{
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    "fileObject": "cr:fileObject",
    "fileSet": "cr:fileSet",
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    "includes": "cr:includes",
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    "key": "cr:key",
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  "@type": "sc:Dataset",
  "conformsTo": "http://mlcommons.org/croissant/1.0",
  "name": "sim-highline: curated galaxy scaling relations from cosmological simulations",
  "description": "Galaxy scaling relations from cosmological simulations and observations: 2,041 curves from 22 simulations and 117 observational and empirical sources, each with its definitions (mass aperture, IMF, population), source and a note on whether it can be compared fairly with the others.",
  "url": "https://shubhanbhatia42.github.io/sim-highline/site/data.html",
  "version": "0.24.0",
  "datePublished": "2026-10-18",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "identifier": "https://doi.org/10.5281/zenodo.23217259",
  "sameAs": "https://doi.org/10.5281/zenodo.23217259",
  "citeAs": "Bhatia, S. (2026). sim-highline: curated galaxy scaling relations from cosmological simulations (v0.24.0). Zenodo. https://doi.org/10.5281/zenodo.23217259",
  "creator": [
    {
      "@type": "Person",
      "name": "Shubhan Bhatia"
    }
  ],
  "keywords": [
    "galaxy formation",
    "cosmological simulations",
    "scaling relations",
    "stellar mass function",
    "star formation",
    "black holes",
    "IllustrisTNG",
    "SIMBA",
    "CAMELS"
  ],
  "isBasedOn": "https://github.com/ShubhanBhatia42/sim-highline",
  "distribution": [
    {
      "@type": "cr:FileObject",
      "@id": "sim-highline-records.csv",
      "name": "sim-highline-records.csv",
      "description": "One row per curve: source, run, relation, epoch, evidence tier, rankable flag, structured definitions, citation, DOI, checksum.",
      "contentUrl": "https://shubhanbhatia42.github.io/sim-highline/data/export/sim-highline-records.csv",
      "encodingFormat": "text/csv",
      "sha256": "a8f77ae9975622d3f84eeb8cb211d2e9cce53b86de54582bfeb319c5d478d2c7",
      "contentSize": "1938990 B"
    },
    {
      "@type": "cr:FileObject",
      "@id": "sim-highline-points.csv",
      "name": "sim-highline-points.csv",
      "description": "One row per plotted point: x, y, band, counts; keyed by record_id.",
      "contentUrl": "https://shubhanbhatia42.github.io/sim-highline/data/export/sim-highline-points.csv",
      "encodingFormat": "text/csv",
      "sha256": "6cfbbde21ec4f79fdc80d3370dcab3151ae30f59c3619cee44830146ce4f7395",
      "contentSize": "4360291 B"
    },
    {
      "@type": "cr:FileObject",
      "@id": "sim-highline-distributions.csv",
      "name": "sim-highline-distributions.csv",
      "description": "One row per non-empty cell of the per-galaxy distributions of a record, keyed by record_id.",
      "contentUrl": "https://shubhanbhatia42.github.io/sim-highline/data/export/sim-highline-distributions.csv",
      "encodingFormat": "text/csv",
      "sha256": "491b21dc1148610f226005a295a01c861220cc6dd289c621500bae590b814d58",
      "contentSize": "417791 B"
    }
  ],
  "recordSet": [
    {
      "@type": "cr:RecordSet",
      "@id": "records",
      "name": "records",
      "description": "One row per evidence record (a curve, a fit or a distribution): source, run, relation, epoch, evidence tier, rankable flag, definitions, citation, DOI and checksum.",
      "key": {
        "@id": "records/record_id"
      },
      "field": [
        {
          "@type": "cr:Field",
          "@id": "records/record_id",
          "name": "record_id",
          "description": "Column record_id of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "record_id"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/kind",
          "name": "kind",
          "description": "Column kind of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "kind"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/source",
          "name": "source",
          "description": "Column source of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "source"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/run",
          "name": "run",
          "description": "Column run of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "run"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/relation",
          "name": "relation",
          "description": "Column relation of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "relation"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/z",
          "name": "z",
          "description": "Column z of sim-highline-records.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "z"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/z_min",
          "name": "z_min",
          "description": "Column z_min of sim-highline-records.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "z_min"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/z_max",
          "name": "z_max",
          "description": "Column z_max of sim-highline-records.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "z_max"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/representation",
          "name": "representation",
          "description": "Column representation of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "representation"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/interval_kind",
          "name": "interval_kind",
          "description": "Column interval_kind of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "interval_kind"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/connect",
          "name": "connect",
          "description": "Column connect of sim-highline-records.csv.",
          "dataType": "sc:Boolean",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "connect"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/x_unit",
          "name": "x_unit",
          "description": "Column x_unit of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "x_unit"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/y_unit",
          "name": "y_unit",
          "description": "Column y_unit of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "y_unit"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/x_definition",
          "name": "x_definition",
          "description": "Column x_definition of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "x_definition"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/y_definition",
          "name": "y_definition",
          "description": "Column y_definition of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "y_definition"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/tier",
          "name": "tier",
          "description": "Column tier of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "tier"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/terms",
          "name": "terms",
          "description": "Column terms of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "terms"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/rankable",
          "name": "rankable",
          "description": "Column rankable of sim-highline-records.csv.",
          "dataType": "sc:Boolean",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "rankable"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/calibration",
          "name": "calibration",
          "description": "Column calibration of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "calibration"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/epoch_mode",
          "name": "epoch_mode",
          "description": "Column epoch_mode of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "epoch_mode"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/population_note",
          "name": "population_note",
          "description": "Column population_note of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "population_note"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/mass_class",
          "name": "mass_class",
          "description": "Column mass_class of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "mass_class"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/cosmology_h0",
          "name": "cosmology_h0",
          "description": "Column cosmology_h0 of sim-highline-records.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "cosmology_h0"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/cosmology_om",
          "name": "cosmology_om",
          "description": "Column cosmology_om of sim-highline-records.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "cosmology_om"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/imf",
          "name": "imf",
          "description": "Column imf of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "imf"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/mass_definition",
