U.S. flag

An official website of the United States government

Dot gov

Official websites use .gov
A .gov website belongs to an official government organization in the United States.

Https

Secure .gov websites use HTTPS
A lock () or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.

Breadcrumb

  1. Home

Near Infrared Spectra of Origin-defined and Real-world Textiles (NIR-SORT): A spectroscopic and materials characterization dataset for known provenance and post-consumer fabrics

This database contains Near Infrared (NIR) spectroscopy and optical microscopy data on an assortment of fabric specimens used for applications including fiber content classification, systems and software development, and systems and process validation of textile feedstock identification systems. The fabric sample library includes 113 fabrics total: 70 known provenance fabrics with known fiber content and various dyes/finishes, 20 known provenance fabrics with undyed, blended fiber content, 11 post-consumer fabrics with various fiber contents, dyes, and finishes, and 12 pre-consumer fabrics with various fiber contents, dyes, and finishes. Each fabric was measured via NIR spectroscopy with nominally seven replicates on a benchtop instrument from 833 nm to 2500 nm and two handheld instruments from 1550 nm to 1950 nm. Optical microscopy images for these fabrics were collected on a benchtop, stereo-ocular inspection microscope with mono, color, or polarized cameras. The data repository includes directories for: benchtop NIR spectral data, handheld NIR spectral data, and fabric-scale microscopy images. For more information, please see the readme and data documentation in each sub-directory. A complete manuscript describing data collection, analysis, and database documentation is forthcoming. Spectroscopy data consists of about 193 MB from ca. 4248 files. Microscopy data consists of about 10.6 GB from ca. 1044 files. Specimen files are .zipped at the Source directory level to reduce large number of files. File Formats: .csv, .xlsx, .txt, .pdf, .bmp, .tiff, .py, .sh
If you run into issues with bulk download here, an alternative option is to download the mirrored dataset from Materials Data Facility: https://doi.org/10.18126/61v0-rf98

About this Dataset

Updated: 2026-09-04
Metadata Last Updated: 2026-01-28 00:00:00
Date Created: N/A
Data Provided by:
Dataset Owner: N/A

