cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19729597.v1
title: High resolution DTM of the Alhama de Murcia Fault and Carboneras Fault (SE Spain)

description: This is a high resolution (0.5x0.5m) digital terrain model (DTM) of the Alhama de Murcia Fault (AMF), an active fault in SE Spain. The "DTM_Alhama.zip" folder contains the *img file of the DTM (AMF_MDT_05.img) and accompaniment files for georreferentiation, etc. To visualize and analyze the DTM, import the mentioned file from the folder into a GIS-based software (tested on ArcMap 10.7 and QGIS 3.16.11). The coordinate system is ETRS 1989 - UTM Zone 30N. <br> This DTM was obtained from an airbone LiDAR survey of the area in the frame of the SHAKE project (CGL2011-30005-C02-01) funded by the former Spanish Ministry of Economy and Competitiveness.
DOI: 10.6084/m9.figshare.29106095.v1
title: Duke_weight.zip

description: Occluded person reid
DOI: 10.17632/cchsk79jkt
title: LeFood-Set: Leftovers Food Dataset

description: The dataset consists of 524 pairs of Indonesian food images before and after being consumed. The file data_original.xlsx contains the corresponding leftovers food data with the following information. 
1. ID: The food category IDs. 
2. Name of he food
3. Image Before Eaten: This information is in the form of a file name corresponding to the image of the food before it was eaten. 
4. Weight Before Eaten (g): The weight of the food before eaten (using grams as the unit of measurement) represents the weight of the food as measured by digital scales. 
5. Image After Eaten: This data is in the form of a file name corresponding to the image of the meal after it has been eaten. 
6. Weight after Eaten (g): The weight of the meal after being eaten (using grams as the unit of measurement) represents the weight of the food as measured by digital scales. 
7. Visual Estimate by Observer. Representation of leftover food based on the level assessed by a trained observer or skilled trainer based on visual estimation. The level of leftover food is presented in seven levels: 
 -No food consumed at all as level 1
 -One bite consumed as level 2
 -3/4 food remaining as level 3
 -1/2 food remaining as level 
 -1/4 food remaining as level 5
 -One bite remaining as level 6
 -Zero food remaining (fully consumed) as level 7.
DOI: 10.17632/d5gxv5tc8b
title: Moral Preferences of Investors : Experimental Evidence -- Replication Package

description: This package allows to replicate the results of "The Moral Preferences of Investors: Experimental Evidence", by Bonnefon, Landier, Sastry and Thesmar. 
It contains codes and experimental data. Please read the readme file in the root of the folder for details.
DOI: 10.6084/m9.figshare.29039555.v1
title: Stress responsive glycosylphosphatidylinositol-anchored protein SsGSP1 contributes to <i>sclerotinia sclerotiorum</i> virulence

description: Fungal cell wall acts as a defence barrier, shielding the cell from varying environmental stresses. Cell wall proteins, such as glycosylphosphatidylinositol (GPI)-anchored proteins, are involved in swift and appropriate responses to minor environmental changes in fungi. However, the roles of these proteins in the pathogenic <i>Sclerotinia sclerotiorum</i> remain largely unexplored. Here, we identified a novel GPI-anchored protein in <i>S. sclerotiorum</i>, SsGSP1, comprising a Kre9_KNH domain. <i>SsGSP1</i> was upregulated during infection, and the loss-of-function mutants of <i>SsGSP1</i> exhibited the compromised cell wall integrity and reduced β-glucan content. During inoculation on <i>Arabidopsis thaliana</i>, <i>Nicotiana benthamiana</i>, and <i>Brassica napus</i>, the <i>SsGSP1</i>-deletion strains demonstrated the decreased virulence. The transgenic <i>A</i>. <i>thaliana</i> line carrying the sRNA targeting <i>SsGSP1</i> enhanced resistance to <i>S. sclerotiorum</i> via Host-Induced Gene Silencing (HIGS). The <i>SsGSP1</i>-deficient strains displayed the heightened sensitivity to various stresses, including osmotic pressure, oxidative stress, and heat shock. The yeast two-hybrid and BiFC assays confirmed that SsGSP1 interacted with the key stress-related proteins catalase SsCat2, heat shock protein Sshsp60, and ABC transporter SsBMR1. Accordingly, transcriptome analysis revealed that the disruption of <i>SsGSP1</i> downregulated the expression of genes involved in oxidative stress response, heat shock response, and chemical agent resistance. These results collectively delineate the intricate role of GPI-anchored protein SsGSP1 in β-glucan, cell wall integrity and virulence, and may act as a potential surface sensor to elicit signal transduction in response to environmental stresses in <i>S. sclerotiorum</i>.
DOI: 10.6084/m9.figshare.3567873.v1
title: Appendix A. A table of location, size, and observed vegetation type for eight sites burned by wildfire, and eight corresponding non-burned sites, in which individual lodgepole pines (N=2056) were sampled for degree of fire injury and attacks by Dendroctonus ponderosae throughout the Greater Yellowstone Ecosystem, USA.

