{
  "_schema": "https://data.nist.gov/od/dm/nerdm-schema/v0.7#",
  "@context": [
    "https://data.nist.gov/od/dm/nerdm-pub-context.jsonld",
    {
      "@base": "ark:/88434/mds2-2637"
    }
  ],
  "@type": [
    "nrdp:DataPublication",
    "nrdp:PublicDataResource",
    "dcat:Dataset"
  ],
  "_extensionSchemas": [
    "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/PublicDataResource"
  ],
  "@id": "ark:/88434/mds2-2637",
  "ediid": "ark:/88434/mds2-2637",
  "version": "1.1.0",
  "doi": "doi:10.18434/mds2-2637",
  "title": "Theory aware Machine Learning (TaML)",
  "contactPoint": {
    "fn": "Debra Audus",
    "hasEmail": "mailto:debra.audus@nist.gov"
  },
  "modified": "2022-05-06 00:00:00",
  "status": "available",
  "landingPage": "https://data.nist.gov/od/id/mds2-2637",
  "description": [
    "A code repository and accompanying data for incorporating imperfect theory into machine learning for improved prediction and explainability. Specifically, it focuses on the case study of the dimensions of a polymer chain in different solvent qualities. Jupyter Notebooks for quickly testing concepts and reproducing figures, as well as source code that computes the mean squared error as a function of dataset size for various machine learning models are included.",
    "For additional details on the data, please refer to the README.md associated with the data. For additional details on the code, please refer to the README.md provided with the code repository (GitHub Repo for Theory aware Machine Learning). For additional details on the methodology, see Debra J. Audus, Austin McDannald, and Brian DeCost, \"Leveraging Theory for Enhanced Machine Learning\"  *ACS Macro Letters* **2022** *11* (9), 1117-1122 DOI: [10.1021/acsmacrolett.2c00369](https://doi.org/10.1021/acsmacrolett.2c00369)."
  ],
  "keyword": [
    "polymers",
    "machine learning",
    "transfer learning",
    "theory"
  ],
  "topic": [
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Materials: Polymers"
    },
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Information Technology: Data and informatics"
    },
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Materials: Modeling and computational material science"
    },
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Mathematics and Statistics: Uncertainty quantification"
    }
  ],
  "accessLevel": "public",
  "license": "https://www.nist.gov/open/license",
  "publisher": {
    "name": "National Institute of Standards and Technology",
    "@type": "org:Organization"
  },
  "language": [
    "en"
  ],
  "bureauCode": [
    "006:55"
  ],
  "programCode": [
    "006:052"
  ],
  "_editStatus": "done",
  "theme": [
    "Materials: Polymers",
    "Information Technology: Data and informatics",
    "Materials: Modeling and computational material science",
    "Mathematics and Statistics: Uncertainty quantification"
  ],
  "components": [
    {
      "accessURL": "https://github.com/usnistgov/TaML",
      "format": {
        "description": "HTML"
      },
      "title": "GitHub Repo for Theory aware Machine Learning (TaML)",
      "@type": [
        "nrdp:AccessPage",
        "dcat:Distribution"
      ],
      "@id": "#usnistgov/TaML",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/AccessPage"
      ]
    },
    {
      "@id": "cmps/testtrain",
      "@type": [
        "nrdp:Subcollection"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/Subcollection"
      ],
      "filepath": "testtrain"
    },
    {
      "@id": "cmps/testtrain/rgoutlierdata.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "testtrain/rgoutlierdata.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/testtrain/rgoutlierdata.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/testtrain/rgoutlierdata.csv",
      "description": "SHA-256 checksum value for rgoutlierdata.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "8c7e2906fd4c192c413184fa400309a4b9ce2cf35a0689ef4cbd690b6f1590bd",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/testtrain/rgmaindata.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "testtrain/rgmaindata.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/testtrain/rgmaindata.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/testtrain/rgmaindata.csv",
      "description": "SHA-256 checksum value for rgmaindata.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "bc77b85ea2b488265e6031d21d56a170a2ab8e3ae7d379d56743f05b3458be41",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/testtrain/rgoutlierdata.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "testtrain/rgoutlierdata.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/testtrain/rgoutlierdata.csv",
      "mediaType": "text/csv",
      "size": 2148,
      "checksum": {
        "hash": "ee324bbd83496a6778add20bb7bf3d1e7622d1f0c222e4646034379d3bd55555",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/testtrain/rgmaindata.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "testtrain/rgmaindata.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/testtrain/rgmaindata.csv",
      "mediaType": "text/csv",
      "size": 14832,
      "checksum": {
        "hash": "75ccd46bfa63c619209c94e5dc90eb028bba9abd1f723406b67473ac2c8ab2f0",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/README.md.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "README.md.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/README.md.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/README.md",
      "description": "SHA-256 checksum value for README.md",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "766ee77fe215c8eda4323b9fe6af11436f857ae4702f9536aac20cefe7e6f24c",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/README.md",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "README.md",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/README.md",
      "mediaType": "text/plain",
      "format": {
        "description": "text"
      },
      "description": "README file for Theory aware Machine Learning (TaML)",
      "title": "README ",
      "size": 3733,
      "checksum": {
        "hash": "6603918bb2dc1d66cd65f85cb9c132491078acd9ede82297a9288dee57355013",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse",
      "@type": [
        "nrdp:Subcollection"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/Subcollection"
      ],
      "filepath": "mse"
    },
    {
      "@id": "cmps/mse/rf_out_latentvariable_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_out_latentvariable_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_latentvariable_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_out_latentvariable_1000_None.csv",
      "description": "SHA-256 checksum value for rf_out_latentvariable_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "a0f8f2904f893ba61127283defa122c2fa0a887f77ce627356411551c2be4d78",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_quotient_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_quotient_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_quotient_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_quotient_1000_None.csv",
      "description": "SHA-256 checksum value for rf_quotient_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "f175312a926d975507a66c71474ffb0cc2b4f42cff5ba4e6f52a29803505bbdb",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/out_theory.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/out_theory.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/out_theory.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "50ac9f5b09de0e9c77500c6ccbeb052fa87b98698342c2ffab63d283210f5ab7",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_linearprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_out_linearprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_linearprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "a5dafb554c4cd9f8b3053a0ba78a1e8a9a745629351df509012c2e2edf38d129",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_difference.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_difference.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_difference.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "f4e7d22ad1a79571c3e59b62195f641ee51cce83a76f46b491612c4b1bf42693",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_out_quotient_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_out_quotient_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_quotient_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "438270dff9946f89cc95e7ede4d8e5bea49f37e866448d0626499611ed6d18c6",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_parameterization.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_parameterization.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_parameterization.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_parameterization.csv",
      "description": "SHA-256 checksum value for homo_parameterization.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "573161bf5cd3589c8bfd4d78c96fb2f1eeaf02256b88340939817faa85cc5b7a",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_quotient.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_quotient.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_quotient.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_quotient.csv",
      "description": "SHA-256 checksum value for hetero_quotient.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "78c36bcba18df3a60ad9c34e246c5c0d5ff3c97723a2cf0c2aea80bc8f24a8bf",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_out_difference_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_out_difference_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_difference_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "a0d32cc1fc57cb37c48c08b8ce2d9929a59ab5af3042b597939e27dfdeeea03e",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_direct.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_direct.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_direct.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_direct.csv",
      "description": "SHA-256 checksum value for homo_direct.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "11a9aa3285f9175647f057e1b0142ae4bdb7d59792d90a5e359af08f2feed399",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_multitask_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_multitask_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_multitask_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "23de2f1ca0d075eb0393320564e8b3a4f3ea136f62f9bd5e9620ff4b48e3f782",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_latentvariable.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_out_latentvariable.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_latentvariable.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "ab88e474221d05a9c6ed25d058e4a99cda22b88a3b836736719f42a38db83263",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_direct.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_direct.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_direct.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "b213c098da7cefe754bf03b4f7d316ffc522785c621890d9546c518e47e5f4d7",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_out_difference_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_out_difference_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_difference_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_out_difference_1000_None.csv",
      "description": "SHA-256 checksum value for rf_out_difference_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "871cdb9fb9e81254ee6ad3ff44cd304085ae0d789bd7313b0d94eddead0176cd",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_out_latentvariable.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_out_latentvariable.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_latentvariable.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_out_latentvariable.csv",
      "description": "SHA-256 checksum value for homo_out_latentvariable.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "f8a82cd3206236e9e136658a825478b94bb06c7531ca2662cc1ee3d1b3285500",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_quotient.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_quotient.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_quotient.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_quotient.csv",
      "description": "SHA-256 checksum value for homo_quotient.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "20210e94d97034aa70e6456dbca949ffc9785732a14cf5f45ae355d0d6b0309d",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_out_parameterization.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_out_parameterization.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_parameterization.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "2068542ef54f136f5f098830c1ff6d7263bee6c9adddbce21b96311b996f82a5",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_parameterization.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_out_parameterization.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_parameterization.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_out_parameterization.csv",
