cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7714421
title: Data from: Thermal failure of diamond tools indicated by diamond degradation: Damage evaluation and property prediction on small image datasets

description: High temperature induced diamond degradation often leads to the failure of diamond tools. In this work, diamond samples holding different degrees of thermal damage were prepared by heating and sintering. The influence of diamond particle size and processing temperature was investigated through mechanical testing and micromorphology observation, meanwhile, a dataset containing 2870 SEM images showing diamonds with different degrees of degradation was constructed. By modification of VGG16 network, classification models and regression models were developed for thermal damage evaluation and sample property prediction. Training strategies including transfer learning and data augmentation were implemented and verified essential on the small dataset, where drop-out showed no positive effects. Two classification models (3-class and 65-class) were constructed and trained for damage evaluation. Visualized damage feature maps exported from Grad-CAM revealed the influential mechanism of thermal damage on diamonds, which proved the effectiveness of the classification models as well. Under the optimized training strategies, regression models were built for sample property prediction. The models towards toughness index, bending strength loss, relative density and Rockwell hardness were examined. Comparing the output results with real property values in test sets, the first two models matched well, and the latter two showed the opposite. It verified the validity of the regression models for property prediction as they were all established based on diamond damage image datasets. The loss in bending strength loss prediction model was smaller than that of toughness index, indicating bending strength easier to be shorten than impact toughness for diamond/metal composites suffering thermal impacts.
description: Sun, W., Gao, H., Chen, Y., Wang, Z., Duan, L., Tan, S., Fang, X., 2023. Thermal failure of diamond tools indicated by diamond degradation: Damage evaluation and property prediction on small image datasets. Engineering Applications of Artificial Intelligence 119, 105800. https://doi.org/10.1016/j.engappai.2022.105800.
DOI: 10.5281/zenodo.7714420
title: Data from: Thermal failure of diamond tools indicated by diamond degradation: Damage evaluation and property prediction on small image datasets

description: High temperature induced diamond degradation often leads to the failure of diamond tools. In this work, diamond samples holding different degrees of thermal damage were prepared by heating and sintering. The influence of diamond particle size and processing temperature was investigated through mechanical testing and micromorphology observation, meanwhile, a dataset containing 2870 SEM images showing diamonds with different degrees of degradation was constructed. By modification of VGG16 network, classification models and regression models were developed for thermal damage evaluation and sample property prediction. Training strategies including transfer learning and data augmentation were implemented and verified essential on the small dataset, where drop-out showed no positive effects. Two classification models (3-class and 65-class) were constructed and trained for damage evaluation. Visualized damage feature maps exported from Grad-CAM revealed the influential mechanism of thermal damage on diamonds, which proved the effectiveness of the classification models as well. Under the optimized training strategies, regression models were built for sample property prediction. The models towards toughness index, bending strength loss, relative density and Rockwell hardness were examined. Comparing the output results with real property values in test sets, the first two models matched well, and the latter two showed the opposite. It verified the validity of the regression models for property prediction as they were all established based on diamond damage image datasets. The loss in bending strength loss prediction model was smaller than that of toughness index, indicating bending strength easier to be shorten than impact toughness for diamond/metal composites suffering thermal impacts.
description: Sun, W., Gao, H., Chen, Y., Wang, Z., Duan, L., Tan, S., Fang, X., 2023. Thermal failure of diamond tools indicated by diamond degradation: Damage evaluation and property prediction on small image datasets. Engineering Applications of Artificial Intelligence 119, 105800. https://doi.org/10.1016/j.engappai.2022.105800.
DOI: 10.6084/m9.figshare.22241326
title: Identification of tagged glycans with a protein nanopore

description: The dataset contains the raw nanopore ionic current traces of various tagged glycans, inlcuding 3SG, 6SG, 3SL, 6SL, STetra2, LSTa, LSTb, LSTc, LSTd, Lac, Cel, Mal, LeA, LeX, LNnT, LNT, as well as the raw MS data of variour glycan derivatives.
DOI: 10.6084/m9.figshare.22241326.v2
title: Identification of tagged glycans with a protein nanopore

