cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/shy0-jc89
title: CNN based noise classification and denoising of images

description: Our goal is to find whether a convolutional neural network (CNN) performs better than the existing blind algorithms for image denoising, and, if yes, whether the noise statistics has an effect on the performance gap. Weperformed automatic identification of noise distribution, over a set of nine possible distributions, namely, Gaussian, log-normal, uniform, exponential, Poisson, salt and pepper, Rayleigh, speckle and Erlang. Next, for each of these noisy image sets, we compared the performance of FFDNet, a CNN based denoising method, with noise clinic, a blind denoising algorithm.
DOI: 10.25919/5c7a7117820ba
title: Parkes observations for project P958 semester 2018OCTS_39

description: A major breakthrough in fast radio burst (FRB) astronomy was recently made when the repeating FRB 121102 was localized to sub-arcsecond precision. The bursts were found to originate in a bright radio nebula (hypothesized to be a young supernova remnant or pulsar wind nebulae) in a distant dwarf galaxy. These dwarf galaxies are also preferential hosts to superluminous supernova and long gamma-ray bursts, and it has been therefore suggested that the source of the repeating FRB could be a young highly magnetised neutron star. While an understanding of the repeating FRB is emerging, it is still unclear what relationship it has to the rest of the population.   Over the last year searches with the Australian Square Kilometre Array Pathfinder (ASKAP) have detected 26 bursts, and over the next six month will likely detect another 12 FRBs, which  will be localized to a few arcseconds.   Here we propose to search this population for repeats.  Our comprehensive sample and a dense monitoring campaign of well localised bursts, at a fluence limit more than 60 times lower than that of their detections, will either confirm the presence of additional repeating FRBs or the uniqueness of FRB 121102 amongst the population.
DOI: 10.17632/rzy96j8tt5.1
title: Data for: Bioconcentration and translocation of heavy metals in the soil-plants system in Machangqing copper mine, Yunnan Province, China

description: Heavy metal concentration of various organs of P. massoniana and P. yunnanensis
DOI: 10.17632/rzy96j8tt5.2
title: Data for: Bioconcentration and translocation of heavy metals in the soil-plants system in Machangqing copper mine, Yunnan Province, China

description: Heavy metal concentration of various organs of P. massoniana and P. yunnanensis
DOI: 10.5066/p9ec3isx
title: Burmese python environmental DNA data, and associated attributes, collected from ARM Loxahatchee NWR and surrounding areas, from 2014-2016

description: Environmental DNA (eDNA) detection of invasive species can be used to delimit occupied ranges and estimate probabilities to inform management decisions. Environmental DNA is shed into the environment through skin cells and bodily fluids and can be detected in water samples collected from lakes, rivers, and swamps. In south Florida, invasive Burmese pythons occupy much of the Greater Everglades in mostly inaccessible habitat and are credited with causing severe declines of native species populations. Detection of Burmese pythons by traditional methods, such as trapping and visual searching, have been largely ineffective, making eDNA a superior method for differentiating invaded habitat. We adapted a quantitative PCR eDNA assay for droplet digital PCR, a state-of-the-art method that improves precision and accuracy. From August 2014 to October 2016, locations in and around Arthur R. Marshall Loxahatchee National Wildlife Refuge in southeast Florida were surveyed for Burmese python eDNA. The Refuge is maintained to provide water storage and is considered one of the last remnants of the northern Everglades wetlands. Positive eDNA detections were made at each of the five sampling events, assessing a total of 399 samples, with moderate occurrence (ψ=58-91%) and detection (p=40-70%) probabilities, potentially reduced by high PCR inhibition-levels. The high occurrence rates and geographic distribution of the positive samples within the Refuge suggests a steady release of python eDNA from a resident Burmese python population and reduces support for primarily transport of eDNA through boats or flowing water from the north. The first confirmed sighting of a Burmese python in the Refuge occurred in September 2016, after eDNA testing had indicated the presence of pythons. An established population is not expected this far north, however, the detections likely indicate northern range limit of a consistent population at Loxahatchee on the eastern side of the Florida peninsula. Our study demonstrates the benefit of eDNA for determining more accurate range limits and expansion information for Burmese pythons, as well as laying the foundation for the assessment of control efforts.
DOI: 10.17632/swm73xxm5k.1
title: Data for: Reconstruction of palaeoenvironmental conditions of the Vaca Muerta Formation in the Southern part of the Neuquén Basin (Tithonian-Valanginian): evidences of initial short-lived development of anoxia
DOI: 10.11577/1497372
title: A statistical approach to detect protein complexes at X-ray Free Electron Laser facilities