      "description": "SHA-256 checksum value for hetero_out_parameterization.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "b08fa7fedc1971dd4970f9623bcc46c08db8253360afe169fe9c4977ea84d743",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_linearprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_linearprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_linearprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "b9ea80cabadea5b3f0c9fcb23f872fdce9bdb9bccac5f588a70ada2c0849d8e0",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_quotient.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_out_quotient.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_quotient.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_out_quotient.csv",
      "description": "SHA-256 checksum value for hetero_out_quotient.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "845ee6913f02b4f441f83cb9984aa102e067c456c3dadeaaea7cd92c27d5f77c",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_out_latentvariable.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_out_latentvariable.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_latentvariable.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_out_latentvariable.csv",
      "description": "SHA-256 checksum value for hetero_out_latentvariable.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "11f4530299679ce7340c5f3b7cf049673019d39667f72b73f487e90284e20ae6",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/theory.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/theory.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/theory.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/theory.csv",
      "description": "SHA-256 checksum value for theory.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "0cd8a8820c9da7d917c7dd8f2f4e179dc35e4eec727ed421389510d5396a752e",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_out_difference.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_out_difference.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_difference.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_out_difference.csv",
      "description": "SHA-256 checksum value for hetero_out_difference.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "8675ee685f1a51ba58bc8d39f667c3834d8d24abb7f3cfa1d99bd9a4e342f852",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_out_quotient.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_out_quotient.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_quotient.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "89a462a9d7fc80b50411e45a61ad52e39dbdbdc31b8f5d4d4adbaa01ada2f9e1",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_quotient.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_out_quotient.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_quotient.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_out_quotient.csv",
      "description": "SHA-256 checksum value for homo_out_quotient.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "16ac68e1dfc849795a0ca9321945fe9c99d4430c659df26c7ddca8cc85380d11",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_linearprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_linearprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_linearprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_linearprior.csv",
      "description": "SHA-256 checksum value for hetero_linearprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "d66bc86634306d2527f847b7cd7b8cc0c9e35e733a2d6c03f6169db8150e9cd7",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_parameterization.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_parameterization.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_parameterization.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "a3848aae94d74c0839a648ae79b4858f2944727ba38fd56b4ee2db9a2913a723",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_latentvariable.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_latentvariable.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_latentvariable.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "61ced3d41d835c45ba51fa8388717080199abaf92c37ddc92a8f2fd4bf3edc94",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_parameterization.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_out_parameterization.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_parameterization.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "d968dcfb7bc965c42776af3e4ae69def62b9005dd7ac32547416d29ccb8950df",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/theory.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/theory.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/theory.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "789ae3e5aa919fea719e33a9201ec7a044159b0a35e3a80951bdba5dcd2c9b39",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_out_latentvariable_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_out_latentvariable_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_latentvariable_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "3dd910b8e0b73338c717e7b0bed3ce7291038e2e4e0e055b8e4973875ffd8bb4",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_direct.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_direct.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_direct.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_direct.csv",
      "description": "SHA-256 checksum value for hetero_direct.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "1e0f6cf0ffca4f567bbea9b2960371f43e52ecf4c910f39c1b45de93c2b78d38",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_difference.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_difference.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_difference.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_difference.csv",
      "description": "SHA-256 checksum value for homo_difference.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "8aa7a363d0ffb59d412291e9009dc31ad843add625d07e53405ec12947e2ecda",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_fixedprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_fixedprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_fixedprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_fixedprior.csv",
      "description": "SHA-256 checksum value for homo_fixedprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "73fd2eb748d4f9751ac5a6c40cb68b08ed1a3c1ed4d3e9c1911ad146c8a95f23",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_fixedprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_fixedprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_fixedprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "2d638554963cb7a57fb7db9dac6108889981a222e16e2ab09e58b55ae4bf5ef0",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_fixedprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_fixedprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_fixedprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_fixedprior.csv",
