Find research datasets worth reusing

opencc-by-4.0Aug 2021View details →

Banana Per Capita Consumption and SARS-CoV-2 Mortality Rates

Plant Lectins are natural Antiviral agents and Banana is rich in them. Bananas are also a rich source of magnesium. Magnesium has a positive and effective role in increasing the body's immunity and stimulating the production of antibodies in the body. R2=0.99

opencc-by-4.0Nov 2022View details →

Auroville consumption and generation

The datasets contain hourly capacity factors for a PV plant with 394 kWp capacity and a windpower facility with 800 kWp capacity. The demand profile provided contains houlrly consumption data (kWh) of Auroville. All these datasets have been used to generate the results that can be found in D6.1 and D6.2.

opencc-by-4.0Oct 2022View details →

Experimental erosion of microbial diversity decreases soil CH4 consumption rates

Biodiversity-ecosystem functioning (BEF) experiments have predominantly focused on communities of higher organisms, in particular plants, with comparably little known to date about the relevance of biodiversity for microbially-driven biogeochemical processes. Methanotrophic bacteria play a key role in Earth’s methane (CH4) cycle by removing atmospheric CH4 and reducing emissions from methanogenesis in wetlands and landfills. Here, we used a dilution-to-extinction approach to simulate diversity loss in a methanotrophic landfill cover soil community. Replicate samples were diluted 101 to 107-fold, and pre-incubated under a high CH4 atmosphere for the microbial communities to recover to approximately equal size. Then, the samples were incubated for 86 days at constant or diurnally-cycling temperature. Our hypotheses were that (1) CH4 consumption would decrease as methanotrophic diversity was lost, and that (2) this effect would be more pronounced under variable environmental conditions (here: variable temperature). We followed net CH4 consumption by gas chromatography. Microbial community composition was determined four times by DNA extraction and sequencing of amplicons specific to methanotrophs and bacteria (pmoA and 16S gene fragments). We found that the richness of operational taxonomic units (OTU) of methanotrophic and non-methanotrophic bacteria decreased approximately linearly with log-dilution. CH4 consumption decreased with the number of taxonomic units lost. This effect was independent of community size, which we determined by quantitative PCR, and consistent over the study period. The temperature treatment (constant vs. cycling temperature) did not affect any of these results. The diversity effects we found occurred in relatively diverse communities, challenging the notion of high functional redundancy mediating high resistance to diversity erosion in natural microbial systems. The effects we report resemble the ones for higher organisms, suggesting that BEF-relationships are universal across taxa and spatial scales.

opencc-by-4.0Feb 2023View details →

Energy consumption data from an office building, waterpark and warehouse in Slovenia and energy production data from a PV Plan (900KW)

The first dataset included 9-month hourly energy data from a  waterpark, a warehouse and high-rise office buildings. The second dataset includes 10-year hourly energy production data from a PV plant (900KW). Both datasets refer to Ljubljana, Slovenia.

opencc-by-4.0Feb 2023View details →

Smart Meter Water Consumption Measurements

Data Between September 2021 and September 2022, we collected the cumulative water consumption data of 17 households in Germany using the commercially available smart meters Hydrus 1.3, DN 20,00 from Diehl Metering. Further information on data collection and description of the dataset can be found in section 3 of the original article, which is available at the following DOI: <a href="https://doi.org/10.3390/jsan12030046">https://doi.org/10.3390/jsan12030046</a> Structure The root folder of the Zenodo archive contains the documents readme.md, info.txt, and info.json, as well as the 17 folders for the individual households. The readme.md gives some basic information on the data set and its use. The documents main.txt and main.json contains the metadata for the measurements of all households in both human and machine-readable format. For each test household, there is a separate folder with the documents info.txt and info.json. These contain household-specific metadata. The total water consumption measurements are stored in smartmeter.csv.

opencc-by-4.0May 2023View details →

Real Power Consumption Traces

We collected 5 real power consumption traces and we used one to generate the training dataset for the LSTM. The other four real power consumption traces were used for the testing dataset. Each real power consumption trace consists of a pair of lists: <ul> <li>traces: a list of samples, which are the measurements of power consumption</li> <li>cycle: a list of element pairs, where each pair consists of: <ul> <li>a numeric tag identifying the field operation performed (Addition, Subtraction, Multiplication, Square and other routine operations not of interest to us):</li> <li>the clock ticks counter when the field operation starts</li> </ul> </li> </ul>

opencc-by-4.0Sep 2022View details →

Ecological consumption and production [Webinar recording]

