AndreaBozzo/ceres-open-data-index huggingface dataset:
Job Patterns For Minorities And Women In Private Industry, 2017 EEO-1 State Aggregate by NAICS-2 Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations which indicate the composition of their work forces by sex and by race/ethnic category. Key among these reports is the EEO-1, which is collected annually from Private employers with 100 or more employees or federal contractors with 50 more employees.

Tags: eeoc-eeo1-private-employer-eeo1-survey-2017
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2017 EEO-1 State Aggregate by NAICS-3 Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations which indicate the composition of their work forces by sex and by race/ethnic category. Key among these reports is the EEO-1, which is collected annually from Private employers with 100 or more employees or federal contractors with 50 more employees.

Tags: eeoc-eeo1-private-employer-eeo1-survey-2017
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2017 EEO-1 NAICS-2 Aggregate Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations which indicate the composition of their work forces by sex and by race/ethnic category. Key among these reports is the EEO-1, which is collected annually from Private employers with 100 or more employees or federal contractors with 50 more employees.

Tags: eeoc-eeo1-private-employer-eeo1-survey-2017
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2017 EEO-1 NAICS-3 Aggregate Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations which indicate the composition of their work forces by sex and by race/ethnic category. Key among these reports is the EEO-1, which is collected annually from Private employers with 100 or more employees or federal contractors with 50 more employees.

Tags: eeoc-eeo1-private-employer-eeo1-survey-2017
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2017 EEO-1 CBSA Aggregate Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations which indicate the composition of their work forces by sex and by race/ethnic category. Key among these reports is the EEO-1, which is collected annually from Private employers with 100 or more employees or federal contractors with 50 more employees.

Tags: eeoc-eeo1-private-employer-eeo1-survey-2017
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2017 EEO-1 CBSA Aggregate by NAICS-2 Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations which indicate the composition of their work forces by sex and by race/ethnic category. Key among these reports is the EEO-1, which is collected annually from Private employers with 100 or more employees or federal contractors with 50 more employees.

Tags: eeoc-eeo1-private-employer-eeo1-survey-2017
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2017 EEO-1 CBSA Aggregate by NAICS-3 Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations which indicate the composition of their work forces by sex and by race/ethnic category. Key among these reports is the EEO-1, which is collected annually from Private employers with 100 or more employees or federal contractors with 50 more employees.

Tags: eeoc-eeo1-private-employer-eeo1-survey-2017
Organization: US Equal Employment Opportunity Commission
Finite Element Modeling of Materials with Complex Microstructure (OOF)

OOF is software for analyzing the properties of materials with complex microstructures.  Starting with a micrograph of a real or simulated material, OOF allows users to assign material properties to features of the microstructure, to construct a finite element mesh from the microstructure geometry, and to perform virtual experiments on the microstructure.

Tags: finite-elements, materials-properties, microstructure
Organization: National Institute of Standards and Technology
NIST Short Tandem Repeat DNA Internet DataBase

Short Tandem Repeat DNA Internet DataBase is intended to benefit research and application of short tandem repeat DNA markers for human identity testing. Facts and sequence information on each STR system, population data, commonly used multiplex STR systems, PCR primers and conditions, and a review of various technologies for analysis of STR alleles have been included.

Tags: bio-technology, bioinformatics, biological, biology, dnas, forensic-dnas, human-identity-testings, short-tandem-repeats, str-typings
Organization: National Institute of Standards and Technology
Joint Quantum State and Measurement Tomography

This software package performs joint quantum state and measurement tomography. The software is provided as Python source code. A description of the algorithms used is in "Joint Quantum State and Measurement Tomography with Incomplete Measurements" https://arxiv.org/abs/1803.08245Included are three example scripts that simulate data for one or two trapped ion systems with either symmetric or asymmetric measurements:- analysis_scripts/paper_simulations.py: produces all data and histograms shown in related publication with seed = 0. Also provides an example of symmetric measurements.- analysis_scripts/asym_simulations.py: produces simulated data from asymmetric measurements by similar methods as in previous script.- analysis_scripts/load_tutorial/load_simulations.py: gives an example of loading data with asymmetric measurements. 