      "description": "SHA-256 checksum value for hetero_fixedprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "815d41159cee70dda6d0cd265272a0ed32c4c0ca340c26ed459d8ef6b1744425",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_direct_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_direct_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_direct_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "605c0d131811f82c82f39a7b047767b3d89b63106730bf0618a844197782c120",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_linearprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_linearprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_linearprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_linearprior.csv",
      "description": "SHA-256 checksum value for homo_linearprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "c3993689191f774017aaea564b1744f318ea94070ba9ba2ac9307678e1e7169b",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_out_parameterization.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_out_parameterization.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_parameterization.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_out_parameterization.csv",
      "description": "SHA-256 checksum value for homo_out_parameterization.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "750c2556696a9077dce20d7d4398a6338aab4fd609b65243d025e077ff077ec7",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_out_direct_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_out_direct_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_direct_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_out_direct_1000_None.csv",
      "description": "SHA-256 checksum value for rf_out_direct_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "643071d7f80201d0d04e8e3f633233daf50d71ece7ec7b058f1b3e4fb1458a23",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_difference_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_difference_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_difference_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "44b330d50d4f22d0e22571b0511c8d86f628110595649d65dca8494366c896e1",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_difference.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_out_difference.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_difference.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "059d21a473640e1cf37ddc16313627b05e3b22497bbafb8171b9bf3c7687bf30",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_parameterization.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_parameterization.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_parameterization.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_parameterization.csv",
      "description": "SHA-256 checksum value for hetero_parameterization.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "234c76f7405a96d39aef5ba8424510956939c73559c7ff3b5230e2d53df074f8",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/out_theory.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/out_theory.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/out_theory.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/out_theory.csv",
      "description": "SHA-256 checksum value for out_theory.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "20618ec8fee7ad6b49cc57b6c170d72eeb81e1210b085b159ffc3f844cd8e51c",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_out_quotient_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_out_quotient_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_quotient_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_out_quotient_1000_None.csv",
      "description": "SHA-256 checksum value for rf_out_quotient_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "caada4cd5bc7af29b6145e89d4e4515f5da37c6c9f85c0193a86ef254ca9f86a",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_latentvariable.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_latentvariable.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_latentvariable.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "c1abc842246bbf7c1300bfb29c030b9a09b0eb44e687ce98b98bb23d1e004f32",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_quotient_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_quotient_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_quotient_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "9b592c229ee1f50f5fcd6d58015b67bb5e6a29f72357c8f7d18188940aed5637",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_linearprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_linearprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_linearprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "9fbf91223a5df93d0ad91f9d8a8fa4ee27517e32e3a9eabd12735283868c0f17",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_linearprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_out_linearprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_linearprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "d7103971e006dfae42c040b95362becbe934306ddba081525f5f054f6fa57a3e",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_direct.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_out_direct.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_direct.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "1cc42febdb84dd0071ff24be47606f39c17903b6f2acc1588e2b8fa568d2280b",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_fixedprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_out_fixedprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_fixedprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_out_fixedprior.csv",
      "description": "SHA-256 checksum value for homo_out_fixedprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "b05e531edab0777109adf49df9257e961fea30472d054b53a7cf4298d38780b4",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_multitask_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_multitask_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_multitask_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_multitask_1000_None.csv",
      "description": "SHA-256 checksum value for rf_multitask_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "c73a3eff539c2e7b05fb29aba4bfee69676f21e0526a3f042a275adc8187a252",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_latentvariable_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_latentvariable_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_latentvariable_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_latentvariable_1000_None.csv",