description: A table of location, size, and observed vegetation type for eight sites burned by wildfire, and eight corresponding non-burned sites, in which individual lodgepole pines (N=2056) were sampled for degree of fire injury and attacks by Dendroctonus ponderosae throughout the Greater Yellowstone Ecosystem, USA.
DOI: 10.17632/6rg7tktfsp
title: Stock prices and monetary policy: Analysis of a Bayesian DSGE model

description: This study examines the role of stock price stabilisation in Japan. To do this, we employ the Bayesian estimation of a DSGE model. Datasets and codes for the the replication of the results.
DOI: 10.17632/8yyjd7d2zp
title: Database of pregnant emergency episodes_HCS
DOI: 10.17632/jrh8jxwv2t
title: Moroccan Aircraft Emergency Landing Sites Semantic Segmentation Dataset

description: The emergency landing sites dataset comprises two primary folders: the raw images folder and the annotation folder. Both the raw images and their annotated counterparts are sized at 256x256 pixels and are stored in PNG format.
DOI: 10.6084/m9.figshare.26253844.v1
title: Identification of the Yeast Mannoprotein Gene <i>HZY1</i> as a Key Genetic Determinant for Yeast-Derived Haze in Beer

description: With the sustained popularity of hazy IPAs, brewers have explored multiple approaches to maximizing stable haze that will remain in suspension throughout the shelf life of the beer. Our recent investigations into yeast-dependent haze have uncovered specific brewing yeast strains that promote the formation of haze in heavily dry-hopped beer styles. These brewing strains have been termed “haze-positive” and furthermore, the timing of dry hop additions has been found to be another key factor in producing this stable haze. Classical genetics have identified YIL169C (herein referred to as <i>HZY1</i>) as both necessary and sufficient for the haze-positive phenotype in the yeast strain most widely used for Hazy IPAs. <i>HZY1</i> encodes a candidate glycoprotein and our recent findings suggest it is localized to the cell wall through a GPI anchor. Surprisingly, using long-read sequencing data we uncovered extensive genetic variation in <i>HZY1</i> across brewing strains. The haze-positive phenotype correlates with an expansion in the N-terminal serine-rich region. We propose that the Hzy1 glycoprotein is a critical component to yeast-dependent colloidal haze and the genetic variation in this locus contributes the range of haze phenotypes observed across industrial brewing strains.
DOI: 10.6084/m9.figshare.29040524.v1
title: Quercus robur T2T genone

description: Quercus robur T2T genone
DOI: 10.17632/cczmpbcnw5
title: Supplementary dataset for Qingdao PV+EV analysis

description: Files for building energy modeling (Rhino+Grasshopper) and techno-economic analysis (SAM).
DOI: 10.57912/23609544.v1
title: Biofilm and Water Quality Measurements Effects on Microplastic Abundance

description: These data sets were used in for Joseph Barnes' thesis "Effects of freshwater biofilm biodiversity, biomass, and water quality on microplastic abundance in the Potomac River," and for the resulting manuscript. The following bullets describe each uploaded csv file. <br> Water Data- All water quality parameter measurements, at both tested depths, for each date collected during the year-long collection period. Biofilm Data- All biofilm growth data for all 8 biofilms descending through the water column. Biodiversity Ungrouped Categories- This file displays all the taxa and their abundance in area for each disc for each sampling date. Biofilm OTU Area- This file takes all the taxa from "Biodiversity Ungrouped Categories" and lists each taxon in terms of the Operational Taxonomic Unit it fell into. This was mostly used for graphing and visualization purposes, rather than statistical analysis. Biofilm Microplastics- This lists the microplastics found in each biofilm per sampling date. This data is included in other files, but is simplified here without all other biofilm growth and water parameter data. Biofilm Data and OTU Area- A combined file that lists all biofilm growth results along with the OTU abundance for each biofilm by date
DOI: 10.6084/m9.figshare.27188418.v1
title: Data from: Soil microorganisms weaken the positive legacy effect of nutrient fluctuation on growth of invasive plants