Tags: quantum-information-theory-quantum-tomography-statistical-analysis-uncertainty-quantification-t
Organization: National Institute of Standards and Technology
Source program files for "reductus: a stateless Python data-reduction service with a browser front end"

Python and Javascript source files for the reductus program, used for data reduction for all the neutron reflectometers at the NIST Center for Neutron Research (includes the PBR, MAGIK and NG7 Refl instruments)

Tags: neutron, reduction, reflectometer, reflectometry, web
Organization: National Institute of Standards and Technology
2020 MML Accolades Program

The MML Accolades Program has been created to recognize exemplary work by staff, associates, and external collaborators in areas of strategic interest and benefit to MML (The Material Measurement Laboratory, an organization within NIST). With peer nominations from MML employees and associates, Accolades focus on the impact of accomplishments and outcomes of the work of individuals or teams working in or with MML.  The MML Accolades program started in 2015. This dataset includes a website with all the past winners since the program's inception.  There is also an attached spreadsheet for each year that lists the winners and citations for each category. Visit the MML Accolades homepage: https://www.nist.gov/mml/mml-accolades/2020-accolades

Tags: accolades, awards, mml, recognition
Organization: National Institute of Standards and Technology
Supplemental Data and Source Code for ILSA Research

Source code associated with the Inverted Library Search Algorithm (ILSA) for identifying mixture components using is-CID mass spectra. This source code is frozen to accompany the manuscript titled "Updates to the Inverted Library Search Algorithm for mixture analysis" by Moorthy et. al. https://pubs.acs.org/doi/10.1021/jasms.2c00090The primary function, "asm_ILSA.R" in the "source/Functions" directory, receives as input up to three is-CID query mass spectra, a pure compound reference is-CID mass spectral library, and a set of search parameters. To help a user organize their input to the asm_ILSA.R function, we have provided in the root directory "asm_ILSA_CLA.R"--a prototype command line application. A user can use this prototype application as a guide for using the ILSA in their own research, adjusting input files, search libraries and search parameters. At present, search libraries must be formatted as .RDS files as produced by NIST. Query spectra can be in several standard formats for is-CID mass spectra: ".txt", ".csv", ".jsp".

Tags: mass-spectrometry, mixture-analysis, search-algorithms, seized-drug-analysis
Organization: National Institute of Standards and Technology
Data for manuscript: Integrated photonic optomechanical atomic force microscopy  probes batch fabricated using deep UV photolithography

Data from figure 4 "Measuring photonic optomechanical devices" in manuscript "Integrated photonic optomechanical atomic force microscopy probes batch fabricated using deep UV photolithography," in Journal of Microelectromechanical Systems, doi: 10.1109/JMEMS.2023.3247300.

Tags: cavity-optomechanical-sensors, integrated-photonics
Organization: National Institute of Standards and Technology
On-Wafer Vector-Network-Analyzer Measurements at mK Temperatures

This repository contains all of the data published in the figures of the paper "On-Wafer Vector-Network-Analyzer Measurements at mK Temperatures." Manuscript DOI: 10.1109/JMW.2022.3232076Manuscript ID: JMW-2022-0108Manuscript Title: On-Wafer Vector-Network-Analyzer Measurements at mK TemperaturesPublished by: Institute of Electrical and Electronics Engineers (IEEE)

Tags: cryogenic, dilution-refrigerator, microwave-calibrations, on-wafer-measurement, vector-network-analysis
Organization: National Institute of Standards and Technology
Gas phase fractionation data independent acquisition analysis of a phosphopeptide mixture

Recent advances in methodology have made phosphopeptide analysis a tractable problem for many proteomicists. There are now a wide variety of robust and inexpensive enrichment strategies to generate phosphoproteomes, while free or inexpensive software tools for quantitation and site localization have simplified phosphoproteome analysis workflow tremendously. As a research group under the Association for Biomolecular Resource Facilities (ABRF) umbrella, the Proteomics Standards Research Group (sPRG) has worked to develop a multipathway phosphopeptide prototype mixture based on a pool of heavy-labeled phosphopeptides designed to enable researchers to rapidly develop assays. This prototype mixture contains 131 mass spectrometry vetted phosphopeptides specifically chosen to cover as many known biologically interesting phosphosites as possible from seven different signaling networks: AMPK signaling, death and apoptosis signaling, ErbB signaling, insulin/IGF-1 signaling, mTOR signaling, PI3K/AKT signaling, and stress (p38/SAPK/JNK) signaling. We describe a characterization of the standard spiked into a HeLa tryptic digest stimulated with both EGF and IGF1 to activate the MAPK and PI3K/AKT/mTOR pathways. We demonstrate a comparison of phosphoproteomic profiling of HeLa performed independently by the co-authors with this prototype mixture with data independent acquisition.

Tags: gas-phase-fractionation, phosphopeptides, post-translational-modification-localization
Organization: National Institute of Standards and Technology
Sequence-based allelic variations and frequencies for 22 autosomal STR loci in the Lebanese population - Supplementary material

This data repository is meant to provide the supplementary files, tables, and figures included in the peer-reviewed research article entitled: "Sequence-based allelic variations and frequencies for 22 autosomal STR Loci in the Lebanese population". The article can be found at the following link (https://doi.org/10.1016/j.fsigen.2023.102872) and describes the sequencing of the 22 autosomal Short Tandem Repeat (aSTR) loci, using the PowerSeq 46GY System Prototype, in 195 individuals of self-reported Lebanese admixed ancestry. The supplemental files contain the sequence strings for each allele at each autosomal STR locus, length- and sequence- based allelic frequencies, quality control metrics for the sequencing runs, flanking region polymorphisms, as well as population and forensic genetic statistics. Any future changes to the supplements will be listed in the "Change Log" tab within each spreadsheet.