Access this data

Contact dataset owner Landing Page URL
Download URL
Table representation of structured data
Title Near Infrared Spectra of Origin-defined and Real-world Textiles (NIR-SORT): A spectroscopic and materials characterization dataset for known provenance and post-consumer fabrics
Description This database contains Near Infrared (NIR) spectroscopy and optical microscopy data on an assortment of fabric specimens used for applications including fiber content classification, systems and software development, and systems and process validation of textile feedstock identification systems. The fabric sample library includes 113 fabrics total: 70 known provenance fabrics with known fiber content and various dyes/finishes, 20 known provenance fabrics with undyed, blended fiber content, 11 post-consumer fabrics with various fiber contents, dyes, and finishes, and 12 pre-consumer fabrics with various fiber contents, dyes, and finishes. Each fabric was measured via NIR spectroscopy with nominally seven replicates on a benchtop instrument from 833 nm to 2500 nm and two handheld instruments from 1550 nm to 1950 nm. Optical microscopy images for these fabrics were collected on a benchtop, stereo-ocular inspection microscope with mono, color, or polarized cameras. The data repository includes directories for: benchtop NIR spectral data, handheld NIR spectral data, and fabric-scale microscopy images. For more information, please see the readme and data documentation in each sub-directory. A complete manuscript describing data collection, analysis, and database documentation is forthcoming. Spectroscopy data consists of about 193 MB from ca. 4248 files. Microscopy data consists of about 10.6 GB from ca. 1044 files. Specimen files are .zipped at the Source directory level to reduce large number of files. File Formats: .csv, .xlsx, .txt, .pdf, .bmp, .tiff, .py, .sh If you run into issues with bulk download here, an alternative option is to download the mirrored dataset from Materials Data Facility: https://doi.org/10.18126/61v0-rf98
Modified 2026-01-28 00:00:00
Publisher Name National Institute of Standards and Technology
Contact mailto:[email protected]
Keywords NIR spectroscopy , optical microscopy , circular economy , textiles , sortation , recycling , feedstock identification
{
    "identifier": "ark:\/88434\/mds2-3325",
    "accessLevel": "public",
    "contactPoint": {
        "hasEmail": "mailto:[email protected]",
        "fn": "Katarina Goodge"
    },
    "programCode": [
        "006:045"
    ],
    "landingPage": "https:\/\/data.nist.gov\/od\/id\/mds2-3325",
    "title": "Near Infrared Spectra of Origin-defined and Real-world Textiles (NIR-SORT): A spectroscopic and materials characterization dataset for known provenance and post-consumer fabrics",
    "description": "This database contains Near Infrared (NIR) spectroscopy and optical microscopy data on an assortment of fabric specimens used for applications including fiber content classification, systems and software development, and systems and process validation of textile feedstock identification systems. The fabric sample library includes 113 fabrics total: 70 known provenance fabrics with known fiber content and various dyes\/finishes, 20 known provenance fabrics with undyed, blended fiber content, 11 post-consumer fabrics with various fiber contents, dyes, and finishes, and 12 pre-consumer fabrics with various fiber contents, dyes, and finishes. Each fabric was measured via NIR spectroscopy with nominally seven replicates on a benchtop instrument from 833 nm to 2500 nm and two handheld instruments from 1550 nm to 1950 nm. Optical microscopy images for these fabrics were collected on a benchtop, stereo-ocular inspection microscope with mono, color, or polarized cameras. The data repository includes directories for: benchtop NIR spectral data, handheld NIR spectral data, and fabric-scale microscopy images. For more information, please see the readme and data documentation in each sub-directory. A complete manuscript describing data collection, analysis, and database documentation is forthcoming. Spectroscopy data consists of about 193 MB from ca. 4248 files. Microscopy data consists of about 10.6 GB from ca. 1044 files. Specimen files are .zipped at the Source directory level to reduce large number of files. File Formats: .csv, .xlsx, .txt, .pdf, .bmp, .tiff, .py, .sh\nIf you run into issues with bulk download here, an alternative option is to download the mirrored dataset from Materials Data Facility: https:\/\/doi.org\/10.18126\/61v0-rf98",
    "language": [
        "en"
    ],
    "distribution": [
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/ChangeLog.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/ChangeLog.txt.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/DataDictionary.csv",
            "mediaType": "text\/csv"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/DataDictionary.csv.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/DataFramework.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/DataFramework.txt.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/FileNamingConvention.pdf",
            "mediaType": "application\/pdf"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/FileNamingConvention.pdf.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/ColorParameters.csv",
            "mediaType": "text\/csv"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/ColorParameters.csv.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Color\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Mono\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Polarized\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Polarized\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Polarized\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/Polarized\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/README_stereo.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Microscopy\/Optical\/Stereo\/README_stereo.txt.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/README_main.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/README_main.txt.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/RelationalDiagram.pdf",
            "mediaType": "application\/pdf"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/RelationalDiagram.pdf.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/SampleInformation.csv",
            "mediaType": "text\/csv"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/SampleInformation.csv.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Absorbance\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/EstimatedUncertainties_N.xlsx",
            "mediaType": "application\/vnd.openxmlformats-officedocument.spreadsheetml.sheet"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/EstimatedUncertainties_N.xlsx.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/Reflectance\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/TestConditions_N.csv",
            "mediaType": "text\/csv"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Benchtop_N\/TestConditions_N.csv.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Absorbance\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/EstimatedUncertainties_F.xlsx",
            "mediaType": "application\/vnd.openxmlformats-officedocument.spreadsheetml.sheet"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/EstimatedUncertainties_F.xlsx.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/Reflectance\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/TestConditions_F.csv",
            "mediaType": "text\/csv"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_F\/TestConditions_F.csv.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Absorbance\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/EstimatedUncertainties_S.xlsx",
            "mediaType": "application\/vnd.openxmlformats-officedocument.spreadsheetml.sheet"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/EstimatedUncertainties_S.xlsx.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_A\/Source_A.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_A\/Source_A.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_B\/Source_B.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_B\/Source_B.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_C\/Source_C.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_C\/Source_C.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_D\/Source_D.zip",
            "mediaType": "application\/zip"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/Reflectance\/Source_D\/Source_D.zip.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/TestConditions_S.csv",
            "mediaType": "text\/csv"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/Handheld_S\/TestConditions_S.csv.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/README_nearinfrared.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/Spectroscopy\/NearInfrared\/README_nearinfrared.txt.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/1_README_for_scripts.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/1_README_for_scripts.txt.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/2_HowToRun.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/2_HowToRun.txt.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/NIR_SORT_py_functions.py",
            "mediaType": "text\/x-python"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/NIR_SORT_py_functions.py.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/data_collection_from_folders.py",
            "mediaType": "text\/x-python"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/data_collection_from_folders.py.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/data_collection_from_folders.sh",
            "mediaType": "application\/x-sh"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/data_collection_from_folders.sh.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/example_basic_data_visualization.py",
            "mediaType": "text\/x-python"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/example_basic_data_visualization.py.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/example_benchtop_to_handheld_comparison.py",
            "mediaType": "text\/x-python"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/example_benchtop_to_handheld_comparison.py.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/example_metadata_comparison.py",
            "mediaType": "text\/x-python"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/UtilityScripts\/example_metadata_comparison.py.sha256",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/license.txt",
            "mediaType": "text\/plain"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/ark:\/88434\/mds2-3325\/license.txt.sha256",
            "mediaType": "text\/plain"
        }
    ],
    "bureauCode": [
        "006:55"
    ],
    "modified": "2026-01-28 00:00:00",
    "publisher": {
        "@type": "org:Organization",
        "name": "National Institute of Standards and Technology"
    },
    "theme": [
        "Materials:Polymers"
    ],
    "keyword": [
        "NIR spectroscopy",
        "optical microscopy",
        "circular economy",
        "textiles",
        "sortation",
        "recycling",
        "feedstock identification"
    ]
}