Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
802
datasets available to search
ShareScore release 0.9.0
Dataset results
802 results for “commercialization”
Absolute abundances of probiotic bacterial species in synthesised vs commercial yogurts local to Qatar.
<p>Absolute abundances of probiotic bacterial species in yogurts local to Qatar and lab synthesised yogurts. (16sRNA sequencing)</p>
Raw Data for the article: Efficacy of Three Commercial Disinfectants in Reducing Microbial Surfaces' Contaminations of Pharmaceuticals Hospital Facilities
<p>To evaluate and validate the efficacy of disinfectants used in our cleaning procedure, in order to reduce pharmaceutical hospital surfaces' contaminations, we tested the action of three commercial disinfectants on small representative samples of the surfaces present in our hospital cleanrooms. These samples (or coupons) were contaminated with selected microorganisms for the validation of the disinfectants. The coupons were sampled before and after disinfection and the microbial load was assessed to calculate the Log<sub>10</sub> reduction index. Subsequently, we developed and validated a disinfection procedure on real surfaces inside the cleanrooms intentionally contaminated with microorganisms, using approximately 10<sup>7</sup>-10<sup>8</sup> total colony forming units per coupon. Our results showed a bactericidal, fungicidal, and sporicidal efficacy coherent to the acceptance criteria suggested by United States Pharmacopeia 35 <1072>. The correct implementation of our cleaning and disinfection procedure, respecting stipulated concentrations and contact times, led to a reduction of at least 6 Log<sub>10</sub> for all microorganisms used. The proposed disinfection procedure reduced the pharmaceutical hospital surfaces' contaminations, limited the propagation of microorganisms in points adjacent to the disinfected area, and ensured high disinfection and safety levels for operators, patients, and treated surfaces.</p>
Data-driven capacity estimation of commercial lithium-ion batteries from voltage relaxation
<p>Here are the datasets for the publication named "Data-driven capacity estimation of commercial lithium-ion batteries from voltage relaxation" published in Nature Communications. Experimental cycling data for three commercial 18650 type batteries (Dataset_1:NCA battery, Dataset_2:NCM battery, and Dataset_3:NCM+NCA_battery) are given, where each csv file corresponds to one cell cycling data. The cells are named as CY<em>X-Y_Z</em>-#<em>N</em> according to their cycling conditions. <em>X</em> means the temperature, <em>Y_Z</em> represents the charge_discharge current rate, #<em>N</em> is the cell tag. Each csv file has 9 columns, including cycle time ('time/s'), controlled voltage and current ('control/V/mA'), battery voltage ('Ecell/V'), applied current ('<I>/mA'), charge or discharge electricity ('Q discharge/mA.h' and 'Q discharge/mA.h'), controlled voltage or current ('control/V', 'control/mA' and ), and cycle number ('cycle number'). In the impedance data, one representative cell from each cycling condition is chosen for the discussion in the main text. More detailed descriptions can be found in the zip file.</p>
The attraction of western honey bees (Apis mellifera L.) to commercially available pollen substitutes and wildflower pollen
<p>Many beekeepers supplement their western honey bee (<em>Apis mellifera</em>) colonies with artificial pollen substitutes to provide colonies with adequate nutrition during times of low pollen availability or limited pollen quality. Here, we provided caged adult worker bees with three commercially available pollen substitutes (AP23, MegaBee, UltraBee) and wildflower pollen to determine which diet is most attractive to the bees. We measured diet weight change (as a proxy for consumption) and observed honey bee behavior to test for bee preferences for certain diets. We found that the bees interacted with and consumed more wildflower pollen than they did with any of the commercially available pollen substitutes. Ultimately, our data suggest that bees have a strong preference for wildflower pollen over that of commercially available pollen substitutes.</p>
Dataset and R script for Collection and Processing of Behavioural Data of the Olive Fruit Fly, Bactrocera oleae, when Exposed to Olive Twigs Treated with Different Commercial Products
<p>We provide raw data and R script for analysis of data published in:</p> <p>1) Daher, E.; Cinosi, N.; Chierici, E.; Rondoni, G.; Famiani, F.; Conti, E. Field and Laboratory Efficacy of Low-Impact Commercial<br> Products in Preventing Olive Fruit Fly, Bactrocera oleae, Infestation. Insects 2022, 13, 213. https://doi.org/10.3390/insects13020213</p> <p>2) Daher, E.; Chierici, E.; Cinosi, N.; Rondoni, G.; Famiani, F.; Conti, E. Collection and Processing of Behavioural Data of the Olive Fruit Fly, <em>Bactrocera oleae</em>, when Exposed to Olive Twigs Treated with Different Commercial Products. <em>Data </em><strong>2022</strong>, <em>7</em>,</p>