description: The fluctuating resource hypothesis posits that invasive species can capitalize on resource fluctuations, leading to their successful establishment. However, it remains unclear how nutrient fluctuations in native plant communities prior to invasion may indirectly affect the subsequent growth of invasive plants through changes in soil biogeochemical properties. This study investigated the effects of nutrient fluctuations on soil nutrient content, fungal diversity, and the subsequent growth of invasive plants in soils conditioned by native plant communities. We conducted a two-phase experiment involving five native plant communities and four invasive plant species. In the soil-conditioning phase, native communities were subjected to three nutrient treatments: constant low, constant high, and pulsed high. Soil samples were analyzed for native plant biomass, total nitrogen and phosphorus content, and fungal diversity. In the feedback phase, invasive plants were grown in sterilized and live soil from each treatment, and their biomass production and allocation were measured. During the conditioning phase, the constant high nutrient treatment increased the aboveground biomass of native communities, soil nitrogen content, and diversity of arbomycorhizzal fungi (AM) compared to the constant low treatment, but decreased soil phosphorus content and the diversity of pathogenic fungi. Furthermore, the pulsed high nutrient treatment increased the aboveground biomass of native communities, soil phosphorus content and the diversity of pathogenic fungi compared to the constant high treatment, but decreased soil N. In the second phase, invasive plants exhibited higher biomass production under soils conditioned by the constant high nutrient treatment than the constant low nutrient treatment, and the pulsed high nutrient treatment compared to the constant high nutrient treatment. The growth-promoting effect of the legacy from the pulsed high nutrient supply was more pronounced in sterilized soil compared to live soil, indicating that soil biota may modulate the response of invasive plants to prior nutrient fluctuations. Our results demonstrate that nutrient fluctuations in native plant communities can indirectly affect the later growth of invasive plants through changes in soil biogeochemical properties and microbial community structures.
DOI: 10.17632/2vc52kd5rg
title: Particulate Matter and Meteorology Dataset

description: This data contained a series of the daily mean during the hazy period including particulate matter (PM10), wind speed (WS), wind direction (WD) and relative humidity (RH) for ten years at the eastern region of Peninsular of Malaysia
DOI: 10.17632/5z9gyp7dxv
title: Resilience

description: Resilience
DOI: 10.17632/prtmhbjwm7
title: Data for: Data on compressibility of NBR samples with various cross-linking degree and zinc oxide content immersed in gasoline and oil

description: DSC data for K1, K2 and K3 NBR samples (Operator N. Tikhonov)
DOI: 10.17632/x5g7nbfjx6
title: Data for: Acute Exposure and Chronic Retention of Aluminum in Three Vaccine Schedules and Effects of Genetic and Environmental Variation

description: Excel spreadsheet of all calculations in the McFarland et al. comparison of aluminum retention/accumulation of three vaccine schedules.
DOI: 10.6084/m9.figshare.1489755.v1
title: Dataset for Familiar face detection in 180ms

description: Dataset containing reaction times to the simultaneous presentation of personally familiar faces, stranger faces, or objects.
DOI: 10.6084/m9.figshare.17134154.v1
title: The antigenicity of SARS-CoV-2 Delta variants aggregated 10 high-frequency mutations in RBD has not changed sufficiently to replace the current vaccine strain