          "name": "mass_definition",
          "description": "Column mass_definition of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "mass_definition"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/halo_mass_definition",
          "name": "halo_mass_definition",
          "description": "Column halo_mass_definition of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "halo_mass_definition"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/population",
          "name": "population",
          "description": "Column population of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "population"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/sfr_timescale_myr",
          "name": "sfr_timescale_myr",
          "description": "Column sfr_timescale_myr of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "sfr_timescale_myr"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/sfr_statistic",
          "name": "sfr_statistic",
          "description": "Column sfr_statistic of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "sfr_statistic"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/quenching_criterion",
          "name": "quenching_criterion",
          "description": "Column quenching_criterion of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "quenching_criterion"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/size_definition",
          "name": "size_definition",
          "description": "Column size_definition of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "size_definition"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/metallicity_quantity",
          "name": "metallicity_quantity",
          "description": "Column metallicity_quantity of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "metallicity_quantity"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/gas_phase",
          "name": "gas_phase",
          "description": "Column gas_phase of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "gas_phase"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/density_frame",
          "name": "density_frame",
          "description": "Column density_frame of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "density_frame"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/citation",
          "name": "citation",
          "description": "Column citation of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "citation"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/doi",
          "name": "doi",
          "description": "Column doi of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "doi"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/url",
          "name": "url",
          "description": "Column url of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "url"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/checksum_sha256",
          "name": "checksum_sha256",
          "description": "Column checksum_sha256 of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "checksum_sha256"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/attribution_kind",
          "name": "attribution_kind",
          "description": "Column attribution_kind of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "attribution_kind"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/primary_source",
          "name": "primary_source",
          "description": "Column primary_source of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "primary_source"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/retrieved",
          "name": "retrieved",
          "description": "Column retrieved of sim-highline-records.csv.",
          "dataType": "sc:Date",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "retrieved"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "records/definitions_json",
          "name": "definitions_json",
          "description": "Column definitions_json of sim-highline-records.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-records.csv"
            },
            "extract": {
              "column": "definitions_json"
            }
          }
        }
      ]
    },
    {
      "@type": "cr:RecordSet",
      "@id": "points",
      "name": "points",
      "description": "One row per plotted point of a record, keyed by record_id; parametric records are sampled at the number of points the manifest states.",
      "field": [
        {
          "@type": "cr:Field",
          "@id": "points/record_id",
          "name": "record_id",
          "description": "Column record_id of sim-highline-points.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "record_id"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/point_index",
          "name": "point_index",
          "description": "Column point_index of sim-highline-points.csv.",
          "dataType": "sc:Integer",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "point_index"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/x",
          "name": "x",
          "description": "Column x of sim-highline-points.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "x"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/y",
          "name": "y",
          "description": "Column y of sim-highline-points.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "y"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/y_low",
          "name": "y_low",
          "description": "Column y_low of sim-highline-points.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "y_low"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/y_high",
          "name": "y_high",
          "description": "Column y_high of sim-highline-points.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "y_high"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/x_low",
          "name": "x_low",
          "description": "Column x_low of sim-highline-points.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "x_low"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/x_high",
          "name": "x_high",
          "description": "Column x_high of sim-highline-points.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "x_high"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "points/count",
          "name": "count",
          "description": "Column count of sim-highline-points.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-points.csv"
            },
            "extract": {
              "column": "count"
            }
          }
        }
      ]
    },
    {
      "@type": "cr:RecordSet",
      "@id": "distributions",
      "name": "distributions",
      "description": "One row per non-empty cell of the per-galaxy distributions of a record, keyed by record_id.",
      "field": [
        {
          "@type": "cr:Field",
          "@id": "distributions/record_id",
          "name": "record_id",
          "description": "Column record_id of sim-highline-distributions.csv.",
          "dataType": "sc:Text",
          "source": {
            "fileObject": {
              "@id": "sim-highline-distributions.csv"
            },
            "extract": {
              "column": "record_id"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "distributions/x_low",
          "name": "x_low",
          "description": "Column x_low of sim-highline-distributions.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-distributions.csv"
            },
            "extract": {
              "column": "x_low"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "distributions/x_high",
          "name": "x_high",
          "description": "Column x_high of sim-highline-distributions.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-distributions.csv"
            },
            "extract": {
              "column": "x_high"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "distributions/y_low",
          "name": "y_low",
          "description": "Column y_low of sim-highline-distributions.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-distributions.csv"
            },
            "extract": {
              "column": "y_low"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "distributions/y_high",
          "name": "y_high",
          "description": "Column y_high of sim-highline-distributions.csv.",
          "dataType": "sc:Float",
          "source": {
            "fileObject": {
              "@id": "sim-highline-distributions.csv"
            },
            "extract": {
              "column": "y_high"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "distributions/count",
          "name": "count",
          "description": "Column count of sim-highline-distributions.csv.",
          "dataType": "sc:Integer",
          "source": {
            "fileObject": {
              "@id": "sim-highline-distributions.csv"
            },
            "extract": {
              "column": "count"
            }
          }
        }
      ]
    }
  ]
}