Dataset - Performance of a compost aeration and heat recovery system at a commercial composting facility
<p>Dataset for "Performance of a compost aeration and heat recovery system at a commercial composting facility"</p>
Commercial Harvest of Klawock Lake Sockeye Salmon in the District 103 and 104 Purse Seine Fisheries, Southeast Alaska, 2018–2021
<p>The Klawock Lake sockeye salmon (<em>Oncorhynchus nerka</em>) run supports one of the most heavily used subsistence fisheries in Southeast Alaska and is the primary sockeye salmon subsistence resource for the communities of Klawock and Craig. During the period 2011–2017, the average spawning population declined by 63% and the average reported subsistence harvest declined by 50% compared to the previous decade. A major source of uncertainty regarding the decline in Klawock Lake sockeye salmon abundance is the lack of information regarding harvest in commercial fisheries. This project will provided estimates of the harvest and run timing of Klawock Lake sockeye in nearby commercial purse seine fisheries for four years (2018–2021) through genetic mixed stock analysis of sampled harvests. The commercial fisheries in management Districts 103 and 104 were targeted because they are terminal to Klawock Lake and most of the commercial harvest of Klawock Lake sockeye salmon likely occurs in those districts. We further split District 103 into two spatial strata: Northern District 103 (subdistricts 50-90) and Southern District 103 (subdistricts 11-40). The commercial harvest of Klawock Lake sockeye salmon was highest in Northern District 103 in three of four years (2018–2020), and highest in District 104 in one year (2021). Klawock Lake sockeye were virtually absent in the commercial harvest in Southern District 103 in all four years (2018-2021). The total commercial harvest (Districts 103 and 104) of Klawock Lake sockeye salmon was 2,619 fish in 2018, 5,523 fish in 2019, 3,352 fish in 2020, and 6,677 fish in 2021. These data, combined with escapement and subsistence harvests, were used to produce the first estimates of total run size for Klawock Lake sockeye salmon. The total run size varied from year to year, with 13,147 fish in 2018, 14,953 fish in 2019, 19,702 fish in 2020, and 13,600 fish in 2021. Similarly, overall harvest rates varied from 43.9% in 2018 to 59.9% in 2021 (average = 50.9%). Commercial harvest rates averaged lower than the historical averages from nearby sockeye salmon stocks at Hugh Smith and McDonald Lakes. Commercial harvest rates were higher in odd-years than even-years, presumably due to increased fishing pressure on more abundant odd-year pink salmon. The subsistence harvest rates averaged higher (20.1%) than the subsistence harvest rates on McDonald and Hugh Smith Lakes (average < 2%).</p>
COD: A Dataset of Commercial Building Occupancy Traces
<p>The Commercial Occupancy Dataset (COD) is a high-resolution long-term dataset of occupancy traces in a commercial office building spanning 9 months and covering room-level occupancy for three different spaces (two conference rooms and one open-plan space) containing more than 90,000 enter/exit events over this time period. Occupancy data in a building contains rich spatial-temporal information about the users and their usage of the space and facilities. However, obtaining accurate occupancy data is a very challenging task due to the limitation of existing sensing technologies. A novel depth-imaging based solution to estimate occupancy counts was deployed in four doorways of an office building to generate the dataset. We envision the dataset being used for diverse applications such as building energy simulation, occupancy modeling and human-in-the-loop HVAC control which enhance energy efficiency and human comfort.</p> <p>Each folder in the dataset represents data from a single building. Inside the folder there will be separate comma-separated value (CSV) files, one for each monitored room within the building. Each CSV file contains an entry for every entrance and exit events that was estimated by the sensor(s) corresponding to the room in question. In turn, each one of these entries in the dataset (i.e., each line in the file) contains three fields in this order: date (m/dd/yy), time (HH:MM:SS) and occupancy count. </p>
Human-cheetah conflict subsistence and commercial farmers