description: The dataset contains raw data (and processed ones) collected during L730 (cxi73013) experiment at the CXI Instrument at the LCLS. The dataset contains also some of the analysis performed on the data as described in the related manuscript.
DOI: 10.18141/1497047
title: Frio CO2 storage pilot: Time-lapse vertical seismic profile (VSP)

description: The files in this archive are vertical seismic profiles (VSP) recorded as part of the Frio CO2 storage test (Hovorka, et al, 2006). There are three separate surveys, 2004 pre-injection, 2004 post-injection and 2009 post-injection. The original filed notes for each survey are included. These notes have both VSP and Crosswell acquisition notes. The Crosswell data is available separately.
DOI: 10.17632/443c33s6xg.1
title: Data for: Mach number scaling of impact craters in unconsolidated granular materials

description: The formation of impact craters in unconsolidated granular materials is a topic of enduring interest in solid-earth geophysics, planetary science, and several branches of engineering science. In particular, a general relationship between crater size, impact parameters, and target material properties is often sought. This paper presents a new empirical relationship, based on dimensional analysis and inspired by gas-dynamic shock physics, for the diameters of low- and high-speed impact craters in dry granular materials based on the hypothesis that surface-gravity- and shock-wave phenomena primarily set crater size. The final relationship involves the impacting object’s kinetic energy and speed; the target material’s density, angle of repose, and sound speed; and the gravitational acceleration at the impact location. It is formulated in terms of a dimensionless crater diameter, an algebraic combination of Froude number, Mach number, and the tangent of the target material’s angle of repose, using an analogy to gas dynamics and an empirical power law for the dependence of granular-material sound speed on gravitational acceleration. The coefficient of determination for the final fit is 0.969 based on experimental impact data from 325 individual impacts spanning parametric ranges of more than 400 in crater diameter, 10^10 in impact energy, 500 in gravitational acceleration, and 40 in target material density for two different angles of repose. The final formula provides insight into how impact energy conversion depends on Mach number and may be useful for predictive and forensic analysis of planetary impact craters and for granular-flow code validation.
DOI: 10.17632/8nwrf7yk9b.1
title: Data for: Cerebellar transcranial direct current stimulation modulates the effect of cerebellar transcranial magnetic stimulation on the excitability of spinal reflex

description: H-reflex_amplitude
DOI: 10.5281/zenodo.2581880
title: Free cancer gene annotations

description: Cancer genes annotations from various free sources
DOI: 10.5281/zenodo.2581881
title: Free cancer gene annotations

description: Cancer genes annotations from various free sources
DOI: 10.17632/kjxzsmrrtv.1
title: Data for: Structure of crolibulin in complex with tubulin provides a rationale for drug design

description: these uploaded data contains 4 category including figures，cover letter，highlights and manuscript
DOI: 10.25919/5c7a0678c852f
title: Parkes observations for project PX500 semester 2018OCTS_67

description: This proposal relates to time purchased by the Chinese Academy of Sciences for Parkes follow-up confirmation and timing of FAST discoveries.  As the observing time has been purchased this proposal (and the related PX501) does not require TAC grading.  The primary reason for submitting a proposal is to ensure an outreach statement and that the proposal is entered into OPAL for the data archive to access. The Chinese team have two time requests. The time scheduled for the first, relating to this proposal, will be allocated in blocks of 24 hours and the data will become available in the data archive with an 18 month embargo period.  The second type of time will be scheduled in shorter blocks and the data archived with a 10 year embargo.
DOI: 10.3886/e108641v2-10681
title: Baseline to Measure Opportunity to Learn and Academic Language exposure of Teachers’ instruction in Numeracy and Literacy