description: The dataset contains the raw nanopore ionic current traces of various tagged glycans, inlcuding 3SG, 6SG, 3SL, 6SL, STetra2, LSTa, LSTb, LSTc, LSTd, Lac, Cel, Mal, LeA, LeX, LNnT, LNT, as well as the raw MS data of variour glycan derivatives.
DOI: 10.6084/m9.figshare.22241326.v1
title: Identification of tagged glycans with a protein nanopore

description: The dataset contains the raw nanopore ionic current traces of various tagged glycans, inlcuding 3SG, 6SG, 3SL, 6SL, STetra2, LSTa, LSTb, LSTc, LSTd, Lac, Cel, Mal, LeA, LeX, LNnT, LNT.
DOI: 10.26036/cnp0004112
title: Botrytis cinerea isolates

description: Botrytis cinerea, responsible for gray mold, is considered to be the second most destructive fungal pathogen world-wide and causes severe pre- and post-harvest losses in cut roses.
DOI: 10.26007/m6y3-mg52
title: Calibrated Images from the Didymos Reconnaissance and Asteroid Camera for Optical navigation (DRACO) instrument flown aboard NASA's Double Asteroid Redirection Test (DART) Mission, Version 1.0

description: This data collection contains calibrated images from the Didymos Reconnaissance and Asteroid Camera for Optical navigation (DRACO) instrument flown aboard the impactor spacecraft of NASA's Double Asteroid Redirection Test (DART) mission. These images have been calibrated to either radiance or reflectance, depending on the mission phase, and have been put into a simple 2D fits format. Ancillary files used in the calibration process are included in the data set as either 2D fits format or ASCII fixed-width table format. The DART mission was a planetary defense mission designed to test and measure the deflection caused by a kinetic impactor (the spacecraft) on the orbit of Dimorphos asteroid around its primary, (65803) Didymos.
DOI: 10.26007/qw9t-pm42
title: Raw Images from the Didymos Reconnaissance and Asteroid Camera for Optical navigation (DRACO) instrument flown aboard NASA's Double Asteroid Redirection Test (DART) Mission, Version 1.0

description: This data collection contains the raw images returned by the Didymos Reconnaissance and Asteroid Camera for Optical navigation (DRACO) instrument flown aboard the impactor spacecraft of NASA's Double Asteroid Redirection Test (DART) mission. These images show the asteroid (65803) Didymos and its moon, Dimorphos, and have been put into a simple 2D FITS format ready for calibration and analysis. The DART mission was a planetary defense mission designed to test and measure the deflection caused by a kinetic impactor (the spacecraft) on the orbit of Dimorphos around its primary, Didymos.
DOI: 10.6084/m9.figshare.22249093
title: ZebrafishTLR22/HumanTLR5_pdb

description: .pdb file of Zebrafish TLR22 found through Phyre; was labeled as a human TLR5 homolog
DOI: 10.6084/m9.figshare.22249093.v1
title: ZebrafishTLR22/HumanTLR5_pdb

description: .pdb file of Zebrafish TLR22 found through Phyre; was labeled as a human TLR5 homolog
DOI: 10.6084/m9.figshare.22249072
title: Fish_TLR22_newick file

description: fish tlr22 newick file
DOI: 10.6084/m9.figshare.22249054
title: Fish_TLR22_fasta

description: A fasta file of fish tlr22 sequences
DOI: 10.6084/m9.figshare.22249054.v1
title: Fish_TLR22_fasta

description: A fasta file of fish tlr22 sequences
DOI: 10.5281/zenodo.7714501
title: Data for: Sandy shoreline recovery ability after breakwater removal

description: This data was uploaded for supporting findings in the manuscript entitled 'Sandy shoreline recovery ability after breakwater removal'. The data include breakwater configurations, hydro-sedimentary conditions, and recovery duration and ratio.
DOI: 10.5281/zenodo.7714500
title: Data for: Sandy shoreline recovery ability after breakwater removal

description: This data was uploaded for supporting findings in the manuscript entitled 'Sandy shoreline recovery ability after breakwater removal'. The data include breakwater configurations, hydro-sedimentary conditions, and recovery duration and ratio.
DOI: 10.34740/kaggle/dsv/5138563
title: 💥📰 Daily Breaking News Twitter Dataset
DOI: 10.5281/zenodo.7714589
title: Furious transfer infrared spectrum of Ranolazine bulk drug, soluble in ethanol, isopropanol under vacuum, at different temperature 0, 40, 70 degree Celsius

description: Ranolazine bulk drug soluble in ethanol observed additional group and in isopropanol also furior transferred infrared spectroscopy of ranolazine bulk drug
DOI: 10.5281/zenodo.7714588
title: Furious transfer infrared spectrum of Ranolazine bulk drug, soluble in ethanol, isopropanol under vacuum, at different temperature 0, 40, 70 degree Celsius

description: Ranolazine bulk drug soluble in ethanol observed additional group and in isopropanol also furior transferred infrared spectroscopy of ranolazine bulk drug
DOI: 10.34740/kaggle/dsv/5138575
title: 🇺🇦 Ukraine Conflict Twitter Dataset
DOI: 10.5281/zenodo.7714545
title: Data from: Complex climate-mediated effects of urbanization on plant reproductive phenology and frost risk

description: This dataset comprises crowdsourced data using digitized herbarium specimen images from two comprehensively digitized regional floras; the Consortium of Northeastern Herbaria (CNH; http://portal.neherbaria.org/portal/) and Southeast Regional Network of Expertise and Collections (SERNEC; http://sernecportal.org/portal/index.php) for 200 plant species in the eastern United States, and four reproductive phenophases (i.e., flowering, peak flowering, fruiting, and peak fruiting) extracted from the herbarium specimens with associated climate data from PRISM and human population density from US Census Bureau.
DOI: 10.5281/zenodo.7714544
title: Data from: Complex climate-mediated effects of urbanization on plant reproductive phenology and frost risk

description: This dataset comprises crowdsourced data using digitized herbarium specimen images from two comprehensively digitized regional floras; the Consortium of Northeastern Herbaria (CNH; http://portal.neherbaria.org/portal/) and Southeast Regional Network of Expertise and Collections (SERNEC; http://sernecportal.org/portal/index.php) for 200 plant species in the eastern United States, and four reproductive phenophases (i.e., flowering, peak flowering, fruiting, and peak fruiting) extracted from the herbarium specimens with associated climate data from PRISM and human population density from US Census Bureau.
DOI: 10.5281/zenodo.7714621
title: Genome Wide Association Study on Reproductive Traits Using Imputation-Based Whole-Genome Sequence Data in Yorkshire Pigs

description: These are the supplementary files of the article "Genome Wide Association Study on Reproductive Traits Using Imputation-Based Whole-Genome Sequence Data in Yorkshire Pigs".
DOI: 10.5281/zenodo.7714620
title: Genome Wide Association Study on Reproductive Traits Using Imputation-Based Whole-Genome Sequence Data in Yorkshire Pigs

description: These are the supplementary files of the article "Genome Wide Association Study on Reproductive Traits Using Imputation-Based Whole-Genome Sequence Data in Yorkshire Pigs".
DOI: 10.6073/pasta/3a503b1e5b268d573ea2a3599b8ba58f
title: Perennial grass tiller and stolon density in plots with experimentally altered precipitation and nutrient inputs at the Jornada Basin LTER site, 2012-2014

description: This dataset contains perennial grass tiller and stolon counts collected starting in 2012 for a long-term precipitation and nutrient manipulation experiment at the Jornada Basin LTER site in southern New Mexico, U.S.A. This experiment uses precipitation shelters and irrigation treatments to manipulate water inputs, and fertilization treatments to alter nitrogen input to 2.5 x 2.5 meter plots in a desert grassland. Tillers and stolons of perennial grasses were counted in each plot in 2012, 2013 and 2014. This is an ongoing study and the dataset will be updated as needed.
DOI: 10.6073/pasta/71686b53684e779557315c6ea8fc7dec
title: Perennial grass tiller and stolon counts in plots with experimentally altered precipitation variability at the Jornada Basin LTER site, 2012-2014

description: This dataset contains perennial grass tiller and stolon counts collected starting in 2012 for a long-term precipitation variability manipulation experiment at the Jornada Basin LTER site in southern New Mexico, U.S.A. The study was designed to assess the effect of interannual variability in precipitation on average aboveground net primary productivity (ANPP) in Chihuahuan Desert grasslands. The study began in 2009, has five annual precipitation treatments, and contains 50 plots (10 per treatment). This experiment uses precipitation shelters and irrigation treatments to manipulate water inputs to 2.5 x 2.5 meter plots in a desert grassland. There are high, low, and ambient (control) precipitation variability treatments. Ambient plots receive natural precipitation each year, while variability treatments alternate between 20% and 180% (high variability), or 50% and 150% (low variability) of ambient precipitation each year. Perennial grass tiller and stolon counts were made annually in each plot from 2012-2014. This is an ongoing study and the dataset will be updated as needed.
DOI: 10.5281/zenodo.7713746
title: Training simulations for emulator fitting in study of landslide-generated tsunamis in the Makassar Strait

description: <strong>Training simulations used in the study titled 'Probabilistic landslide tsunami estimation in the Makassar Strait, Indonesia, using statistical emulation'</strong> Description: 'dem' directory - Bathymetric/Topographic data required to run simulations 'Simulation{1..50}' directories: eta.mp4 - video animation of wave propagation {1..50}.c and topics.h - code and header file for simulation etamax.dat - XYZ file of maximum surface elevation for simulation gauges directory - .dat files containing timeseries outputs for each gauge
DOI: 10.6084/m9.figshare.22247185
title: HS-AFM data of TRPV1 and distributions of displacements analyzed by individual channels

description: HS-AFM movies of TRPV1 channels with and without ligands, and distributions of displacements analyzed by individual channels.
DOI: 10.6084/m9.figshare.12986145
title: Geochronology and petrogenesis of the Late Neoproterozoic granitic gneisses of Golpayegan metamorphic complex: a new respect for Cadomian crust in the Sanandaj-Sirjan zone, Iran

description: The studied granitic gneiss bodies of the Golpayegan metamorphic complex, located in the central part of the Sanandaj Sirjan Zone (SaSZ), in wester n Iran. Zircon U-Pb dating of two samples shows that the crystallization of the protolith occurred at 557 ± 12 Ma in the Late Neoproterozoic (Ediacaran), broadly coeval to the Neoproterozoic-Early Palaeozoic basement in other parts of Iran. Geochemically, the protolith of the gneisses probably corresponds to differentiated I-type granites with subalkaline affinities in composition. The ratios of Y/Nb &gt;1.2 reveal an affinity to Cordilleran I-type granites for the granitic gneisses. The high Th/U ratios (2.8 to 9), low Eu/Eu* (0.13 to 0.73), with, low contents of FeO (0.55 to 1.72 wt.%), MgO (0.07 to 0.53 wt.%) and MnO (0.01 to 0.04 wt.%) and the high <sup>87</sup>Sr/<sup>86</sup>Sr<sub>(i)</sub> ratios (0.70693 to 0.73557), negative ƐNd<sub>(t)</sub> values (−4.4 to −1.7) and Nd model ages (T<sub>DM2</sub> = 1.35 to 1.56 Ga) suggest that the protolith may have been derived from partial melting of a pre-existing felsic crustal source (most likely differentiated granitoids). The new results reveal that the granitic source magma has been evolved in an active continental margin tectonic regime during the southward subduction of the Proto-Tethys ocean beneath the northern margin of Gondwana, like other coeval fragments dispersed in the entire Cadomian active continental margins. Also, the Cadomian crust widely extended in western Iran and it confirms these rocks have some clear affinity with Cadomian crust in the world.
DOI: 10.6084/m9.figshare.12986145.v1
title: Geochronology and petrogenesis of the Late Neoproterozoic granitic gneisses of Golpayegan metamorphic complex: a new respect for Cadomian crust in the Sanandaj-Sirjan zone, Iran

