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Synthetic Temperature Data for Predicting Flashover Occurrence Using Surrogate Temperature Data
Data provided by National Institute of Standards and Technology
This data set provides heat detector temperatures in a single-story ranch structure with a living room, kitchen, dining room, and three bedrooms. 20000 sets of detector temperatures are generated using CData [1]. The data set are obtained based on simulation runs with various fire conditions and door opening conditions. The fire is described based on t-squared law. The peak heat release rate and time to peak range from approximately 1667 kW to 4620 kW and from 210 s to 1540 s, respectively. A detailed description of this work can be found in Ref.
Tags: Flashover Prediction; Recurrent Neural Network; Validation with Experimental Data; Smart Fire Fighting
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Dataset for Absorbance Microscopy for Quantitative and Traceable Trypan Blue Cell Viability Measurement
Data provided by National Institute of Standards and Technology
The use of the microscope to assess cell viability is an inherently qualitative and subjective process. This project demonstrates a new absorbance microscopy modality for quantitative single-cell assessment of cell viability via trypan blue staining. This dataset consists of .tif images of live and dead stained and unstained Jurkat cells as well as the numerical data related to the corresponding journal article. The images were collected via brightfield microscopy through a 610nm bandpass filter.
Tags: regenerative medicine,cell therapy,tissue engineering,advanced imaging,cell viability,advanced therapy,biomanufacturing,Biotechnology
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Trojan Detection Software Challenge - image-classification-feb2021-test
Data provided by National Institute of Standards and Technology
Round 4 Test DatasetThe data being generated and disseminated is the test data used to construct trojan detection software solutions. This data, generated at NIST, consists of human level AIs trained to perform image classification. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for detecting which trained AI models have been poisoned via embedded triggers.
Tags: Trojan Detection; Artificial Intelligence; AI; Machine Learning; Adversarial Machine Learning;
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Source: https://drive.google.com/drive/folders/1xnz1MXdcGXr53ztUZVjpmfr1MwZw5vBT?usp=drive_link
Trojan Detection Software Challenge - image-classification-feb2021-holdout
Data provided by National Institute of Standards and Technology
Round 4 Holdout DatasetThe data being generated and disseminated is the holdout data used to construct trojan detection software solutions. This data, generated at NIST, consists of human level AIs trained to perform image classification. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for detecting which trained AI models have been poisoned via embedded triggers.
Tags: Trojan Detection; Artificial Intelligence; AI; Machine Learning; Adversarial Machine Learning;
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Source: https://drive.google.com/drive/folders/1ccyIg2gl1Iw-uWPGnaxGHizPjKl_2jpI?usp=drive_link
Effects of Selected Federal Pandemic Response Programs on Personal Income
Data provided by Bureau of Economic Analysis
These tables present the effects of selected Federal pandemic response programs on personal income.
Tags: COVID-19,coronavirus,Personal Income,Pandemic Unemployment Assistance,Pandemic Emergency Unemployment Compensation,Economic Impact Payments,Student loan forbearance
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Effects of Selected Federal Pandemic Response Programs on Federal Government Receipts, Expenditures, and Saving
Data provided by Bureau of Economic Analysis
These tables present the effects of selected Federal pandemic response programs on Federal government receipts, expenditures, and saving.
Tags: COVID-19,coronavirus,Federal Government Receipts, Expenditures, and Saving,Pandemic Unemployment Assistance,Pandemic Emergency Unemployment Compensation,Paycheck Protection Program,Employee Retention Tax Credit,Economic Impact Payments,Student loan forbearance
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Preliminary U.S. Space Economy Data
Data provided by Bureau of Economic Analysis
BEA has developed a preliminary set of statistics measuring the contributions of space-related industries to the overall U.S. economy.These estimates give business leaders, policymakers, and the public a new tool to analyze the space economy and to inform investment decisions.Preliminary estimates of the U.S. space economy's GDP, gross output, private employment, and private compensation by industry were published in the December 2020 Survey of Current Business.
Tags: Space Economy,U.S. Space Economy,Satellite Account,Space
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Source: https://www.bea.gov/system/files/2020-12/space-economy-tables-december-2020.xlsx
Transmission electron microscope tomographic data of aligned carbon nanotubes in epoxy at volume fractions of 0.44%, 2.6%, 4%, and 6.9%.
Data provided by National Institute of Standards and Technology
Transmission electron microscope tomographic data of aligned carbon nanotubes in epoxy at volume fractions of 0.44%, 2.6%, 4%, and 6.9%. Reduced data and analysis are available at https://doi.org/10.1021/acsnano.5b01044 .
Tags: TEM,tomography,carbon nanotube composite,nanocomposite,CNT
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Carbon Dioxide Mole Fraction Measurements and Model Output in the Northeast Corridor: Baltimore/Washington and Los Angeles Megacity for Jan-May 2018, Jan-May 2019, and Jan-May 2020.
Data provided by National Institute of Standards and Technology
Data files in this repository contain a static archive of all the observational and model data required to construct fossil-fuel enhancements at tower sites in Los Angeles (LA_data.csv) and DC-Baltimore (DCBalt_data.csv). These were used in the analyses detailed and presented in the publication "The impact of COVID-19 on CO2 emissions in the Los Angeles and Washington DC/Baltimore metropolitan areas" by Yadav et al.
Tags: Greenhouse gas measurements and models,urban greenhouse gas domes,GHG concentration measurements
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Economic Census: Utilities and Transportation and Warehousing: Construction Activity by Utilities and Pipelines for the U.S. and States: 2017
Data provided by United States Census Bureau
This dataset presents statistics for Utilities and Transportation and Warehousing: Construction Activity by Utilities for the U.S. and Pipelines for the U.S. and States
Tags: census
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