Find research datasets worth reusing

Effects of earthworm invasion on soil properties and plant diversity after two years of field experiment

Datasets and R script

Raw data: Electronic and Structural Property Comparison of a Novel vs. a Commercial Iridium-based OER Catalysts Enabled by Operando Ir L3-edge X-ray Absorption Spectroscopy

Raw data for the manuscript titled: Electronic and Structural Property Comparison of a Novel vs. a Commercial Iridium-based OER Catalysts Enabled by Operando Ir L3-edge X-ray Absorption Spectroscopy

Chemperium database for: Geometric Deep Learning for Molecular Property Predictions with Chemical Accuracy Across Chemical Space

The dataset and trained models for the submitted manuscript "Geometric Deep Learning for Molecular Property Prediction with Chemical Accuracy Across Chemical Space" The trained models can be used in combination with the predict module in github.com/mrodobbe/chemperium. More information in README.md. When using these datasets, refer directly to the manuscript: https://doi.org/10.1186/s13321-024-00895-0

CARMA determined light curves and PSDs to accompany ApJ publication Optical Variability Properties of Southern TESS Blazars

A collection of all Figures included in Appendix D of Optical Variability Properties of Southern TESS Blazars (Dingler & Smith 2024).

Quaver regressed light curves to accompany ApJ publication Optical Variability Properties of Southern TESS Blazars

A collection of all Figures included in Appendix A of Optical Variability Properties of Southern TESS Blazars (Dingler & Smith 2024).

Evaluating Cloud Properties at Scott Base: Comparing Ceilometer Observations with ERA5, JRA55, and MERRA2 Reanalyses Using an Instrument Simulator (Pre-review)

Due to its remote location and extreme weather conditions, atmospheric measurements are rare in Antarctica. Partially due to this lack of observational constraints, large biases in the representation of clouds have been identified over Southern hemisphere high latitudes in various grenerations of the Coupled Model Intercomparison Project (CMIP) models, numerical weather prediction models and reanalyses. It has been shown in previous studies that ground-based remote sensing measurements of cloud across the region are critical for complementing satellite data sets due to the importance of boundary layer and low-level cloud processes. These processes are poorly sampled by satellite-based measurements which are typically obscured by overlying cloud cover or are prone to ground clutter. Here we provide a dataset which includes CL51 ceilometer observations of low clouds made during the period 14th February 2022 and 31st December 2023 at Scott Base, Antarctica (77.8 S, 166.7 E). Complemeted by ERA5, JRA55 and MERRA2 reanalyses output that has been processed using an instrument simulator. These datasets allow direct comparison between the reanalyses datasets and the ceilometer observations.

Supporting data for "Neural Network-Based Interatomic Potential for the Study of Thermal and Mechanical Properties of Siliceous Zeolites"

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Experimental data for "Physical and chemical properties and degradation of MAPbBr3 films on transparent substrates"

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The convex relationship between plant cover and biomass: implications for assessing species and community properties

Datasets and R script for the article "The convex relationship between plant cover and biomass: implications for assessing species and community properties" in Journal of Vegetation Science.

Impact of Rhizosphere Quantitative Microbiome and Soil Properties on Alkaloid Dynamics in Lycoris aurea

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Protect Your Edmonton Property: Reliable Sump Pump Installation Solutions

