Salmonella enterica serovar typhimurium

description: Supporting data for D-ornithine/D-lysine decarboxylase
DOI: 10.17632/h2359y9f9p.1
title: Data for: On the Nexus of Fertility and Debt

description: Dataset for On the Nexus of Fertility and Debt
DOI: 10.15468/dl.n34me9
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((58.83378 2.27208,95.16622 2.27208,95.16622 27.72792,58.83378 27.72792,58.83378 2.27208))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochlandra Thwaites"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009369-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bsmy5jjysy.1
title: Mobile-Captured Drug Packs

description: This dataset includes 2000 mobile-captured drug pack images. It is used as a part of a drug label data extraction research. The research is concerned with extracting drug data from packagings to be stored by patients in countries with no electronic medical records. The images in the dataset have the following characteristics:
1.	A total of 2000 images of drug packs are captured at different angles.
2.	Backgrounds are made of paper, cloth, and plastic.
3.	No transparent, reflexive, or patterned backgrounds.
4.	140 images were captured with flash on.
5.	1860 images were captured in different lightning conditions and without the use of a flash.
6.	Drug packs only were captured. Nothing was captured without its pack.
7.	Captured drug packages contain tablets, capsules, syrups, creams, ampoules, gels, drops, ointments, and other types.
8.	166 drug packages were captured.
9.	Images were taken using 7 devices:
•	Huawei P30 Lite
•	Huawei Cun-L21
•	Samsung A50
•	Samsung A30s
•	Oppo A9 2020
•	Realme 6
•	iPhone XS Max
10.	The images are in the following resolutions:
•	3264 x 2448 pixels – 72 dpi
•	1920 x 1080 pixels – 72 dpi
•	2336 x 1080 pixels – 72 dpi
•	4224 x 5632 pixels – 96 dpi
•	6944 x 9280 pixels – 72 dpi
•	899 x 1599 pixels – 96 dpi
•	3024 x 4032 pixels – 72 dpi
11.	Some drug packs have handwriting.
12.	Some images contain shadows and flash burns.
13.	Some images were resized or compressed.
DOI: 10.17632/3ffp863bs8.1
title: Grant Soderbery JIE Replication

description: The attached files and folders fully replicate Grant and Soderbery (2024) in the JIE. The included replication_instructions.pdf outlines the necessary steps to follow for replication.
DOI: 10.17632/rcb56r2rvh.2
title: Proteomic analysis of senescent and non-senescent CHME-5 microglia.

description: In this experiment, senescent CHME-5 microglial cells were generated and their proteomes were compared to non-senescent CHME-5 microglial cells. Compared to non-senescent cells, a detailed proteomic analysis using SWATH-MS identified 201 proteins that were significantly downregulated and 127 that were significantly upregulated in senescent cells.
DOI: 10.17632/r7bthvstxw.1
title: Vehicle Type Image Dataset (Version 1): VTID1

description: The main objective for the use of an image dataset was to examine the five vehicle types of motor vehicles that were the most commonly used ones in Thailand (sedan, hatchback, pick-up, SUV, and van). The recording devices to collect the images were part of a video surveillance system located at Loei Rajabhat University in Loei province, Thailand. The collection process took place during the daytime for four weeks between July and December 2018. Two cameras were installed at the front gate of the university. However, a small number of van images was produced in the dataset compared to the number of images of the other four vehicle types. Because of this, the researchers decided to add other vehicle-type images such as those of motorcycles into the van group and changed the name of the group to "other vehicles" to increase diversity. Finally, the first dataset called "Vehicle Type Image Dataset (VTID)" had a total of 1,410 images that could be separated into vehicle types as follows; 400 sedans, 478 pick-ups, 129 SUVs, 181 hatchbacks, and 122 other vehicle images. Each image was collected using the 224x224 pixel resolution.
DOI: 10.17632/bhmdr45bh2.2
title: The IQ-OTHNCCD lung cancer dataset

description: The Iraq-Oncology Teaching Hospital/National Center for Cancer Diseases (IQ-OTH/NCCD) lung cancer dataset was collected in the above-mentioned specialist hospitals over a period of three months in fall 2019. It includes CT scans of patients diagnosed with lung cancer in different stages, as well as healthy subjects. IQ-OTH/NCCD slides were marked by oncologists and radiologists in these two centers. The dataset contains a total of 1190 images representing CT scan slices of 110 cases (see Figure 1). These cases are grouped into three classes: normal, benign, and malignant. of these, 40 cases are diagnosed as malignant; 15 cases diagnosed with benign; and 55 cases classified as normal cases. The CT scans were originally collected in DICOM format. The scanner used is SOMATOM from Siemens. CT protocol includes: 120 kV, slice thickness of 1 mm, with window width ranging from 350 to 1200 HU and window center from 50 to 600 were used for reading. with breath hold at full inspiration. All images were de-identified before performing analysis. Written consent was waived by the oversight review board. The study was approved by the institutional review board of participating medical centers. Each scan contains several slices. The number of these slices range from 80 to 200 slices, each of them represents an image of the human chest with different sides and angles. The 110 cases vary in gender, age, educational attainment, area of residence and living status. Some of them are employees of the Iraqi ministries of Transport and Oil, others are farmers and gainers. Most of them come from places in the middle region of Iraq, particularly, the provinces of Baghdad, Wasit, Diyala, Salahuddin, and Babylon.
DOI: 10.17632/x5njxrdpm5.2
title: A Study of Post-transcriptional m6A Modification. Tang et al.

