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polysr: use cases demonstrating the utility of symbolic regression for polymeric data
Data provided by National Institute of Standards and Technology
"polysr: Symbolic Regression applied to Polymeric Use Cases" is a GitHub repository that demonstrates the utility of symbolic regression for understanding polymer data. Specifically, three distinct use cases are considered. The Robust to Noise use case demonstrates the robustness of symbolic regression to noise. Both the case where noise is added to the predicted quantity and the case where noise is added to one of the features are considered. Specifically, synthetic data is generated from the Flory Huggins spinodal equation for the tests.
Identifier: ark:/88434/mds2-4159
Modified:
Source: https://github.com/usnistgov/polysr
Current Population Survey: Veterans Supplement
Data provided by United States Census Bureau
Provides data for veterans of the United States on Vietnam-theater and Persian Gulf-theater status, service-connected income, effect of a service-connected disability on current labor force participation and participation in veterans' programs.
Identifier: https://api.census.gov/data/id/CPSVETS202508
Tags: census
Modified:
Source: http://api.census.gov/data/2025/cps/vets/aug
Community Resilience Estimates for Puerto Rico
Data provided by United States Census Bureau
The Community Resilience Estimates for Puerto Rico track how socially vulnerable every neighborhood in Puerto Rico is to the impacts of a disaster. The Community Resilience Estimates use Puerto Rico Community Survey microdata and Population Estimates Program data to measure the ability of individuals and households to absorb the external stresses of the impacts of a disaster.
Identifier: https://api.census.gov/data/id/CREPUERTORICO2024
Tags: census
Modified:
Source: http://api.census.gov/data/2024/crepuertorico
Repository for NIST-EPA Legionella study Python tools.
Data provided by National Institute of Standards and Technology
Repository for NIST-EPA Legionella study Python tools. Includes scripts for aerosol particle size distribution analysis, emission-rate calculations, data cleaning, visualization, and statistical modeling of shower-generated aerosols under varying temperature, humidity, and exhaust-fan conditions.
Identifier: ark:/88434/mds2-4153
Modified:
Source: https://github.com/usnistgov/EPA_Legionella
Building 423 IAQ Manufactured House (MH) DAQ — Automated Data Acquisition and Backup System
Data provided by National Institute of Standards and Technology
Python-based automation system for the NIST Building 423 Manufacturing House IAQ test facility. Provides incremental backups of instrumentation data, weather station logs, and thermostat telemetry to mission network storage with detailed error logging, retry logic, and support for scheduled execution.
Identifier: ark:/88434/mds2-4154
Modified:
Data for manuscript "Integrated optical isolators for broadband multi-laser operation"
Data provided by National Institute of Standards and Technology
Theoretical calculation, modeling and experimental measurement data for the paper "Integrated optical isolators for broadband multi-laser operation" accepted for publication in Nature Photonics (2026)
Identifier: ark:/88434/mds2-4202
Modified:
Contingency: a python library for fast, vectorized metrology with binary contingency counts.
Data provided by National Institute of Standards and Technology
With this tool, users can rapidly calculate binary classifier metrics like Matthew's Correlation Coefficient, F-Scores, and Average Precision Scores from scalar and binary predictions. It is primarily used to calculate threshold sensitivity studies, and has several routines to significantly speed up metric calculation (or approximation) when aggregate measures of performance over all thresholds are needed.
Identifier: ark:/88434/mds2-4079
Modified:
Source: https://github.com/usnistgov/Contingency
LC-MS/MS and GC-MS Measurements of Extractables and Leachables (E&L) from Polymeric Materials
Data provided by National Institute of Standards and Technology
This mass spectrometry (MS) data set encompasses spectra of the extractables and leachables (E&L) of 100 polymer materials sourced from the Scientific Polymer Products Inc Polymer Samples Kit (see: SciPoly_PolymerSampleKit205_Items.xlsx). Extractions of these polymers were carried out using three HPLC-grade solvents of varying polarity (water, isopropanol, and hexane) with 10 mg polymer/mL solvent for 24 hours at 50 °C with shaking.
Identifier: ark:/88434/mds2-4147
Modified:
SRM 927g Bovine Serum Albumin (7% Solution) (Total Protein Standard) Data
Data provided by National Institute of Standards and Technology
Electronic files containing the certified value(s) and uncertainty(ies), and the data used to assign the value(s). Data are provided for amino acid analysis measurements that were used to determine the certified value for BSA concentration. Data for density measurements needed to convert mass fraction values to mass concentrations are also included. Biuret measurements were used to assign a non-certified value for total protein concentration.
Identifier: ark:/88434/mds2-4139
Modified:
2024 Nonemployer Statistics: Nonemployer Statistics by Legal Form of Organization and Receipts Size Class for the U.S., States, and Selected Geographies
Data provided by United States Census Bureau
Nonemployer Statistics is an annual data product that provides subnational economic data for businesses that have no paid employees and are subject to federal income tax, and have receipts of $1,000 or more ($1 or more for the Construction sector). The data consist of the number of businesses and total receipts by industry. Data are published by legal form of organization (U.S. and state only) and receipts-size class of establishments (U.S. level only).
Identifier: https://api.census.gov/data/id/NONEMP2024
Tags: census
Modified: