{
  "alignment": {
    "level": "sample",
    "n_observations_total": 150,
    "n_samples": 150,
    "profile_scores": {
      "integrity_risk": 0.0,
      "local_artefact_risk": 0.05755395683453237,
      "noise_risk": 0.014281643702721353,
      "outlier_pressure": 1.0,
      "reference_spread": 1.0,
      "repeatability_risk": 0.0,
      "shape_drift": 1.0,
      "structure_complexity": 1.0
    },
    "reps_per_sample": {
      "max": 1,
      "mean": 1.0,
      "min": 1
    },
    "sample_id_available": true
  },
  "assets": {
    "sources": {},
    "variables": []
  },
  "generated_at": "2026-10-28T12:50:38.165028+00:00",
  "governance": {
    "access_policy": "Open per source license.",
    "license": "CC-BY-4.0",
    "permitted_use": "Research and benchmarking.",
    "redistribution_rights": "Public redistribution is allowed under CC BY 4.0 with attribution, license link, and indication of modifications.",
    "tier": "public"
  },
  "identity": {
    "description": "Barley Perten moisture NIR. v2.0 standardized NIRS package: 1 spectral source(s), 1 declared target(s). Auto-generated from dataset_card.json (verify before publication).",
    "domain": "barley",
    "id": "barley_moisture_perten",
    "keywords": [
      "nir",
      "v2",
      "barley"
    ],
    "name": "Barley Perten moisture NIR",
    "tier": "public"
  },
  "integrity": {
    "content_hash": "d52ed2c3bffd0429adf7b92ae7cf912ad3ad9830007607c7aa163b6d8ccd4960",
    "manifest": "manifest.json",
    "metadata_hash": "d587d9d08e9a69f48bd3ee563e7b5b1d30fd4841bff6f3a3f68dc4850b78acc0",
    "processing_hash": "910e89ac8491be3f5e98044c3bd25253af3fc307c983d64cf7de80e2b3ac38eb"
  },
  "protocol_version": "5",
  "provenance": {
    "contributor": "sensAIfood cereal NIR data (wheat, corn, barley) and reference protein and moisture (Perten set)",
    "conversion_status": null,
    "origin_sources": [
      {
        "access": "open",
        "kind": "zenodo",
        "license": null,
        "locator": "https://zenodo.org/records/15838136",
        "title": "Zenodo"
      },
      {
        "access": "open",
        "kind": "zenodo",
        "license": null,
        "locator": "https://zenodo.org/api/records/15838136",
        "title": "Zenodo"
      },
      {
        "access": "open",
        "kind": "zenodo",
        "license": null,
        "locator": "10.5281/zenodo.15838136",
        "title": "Zenodo"
      },
      {
        "access": "manual",
        "kind": "script",
        "license": null,
        "locator": "source_to_standard.py",
        "title": "standardization script (maintainer-only)"
      }
    ],
    "publications": [],
    "reference_method": null,
    "warnings": [
      "Y.csv has no observation_id; conversion assumes Y/M paired row order when counts match and M observation order matches an X block. Y row pairing is not independently verified."