      "description": "SHA-256 checksum value for rf_latentvariable_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "ce0d1237db27ebf45879fb416e73fec5c2d427554a36e5eec30c6db40abae8c4",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_quotient.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_quotient.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_quotient.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "5371ab66595620542dbbe593d03c660da5f6bfb20d9bd540d7b20e2675b15f26",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_linearprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_out_linearprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_linearprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_out_linearprior.csv",
      "description": "SHA-256 checksum value for hetero_out_linearprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "87dab50e7f18d38b95e29fe5fe3a8845f961cd1d9210de8ca0ef44450dec3864",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_fixedprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_fixedprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_fixedprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "e083801200e667be05373b7f1f240ff458090c1da34decd58df82be6e47d6e67",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_linearprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_out_linearprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_linearprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_out_linearprior.csv",
      "description": "SHA-256 checksum value for homo_out_linearprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "88c3a4cb93d7bc7c6db95426b1fdbacbadc80551547cc605ce1599ff990efdbb",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_out_quotient.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_out_quotient.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_quotient.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "c5a7a420ccd228d235ce7fdef1541bed4dd290b8a293d98669fab14b756a7167",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_direct.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_out_direct.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_direct.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_out_direct.csv",
      "description": "SHA-256 checksum value for homo_out_direct.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "8863530fa3798074be7ff33ea118432bfb0ec5b9ef420a733b4dfb6e74460b61",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_parameterization.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_parameterization.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_parameterization.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "f93256697ad1e07513f94e5e34ea81e4df09ff33e7fd8525c90e3d2e55caea11",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_fixedprior.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_out_fixedprior.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_fixedprior.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_out_fixedprior.csv",
      "description": "SHA-256 checksum value for hetero_out_fixedprior.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "86ea1e8476e4509636f4fdbdc4abe1fe489d4e1c885257756e4da07cea552ef9",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_difference.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_difference.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_difference.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "5e663b28f1a34d238d59f745c0370a6c5f3dafb44d3cf17ba05cc17b6e4da781",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_latentvariable.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_out_latentvariable.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_latentvariable.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "4b2dd0779bb7d0ca40907e7cfc5f8e7801032f75e39f7cf930ee26b2b44b4b8d",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_out_multitask_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_out_multitask_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_multitask_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_out_multitask_1000_None.csv",
      "description": "SHA-256 checksum value for rf_out_multitask_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "0aef107184bb31124d9e8d18bb132f0c10927b441239fadcf9d5cf61568ea47a",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_latentvariable.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_latentvariable.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_latentvariable.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_latentvariable.csv",
      "description": "SHA-256 checksum value for hetero_latentvariable.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "7497c40859f4e987a657e1bd0db8b04f369607e93f37c510fe7c5373c24027b5",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/homo_out_difference.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_out_difference.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_difference.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_out_difference.csv",
      "description": "SHA-256 checksum value for homo_out_difference.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "9a65c4cd53eded5e67595c44aec477f5dad0e0c7d459e8b3a03f96666574a076",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_out_direct.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_out_direct.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_direct.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "7a88ec28d1326be6395eed7c60650e7da764221443b8210ca7007aa87b62dc78",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_latentvariable_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_latentvariable_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_latentvariable_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "ce0d3b7cb89456564cc2313ea06c4b4f536164764aa5bcb8a928e843c1efa585",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_direct.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_direct.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_direct.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "f7c0053dae1cf809b6bc0255ce112b3ef6424178627103368379fa6ed29231a5",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_direct.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_out_direct.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_direct.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_out_direct.csv",
