@prefix dcat: <http://www.w3.org/ns/dcat#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix foaf: <http://xmlns.com/foaf/0.1/> .
@prefix vcard: <http://www.w3.org/2006/vcard/ns#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29> a dcat:Dataset ;
    dct:description "SDNist is a set of benchmark data and metrics for the evaluation of synthetic data generators on structured tabular data. These benchmarks are distributed as a simple open-source python package to allow standardized and reproducible comparison of synthetic generator models on real world data and use cases. These data and metrics were developed for and vetted through the NIST PSCR Differential Privacy Temporal Map Challenge, where the evaluation tools, k-marginal and Higher Order Conjunction, proved effective in distinguishing competing models in the competition environment.SDNist is available via `pip` install: `pip install sdnist` for Python >=3.6 or on the [USNIST]Github(https://github.com/usnistgov/SDNist/). The sdnist Python module will download data from NIST as necessary, and users are not required to download data manually." ;
    dct:identifier "ark:/88434/mds2-2515" ;
    dct:issued "2021-12-28"^^xsd:date ;
    dct:language "{en}" ;
    dct:modified "2021-12-06T00:00:00"^^xsd:dateTime ;
    dct:publisher <https://data.amerigeoss.org/organization/727dbdd5-3f98-4ac0-9d28-5e344558139b> ;
    dct:title "SDNist: Benchmark data and evaluation tools for data synthesizers." ;
    dcat:contactPoint [ a vcard:Organization ;
            vcard:fn "Gary Howarth II" ;
            vcard:hasEmail <mailto:gary.howarth@nist.gov> ] ;
    dcat:distribution <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/0c371f9b-5a51-4ef4-9010-09726c29cfe5>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/1a55db1b-e20b-486a-96e3-3e74544d6a9a>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/26fbe4ae-601d-43f2-8a86-06897bc6d1b3>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/30690e39-186c-43d1-a622-95e1ad4f1b8d>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/38a27f22-7c20-4952-bc03-2846a70b8289>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/3c4e262e-9cee-4ef8-8ffc-48e2896f6220>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/549b6c2f-2e74-46f7-9dc0-1539bb6252b1>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/60e2e8cf-f4f9-4494-9d92-51c9b6f73b8d>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/67995de3-3558-427d-aa93-9264c70c0a55>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/8303d2eb-ce7c-4ee1-8d95-04e6f103735c>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/8af35a9a-fd2c-4510-95c0-b7e4cc5eb01c>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/8cc5696d-7bfd-4b32-81e0-d46363616868>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/977cef94-cc0a-4cc8-984c-c2ff7ba1f3d1>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/a039203b-bf0d-4206-89de-249067209f6f>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/d4543aee-65d3-4667-9d7b-d852b296cea9>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/d4e51030-fc04-4b7a-b185-1cbd16db44be>,
        <https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/d78e1ec4-a87f-4fe8-9f4f-173548d4c2d8> ;
    dcat:keyword "amerigeo",
        "amerigeoss",
        "benchmarks",
        "ckan",
        "differential-privacy",
        "geo",
        "geoss",
        "national",
        "north-america",
        "privacy",
        "private-information-sharing",
        "synthetic-data",
        "united-states" ;
    dcat:theme <%22Information%20Technology:Privacy%22>,
        <%22Public%20Safety:Public%20safety%20communications%20research%22%7D>,
        <%7B%22Information%20Technology:Artificial%20Intelligence%22> .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/0c371f9b-5a51-4ef4-9010-09726c29cfe5> a dcat:Distribution ;
    dct:format "BIN" ;
    dct:issued "2022-08-07T18:30:53.581343"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.853846"^^xsd:dateTime ;
    dct:title "Census GA_NC_SC data" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/GA_NC_SC_10Y_PUMS.parquet> ;
    dcat:mediaType "application/octet-stream" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/1a55db1b-e20b-486a-96e3-3e74544d6a9a> a dcat:Distribution ;
    dct:description "GA_NC_SC_10Y_PUMS.json" ;
    dct:format "JSON" ;
    dct:issued "2022-08-07T18:30:53.581347"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.854241"^^xsd:dateTime ;
    dct:title "Census GA_NC_SC schema" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/GA_NC_SC_10Y_PUMS.json> ;
    dcat:mediaType "application/json" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/26fbe4ae-601d-43f2-8a86-06897bc6d1b3> a dcat:Distribution ;
    dct:issued "2022-08-07T18:30:53.581313"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.850612"^^xsd:dateTime ;
    dct:title "DOI Access for SDNist: Benchmark data and evaluation tools for data synthesizers." ;
    dcat:accessURL <https://doi.org/10.18434/mds2-2515> .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/30690e39-186c-43d1-a622-95e1ad4f1b8d> a dcat:Distribution ;
    dct:format "BIN" ;
    dct:issued "2022-08-07T18:30:53.581325"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.851910"^^xsd:dateTime ;
    dct:title "Census NY-PA data" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/NY_PA_10Y_PUMS.parquet> ;
    dcat:mediaType "application/octet-stream" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/38a27f22-7c20-4952-bc03-2846a70b8289> a dcat:Distribution ;
    dct:description "Three compressed CSV files to run the 'Census'-related functions in SDNist." ;
    dct:format "CSV" ;
    dct:issued "2022-08-07T18:30:53.581336"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.853078"^^xsd:dateTime ;