description: Emerging SARS-CoV-2 variants are the most serious problem for COVID-19 prophylaxis and treatment. To determine whether the SARS-CoV-2 vaccine strain should be updated following variant emergence like seasonal flu vaccine, the changed degree on antigenicity of SARS-CoV-2 variants and H3N2 flu vaccine strains was compared. The neutralization activities of Alpha, Beta and Gamma variants’ spike protein-immunized sera were analysed against the eight current epidemic variants and 20 possible variants combining the top 10 prevalent RBD mutations based on the Delta variant, which were constructed using pseudotyped viruses. Meanwhile, the neutralization activities of convalescent sera and current inactivated and recombinant protein vaccine-elicited sera were also examined against all possible Delta variants. Eight HA protein-expressing DNAs elicited-animal sera were also tested against eight pseudotyped viruses of H3N2 flu vaccine strains from 2011–2019. Our results indicate that the antigenicity changes of possible Delta variants were mostly within four folds, whereas the antigenicity changes among different H3N2 vaccine strains were approximately 10–100-fold. Structural analysis of the antigenic characterization of the SARS-CoV-2 and H3N2 mutations supports the neutralization results. This study indicates that the antigenicity changes of the current SARS-CoV-2 may not be sufficient to require replacement of the current vaccine strain.
DOI: 10.6084/m9.figshare.19609341.v1
title: Paralichthys olivaceus data

description: Paralichthys olivaceus data
DOI: 10.6084/m9.figshare.28965602.v1
title: Two predictions uploaded before the start of two matches on May 8 (which begin at 9:00 PM).

description: Further details about the study are available at the following links:<br>https://osf.io/pcwah<br>https://osf.io/xsb9t
DOI: 10.6084/m9.figshare.97662.v1
title: Figshare logo

description: This upload is a courtesy of Mark Hahnel, figshare, and digital science. Please do not breach their copyright. Images contained are not my own!
DOI: 10.6084/m9.figshare.28315013.v1
title: Bengali-Chinese Parallel Sentences for Machine Translation and NLP Research.xlsx

description: This dataset contains 1000 parallel sentences in Bengali and Chinese, offering valuable bilingual data for machine learning tasks. It is particularly useful for training machine translation models, cross-lingual NLP applications, and multilingual research. The dataset supports tasks such as machine translation, text generation, text-to-speech, and cross-lingual language understanding. Its diverse content, covering a wide range of topics, enables the development of robust, multilingual models and tools. This dataset is essential for advancing NLP systems and fostering research in bilingual language processing.
DOI: 10.6084/m9.figshare.28545320.v1
title: MPtrj_jsonl

description: MPtrj in jsonl format. easier to load and analyse.MPtrj raw dataset : link
DOI: 10.6084/m9.figshare.29083961.v1
title: Stacked bar chart of functional predictions for bacterial communities in root endophytes and rhizosphere soil microbiota of <i>Euchresta tubulosa</i> at level 1 and level 2

description: <pre>In this study, the diversity and function prediction of root endophytes and rhizosphere soil microbiota in the roots of Euchresta tubulosa were analyzed.</pre>
DOI: 10.6084/m9.figshare.9838301.v1
title: Diversity score data

description: Clustering data, used for computing diversity score in 'cluster_mouse_tissue_downstream.ipynb'
DOI: 10.15131/shef.data.5688700.v1
title: England and Wales Criminal Registers (Middlesex), 1791-1802

description: The dataset has been created from registers of prisoners in Newgate Prison charged with indictable offences, most for trial at the Old Bailey. The information given includes the name of the prisoner, offences charged and outcomes, with physical descriptions and biographical details in many cases. <br>In the 19th century, British prisons recorded ever-increasing amounts of physical, biometric and biographical information about prisoners. However, it is very unusual for 18th-century records to contain this type of detail, and these registers are consequently a rare and rich source. (Indeed, they surpass many 19th-century prison records because they are not restricted to convicted prisoners.) Their usefulness is further enhanced by information about the outcomes of cases.<br>
DOI: 10.17632/73tpgmb829
title: IE+Sharing Dataset

description: Dataset supporting the manuscript, "Incidental Exposure and News Engagement: Testing Temporal Order and the Role of Political Interest" .x variables are Wave 1 .y variables are Wave 2
DOI: 10.17632/hgy8rxmj62
title: Genes whose expression are affected by MESH1 knockdown in H1975

description: MESH1 is the metazoan homolog of bacterial SpoT involved in the bacterial stringent response. To understand the functional role of MESH1 in cancer cells, we knockdown MESH1 in H1975 cells with independent siRNAs and performed transcriptomic analysis to determine the transcriptional response to MESH1 knockdown [2]. Analysis of the first array set (Table 1) revealed a prominent transcriptional repression of TAZ, but not YAP, upon MESH1 knockdown. to determine the relevant importance of the TAZ repression in the transcriptome response to MESH1 knockdown, we performed a second profiling experiment of MESH1 knockdown in H1975 expressing TAZS89A, a constitutive form of TAZ. The comparison of the transcriptional response to MESH1 knockdown with or without TAZS89A allowed us to separate TAZ-dependent and TAZ-independent effects of the transcriptional changes of MESH1 knockdown (Table 2).

Table 1: List of differentially expressed genes in H1975 upon the knockdown of MESH1 by three independent siRNAs targeting MESH1. 

Table 2: List of differentially expressed genes in MESH1-knockdown H1975 in H1975 with or without TAZS89A restoration
DOI: 10.17632/tn84rck94z
title: Tutorial dataset for INES

description: This spreadsheet contains a template for uploading data to be used in INES, an application that assists with the construction of partitioned survival models. INES is downloadable from https://freeinesapp.github.io/other.html. Once downloaded and extracted to a folder on the user’s hard drive, INES is initiated by selecting “run.bat” from the folder. Data are input via a a spreadsheet template such as that provided here.
DOI: 10.6084/m9.figshare.19146518.v1
title: Meta-analyses-output

description: Metadata and sources for residual harm meta-analysis
DOI: 10.6084/m9.figshare.21382773.v2
title: RiMod-FTD Metadata

description: Metadata and other information for the RiMod-FTD datasets. <br> https://www.rimod-ftd.org/
DOI: 10.6084/m9.figshare.29098775.v1
title: Data and scripts for 'Species-specific trends in migratory passage time through Nigeria based on long-term ringing data'

description: Data and script associated to the manuscript 'Species-specific trends in migratory passage time through Nigeria based on long-term ringing data'.
DOI: 10.17632/m68g3h7p87
title: Object Detection Dataset : Navigation Assistance for the Visually Impaired People using YOLOv11

description: The Dataset contains annotated images from different aspects, considering a visually impaired person’s perspective. The original images were sliced from the recorded video sequence, which were recorded in various locations, including pedestrian pathways and roadside walkways. The different types of viewing perspectives, scene variability and overly crowd density have also been considered during the recording.

The images were annotated in Roboflow using Instance Segmentation. There are 22 object classes such as Bin, Building Pillar, Bus, CNG (Three-wheeler), Car, Cycle, Electric Pole, Food Van, Food cart, Footpath, Leguna, Motorcycle, Obstacle, Parking Cone, Person, Pickup, Rickshaw, Stairs, Tree, Truck, Van, and Van gari (manually driven). The objects which are visible in the range of 20m-30m were annotated.



Dataset details:

Training Set: 86%, 7023 images
Validation Set: 7%, 551 images
Testing Set: 7%, 540 images


Preprocessing : 
Auto-Orient: Applied
Resize: Stretch to 640x640


Augmentations:
Flip: Horizontal
Rotation: Between -10° and +10°
Brightness: Between -20% and +20%
Exposure: Between -10% and +10%
Blur: Up to 0.8px
Noise: Up to 0.1% of pixels
DOI: 10.17632/p4n2xw84bv
title: PVRP-DC instances

description: Here are the 240 instances used in the article "The Periodic Vehicle Routing Problem with Driver Consistency ", written by Inmaculada Rodríguez-Martín, Juan-José Salazar-González, and Hande Yaman, and published in "European Journal of Operational Research" 2018. The instance name gives information about the number of nodes, the number of time periods, and the number of vehicles. For example, test11-p2-m3-a-dat is an instance wiht 11 nodes, 2 time periods, and 3 vehicles. These data files have the same format as the classical PVRP instances from the literature, though the vehicles' capacity and the customers' demands are not considered in this paper. That is: The first line contains the following information: type m n t where type = 1 (PVRP), m = number of vehicles, n = number of customers, t = number of days. The next t lines contain, for each day ,the following information: D Q where D = maximum duration of a route (0 means 'unbounded'), Q = maximum load of a vehicle, The next lines contain, for the depot and each customer, the following information: i x y d q f a list where i = customer number (0 corresponds to the depot), x = x coordinate, y = y coordinate, d = service duration, q = demand, f = frequency of visit, a = number of possible visit combinations, list = list of all possible visit combinations. Each visit combination is coded with the decimal equivalent of the corresponding binary bit string. For example, in a 5-day period, the code 10 which is equivalent to the bit string 01010 means that a customer is visited on days 2 and 4. (Days are numbered from left to right.)