The aim of the webinar was to present data on ecological consumption and production that are available at a European level and more specifically in the Czech Republic. The presenters also talked about what the data tell us about how people think about the environmental consequences of food production. Firstly, Martin Vávra demonstrated how to search for data on ecological consumption and pro-environmental behaviour in various data repositories (e.g. CSDA and GESIS). His data discovery demonstration was followed by the presentation by Jan Vávra who talked about his research study on ecological production and self-supplementation. He showed how widespread gardening is in the Global North and what role it plays in individuals' lives and the economies of nation states. The data he presented are available via the CSDA data catalogue. The final presentation was on “Environmental behaviour of Czech households and individuals with a focus on food waste” and it involved the issue of ecological consumption. Researcher Radka Hanzlová introduced the “Food for the future” research project. It was based on a survey of Czech people’s opinions on food waste and other aspects of ecological consumption that took place in 2022. Following the presentations, a few points were raised in the discussion, namelly 1) the surprisingly low percentage of alleged vegetarians in the presented population sample of the Public Opinion Research Centre, 2) the sociodemographic background of people buying organic food and 3) the difficulty to compare across borders due to different methodologies being used in the research. The video is available on<a href="https://www.youtube.com/watch?v=nH7aH7dAi84&t=1101s"> the CESSDA Training YouTube channel</a>.

opencc-by-4.0Jun 2023View details →

BIKE Key-Recovery: Combining Power Consumption Analysis and Information-Set Decoding

Data used in the paper: "BIKE Key-Recovery: Combining Power Consumption Analysis and Information-Set Decoding". The paper has been accepted at <a href="https://sulab-sever.u-aizu.ac.jp/ACNS2023/">ACNS-2023</a>. The available dataset contains a file with a few power consumption curves taken from a Cortex-M4 (STM32F4) on a CW308 board. The file is a numpy array stored using the np.save API. The file can be directly used for running the notebooks provided in the <a href="https://github.com/benoitgerard/sca-bike">publication github</a>.

openmit-licenseJul 2023View details →

Dataset and code: The environmental sustainability of digital content consumption

Repository to share the code used in the scientific article Istrate et al., The role of digital content consumption in environmentally sustainable lifestyles. The repository contains data files and tailored notebooks to create the LCI database and reproduce the results presented in the article.

opencc-by-4.0Oct 2023View details →

Low-energy Museum Storage Buildings: Climate, Energy Consumption and Air Quality. Data Set for Final Data Report

The 43 txt-files included in this dataset relate to the report: Ryhl-Svendsen, Jensen, Bøhm, and Klenz Larsen (2012): Low-energy Museum Storage Buildings: Climate, Energy Consumption and Air Quality. UMTS Research Project 2007–2011: Final Data Report, Kgs. Lyngby: National Museum of Denmark, 122 pp. The document <a href="https://zenodo.org/api/files/145584b0-46b5-4341-8b02-7dfea90fa97c/00_List-of-data-files.pdf?versionId=a3e9691f-6e73-4a7b-aaab-c8ccee7c419b">00_List-of-data-files.pdf</a> contain a full list of the data files with a description of their structure and content, and is the key to how the individual data files relate to the report.  The research project focussed on four modern museum storage facilities in Denmark, for which the indoor climate, air quality, and the energy consumption of the climate control systems was measured at several locations, typically for a period of between two and four years. The storage facilities were Museum of Southwest Jutland’s storage building in Ribe (‘Ribe’), The Shared Storage Facility at The Centre for Preservation of Cultural Heritage in Vejle (‘Vejle’), The Joint Storage Facility for museums in East Jutland/ Museum Østjylland (‘Randers’), and from The National Museum of Denmark the storage building Hall P at the Ørholm Storage Facility (‘Ørholm’). For description of the sites, monitoring campaigns, and graphed data, the report should be consulted. For completeness, the report is included with the dataset (<a href="https://zenodo.org/api/files/145584b0-46b5-4341-8b02-7dfea90fa97c/Report_low-energy-museum-storage-buildings.pdf?versionId=44097d39-775b-4031-9e07-6978c68912a9">Report_low-energy-museum-storage-buildings.pdf</a>).

