cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29118791.v1
title: FDTransformer: A Firn Density Prediction Framework Combining a Sequence Self-attention Transformer Network with Firn Densification Physics——Dataset

description: The original training data and predicted firn density data of the FDTransformer, as well as the associated analysis code.
DOI: 10.6084/m9.figshare.777835.v2
title: Patterns in Roman Inscriptions

description: To accompany blogpost on Electric Archaeology, 'Patterns in Roman Inscriptions'
DOI: 10.17632/2v33k2xsbw
title: Modified day/night number of lightning strokes over the US region.

description: The monthly number of lightning strokes over the US region between 2006 and 2010. This data is derived from the WWLLN database. The number of lightning strokes in each month is multiplied by a year-dependent factor so that the number of lightning strokes in each year is equal to the number of lightning strokes in 2010. There are two files, one file corresponding to DEMETER daytime data (between 9:30 and 11:30 LT) and the other file corresponding to nighttime data (between 21:30 and 23:30 LT).
DOI: 10.17632/j25v8xx4wz
title: LINF_180021300

description: Zinc finger (RING-type)-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.6084/m9.figshare.4684924.v2
title: Image of random root systems

description: Image of random root systems
DOI: 10.17632/6bhznm5v8b
title: Varietal Dataset of Brinjal (Eggplant) from Kitchen Gardens in Eastern Uttar Pradesh, India

description: Varietal Dataset of Brinjal (Eggplant) from Eastern Uttar Pradesh, India is reported here. This species can be used as an important vegetable for kitchen garden and nutrition security. Data were collected through direct observation, field visits and surveys and also by cultivation in experimental field. Data regarding local distribution were collected from extensive field survey while national and global distribution were collected from literature and distribution maps were developed accordingly. The data can be used for breeding and crop improvement program, conservation and local food and nutrition security.
DOI: 10.17632/6r865wbgc7
title: Supplement for Evaluation of Hair Regrowth after Minoxidil and Dutasteride Tattooing in Men with Androgenetic Alopecia

description: Supplement to JAAD manuscript, 2023.
DOI: 10.5281/zenodo.15565405
title: Lithological types of seafloor sediments, Western Black Sea, DOORS Cruise 1, 2 (leg-2) & 3 (MN240, MN249, MN256)

description: The dataset contains sedimentological descriptions of Holocene and Upper Pleistocene seafloor sediments in the Western Black Sea (Romanian and Bulgarian EEZ) collected during DOORS cruises (MN240, MN249, MN256), 2023-2024. Sampling was performed using Van Veen Grab, multicorer and gravity сorer from seafloor depths from 25 m to 2123 m.
DOI: 10.5281/zenodo.15565406
title: Lithological types of seafloor sediments, Western Black Sea, DOORS Cruise 1, 2 (leg-2) & 3 (MN240, MN249, MN256)

description: The dataset contains sedimentological descriptions of Holocene and Upper Pleistocene seafloor sediments in the Western Black Sea (Romanian and Bulgarian EEZ) collected during DOORS cruises (MN240, MN249, MN256), 2023-2024. Sampling was performed using Van Veen Grab, multicorer and gravity сorer from seafloor depths from 25 m to 2123 m.
DOI: 10.6084/m9.figshare.28738172.v1
title: Syngas biomethanation using trickle bed reactor, impact of external hydrogen addition at high loading rate.xlsx

description: Syngas is a mixture of CO, CO<sub>2</sub>, and H<sub>2</sub> produced from gasification carbon-containing feedstocks. Syngas can be biologically converted into methane (CH<sub>4</sub>) using microbial consortia at lower energy input compared to conventional catalytic processes called syngas biomethanation. However, challenges such as H<sub>2</sub> limitation, poor gas solubility, and cell damage from mechanical agitation impact conversion efficiency. Trickle bed reactors (TBRs) offer a promising solution to these challenges by enhancing gas-liquid transfer through biofilm formation on packing material while minimizing shear stress, thus improving CH<sub>4</sub> productivity. Accordingly, this study investigated the effect of external hydrogen (H<sub>2</sub>) injection on syngas biomethanation using two thermophilic TBRs at 51 ˚C. One TBR (TBR Control) was fed with syngas containing 15% CO, while the other received additional H<sub>2 </sub>(TBR Test). Both TBRs effectively converted syngas to CH<sub>4</sub>, but TBR Test achieved higher performance, with over 90% CH<sub>4</sub> conversion efficiency at a gas loading rate of 15 m<sup>3</sup>/m<sup>3</sup>·d and a peak CH<sub>4</sub> production rate of 4.5 mmol/L_bed·h at 20 m<sup>3</sup>/m<sup>3</sup>·d. Volatile fatty acid concentrations remained low. 16S rRNA sequencing analysis showed dominance of <i>Methanobacterium</i>, indicating methanogenesis-driven activity. Overall, the study highlights the benefit of H<sub>2</sub> injection during syngas biomethanation and suggests future work should focus on optimizing reactor control to further enhance capacity.
DOI: 10.17632/ffr6869fr7
title: Data on different particulate matter profiles produced in laboratory from construction activity and outdoor monitoring

description: PM1, PM2.5, and PM10 data from construction activity in lab and outdoor monitoring using low-cost sensors Alphasense OPC-N3, Soarability Sniffer4d V2, and Plantower PMS5003
DOI: 10.6084/m9.figshare.12560687.v1
title: Additional file 5 of Discovery of CD80 and CD86 as recent activation markers on regulatory T cells by protein-RNA single-cell analysis

description: Additional file 5: Table S4. Summary statistics of the differentially-expressed markers in the combined resting and in vitro stimulated CD4+ T-cell dataset.
DOI: 10.17632/dm6pgs47cp
title: Data for: What's in a Shape? Evidence of Gender Category Associations With Basic Forms

description: Data for Stroessner, S.J., Benitez, J., Perez, M.A., Wyman, A.B., Carpinella, C.M., & Johnson, K.L. (Under review). What's In a shape? Evidence of gender category associations with basic forms.
DOI: 10.6084/m9.figshare.17426843.v1
title: Supplementary Material for: Simultaneous Ipsilateral “Floating Hip” with Hip Dislocation and Femoral Neck and Shaft Fractures Associated with “Floating Knee” Injuries with Patella Fracture and Traumatic Sciatic Nerve Injury

description: Simultaneous ipsilateral “floating-hip” and “floating-knee” injuries are very rare and severe, and they occur in high-velocity road traffic accidents. A 55-year-old man presented with posterior wall fracture – dislocation of the acetabulum, complete fracture – dislocation of the femoral head, ipsilateral femoral shaft fracture, open patellar fracture, Gustilo type II, tibial fracture, and traumatic sciatic nerve injury/peroneal division. Given the fact that hip dislocation is an orthopedic emergency, we first did closed external tibial fixation, femoral head reduction, osteosynthesis of the acetabular fracture, and partial patellectomy. After 2 days, the patient underwent a second surgery; fixation of the neck and femoral shaft fractures was done, with a self-dynamic internal fixator. After 14 months from the injuries, radiographs show complete healing of all fractures, the patient walks independently without crutches, and the peroneal nerve is partially recovered. Despite the seriousness of the presented injuries, we did not have any complications, and 14 months after the injury, the femoral head is still viable, with no signs of femoral head osteonecrosis.
DOI: 10.6084/m9.figshare.25367746.v1
title: <i>花椒 bungeanum Maxim </i>果皮.zip

description: <b>挥发性成分的化学分类变化 </b><b>花椒</b><b> </b><b>蹦根</b><b> peel and effects of climate on volatile components</b>
DOI: 10.6084/m9.figshare.25802584.v2
title: romantic relationship, emotional reg.eating attitude.xlsx

description: <pre>This study aimed to examine the relationships between romantic relationship satisfaction, eating attitudes and cognitive emotion regulation. After the theoretical basis of the study was established, statistical analyzes were carried out using structural equation modeling.</pre>
DOI: 10.6084/m9.figshare.9787511.v1
title: Fig 5- Syringeability test_12-HSA and 12-HSA T80_raw data

description: Syringeability tests for 12-HSA and 12-HSA T80 organogels<br>
DOI: 10.17632/jw5bgshtvg
title: Mozilla browser front-end software requirements and test scripts dataset

description: This dataset is compiled from various software tests written by the Mozilla Front-End QA team for the areas of the Mozilla browser with which users directly interact.
R-set file is composed of 184 software requirements with RequirementID (R-XYZ) and RequirementContent columns. 
T-set file contains the corresponding test scripts with TestCaseID (TC-XYZ) and TestCaseContent columns, e.g., TC-XYZ to R-XYZ. Each test case content includes the following information: Initial Conditions (if any), Steps/Description, Expected Results.
This dataset can be used for any software requirement and test case coverage/traceability studies.