To avoid flooding in the basement, it is a good idea to install an <a href="https://shieldfoundationrepair.nicepage.io/blog/benefits-of-edmonton-sump-pump-installation-you-didnt-know-about.html">Edmonton sump pump</a>. This will effectively remove any excess water from the foundation. The annoyance and expense of dealing with a flooded basement are things that homeowners may save themselves by doing this. A sump pump can also help keep the house structurally sound by reducing the likelihood of mildew and mould growth. In the case of heavy rain or runoff, the sump pump will ensure that the basement remains dry and secure, which is a relief. If your basement floods every time it rains in the spring or if you've noticed standing water near your home's foundation, a sump pump may be necessary. When water collects in low-lying areas, such as a basement or crawl space, a sump pump may remove it from the foundation and dispose of it properly by directing it to the sewer system. If you're still on the fence about whether or not a sump pump is a good investment for your home, consider these benefits. Installing a sump pump is a smart move any time of year, but especially during times of heavy rain when flooding is a real possibility. The absence of action will allow mould and mildew to flourish in these areas of standing water. Mildew and mould can degrade indoor air quality and lead to costly structural damage to your home. Finally, there are several benefits to having a sump pump in Edmonton that extend beyond just preventing basement flooding. The structural integrity and value of Edmonton real estate are greatly enhanced by sump pumps, which shield properties from water damage, mildew, and mould. Sump pumps also improve interior air quality, which is good for the health of building inhabitants. Shield Foundation Repair, Inc. has finally arrived! For more information about our sump pump solutions, please visit our website or call us at 780-760-4900. If you have any questions about installing a sump pump, how much it will cost, or what benefits it offers, we are here to help with any plumbing problem you may be having. <h1>In most cases, how much does it cost to install a sump pump?</h1> To protect your basement or other lower-level floor from flooding and water damage, a sump pump should be installed. Among its components are water-level or pressure-sensing valves and a motor unit that may transfer water from one spot to another, all within a reasonable distance from your home. A man-made trench is the usual location for subterranean sump pumps. The average cost to install a sump pump can be high, especially if you're not familiar with the area or are doing it for the first time. Sump pump installation services are usually rather cheap, but the cost quickly escalates when you include in the cost of a professional installer or if you want to do it yourself, any extra parts you'll need to buy. <a href="https://www.shieldfoundationrepair.ca/services/drainage-installation-sump-pumps/">Edmonton sump pump installation</a> costs can vary widely depending on factors including the type of pump, how challenging the installation is, and whether or not any other features or accessories are included. Think about the long-term benefits of a sump pump and how it can protect your home from water damage and structural issues. The upfront cost may be steep, but the investment will be more than compensated for by the security it provides and the absence of worry about floods. Homeowners can make better-informed decisions about sump pump installations when they know what to expect in terms of price. For the most part, when people think of a sump pump, they imagine the pump and motor as being one unit. Just as its name implies, a submersible sump pump is immersed inside the basin to save space and minimize noise. They should be completely resistant to corrosion and water, as their purpose is to endure substantial amounts of water. The submersion characteristic reduces the lifespan of these devices compared to pedestal pumps. As an added downside, they are more difficult to access for repairs or maintenance. This page lists the unit and installation costs for submersible sump pumps. It is highly recommended that you use a professional for sump pump installation rather than attempting the task on your own. A costly and inefficient ordeal awaits in the event of improper installation. Therefore, dial the number of Shield Foundation Repair Inc. immediately. If you are experiencing problems with your sump pump, we are happy to help you find the right solution. <h2>A Homeowner's Guide to Understanding and Fixing Foundation Cracks</h2> An indication that something went wrong is the presence of foundation cracks. Your priority should be to identify the type of foundation cracks you're dealing with. One effective way to repair cracks in foundations is with epoxy injection. This technique involves pouring epoxy into the cracks to seal them and form a firm bond that prevents further water entry. Hydraulic cement patching is an alternative method that uses a fast-setting cement mixture to successfully cover larger foundation cracks and holes. The total stability of the foundation can be enhanced by reinforcing the repaired areas with carbon fibre. To determine the best option for their unique situation, homeowners should be knowledgeable of these strategies and consider consulting an expert. The following are signs of possible structural cracks: stair-like fissures in brick or concrete block walls. <ul> <li>fissures that extend horizontally throughout the framework of your home.</li> <li>straight vertical cracks arranged in a parallelogram.</li> <li>wide, diagonal cracks along the length of your walls.</li> <li>cracks along the length of your walls and even into your ceiling.</li> </ul> Do you want to know what causes foundation cracks outside and how to fix them? If so, you've found the right spot, as it is precisely the topic that this essay will discuss. Among other things, we'll go over methods for avoiding foundation cracks and fixing them externally. <h2>Get the Insider Knowledge on Sump Pumps from Local Experts</h2> Regular inspections of your sump pump for signs of wear or malfunction, such as unusual vibrations or noises, are recommended by Shield Foundation Repair Inc. Clearing the discharge pipe of debris and ensuring it extends away from the foundation are further steps to take to prevent water from seeping back into the basement. Last but not least, protect your home from any flood damage by having a professional inspect and service your sump pump once a year. A sump pump is a very simple piece of equipment. I can confirm that it is a pump. If your home is ever flooded, the water will inevitably find its way to the sump pump, which is located at the lowest point on your land. The sump pit is where the pump is housed; in smaller pits, it may be placed on a pedestal, and in larger ones, it may be positioned below the water line. When the water level reaches a certain point, a float switch is activated, turning on the pump. After the water level drops low enough, the pump will keep sucking it out of the area. Once in a while, to get the pump going, fill the sump pit with a bucket. Here we have a simple functionality test. Plan your maintenance. Unless you own a whole-house generator, you probably won't put this item to frequent use. Do not put off finding problems till an unfavourable time comes. Consider bringing an extra battery just in case. If the power goes out, this backup pump will keep running—which is likely to happen in situations when a sump pump is needed. If you want to know more about sump pumps and anything else relating to home comfort, go over to Shieldfoundationrepair.com right now. Save money on services and more by taking advantage of our exclusive promotions!