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Data describing how four different levels of induced plant defenses change cannibalism among larval lepidopterans and alter consumption of plant tissue by larval lepidopterans.

A dataset comprised of three experiments: Experiment 1. Data describing how four different levels of induced plant defenses change cannibalism among larval lepidopterans and alter consumption of plant tissue by larval lepidopterans. The experiment was conducted at UW-Madison in Birge Hall. Experiment 2. Data describing how two levels of induced plant defenses and two levels of food provision (presence or absence of dead conspecifics) changes cannibalism, herbivory, and growth among larval lepidopterans. Experiment 3. Data describing mass loss of tomato leaves that were clipped and allowed to dry for two days. These data are to determine estimates of natural (autogenic) weight loss due to evaporation for comparison of weight loss due to herbivory and evaporation as part of feeding trials with armyworms (see other two associated datasets in this series). The experiment was conducted at the Department of Biology at Virginia Commonwealth University.

openCC (other)May 2017View details →

opencc-by-4.0Jan 2020View details →

Electricity Consumption and Meteorology in Sceaux

Householder electricity consumption data accompanied with meteorological data at Sceaux, France.

opencc-by-4.0Jan 2020View details →

Renewable and consumption data in DK and Italy

The wind and solar power, and electricity consumption hourly data  in Denmark and Italy  for 2018  & 2030 scenarios.

FIG. 6 in The ways of fish beyond the sea: fish circulation and consumption in the Atacama desert, northern Chile, during the Formative period (500 cal B.C. - 700 cal A.D.)

FIG. 6. — Headless dried fish offered to a 4-6 years old infant in the route of Calate-Loa River mouth.

FIG. 7 in The ways of fish beyond the sea: fish circulation and consumption in the Atacama desert, northern Chile, during the Formative period (500 cal B.C. - 700 cal A.D.)

FIG. 7. — Composite food made of two kind of fishes tied together by a braided rope: a complete anchoveta and a boneless fillet of a bigger fish. Topater 01 cemetery (Gallardo 2017: fig. 2). Scale bar: 5 cm.

opencc-zeroNov 2019View details →

FIG. 15 in Food worthy of kings and saints: fish consumption in the medieval monastery Studenica (Serbia)

FIG. 15. — Sturgeon fishing at the exit of the Danube Gorges, cover of the fourth volume (De Piscibus in Aquis Danubii Viventibus) of L. F. Marsigli's Danubius Pannonico-Mysicus (Marsigli 1726).

FIG. 9 in The ways of fish beyond the sea: fish circulation and consumption in the Atacama desert, northern Chile, during the Formative period (500 cal B.C. - 700 cal A.D.)

FIG. 9. — Graphic that indicates the relation between cranial and postcranial skeletal units in routes, Quillagua and interior oasis sites from the Atacama Desert during the Formative period. Both inferior bars show the same relation in reference skeletons from Trachurus murphyi Nichols, 1920 (60 cranial and 41 postcranial elements) and Cilus gilberti (Abbott, 1899) (60 cranial and 42 postcranial elements). Abbreviation: NISP, number of identified specimens.

FIG. 2 in The ways of fish beyond the sea: fish circulation and consumption in the Atacama desert, northern Chile, during the Formative period (500 cal B.C. - 700 cal A.D.)

FIG. 2. — Altitudinal profile of the region with the position from the different localities mentioned in the article. Sites in italics: main geographical landmarks. Ab- breviation: m a.s.l., meters above sea level.

FIG. 4 in The ways of fish beyond the sea: fish circulation and consumption in the Atacama desert, northern Chile, during the Formative period (500 cal B.C. - 700 cal A.D.)

FIG. 4. — Radiocarbon datations from the Formative sites of the Atacama Desert considered in this study. Marine and human material samples were excluded. Calibration made by SHCAL13 curve (Hogg et al. 2013) using Calib 704 (Stuiver et al. 2005).