description: Here, we develop 4sU-m6A-level and isoform-characterization sequencing (4sU-m6A-LAIC-seq) and 4sU-GLORI, designed to quantify the m6A levels for both newly synthesized and steady-state RNAs at transcript and single-base-resolution levels, respectively, which enable dissecting the relationship between m6A modification and alternative RNA polyadenylation. Unexpectedly, our results show that many m6A addition events occur post-transcriptionally, especially on transcripts with high m6A levels. Importantly, we find higher levels of m6A on shorter 3′UTR isoforms, which likely result from sequential polyadenylation of longer 3′UTR isoforms with prolonged nuclear dwelling time. Therefore, m6A modification can also take place post-transcriptionally to intimately couple with other key RNA metabolism processes to establish and dynamically regulate the epi-transcriptomics in mammalian cells. Please refer to the manuscript titled "Nuclear Retention Coupled with Sequential Polyadenylation Dictates Post-transcriptional m6A Modification in the Nucleus" for more details.
DOI: 10.17632/7jhrkt7ryk.1
title: SPSS FILE

description: Data is based on factor analysis of newly developed tool for professionalism assessment
DOI: 10.17632/84ssf82594.1
title: Excel Pricing Workbook: Bond Option Pricing using the Vasicek Short Rate Model

description: Excel Pricing Workbook & Market Data
DOI: 10.17632/4ysznh6gmk.1
title: Household Survey on Energy Poverty

description: The data for this study is sourced through household surveys by administering semi-structured questionnaires to rural households in Kano State of Nigeria through face-to-interview. The questionnaire was developed based on the review of the existing literature. The dataset involves information regarding the households' demography and socioeconomic information. However, information concerning household energy consumption is available in the dataset
DOI: 10.17632/db35fj73x5.1
title: DS-COMB-SEG-BEEHOPE

description: Dataset created for the application of the semantic segmentation technique in comb images.
DOI: 10.17632/92d7yc7sv3.1
title: Aggressive males are more attractive to females and more likely to win contests in jumping spiders

description: Consistent interindividual differences in behaviour (i.e. personality) and intraindividual variability in behaviour (higher intraindividual variability means lower behavioural predictability) are common across animal taxa. However, how the personality and behavioural predictability of males and females influence female mate choice and male–male competition remains poorly understood. Here, we investigated this in the jade jumping spider, Siler semiglaucus. After assessing the level of aggression (an individual’s average aggression) and aggression predictability (the variability around average aggression within an individual) of both S. semiglaucus males and females, we performed female mate choice trials to test whether aggression and aggression predictability in females, males or both would affect female mate choice. We also conducted male contest trials to test whether male aggression or aggression predictability would influence the outcomes of male contests. We found that both females and males showed consistent interindividual differences in aggression, and aggressive spiders were more predictable than less aggressive ones. Despite a positive correlation between aggression and predictability, male aggression predicted female mate choice better than aggression predictability. Females showed a directional preference for aggressive males over docile males regardless of female aggression or aggression predictability. Predictable aggressive males were also more likely to win contests. Our results suggest that both female mate choice and male–male competition favour males with high aggression, and thus total sexual selection that acts on male aggression may be reinforcing. These findings also highlight that male S. semiglaucus with a higher level of aggression may have better reproductive performance.
DOI: 10.15468/dl.48wjsa
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterocarya fraxinifolia (Poir.) Spach",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 266 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009370-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4cf2p3mgpc.1
title: Ethnobotany Data DR Congo Pathy Kibungu UGent

description: List of medicinal plant species used by traditional healers from the Kongo community in the terroirs of Kisantu and Mbanza-Ngungu in Kongo-Central Province (DR Congo), gathered from June 2017 until February 2018 and from February until April 2019, using ethnobotanical surveys with 188 phytotherapists.
DOI: 10.17632/3fwkjvhj8p.1
title: The Madelung potential and electric field intensity for a sodium chloride and for a caesium chloride lattice.

description: Title of program: CS CL MADELUNG FIELD Catalogue Id: ACMB_v1_0 Nature of problem This version of subroutine MDLG calculates the electrostatic potential and the components of the electrostatic field at an arbitrary point in space within an infinite array of positive and negative point charges arranged in the form of a CsCl-type lattice. Versions of this program held in the CPC repository in Mendeley Data ACMB_v1_0; CS CL MADELUNG FIELD; 10.1016/0010-4655(70)90044-5 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/jx32k7hmyb.1
title: Dataset of Mazovian (Poland) Road Network for Graph Neural Networks

description: This dataset was developed for the project of analyzing the transport network in the Mazowieckie Voivodeship and comprises a wide range of traffic-related information. The data were collected from various sources, including road technical quality and road incident data from the Polish General Directorate for National Roads and Motorways, travel time information from Google Maps, data obtained from reverse geocoding, population density data from the GUS database, and specific weather conditions for roads.