opencc-zeroJun 2024View details →

dryad32/100

Medium spiny neuron electrophysiological properties across male rats and female rats in different estrous cycle phases in the nucleus accumbens core: Excitatory synaptic input, action potential, and intrinsic properties

This dataset presents electrophysiological properties from whole-cell patch clamped nucleus accumbens core medium spiny neurons from male rats and female rats recorded in different estrous cycle phases. Excitatory synaptic input, action potential, and intrinsic properties are presented in an analyzed format, as well as the original electrophysiological recordings of each neuron. These data were originally presented across two different papers (Proaño et al., 2018, 2020) and further analyzed in an additional paper (Long et al., 2024), all of which are cited below. These data were key for establishing that nucleus accumbens neuron electrical function changed across the estrous cycle in response to its associated hormones, programming a phase-dependent sex difference in adulthood. This finding provided a new framework for understanding how biological sex and hormone cyclicity regulate the neurons implicated in motivated behaviors and related functions and disorders.

Identification of Three-Dimensional Landslide Movement Based on GNSS Measurement and Geological Properties to Improve Disaster Mitigation Response

This material has presented on 2nd International Conference on Advanced Research in Engineering and Technology in October 25, 2023.

Data for Enhanced soft magnetic properties with high frequency stability of pure iron powder cores via high-pressure compaction – an environment and cost saving solution as a prospective alternative to soft magnetic composites

Data for the scientific paper Enhanced soft magnetic properties with high frequency stability of pure iron powder cores via high-pressure compaction – an environment and cost saving solution as a prospective alternative to soft magnetic composites

opencc-by-nc-nd-4.0Jun 2024View details →

Data for "Climate outweighs human effects on vegetation properties during the early-to-mid Holocene"

Data for analyses used in the PastHumanImpact project published in a manuscript "Climate outweighs human effects on vegetation properties during the early-to-mid Holocene".  All R code and workflows to reproduce the data analyses and figures are available at <a href="https://github.com/HOPE-UIB-BIO/PastHumanImpact" target="_blank" rel="noopener">HOPE-UIB-BIO/PastHumanImpact</a>. Usage: Each zip file should be extracted and placed into the `Data` folder, following the README file in the mentioned GitHub repo. ❗The data is under a CC BY-NC-ND licence, which requires approval from data owners before use (read <a href="https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode" target="_blank" rel="noopener">here </a>for more details). Specifically, please contact Xianyong Cao (<a href="mailto:xcao@itpcas.ac.cn" target="_blank" rel="noopener">xcao@itpcas.ac.cn</a>) to share the Asian fossil pollen data.❗ Citation: If you want to use the data, please cite the mentioned paper "Felde et al. Climate outweighs human effects on vegetation properties during the early-to-mid Holocene".  DOI: <a title="Climate outweighs human effects on vegetation properties during the early-to-mid Holocene" href="https://doi.org/10.21203/rs.3.rs-4692574/v1" target="_blank" rel="noopener">10.21203/rs.3.rs-4692574/v1</a>

Micro-scale Surface Thermophysical Properties Affected by Sample Scooping of the Moon as Revealed by Chang'E-5 Lander Spectra

This archive includes data supporting the manuscript entitled "Micro-scale Surface Thermophysical Properties Affected by Sample Scooping of the Moon as Revealed by Chang'E-5 Lander Spectra" by Hengyue Jiao et al.

Stability and electronic properties of K-Sb and Na-Sb binary crystals from high-throughput ab initio calculations

This is the dataset to the identically named publication. All data is stored in an AiiDA archive. In a high-throughput analysis based on density-functional theory (DFT) with the advanced r2SCAN functional, we focus on the two families of binary crystals with K-Sb and Na-Sb compositions that are expected to form during evaporation growth of multi-alkali antimonide photocathodes. Starting from an initial pool of structures mined from existing computational databases, we employed automatized routines included in the in-house developed library aim2dat to determine the stability and the electronic properties of the aforementioned systems. We analyze the formation energy, the band structure and the projected density of states of selected stable compounds.