Link to raw data source: https://www-archive.mozilla.org/quality/browser/front-end/
DOI: 10.17632/p4c4j2968b
title: Dataset on AI vs. Human Teacher Interaction Effects on Children's Communication: A Sociopragmatic Perspective

description: This dataset originates from a study titled “Exploring the Impact of AI vs. Human Teacher Interactions on Children’s Communication Skills: A Sociopragmatic Perspective.” It investigates how AI-mediated and human teacher-mediated interactions influence communication skills in children aged 4-6 using a mixed-methods approach. The dataset includes quantitative assessments from observational checklists and qualitative insights from semi-structured interviews. The AI agent, Kapten Budi, was programmed for structured educational interactions, while human teacher sessions mirrored similar conditions. Findings reveal the distinct benefits of AI and human-led methods in developing sociopragmatic behaviors like politeness, turn-taking, and non-verbal cues, enhancing the understanding of communication and language development in early childhood education.
DOI: 10.5281/zenodo.15565349
title: Grain size of seafloor sediments, deep-sea station (S4), Eastern Black Sea, DOORS Cruise 3 (MN256)

description: The dataset contains grain size fraction distribution data for Holocene and Upper Pleistocene seafloor sediments from the Eastern Black Sea (Georgian EEZ), collected from a gravity core from deep-sea station S4 (seafloor depth  1062 m) during DOORS cruise 3 (MN256), 2024. Analyses were performed using a Mastersizer-3000 diffractometer.
DOI: 10.5281/zenodo.15565350
title: Grain size of seafloor sediments, deep-sea station (S4), Eastern Black Sea, DOORS Cruise 3 (MN256)

description: The dataset contains grain size fraction distribution data for Holocene and Upper Pleistocene seafloor sediments from the Eastern Black Sea (Georgian EEZ), collected from a gravity core from deep-sea station S4 (seafloor depth  1062 m) during DOORS cruise 3 (MN256), 2024. Analyses were performed using a Mastersizer-3000 diffractometer.
DOI: 10.6084/m9.figshare.28904693.v1
title: Karyotype_results_MGH3066.pdf

description: Report of Cytogenetic analysis from twenty-five G-banded metaphase spreads of the HG008-T cell line from MGH passage 31.
DOI: 10.6084/m9.figshare.4569991.v1
title: Supplementary Material for: Cystic Gene Dosage Influences Kidney Lesions After Nephron Reduction

description: Cystic kidney disease is characterized by the progressive development of multiple fluid-filled cysts. Cysts can be acquired, or they may appear during development or in postnatal life due to specific gene defects and lead to renal failure. The most frequent form of this disease is the inherited polycystic kidney disease (PKD). Experimental models of PKD showed that an increase of cellular proliferation and apoptosis as well as defects in apico-basal and planar cell polarity or cilia play a critical role in cyst development. However, little is known about the mechanisms and the mediators involved in acquired cystic kidney diseases (ACKD). In this study, we used the nephron reduction as a model to study the mechanisms underlying cyst development in ACKD. We found that tubular dilations after nephron reduction recapitulated most of the morphological features of ACKD. The development of tubular dilations was associated with a dramatic increase of cell proliferation. In contrast, the apico-basal polarity and cilia did not seem to be affected. Interestingly, polycystin 1 and fibrocystin were markedly increased and polycystin 2 was decreased in cells lining the dilated tubules, whereas the expression of several other cystic genes did not change. More importantly, <i>Pkd1</i> haploinsufficiency accelerated the development of tubular dilations after nephron reduction, a phenotype that was associated to a further increase of cell proliferation. These data were relevant to humans ACKD, as cystic genes expression and the rate of cell proliferation were also increased. In conclusion, our study suggests that the nephron reduction can be considered a suitable model to study ACKD and that dosage of genes involved in PKD is also important in ACKD.
DOI: 10.6084/m9.figshare.7262732.v1
title: PREDICTS site-level biodiversity data with estimates of community-average range size

description: This file contains the site-level data from the PREDICTS database (DOI: 10.5519/0066354), with measures of community-average range size of species, and also species richness
DOI: 10.17632/h74x89p68y
title: Proof of Fermat's Last Theorem