Tags: autosomal-str-loci, lebanese-population, lebanon, next-generation-sequencing, population-structure, powerseq-46gy, sequence-variations
Organization: National Institute of Standards and Technology
Broadband Electromagnetic Properties of Engineered Flexible Absorber Materials

Figures and relevant data from the paper "Broadband Electromagnetic Properties of Engineered Flexible Absorber Materials" are found here . The paper was published on Advanced Materials Technologies in 2023. ABSTRACT: Flexible and stretchable materials have attracted significant interest for applications in wearable electronics and bioengineering fields. Recent developments also incorporate mounted and embedded microwave circuits, components, and systems with engineered flexible materials that operate over a broadband frequency range (~1 to 100 GHz). Here we demonstrate a simple, low-cost, flip-chip technique where flexible materials are placed on top of coplanar waveguide (CPW) transmission lines for material property measurement. We apply on-wafer error correction and de-embedding techniques to determine broadband electromagnetic properties of the material-loaded transmission line segments. Finite-element simulations of material-loaded devices were employed along with the broadband measurements to estimate the electromagnetic material properties. To demonstrate this technique, we fabricated flexible polydimethylsiloxane (PDMS) composites with varying concentrations of Barium Hexaferrite (BaM) nanoparticles for potential applications in electromagnetic shielding and quantified the complex permittivity and permeability of the composites up to 110 GHz using our broadband scattering-parameter measurements. We fit the frequency-dependent permeability to models describing the ferromagnetic resonance of barium hexaferrite (BaM) nanoparticles in PDMS and estimated the constituent nanoparticle properties using the Maxwell-Garnett mixing model. This study paves way to exploit a wide range of engineered materials in flexible, wearable, and biomedical electronics applications and presents a convenient methodology to extract important broadband electromagnetic properties for applications such as electromagnetic shielding.

Tags: barium-hexaferrite, flexible-electronics, microwave-circuits, pdms-composites, permeability, permittivity
Organization: National Institute of Standards and Technology
Data underlying Optics Letters "Single-modulator, direct frequency comb spectroscopy via serrodyne modulation" DOI: 10.1364/OL.482597

This is the data underlying Optics Letters publication "Single-modulator, direct frequency comb spectroscopy via serrodyne modulation"

Tags: cavity-optomechanics, optical-frequency-comb, serrodyne
Organization: National Institute of Standards and Technology
Data for the manuscript: Integrating planar photonics for multi-beam generation and atomic clock packaging on chip.

Experimental and modeling data from the manuscript: 'Integrating planar photonics for multi-beam generation and atomic clock packaging on chip', C. Ropp, et.al., accepted for publication in Light: Science & Application, 2023.

Tags: atomic-clock, extreme-mode-converters, hybrid-integration, integrated-photonics, metasurfaces, photonic-atomic-interface
Organization: National Institute of Standards and Technology
Towards a Structured Evaluation Methodology for Artificial Intelligence Technology (SEMAIT) MIg analyZeR (mizr) Package

Our work towards a Structured Evaluation Methodology for Artificial Intelligence Technology (SEMAIT) aims to provide plots, tools, methods, and strategies to extract insights out of various machine learning (ML) and Artificial Intelligence (AI) data.Included in this software is the MIg analyZeR (mizr) R software package that produces various plots. It was initially developed within the Multimodal Information Group (MIG) at the National Institute of Standards and Technology (NIST).This software is documented, configured to be installed as an R package, and comes with an example SEMAIT script with an example (system, dataset, metrics, score) ML tuple set that we constructed ourselves.

Tags: analysis-software, artificial-intelligence, design-of-experiments, machine-learning
Organization: National Institute of Standards and Technology
Data for "Trap-Integrated Superconducting Nanowire Single-Photon Detectors with Improved RF Tolerance for Trapped-Ion Qubit State Readout"

Numerical values of all data points shown in figures for manuscript "Trap-Integrated Superconducting Nanowire Single-Photon Detectors with Improved RF Tolerance for Trapped-Ion Qubit State Readout", available on arXiv at https://arxiv.org/abs/2302.01462Manuscript in press at Applied Physics Letters.

Tags: qubit, single-photon-detector, snspd, trapped-ion
Organization: National Institute of Standards and Technology
Benchmarking of NIST LWC Finalists on Microcontrollers

Software benchmarking study of finalists in NIST's lightweight cryptography standardization process. This data set includes the results on several microcontrollers, as well as the benchmarking framework used.