GEOLAB Material Properties Database

The document contains the comprehensive ‘one-stop’ material properties database developed by the GEOLAB consortium for the typical soils and constitutive models used in the GEOLAB facilities. The said database was developed to support the use and re-use of the quality experimental data from the GEOLAB Transnational Access projects.

Circumnuclear Dust in Luminous Early-Type Galaxies -- I. Sample Properties and Stellar Luminosity Models

This dataset contains the HST mosaic images created and described in the paper "Circumnuclear Dust in Luminous Early-Type Galaxies -- I. Sample Properties and Stellar Luminosity Models" by J. Davidson, B. Boizelle, J. Walsh, A. Barth, E. Rasmussen, A. Baker, D. Buote, J. Darling, L. Ho, K. Kabasares, and J. Cohn. Each mosaic was created by drizzling the data to a pixel scale of 0.08 and a pixel fraction of 0.75. The data are mostly in the infrared and optical and only occasionally in the ultraviolet. <h2>Data Structure</h2> These data are organized by target and each target has its own .zip file. Each .zip file is organized by HST camera, then by filter. For example, for the target Hydra A, the data are sorted into the following folders: <ul> <li>acs_sbc <ul> <li>f140lp</li> <li>f150lp</li> </ul> </li> <li>acs_wfc <ul> <li>f814w</li> </ul> </li> <li>wfc3 <ul> <li>f110w</li> <li>f160w</li> <li>f475w</li> </ul> </li> <li>aligned</li> </ul> The aligned folder for each target contains all the aligned mosaic images. These were aligned to their respective wfc3/f160w image using TweakReg, then further corrected using interpolation to obtain sub-pixel accuracy. <h2>File Naming</h2> All mosaic image files for all filters follow the same naming convention: <target name + filter + pixel fraction + pixel scale>_ drz_sci.fits. For example, the Hydra A f160w mosaic is named hydraa_f160w_pxfr075_pxsc008_drz_sci.fits. PSF files, both empirical and Tiny Tim (each drizzled to the same pixel scale and pixel fraction as the HST data), are included in each f110w and f160w folder and follow a similar naming convention. To these file names are added either *emp_psfdrz* for the empirical PSF or *psfdrz* for the Tiny Tim PSF. For example, the Hydra A f160w empirical PSF file is named hydraa_f160w_emp_psfdrz_pxfr075_pxsc008_drz_sci.fits, whereas the Tiny Tim PSF file is named hydraa_f160w_psfdrz_pxfr075_pxsc008_drz_sci.fits. The f160w folders for all targets also contain a few extra files: <ol> <li>Mask files, called f160w_mask.fits in all cases, which indicate the positions and extents of all extraneous sources of light (foreground stars, background galaxies, cosmic ray hits, etc.) in the respective f160w mosaics.</li> <li>A .txt file that contains the final GALFIT MGE solution and follows the naming convention <target>_f160w_galfitmge_dustmask_tinytim_sol.txt. Note that the Tiny Tim PSF was used to obtain the final MGE solution in every case.</li> <li> A .fits file that contains the model based on the final GALFIT MGE solution. These follow the naming convention <target>_f160w_pxfr075_pxs0080_drz_galfit_ttpsf_qbounds020.fits.</li> <li>For NGC 3862 only, we also obtained an MGE solution using the empirical PSF for comparison purposes. For this target, the .txt MGE solution that utilizes the empirical PSF is named ngc3862_f160w_galfitmge_dustmask_emp_sol.txt and the corresponding model .fits file is named ngc3862_f160w_pxfr075_pxs0080_drz_galfit_cenpsf_emppsf_qbounds020.fits.</li> </ol> For NGC 1387, NGC 3862, NGC 4261, and NGC 4435, a second round of observations were obtained using a subarray and shorter exposure times. The f110w and f160w folders for these galaxies therefore also have a few extra files that contain the drizzled images and empirical and Tiny Tim PSFs for these subarray exposures. These files follow the same naming conventions as previously described, with the addition of *subarr* to distinguish between the full array and subarray files. For example, the NGC 1387 drizzled subarray image is named ngc1387_f160w_subarr_pxfr075_pxsc008_drz_sci.fits, whereas the full-array, longer exposure time image is named ngc1387_f160w_pxfr075_pxsc008_drz_sci.fits. Please note that these subarray images were not used in any of the final MGEs or the analysis described in the paper, but are included here for sake of completeness. In the aligned folders, all aligned images follow the same naming convention: <target>_<camera>_<filter>_pxfr075_pxsc008_drz_align_sci.fits.

Unveiling Surface and Near-Surface Properties of Inner Solar System Bodies Through Impact Cratering: Datasets

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