description: The studied granitic gneiss bodies of the Golpayegan metamorphic complex, located in the central part of the Sanandaj Sirjan Zone (SaSZ), in wester n Iran. Zircon U-Pb dating of two samples shows that the crystallization of the protolith occurred at 557 ± 12 Ma in the Late Neoproterozoic (Ediacaran), broadly coeval to the Neoproterozoic-Early Palaeozoic basement in other parts of Iran. Geochemically, the protolith of the gneisses probably corresponds to differentiated I-type granites with subalkaline affinities in composition. The ratios of Y/Nb &gt;1.2 reveal an affinity to Cordilleran I-type granites for the granitic gneisses. The high Th/U ratios (2.8 to 9), low Eu/Eu* (0.13 to 0.73), with, low contents of FeO (0.55 to 1.72 wt.%), MgO (0.07 to 0.53 wt.%) and MnO (0.01 to 0.04 wt.%) and the high <sup>87</sup>Sr/<sup>86</sup>Sr<sub>(i)</sub> ratios (0.70693 to 0.73557), negative ƐNd<sub>(t)</sub> values (−4.4 to −1.7) and Nd model ages (T<sub>DM2</sub> = 1.35 to 1.56 Ga) suggest that the protolith may have been derived from partial melting of a pre-existing felsic crustal source (most likely differentiated granitoids). The new results reveal that the granitic source magma has been evolved in an active continental margin tectonic regime during the southward subduction of the Proto-Tethys ocean beneath the northern margin of Gondwana, like other coeval fragments dispersed in the entire Cadomian active continental margins. Also, the Cadomian crust widely extended in western Iran and it confirms these rocks have some clear affinity with Cadomian crust in the world.
DOI: 10.5281/zenodo.7714665
title: Data for supra-slab earthquakes

description: Waveform data and hypocenter data of the supra-slab earthquake used in the analysis are included. 'wv.dat' contains vertical, north-south, east-west components and 'tr.dat' contains transverse components. 'hypo_above_wv.dat' contains the source of the earthquake used for waveform analysis and 'hypo_above_03_21.dat' contains the hypocentral data from the catalogue of the Japan Meteorological Agency used for seismic activity analysis. Waveform data was recorded at MeSO-net stations maintained by the National Research Institute for Earth Science and Disaster Prevention (Sakai and Hirata, 2009; Aoi et al., 2021; National Research Institute for Earth Science and Disaster Resilience, 2021).
description: {"references": ["Aoi, S., Kimura, T., Ueno, T., Senna, S., & Azuma, H. (2021). Multi-data integration system to capture detailed strong ground motion in the Tokyo Metropolitan Area. Journal of Disaster Research, 16(4), 684-699. https://doi.org/10.20965/jdr.2021.p0684.", "National Research Institute for Earth Science and Disaster Resilience (2021), NIED MeSO-net, National Research Institute for Earth Science and Disaster Resilience, https://doi.org/10.17598/NIED.0023.", "Sakai, S. I., & Hirata, N. (2009). Distribution of the metropolitan seismic observation network. Bull. Earthq. Res. Inst. Univ. Tokyo, 84, 57-69."]}
DOI: 10.5281/zenodo.7714664
title: Data for supra-slab earthquakes

description: Waveform data and hypocenter data of the supra-slab earthquake used in the analysis are included. 'wv.dat' contains vertical, north-south, east-west components and 'tr.dat' contains transverse components. 'hypo_above_wv.dat' contains the source of the earthquake used for waveform analysis and 'hypo_above_03_21.dat' contains the hypocentral data from the catalogue of the Japan Meteorological Agency used for seismic activity analysis. Waveform data was recorded at MeSO-net stations maintained by the National Research Institute for Earth Science and Disaster Prevention (Sakai and Hirata, 2009; Aoi et al., 2021; National Research Institute for Earth Science and Disaster Resilience, 2021).
description: {"references": ["Aoi, S., Kimura, T., Ueno, T., Senna, S., & Azuma, H. (2021). Multi-data integration system to capture detailed strong ground motion in the Tokyo Metropolitan Area. Journal of Disaster Research, 16(4), 684-699. https://doi.org/10.20965/jdr.2021.p0684.", "National Research Institute for Earth Science and Disaster Resilience (2021), NIED MeSO-net, National Research Institute for Earth Science and Disaster Resilience, https://doi.org/10.17598/NIED.0023.", "Sakai, S. I., & Hirata, N. (2009). Distribution of the metropolitan seismic observation network. Bull. Earthq. Res. Inst. Univ. Tokyo, 84, 57-69."]}
DOI: 10.5281/zenodo.7713341
title: Kümmerer et al.; Using High-Resolution UAV Imaging to Measure Canopy Height of Diverse Cover Crops and Predict Biomass; open data

description: The file contains data on cover crop biomass and canopy heights determined by ruler method, high-, and low-resolution imaging via unmanned aerial vehicle and structure-from-motion approach from an experimental field site in Triesdorf, Germany. The article to this data set is published in the journal MDPI Remote Sensing: Kümmerer, R.; Noack, P.O.; Bauer, B. Using High-Resolution UAV Imaging to Measure Canopy Height of Diverse Cover Crops and Predict Biomass. Remote Sens. <strong>2023</strong>, 15, 1520. https://doi.org/10.3390/rs15061520
DOI: 10.5281/zenodo.7713340
title: Kümmerer et al.; Using High-Resolution UAV Imaging to Measure Canopy Height of Diverse Cover Crops and Predict Biomass; open data

description: The file contains data on cover crop biomass and canopy heights determined by ruler method, high-, and low-resolution imaging via unmanned aerial vehicle and structure-from-motion approach from an experimental field site in Triesdorf, Germany. The article to this data set is published in the journal MDPI Remote Sensing: Kümmerer, R.; Noack, P.O.; Bauer, B. Using High-Resolution UAV Imaging to Measure Canopy Height of Diverse Cover Crops and Predict Biomass. Remote Sens. <strong>2023</strong>, 15, 1520. https://doi.org/10.3390/rs15061520
DOI: 10.6084/m9.figshare.22225907.v1
title: The US baby boom and the 1935 Social Security Act

description: In 1935, the United States passed Social Security Act (SSA) providing financial security to American families. I use the individual census data for 1940 and 1960 to show that women from states that allowed for more social spending under the SSA had substantially more children than women from states that allowed for lower social benefits. I also use a new panel of state-level fertility by parity between 1935 and 1959 to show that family allowances were connected to first, second and third parities, but that there was a differential effect according to the different social programs and race.
DOI: 10.5281/zenodo.7714693
title: cifar10 dataset and cifar100 dataset

description: This zip contains the cifar10 dataset and the cifar100 dataset for the classification tasks.
DOI: 10.5281/zenodo.7714692
title: cifar10 dataset and cifar100 dataset

description: This zip contains the cifar10 dataset and the cifar100 dataset for the classification tasks.