description: If Fermat’s Last Theorem were false, this would require either a conspiracy theory , or a quasi-conspiracy theory. “The conspiracy theory, of course, would be that mathematicians as a body know that Fermat’s Last Theorem is false, but do not want everyone else to know this, so they claim that they have verified the proof and found it valid, while in reality there are flaws in it and they know about them. The quasi-conspiracy theory would be that mathematicians as a body believe that Fermat’s Last Theorem is true, but that they consistently fail in their attempt to verify the proof. There is a mistake in it, but each time someone tries to verify it, they fail to notice the mistake. The reason to call this a quasi-conspiracy theory is that the most reasonable way for this to happen is if mathematicians as a body have motivations similar to the mathematicians in the case of the actual conspiracy, motivations that cause them to behave in much the same ways in practice. We can see this by considering a case where you would have an actual conspiracy. Suppose a seven year old child is told by his parents that Santa Claus is the one who brings presents on Christmas Eve. The child believes them. When he speaks with his playmates, they tell him the same thing. If he notices something odd, his parents explain it away. He asks other adults about it, and they say the same thing. The adults as a body are deceiving the child about the fact that Santa Claus does not exist, and they are doing this by means of an actual conspiracy. And in reality, this may be the only likely way for this to happen in the case of mathematics. But in other cases, there may be a more plausible mechanism to generate consistent mistakes, and this is wishful thinking of one kind or another. If mathematicians as a body want Fermat’s Last Theorem to be true and to be a settled question, they may carelessly overlook mistakes in the proof, in order to say that it is true. Technically they are not making a deliberate mistake. But in practice it is the lack of care about truth, and the interest in something opposed to truth, which makes them act as a body to deceive others, just as an actual conspiracy does.” The fact is, of course, that the proof of the Wiles is not widely accepted and understood, therefore it is a proof of conspiracy . However, the Last theorem of fermat as a theorem is correct, the healthy mathematical community expects a proof accessible at its average spiritual level so that it is a clear proof and within the real mathematical theories.
DOI: 10.17632/xhkxm327my
title: Karanda Leaf Disease Classification Dataset

description: Karanda (Carissa carandas), also known as Bengal currant or Christ's thorn, is a tropical fruit-bearing plant valued for its edible fruits and medicinal benefits. This dataset was created to support the detection and classification of diseases affecting Karanda leaves using image-based machine learning. All images were captured outdoors with a smartphone, reflecting real-world conditions and showing both healthy and diseased leaves under various lighting and environments. The goal is to help researchers and developers build AI models that can detect leaf diseases early, improve crop health monitoring, and support sustainable farming practices for Karanda and similar tropical plants.

Original Dataset
- Number of Images: 715
- Data Format: .jpg

Processed Dataset
- Number of Images: 715
- Data Format: .jpg

Augmented Dataset
- Number of Images: 7,000
- Data Format: .jpg

Augmentation Techniques Applied:
1. Rotation
2. Horizontal Flipping
3. Vertical Flipping
4. Brightness Enhancement
5. Contrast Adjustment
6. Image Blurring
7. Shearing
8. Zooming
9. Noise Injection

Applications:
- Enables AI-based early detection of Karanda leaf diseases to improve crop yield and reduce economic losses.
- Supports the development of automated classification systems for tropical plant species.
- Aids research in precision agriculture by enabling machine learning models to assess plant health visually.
- Provides a solid foundation for building robust, real-time plant disease detection solutions deployable in field conditions.
- Facilitates academic and industrial research on plant pathology using computer vision and deep learning.
DOI: 10.6084/m9.figshare.25815153.v1
title: Additional file 1 of Single-cell 3D genome structure reveals distinct human pluripotent states

description: Additional file 1: Fig S1. Transcriptome of naive and primed hESCs. Fig S2. Simulation of 3D structure of single-cell chromatin in naive and primed hESCs. Fig S3. Distinct 3D structures of chromosomes in naive and primed hESCs. Fig S4. Features of localization of marker gene locus and regulation in primed and naive hESCs. Fig S5. Fluorescence intensity distribution of epigenetic histone modifications in the nucleus. Fig S6. Distribution of epigenetic histone modifications and LINE1/Alu in primed and naive hESCs. Fig S7. Genomic localization of marker genes, HERVH, and expression of LINE-1-orf-1p in primed and naive hESCs. Fig S8. Radial positioning along the genome of primed or naive genes and enhancer in naive or primed hESCs. Fig S9. Uncropped scans of Western blot.
DOI: 10.17632/749ztg4c9r
title: Magneto-optical response of molecules and solids from time-dependent density functional theory (TDDFT) using Octopus code

description: The input and output data of Octopus code (octopus-code.org) for calculations of magneto-optical response in the framework of time-dependent density functional theory (TDDFT). The formalism for extended systems presented in paper arXiv:1806.09886 is tested. Molecules in a large simulation box, adenine and cyclopropane, and solids, bulk silicon and monolayer boron nitride, are considered. For the molecules, the calculations in the standard formalism for finite systems using the position operator are also performed for comparison.
DOI: 10.17632/xn44yz596n
title: Bangladeshi Currency (Coins & Notes) Recognition Dataset

description: The Bangladeshi Currency (Coins & Notes) Recognition Dataset is a comprehensive collection of high-quality images of Bangladeshi coins and banknotes. It is designed to facilitate machine learning and computer vision applications for currency recognition, classification, and detection.