      "description": "SHA-256 checksum value for hetero_out_direct.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "7d5170fd2e5bcff1bd1de5f49003cf1d8de817dd79d58f92c14789f1c114bb41",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_out_direct_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_out_direct_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_direct_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "3cf0242c3dc765fc0dbe8773f7ec4bb043181e4ee04733396f2f4155b9b045df",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_latentvariable.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/homo_latentvariable.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_latentvariable.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/homo_latentvariable.csv",
      "description": "SHA-256 checksum value for homo_latentvariable.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "19d3cae03e6fa35480c13205ea6bf07feaf0e8aa87b5615e591c7bee9f1f0b43",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_difference.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/hetero_difference.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_difference.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/hetero_difference.csv",
      "description": "SHA-256 checksum value for hetero_difference.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "69cb3bae34ef06a5367044a5684a72eabe52e3de3ab906416bf9a742ad196341",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/hetero_out_fixedprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_out_fixedprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_fixedprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "63379b309a11ccad2f4dc185def6f91d30a26e6420a883cd574f52aadb945a3c",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/hetero_out_difference.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/hetero_out_difference.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/hetero_out_difference.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "0060866dfa6d2a662c73a83c0ee7f190038961075a46e35ef8a6b9ab9b36d6b0",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_direct_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_direct_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_direct_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_direct_1000_None.csv",
      "description": "SHA-256 checksum value for rf_direct_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "1a828a9f02d463aca2967a50687a792301b3e197cee73c5867462e33e700987c",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/mse/rf_out_multitask_1000_None.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/rf_out_multitask_1000_None.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_out_multitask_1000_None.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "15d9dced6a1089343b8f57cd60ff736a165b7c965783d2cbd22c7505f99402a2",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_quotient.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_quotient.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_quotient.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "791c30f7f89c97bb7b3bb7ad1461cae7ab0838d2d82860d18daadf5fb6a05608",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/homo_out_fixedprior.csv",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "mse/homo_out_fixedprior.csv",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/homo_out_fixedprior.csv",
      "mediaType": "text/csv",
      "size": 783,
      "checksum": {
        "hash": "5e31574dd736f060b65cfb5ba55f3fd1b7e290b707f2f5e473a90d23084c30d0",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/mse/rf_difference_1000_None.csv.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "mse/rf_difference_1000_None.csv.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/ark:/88434/mds2-2637/mse/rf_difference_1000_None.csv.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/mse/rf_difference_1000_None.csv",
      "description": "SHA-256 checksum value for rf_difference_1000_None.csv",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "33e915c1a96163d1962e27b9c1c254d8a0027a49b5d4604cb75db489f189cf37",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    }
  ],
  "authors": [
    {
      "familyName": "Audus",
      "fn": "Debra  J. Audus",
      "givenName": "Debra",
      "middleName": "",
      "affiliation": [
        {
          "title": "National Institute of Standards and Technology",
          "subunits": [
            "Materials Science and Engineering Division"
          ],
          "@type": "org:Organization",
          "@id": "ror:05xpvk416"
        }
      ],
      "orcid": "0000-0002-5937-7721",
      "@type": "foaf:Person"
    },
    {
      "familyName": "MacDannald",
      "fn": "Austin  McDannald",
      "givenName": "Austin",
      "middleName": "",
      "affiliation": [
        {
          "title": "National Institute of Standards and Technology",
          "subunits": [
            "Materials Measurement Science Division"
          ],
          "@type": "org:Organization",
          "@id": "ror:05xpvk416"
        }
      ],
      "orcid": "0000-0002-3767-926X",
      "@type": "foaf:Person"
    },
    {
      "familyName": "DeCost",
      "fn": "Brian  DeCost",
      "givenName": "Brian",
      "middleName": "",
      "affiliation": [
        {
          "title": "National Institute of Standards and Technology",
          "subunits": [
            "Materials Measurement Science Division"
          ],
          "@type": "org:Organization",
          "@id": "ror:05xpvk416"
        }
      ],
      "orcid": "0000-0002-3459-5888",
      "@type": "foaf:Person"
    }
  ],
  "annotated": "2023-01-05T20:32:48.562099",
  "revised": "2023-01-05T20:32:48.562099",
  "issued": null,
  "firstIssued": "2022-06-22T14:21:56.974457",
  "references": [
    {
      "@type": [
        "npg:Document"
      ],
      "@id": "#ref:10.1021/acsmacrolett.2c00369",
      "refType": "IsSupplementTo",
      "location": "https://doi.org/10.1021/acsmacrolett.2c00369",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/bib/v0.7#/definitions/DCiteReference"
      ],
      "title": "Leveraging Theory for Enhanced Machine Learning",
      "issued": "2022-08-26",
      "citation": "Audus, D. J., McDannald, A., & DeCost, B. (2022). Leveraging Theory for Enhanced Machine Learning. ACS Macro Letters, 11(9), 1117\u00e2\u0080\u00931122. https://doi.org/10.1021/acsmacrolett.2c00369\n"
    }
  ],
  "releaseHistory": {
    "@id": "ark:/88434/mds2-2637.rel",
    "@type": [
      "nrdr:ReleaseHistory"
    ],
    "hasRelease": [
      {
        "version": "1.0.0",
        "issued": "2022-05-06",
        "@id": "ark:/88434/mds2-2637/pdr:v/1.0.0",
        "location": "https://data.nist.gov/od/id/ark:/88434/mds2-2637/pdr:v/1.0.0",
        "description": "initial release"
      },
      {
        "version": "1.1.0",
        "issued": "2022-05-06 00:00:00",
        "@id": "ark:/88434/mds2-2637/pdr:v/1.1.0",
        "location": "https://data.nist.gov/od/id/ark:/88434/mds2-2637/pdr:v/1.1.0",
        "description": "data update"
      }
    ]
  }
}