description: This study intends to measure a baseline of
teachers’ opportunity to learn (OTL) and academic language exposure (ALE) of
children in kindergarten and primary 1 level. In the survey, teachers reported
on their instructional practices in a contextualized setting in their
classroom. Further observations were carried out during demonstrative
sessions.  The data obtained were used to
investigate basic psychometric properties of this survey: specifically, (a) the
distinctness of OTL and ALE or overlapping characteristics in literacy and
numeracy instruction. (b) the match between information reported by teachers in
the survey as well as those collected during the classroom observation.
Measured simultaneously was the CBI to assess teachers’ performance using
Ghana’s contextualized assessment methods.
description: Response Rates: The 29 teachers who responded to the survey out of 32
identified teachers
description: coded on-site observation~~face-to-face interview~~on-site questionnaire~~
description: Qualified teachers in Primary Schools in Eastern Region of Ghana<br>Students in schools located in slums of eastern region of GhanaSmallest Geographic Unit: Individual teacher
description: SamplingThe sample was drawn from a population of schools under the targeted areas in the eastern region. A subset of nursery and primary teachers were further recruited for the purpose of this study. The schools are classified constitute the Zone of Influence (ZOI) of ZE-LEAP. Sample Size Calculation In selecting a sample size representative of the population of the ZOI, the formula of ss=(Z^2*(ρ)*(1-ρ))/∁^2 Where:<br>Z = Z value (1.96 selected for 95% confidence level ) p = percentage picking a choice, (.06 used for sample size needed)c = confidence interval  A confidence level of 95% (Z-value of 1.96) with a corresponding confidence interval (c) of 0.06 resulted in a sample of 25 respondents. However, to accommodate non-responses, an additional 10% sample were further culminating to a sample of 29 respondents. <br>
DOI: 10.5063/f1gx48tp
title: Impacts of invasive annuals on soil carbon and nitrogen storage in southern California

description: Data was collected to better understand how type-conversion by common invasive annuals impacts carbon (C) and nitrogen (N) storage in surface soils across southern California. Specifically, we examined how the identity of the invader (non-native grasses, Bromus spp.; and non-native forbs, Brassica nigra), microbial concentrations, and soil properties interact to influence soil nutrient storage in adjacent native and invasive habitat types at nine sites along a coast to inland gradient. All sites contained an area of intact sage scrub and adjacent type-converted non-native annual grassland or non-native forbland. Adjacent habitat types were within ~ 300 m of each other to control for variation in soil properties or microclimate within sites. We collected soil samples from nine sites in fall 2016 (October 14 through November 4) and spring 2017 (April 10 through May 2) that span a gradient from coastal Los Angeles County to San Bernardino County to compare total C and total N, other soil properties, and microbial abundances.
DOI: 10.17632/s9v97kx4pb.1
title: Data for: Multi-Scale Mechanism of Twinning-Detwinning in Magnesium AZ31B Alloy Simulated by Crystal Plasticity Modelling and Validated via In Situ Synchrotron XRD and In Situ SEM-EBSD

description: Experimental 2D diffraction patterns (Debye-Scherrer rings) for in situ loading of AZ31B magnesium alloy samples, as described in the paper: file names correspond to load points A,B,C ... described in the paper.
DOI: 10.21227/1h3r-g647
title: Psychosocial risk level on teachers schools

description: The database was created with records of psychosocial risk level colombian teachers school using physiological variables from May 2016 to December 2017 in five municipalities of a metropolitan area of city in Colombia. The application of physiological variables was made to the people who voluntarily participated in the study. The names and personal data were kept by the researcher.
DOI: 10.21227/cs47-c657
title: Psychosocial risk level on teachers schools

description: The database was created with records of psychosocial risk level colombian teachers school using physiological variables from May 2016 to December 2017 in five municipalities of a metropolitan area of city in Colombia. The application of physiological variables was made to the people who voluntarily participated in the study. The names and personal data were kept by the researcher.
DOI: 10.17632/4t7f8n3n38.9
title: Data for: Corrosion behavior and biological activity of micro-arc oxidation coating with puerarin on pure magnesium surface

description: The data cantains Surface morphologies of coatings，XPS data，FTIR spectra data and corrosion behavior data.
DOI: 10.17632/9vvg88p75h.1
title: Data for: Disparity in conference registration cost for delegates from low- and middle-income backgrounds

description: Data contains conference cost details, including waivers and discounts for various delegate groups
DOI: 10.17632/fr7n8dtf75.1
title: Data for: Mechanical Properties Prediction of Additively Manufactured Parts

description: Yielding curve of Ti64: Experiments and Simulations.
DOI: 10.17632/jj3hp2c455.1
title: Data for: Disparity in conference registration cost for delegates from low- and middle-income backgrounds

description: The data supplement provides detailed data from the study
DOI: 10.5286/isis.e.rb1820566-1
title: 1820566
DOI: 10.17632/fj7yw5mfz5.1
title: Data for: Temporally explicit life cycle assessment as an environmental performance decision making tool in rare earth project development

description: Life cycle inventory and calculations for LCIA of Bear Lodge using TRACI 2.1
DOI: 10.17632/93ngk2rn74.1
title: Data for: Insight into the mechanism of action of EP-39, a bevirimat derivative that inhibits HIV-1 maturation

description: In silico docking of BVM and EP-39 on the hexameric crystal structure of the CACTD-SP1 Gag fragment
DOI: 10.5517/ccdc.csd.cc21stzn
title: CCDC 1900702: Experimental Crystal Structure Determination

description: Related Article: Manik Lal Saha, Michael Schmittel, Jan W. Bats|2019|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/rmkjdfpzfk.1
title: Data for: Kinetic roles of vibrational excitation in RF plasma assisted methane pyrolysis

description: reaction mechanism, cross sections and thermal data for this article.
DOI: 10.17632/d7p6v994tt.1
title: Data for: Microhabitat selection of free-ranging beef cattle in south-boreal forest

description: Data used to model the probability of use of different habitats by free-ranging beef cattle in south-boreal forest.
DOI: 10.17632/tn4mntzjtm.1
title: Analyses for: Microhabitat selection of free-ranging beef cattle in south-boreal forest

description: Modelling of the probability of use of different habitats by free-ranging beef cattle in south-boreal forest.
DOI: 10.17632/b2k539kz63.1
title: Data for: Episodic collisional orogenesis and lower crust exhumation during the Palaeoproterozoic Eburnean Orogeny: Evidence from the Sefwi Greenstone Belt, West African Craton

description: The supplementary information presents geophysical and petrophysical datasets used to constrain new litho-tectonic maps for the poorly exposed Palaeoproterozoic Sefwi Greenstone Belt, SW Ghana, in the West African Craton.
DOI: 10.26300/j5ga-kz62
title: Data from "The response of East Asian monsoon to the precessional cycle: A new study using the Geophysical Fluid Dynamics Laboratory model"
DOI: 10.6073/pasta/268538e0c24781ea7557651f73ae30b0
title: Chemistry of freely-draining soil solutions at the Hubbard Brook Experimental Forest, Watershed 1, 1996 - present.

description: Tension-free lysimeters were installed in three soil horizons at 13
  locations within Hubbard Brook Experimental Forest Watershed 1,
  representing the variation in elevation and forest type of the
  watershed. At each location, the organic horizon and the B horizon
  were selected for lysimeter placement. Soil solution samples were
  collected approximately monthly and analyzed for base cations, soluble
  anions, trace metals, nitrogen and carbon.

      
  These data were gathered as part of the Hubbard Brook Ecosystem Study
  (HBES). The HBES is a collaborative effort at the Hubbard Brook
  Experimental Forest, which is operated and maintained by the USDA
  Forest Service, Northern Research Station.
DOI: 10.6073/pasta/4123e9d94c125268b5074fe857670049
title: Chemistry of freely-draining soil solutions at the Hubbard Brook Experimental Forest, Watershed 6, 1982 - present

description: Tension-free lysimeters were installed in three soil horizons at three
  locations adjacent to Hubbard Brook Experiment Forest Watershed 6. At
  each location, the organic horizon and the B horizon were selected for
  lysimeter placement. Soil solution samples were collected
  approximately monthly and analyzed for base cations, soluble anions,
  trace metals, nitrogen and carbon.

      
  These data were gathered as part of the Hubbard Brook Ecosystem Study
  (HBES). The HBES is a collaborative effort at the Hubbard Brook
  Experimental Forest, which is operated and maintained by the USDA
  Forest Service, Northern Research Station.
DOI: 10.5281/zenodo.2581310
title: Data Set: Evaluation of Domain Randomization Techniques for Transfer Learning - Part 1

description: <strong>Transfer Learning Data Set:</strong><br>
The total data set contains <strong>1.44m synthetic images</strong> and <strong>10k real-world images</strong> of size 299x224.