This dataset is organized into various denominations of coins and notes, with each folder representing a specific currency denomination. Each folder contains 10,000 images, providing a total of 100,000 images in the dataset.

The images have been resized to a uniform dimension of 256x256 pixels, ensuring consistency and enabling easy integration into machine learning workflows. The images are saved in JPEG format to optimize storage and speed for large-scale training tasks.

Currency Denominations Included:
10 Poisha (Small denomination coin)
1 Poisha
1 Taka
25 Poisha
2 Taka
50 Poisha
5 Poisha
5 Taka
Commemorative Coins
Demonetized Notes
Features:
Image Size: All images have been resized to 256x256 pixels (Width x Height).
Image Format: JPEG.
Total Images: 100,000 (10,000 images per folder, one per denomination).
Categories: Each folder corresponds to a unique denomination of currency. The folder names are aligned with the specific denominations such as 10_Poisha, 1_Taka, 5_Taka, etc.
Objective:
This dataset is ideal for training and evaluating models for the following tasks:

Currency Classification: Identifying the denomination of a given image of a coin or banknote.
Currency Recognition: Detecting and recognizing specific Bangladeshi coins and notes from real-world images.
Coin and Note Detection: Identifying and classifying multiple coins and notes in a single image.
Possible Use Cases:
Currency detection systems: Automated systems in ATMs, vending machines, or cash counting machines that recognize Bangladeshi coins and banknotes.
Banknote and Coin Classification: Machine learning models that classify various denominations of coins and notes for digital payment applications.
Real-world Applications: Currency recognition for mobile apps, kiosks, or any system that needs to automatically recognize Bangladeshi currency.
Research in Currency Image Recognition: Researchers working on currency recognition problems using computer vision techniques.
Collected (https://www.bb.org.bd/currency) + own 
Note for Researchers Using the dataset
This dataset was created by Shuvo Kumar Basak. If you use this dataset for your research or academic purposes, please ensure to cite this dataset appropriately. If you have published your research using this dataset, please share a link to your paper. Good Luck.
DOI: 10.5281/zenodo.15565296
title: Grain size of seafloor sediments, DOORS Cruise 3, (MN256)

description: The dataset contains data on the distribution of grain size fractions Holocene and Upper Pleistocene seafloor sediments of the Western and Eastern Black Sea (Romanian, Bulgarian and Georgian EEZ) collected during DOORS cruise 3, (MN256), 2024. Sampling was performed using Van Veen Grab, multicorer and gravity сorer from seafloor depths from 31 m to 2123 m. The analyses were performed using Mastersizer 2000 diffractometer without taking into account the fraction > 2 mm.
DOI: 10.5281/zenodo.15565297
title: Grain size of seafloor sediments, DOORS Cruise 3, (MN256)

description: The dataset contains data on the distribution of grain size fractions Holocene and Upper Pleistocene seafloor sediments of the Western and Eastern Black Sea (Romanian, Bulgarian and Georgian EEZ) collected during DOORS cruise 3, (MN256), 2024. Sampling was performed using Van Veen Grab, multicorer and gravity сorer from seafloor depths from 31 m to 2123 m. The analyses were performed using Mastersizer 2000 diffractometer without taking into account the fraction > 2 mm.
DOI: 10.6084/m9.figshare.22606030.v1
title: MAGs genome sequences (high-medium quality dereplicated)

description: MAGs genome sequences (4568 high-medium quality dereplicated).
DOI: 10.6084/m9.figshare.1053137.v1
title: Tablemaker Linux Binary

description: This is the Linux binary for Tablemaker, part of the Ballgown pipeline.
DOI: 10.17632/5kswnkfdsd
title: Femoral head-neck junction changes in skeletal material

description: This is a supplement for the article "Femoral head-neck junction changes in skeletal material". The data sets contains measurements and digitized landmarks of the femurs and pelves.