Tags: ascon, authenticated-encryption-with-associated-data, elephant, gift-cofb, grain-128aead, hashing, isap, lightweight-cryptography-benchmarking, photon-beetle, romulus, sparkle, tinyjambu, xoodyak
Organization: National Institute of Standards and Technology
Data for manuscript entitled "Quantum-limited optical time transfer for future geosynchronous links"

Data for the figures in the manuscript entitled "Quantum-limited optical time transfer for future geosynchronous links"  first published as a preprint at https://arxiv.org/abs/2212.12541.  Abstract: The combination of optical time transfer and optical clocks opens up the possibility of large-scale free-space networks that connect both ground-based optical clocks and future space-based optical clocks. Such networks promise better tests of general relativity, dark matter searches, and gravitational wave detection. The ability to connect optical clocks to a distant satellite could enable space-based very long baseline interferometry (VLBI), advanced satellite navigation, clock-based geodesy, and thousand-fold improvements in intercontinental time dissemination. Thus far, only optical clocks have pushed towards quantum-limited performance. In contrast, optical time transfer has not operated at the analogous quantum limit set by the number of received photons. Here, we demonstrate time transfer with near quantum-limited acquisition and timing at 10,000 times lower received power than previous approaches. Over 300 km between mountaintops in Hawaii with launched powers as low as 40 μW, distant timescales are synchronized to 320 attoseconds. This nearly quantum-limited operation is critical for long-distance free-space links where photons are few and amplification costly -- at 4.0 mW transmit power, this approach can support 102 dB link loss, more than sufficient for future time transfer to geosynchronous orbits.Fig2a: Low power acquisition with a time programmable frequency combFig2b: Timing noise versus received powerFig2c: Time deviations for various received powersFig3:  Time deviations and modified Allan deviationsFig4: Power spectral densities and excess noise as a function of turbulence Fig5: Multi-parameter comparison of time transfer methods

Tags: clock-networks, free-space-optical-time-transfer, optical-time-transfer
Organization: National Institute of Standards and Technology
Allegheny County Watershed Boundaries

This dataset demarcates the 52 isolated sub-Watersheds of Allegheny County that drain to single point on the main stem rivers. Created by 3 Rivers 2nd Nature based upon Allegheny County watershed file showing all tributaries of all streams. All tributaries draining to a single point on the river were joined as a single major stream system watershed for field measurement and analysis purposes.

Tags: _etl, allegheny-county, clairton, duquesne, environment, inland-waters, mckeesport, pittsburgh, southwest-pennsylvania, water, western-pennsylvania
Organization: Allegheny County / City of Pittsburgh / Western PA Regional Data Center
Dual electro-optic frequency comb photonic thermometry

Data from peer-reviewed publication:  A. J. Fleisher et al., Dual electro-optic frequency comb photonic thermometry, Optics Letters. We report a precision realization of photonic thermometry using dual-comb spectroscopy to interrogate a ?-phase-shifted fiber Bragg grating. We achieve read-out stability of 7.5 mK at 1 s and resolve temperature changes of similar magnitude?sufficient for most industrial applications. Our dual-comb approach enables rapid sensing of dynamic temperature, and our scalable and reconfigurable electro-optic generation scheme enables a broad sensing range without laser tuning. Reproducibility on the International Temperature Scale of 1990 is tested, and ultimately limited by the frequency reference and check-thermometer stability. Our demonstration opens the door for a universal interrogator deployable to multiple photonic devices in parallel to potentially unravel complex multi-physical quantity measurements.

Tags: dual-comb-spectroscopy, electro-optic-frequency-comb-generators, frequency-combs, photonic-thermometry, remote-sensing, thermometry
Organization: National Institute of Standards and Technology
Evaluating Correlation Between Measurement Samples in Reverberation Chambers Using Clustering

Evaluating Correlation Between Measurement Samples in Reverberation Chambers Using ClusteringAbstract:  Traditionally, in reverberation chambers (RC) measurement autocorrelation or correlation-matrix methods have been applied to evaluate measurement correlation. In this article, we introduce the use of clustering based on correlative distance to group correlated measurements. We apply the method to measurements taken in an RC using one and two paddles to stir the electromagnetic fields and applying decreasing angular steps between consecutive paddles positions. The results using varying correlation threshold values demonstrate that the method calculates the number of effective samples and allows discerning outliers, i.e., uncorrelated measurements, and clusters of correlated measurements. This calculation method, if verified, will allow non-sequential stir sequence design and, thereby, reduce testing time.Keywords: Correlation, Pearson correlation coefficient (PCC), reverberation chambers (RC), mode-stirring samples, correlative distance, clustering analysis, adjacency matrix.

Tags: adjacency-matrix, clustering-analysis, correlation, correlative-distance, mode-stirring-samples, pearson-correlation-coefficient-pcc, reverberation-chambers-rc
Organization: National Institute of Standards and Technology