Due to file size limitation, the data set is split into two sets. The first part (part 0: DOI 10.5281/zenodo.2581311) contains the real-world images and the synthetic images of perspective 00. <strong>This data set </strong>(part 1: DOI 10.5281/zenodo.2581469) contains perspective 01 and 10 of the synthetic images.

<strong>1. 10k real world images</strong><br>
    the filename labels the image:<br>
        -first 6 digits represent the id.<br>
        -8. digit labels the grasp: 0 -&gt; no grasp, 1 -&gt; grasp<br>
        -10. digit is empty (reserved for 2nd perspective)<br>
        -12. digit labels the graspbox: 0 -&gt; green box, 1 -&gt; yellow box<br>
        -14. digit labels the distractors : 0 -&gt; no distractors, 1 -&gt; distractors<br>
        -c in the end stands for acolor image, d is reserved for depth (not in use).<br>
    <br>
<strong>2. 1.44m synthetic images</strong><br>
    the folder labels the enabled technique:<br>
        -first 2 digits label the perspective:  00 -&gt; standard, 01 -&gt; shake, 10 -&gt; random<br>
        -3. digit labels the graspbox: 0 -&gt; defaul green box, 1 -&gt; random box<br>
        -4. digit labels the distractors: 0 -&gt; no distractors, 1 -&gt; distractors<br>
        -5. digit labels the lighting: 0 -&gt; default lighting, 1 -&gt; random lighting<br>
        -6. digit labels the mesh randomization: 0 -&gt; default mesh color, 1 -&gt; random mesh color<br>
        <br>
    the filename consists of 3 parts:<br>
        -first 6 digits represent the id.<br>
        -8. digit labels the grasp: 0 -&gt; no grasp, 1 -&gt; grasp<br>
        -10.-15. digit equals the folder name and represents the enabled technique<br>
        -c in the end stands for a color image, d is reserved for depth (not in use).
DOI: 10.5281/zenodo.2581311
title: Data Set: Evaluation of Domain Randomization Techniques for Transfer Learning - Part 1

description: <strong>Transfer Learning Data Set:</strong><br>
The total data set contains <strong>1.44m synthetic images</strong> and <strong>10k real-world images</strong> of size 299x224.

Due to file size limitation, the data set is split into two sets. The first part (part 0: DOI 10.5281/zenodo.2581311) contains the real-world images and the synthetic images of perspective 00. <strong>This data set </strong>(part 1: DOI 10.5281/zenodo.2581469) contains perspective 01 and 10 of the synthetic images.

<strong>1. 10k real world images</strong><br>
    the filename labels the image:<br>
        -first 6 digits represent the id.<br>
        -8. digit labels the grasp: 0 -&gt; no grasp, 1 -&gt; grasp<br>
        -10. digit is empty (reserved for 2nd perspective)<br>
        -12. digit labels the graspbox: 0 -&gt; green box, 1 -&gt; yellow box<br>
        -14. digit labels the distractors : 0 -&gt; no distractors, 1 -&gt; distractors<br>
        -c in the end stands for acolor image, d is reserved for depth (not in use).<br>
    <br>
<strong>2. 1.44m synthetic images</strong><br>
    the folder labels the enabled technique:<br>
        -first 2 digits label the perspective:  00 -&gt; standard, 01 -&gt; shake, 10 -&gt; random<br>
        -3. digit labels the graspbox: 0 -&gt; defaul green box, 1 -&gt; random box<br>
        -4. digit labels the distractors: 0 -&gt; no distractors, 1 -&gt; distractors<br>
        -5. digit labels the lighting: 0 -&gt; default lighting, 1 -&gt; random lighting<br>
        -6. digit labels the mesh randomization: 0 -&gt; default mesh color, 1 -&gt; random mesh color<br>
        <br>
    the filename consists of 3 parts:<br>
        -first 6 digits represent the id.<br>
        -8. digit labels the grasp: 0 -&gt; no grasp, 1 -&gt; grasp<br>
        -10.-15. digit equals the folder name and represents the enabled technique<br>
        -c in the end stands for a color image, d is reserved for depth (not in use).