    dct:title "Datasets for 'Census' evaluation in CSV format" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/census-datasets-CSVs.zip> ;
    dcat:mediaType "application/zip" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/3c4e262e-9cee-4ef8-8ffc-48e2896f6220> a dcat:Distribution ;
    dct:description "taxi2020.json" ;
    dct:format "JSON" ;
    dct:issued "2022-08-07T18:30:53.581302"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.849160"^^xsd:dateTime ;
    dct:title "Taxi 2020 schema" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/taxi2020.json> ;
    dcat:mediaType "application/json" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/549b6c2f-2e74-46f7-9dc0-1539bb6252b1> a dcat:Distribution ;
    dct:format "BIN" ;
    dct:issued "2022-08-07T18:30:53.581288"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.847804"^^xsd:dateTime ;
    dct:title "Taxi 2016" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/taxi2016.parquet> ;
    dcat:mediaType "application/octet-stream" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/60e2e8cf-f4f9-4494-9d92-51c9b6f73b8d> a dcat:Distribution ;
    dct:description "IL_OH_10Y_PUMS.json" ;
    dct:format "JSON" ;
    dct:issued "2022-08-07T18:30:53.581321"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.851506"^^xsd:dateTime ;
    dct:title "Census IL_OH schema" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/IL_OH_10Y_PUMS.json> ;
    dcat:mediaType "application/json" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/67995de3-3558-427d-aa93-9264c70c0a55> a dcat:Distribution ;
    dct:format "BIN" ;
    dct:issued "2022-08-07T18:30:53.581306"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.849692"^^xsd:dateTime ;
    dct:title "Taxi data" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/taxi.parquet> ;
    dcat:mediaType "application/octet-stream" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/8303d2eb-ce7c-4ee1-8d95-04e6f103735c> a dcat:Distribution ;
    dct:description "NY_PA_10Y_PUMS.json" ;
    dct:format "JSON" ;
    dct:issued "2022-08-07T18:30:53.581328"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.852308"^^xsd:dateTime ;
    dct:title "Census NY_PA schema" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/NY_PA_10Y_PUMS.json> ;
    dcat:mediaType "application/json" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/8af35a9a-fd2c-4510-95c0-b7e4cc5eb01c> a dcat:Distribution ;
    dct:description "Three compressed CSV files to run the 'Taxi'-related functions in SDNist." ;
    dct:format "CSV" ;
    dct:issued "2022-08-07T18:30:53.581339"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.853448"^^xsd:dateTime ;
    dct:title "Taxi datasets in CSV format" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/taxi-datasets-CSVs.zip> ;
    dcat:mediaType "application/zip" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/8cc5696d-7bfd-4b32-81e0-d46363616868> a dcat:Distribution ;
    dct:format "BIN" ;
    dct:issued "2022-08-07T18:30:53.581350"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.854641"^^xsd:dateTime ;
    dct:title "Census IL-OH data" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/IL_OH_10Y_PUMS.parquet> ;
    dcat:mediaType "application/octet-stream" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/977cef94-cc0a-4cc8-984c-c2ff7ba1f3d1> a dcat:Distribution ;
    dct:format "BIN" ;
    dct:issued "2022-08-07T18:30:53.581299"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.848636"^^xsd:dateTime ;
    dct:title "Taxi 2020 data" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/taxi2020.parquet> ;
    dcat:mediaType "application/octet-stream" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/a039203b-bf0d-4206-89de-249067209f6f> a dcat:Distribution ;
    dct:description "taxi.json" ;
    dct:format "JSON" ;
    dct:issued "2022-08-07T18:30:53.581310"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.850147"^^xsd:dateTime ;
    dct:title "Taxi schema" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/taxi.json> ;
    dcat:mediaType "application/json" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/d4543aee-65d3-4667-9d7b-d852b296cea9> a dcat:Distribution ;
    dct:description "A jinja2 report template to help humans read the k-marginal data" ;
    dct:format "BIN" ;
    dct:issued "2022-08-07T18:30:53.581317"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.851082"^^xsd:dateTime ;
    dct:title "K-marginal report template" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/report2.jinja2> ;
    dcat:mediaType "application/octet-stream" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/d4e51030-fc04-4b7a-b185-1cbd16db44be> a dcat:Distribution ;
    dct:description "taxi2016.json" ;
    dct:format "JSON" ;
    dct:issued "2022-08-07T18:30:53.581294"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.848238"^^xsd:dateTime ;
    dct:title "Taxi 2016 schema" ;
    dcat:accessURL <https://data.nist.gov/od/ds/mds2-2515/taxi2016.json> ;
    dcat:mediaType "application/json" .

<https://data.amerigeoss.org/dataset/73ebfbab-5033-4a5e-a8ec-c2fa13182c29/resource/d78e1ec4-a87f-4fe8-9f4f-173548d4c2d8> a dcat:Distribution ;
    dct:description "SDNist: Benchmark data and evaluation tools for synthetic data generators" ;
    dct:format "Python 3.8 module" ;
    dct:issued "2022-08-07T18:30:53.581332"^^xsd:dateTime ;
    dct:modified "2025-11-22T17:04:07.852698"^^xsd:dateTime ;
    dct:title "SDNist software respository at Github" ;
    dcat:accessURL <https://github.com/usnistgov/SDNist/> .

<https://data.amerigeoss.org/organization/727dbdd5-3f98-4ac0-9d28-5e344558139b> a foaf:Agent ;
    foaf:name "US Migrating" .