<p>This data set (published in biodiversity and conservation) is a subset of data collected between 2012 and 2015 during a nationwide questionnaire based interview survey. For more information about the methodology see Van der Meer E (2016b) The cheetahs of Zimbabwe: distribution and population status 2015. CCPZ, Victoria Falls. <em>DOI</em>: 10.13140/RG.2.2.36719.84648 (also downloadable from cheetahzimbabwe.org)</p>
Data from: Pilot-scale H2S and swine odor removal system using commercially available biochar
<p>This is digital research data corresponding to a published manuscript in "Pilot-scale H2S and swine odor removal system using commercially available biochar" Agronomy 2021, 11, 1611. Dataset may be assessed via the included link at the Dryad data repository.</p> <p>Although biochars made in laboratory seem to remove H<sub>2</sub>S and odorous compounds effectively, very few studies are available for commercial biochars. This study evaluated the efficacy of a commercial biochar (CBC) for removing H<sub>2</sub>S and odorous volatile organic compounds (VOCs).</p>
Fig 1 in A study on some commercial fishes of Nyaw-byin coastal water, Launglone Township, Tanintharyi region, Myanmar
Fig 1: Map showing the sample collection from Nyaw-byin Coastal Areas, Launglone Township
Experimental volumetric hydrogen uptake determination at 77 K of commercially available metal-organic framework materials
<p>File: carbon-08-00005-with-cover.pdf</p> <p>This file contains the published paper (PDF) with a cover page.</p> <p> </p> <p>File: carbon-1535765-supplementary.pdf</p> <p>This file (PDF) contains supporting data on the characterization of MOFs and hydrogen adsorption measurements.</p>
Leveraging Commercial Cubesat Constellations for Auroral Science: A Case Study
<p>Planet satellite magnetometer data to accompany the paper "Leveraging Commercial Cubesat Constellations for Auroral Science: A Case Study"</p>
GC-MS of 4 commercial perfumes
<p>GC-MS data from 4 commercial perfumes</p> <p>Four commercial perfumes were purchased and stored at 12 °C: Black opium from Yves Saint Laurent (France), Poison Girl from DIOR (France), 212 SEXY from Carolina Herrera (New york, USA) and 24 FAUBOURG from HERMES (France). The analysis of the four perfumes was performed using an Agilent 7890B GC, equipped with a Supelcowax 10 capillary column (30 m, 0.25 mm i.d., 0.25 µm film thickness) and coupled to a mass spectrometer 5977 Agilent Technologies. Helium was chosen as carrier gas at a flow rate of 1.3 mL/min. Column temperature was initially fixed at 40 °C for 2 min, then gradually increased to 240 °C at 3 °C/ min, and finally 240 °C for 5 min. For GC-MS detection an electron impact source was used with an ionization energy fixed at 70 eV. Data were acquired using full scan mode with a <em>m/z</em> range from 30 to 450. The perfumes were diluted 1:10 (v:v) with ethanol and 1.0 µL of the diluted samples was automatically injected in split mode (split ratio 100:1). Injector and detector temperatures were set at 250 and MS source at 230 °C, respectively. Agilent G1701EA MSD Productivity ChemStation Software Version E.02.02 was used to manage analysis.</p>
Figure 3 in Detection of helminth parasites in commercialized turtles: threats to native Testudines in northeast India
Figure 3. Dichelyne species: (A) Esophagus, lateral view, and (B) Tail, lateral view.
Figure 7 in Infestation and effect of parasitic isopod Epipenaeon ingens ingens Nobili, 1906 on commercial shrimp species in the eastern Mediterranean: a case study of the population of brown shrimp Penaeus aztecus Ives, 1891
Figure 7. Developing embryos (a) and newly hatched epicaridium larvae (b) of E. ingens ingens.
Figure 9 in Microplastics in commercial fish digestive tracts from freshwater habitats in Northern Thailand
Figure 9. Microplastic type and shape in the GIT of fish samples confirmed by FTIR.
Figure 5 in Microplastics in commercial fish digestive tracts from freshwater habitats in Northern Thailand
Figure 5. Composition of microplastic found in freshwater fish; a) size b) morphotype c) color.
FIGURE 1 in Reproductive biology of seven fish species of commercial interest at the Ramsar site in the Baixada Maranhense, Legal Amazon, Brazil
FIGURE 1 | Map of Baixada Maranhense Environmental Protection Area, a Brazilian Ramsar Site.
Competing commercial catalysts: Unprecedented catalyst activity and stability of Mizoroki-Heck reaction in a continuous packed bed reactor
<p>This dataset contains the measurement data for figures (graphs) published in journal article:</p> <p>Competing commercial catalysts: Unprecedented catalyst activity and stability of Mizoroki-Heck reaction in a continuous packed bed reactor</p> <p>by Nemanja Vucetic, Pasi Virtanen, Andrey Shchukarev, Tapio Salmi and Jyri-Pekka Mikkola</p> <p>Published in: Chemical Engineering Journal, Volume 433, Part 1, 2022, 134432</p> <p>https://doi.org/10.1016/j.cej.2021.134432</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.