Key Features of the Dataset:

Multidimensional Information: The dataset includes information on the date, days of the week, holidays, time (in minutes), and various temporal parameters (T1 - T24).

Road and Node Identifiers: Each record contains identifiers for the road (roadId), the start node (start_node), and the end node (end_node).

Traffic Factors: It includes key traffic information such as the traffic factor (trafficFactor), midlongitude and midlatitude of the road segment (midLongitude, midLatitude), and details about the number of lanes, road width, presence of two-way traffic (two_ways), and traffic density (density).

Weather Conditions: The dataset accounts for various weather conditions, including heavy rain, partial rain, no rain, partial clouds, heavy clouds, clear sky, storms, and fog.

Prediction Outcomes: Data include results on traffic speed (result_speed) and conditions such as shuttle traffic (result_shuttle), full (result_fullyclosed) and partial (result_partiallyclosed) road closures, and the presence of traffic lights (result_trafficlight).

Data Collection Period:

Traffic data were collected from May 25, 2022, to June 22, 2022, providing a comprehensive view of traffic conditions over a nearly one-month period.
Data Preparation Process:

The collected data were unified and processed to create one large CSV file.
This file was then divided into 384 smaller files, each representing the state of the transport network at a specific moment.
This dataset forms a comprehensive basis for analyzing and forecasting traffic conditions, offering extensive possibilities for use in machine learning models.
DOI: 10.17632/s3wm2sgjjb.2
title: Database of Renewable Mini-Grid Projects for Rural Electrification

description: The existing evidence on the use of renewable mini-grids in rural electrification is rather limited and compartmentalized across different pilot projects. The dataset included here consists of detailed information on 104 rural renewable electrification projects across the globe for decision-makers who want to design evidence-based projects. The data on each mini-grid is triangulated and verified from at least two different sources. The dataset can be used to analyze the factors that influence project costs and success, among a rich list of information including the date of installation, the project ownership structure, the types and sizes of installed technologies and storage, the country of installation, the project capacity, and the presence of demand management systems. The complete list of primary sources is included in the dataset, along with the commands and output from a descriptive study and two regression analyses conducted in the Stata software as example use cases.
DOI: 10.17632/ntkwcv22y8
title: Three-dimensional velocities induced by wind and ship activity in the near-bottom regions of Lake Taihu

description: The three-dimensional current velocities (u1, u2, and w) in the lower and upper layers at the monitoring point were measured using a Nortek ADV, with a sampling frequency of 100 Hz. ADV was positioned 5 cm above the lakebed, and mounted on a bottom-mounted holder, facing downward. In this research, the horizontal flow was redistributed into the main stream u1 (x-direction) and the transverse flow u2 (y-direction), based on statistical analysis. The vertical velocity, w, represented flow in the z-direction, with upward movement considered positive. The field survey aimed to discern disparities between wind- and ship-induced disturbances. Data measured under wind influence were collected on July 26, 2018, with wind speeds ranging from 0 to 11 m/s. On July 27, 2018, we conducted 12 different shipping experiments. The shipping scenarios included a full-load (FL) and an unladen (NL) ship, with draughts of 1.8 m and 0.65 m, respectively, passing at distances of 20, 40, and 60 meters from the monitoring point at two speeds: 5 km/h and 10 km/h. The ship used in the field survey is a commonly used freighter in Lake Taihu, characterized by a length of 32 meters, a width of 6.1 meters, and a height of 2.3 meters, with a full-load tonnage of 300 tons. To minimize wind disturbances during the shipping experiments, we selected a period with the minimal wind (vwind = 1.0 m/s).
DOI: 10.17632/zg45sccpd8.1
title: Hackathon Data

description: The data represents survey responses from software engineering students participating in 2 hackathons. The first hackathon consists of 2nd-year Undergraduate Software Engineering Students and the second hackathon consists of 1st year Masters Software Engineering students. The survey(s) were distributed after each hackathon in March 2021 and July 2021. The surveys consist of multiple-choice, Likert-Style and open-ended questions addressing students' hackathon experience, self-reflection of knowledge and application of various software engineering best practices. 

The images are examples of UML Diagram submitted by consenting participants for the Summer Hackathon.