    ]
  },
  "schema_version": "2.0",
  "sources": [
    {
      "assets": [],
      "axis_max": 1650.0,
      "axis_min": 950.0,
      "axis_unit": "nm",
      "instrument_name": "Perten DA7200/DA72xx/DA7440/DA7250/DA7300 as available by sample",
      "modality": "NIR",
      "n_observations": 150,
      "n_variables": 141,
      "name": "Barley Perten moisture NIR",
      "signal_type": "absorbance",
      "signal_type_confidence": 0.6,
      "source_id": "X",
      "spectral": {
        "curve": {
          "axis": [
            950.0,
            955.0,
            960.0,
            965.0,
            970.0,
            975.0,
            980.0,
            985.0,
            990.0,
            995.0,
            1000.0,
            1005.0,
            1010.0,
            1015.0,
            1020.0,
            1025.0,
            1030.0,
            1035.0,
            1040.0,
            1045.0,
            1050.0,
            1055.0,
            1060.0,
            1065.0,
            1070.0,
            1075.0,
            1080.0,
            1085.0,
            1090.0,
            1095.0,
            1100.0,
            1105.0,
            1110.0,
            1115.0,
            1120.0,
            1125.0,
            1130.0,
            1135.0,
            1140.0,
            1145.0,
            1150.0,
            1155.0,
            1160.0,
            1165.0,
            1170.0,
            1175.0,
            1180.0,
            1185.0,
            1190.0,
            1195.0,
            1200.0,
            1205.0,
            1210.0,
            1215.0,
            1220.0,
            1225.0,
            1230.0,
            1235.0,
            1240.0,
            1245.0,
            1250.0,
            1255.0,
            1260.0,
            1265.0,
            1270.0,
            1275.0,
            1280.0,
            1285.0,
            1290.0,
            1295.0,
            1305.0,
            1310.0,
            1315.0,
            1320.0,
            1325.0,
            1330.0,
            1335.0,
            1340.0,
            1345.0,
            1350.0,
            1355.0,
            1360.0,
            1365.0,
            1370.0,
            1375.0,
            1380.0,
            1385.0,
            1390.0,
            1395.0,
            1400.0,
            1405.0,
            1410.0,
            1415.0,
            1420.0,
            1425.0,
            1430.0,
            1435.0,
            1440.0,
            1445.0,
            1450.0,
            1455.0,
            1460.0,
            1465.0,
            1470.0,
            1475.0,
            1480.0,
            1485.0,
            1490.0,
            1495.0,
            1500.0,
            1505.0,
            1510.0,
            1515.0,
            1520.0,
            1525.0,
            1530.0,
            1535.0,
            1540.0,
            1545.0,
            1550.0,
            1555.0,
            1560.0,
            1565.0,
            1570.0,
            1575.0,
            1580.0,
            1585.0,
            1590.0,
            1595.0,
            1600.0,
            1605.0,
            1610.0,
            1615.0,
            1620.0,
            1625.0,
            1630.0,
            1635.0,
            1640.0,
            1645.0,
            1650.0
          ],
          "mean": [
            0.16755447899301848,
            0.1689951328933239,
            0.17125147233406704,
            0.17407036011417706,
            0.17719849521915118,
            0.18034927114844324,
            0.1830033080279827,
            0.184659623503685,
            0.185346669703722,
            0.18516825372974077,
            0.18433385357260704,
            0.18304881393909456,
            0.18145073081056276,
            0.17954481298724811,
            0.17741879870494207,
            0.17508700410525005,
            0.17264332508047422,
            0.17021090378363926,
            0.16785508255163828,
            0.16557072922587396,
            0.1633562823633353,
            0.16121434758106867,
            0.1590865127245585,
            0.15699523429075876,
            0.1550060150027275,
            0.15321532674133778,
            0.15160003170371056,
            0.15017277066906293,
            0.1489720945060253,
            0.1480540418624878,
            0.14738486088812353,
            0.1469488171984752,
            0.146789499844114,
            0.14706890943149725,
            0.14807180461784203,
            0.15031151096026102,
            0.1546410774687926,
            0.16168224106232326,
            0.17102806513508162,
            0.18193086529771488,
            0.19366222421328227,
            0.20523065770665805,
            0.2158334224919478,
            0.22497285525004068,
            0.23257523318131765,
            0.23929793268442154,
            0.24566646883885065,
            0.25164641002813976,
            0.25659595012664793,
            0.2599958065152168,
            0.26177900115648906,
            0.26200011928876243,
            0.2605700099468231,
            0.25734326750040054,
            0.2526855093240738,
            0.2475287087758382,
            0.24256492008765537,
            0.2382033977905909,
            0.2345635915795962,
            0.2316443744301796,
            0.2293883122007052,
            0.2276521455248197,
            0.22630352795124054,
            0.22517176588376364,
            0.22410197546084723,
            0.22289144347111384,
            0.22147747586170832,
            0.220022385319074,
            0.21880104521910348,
            0.21808765490849813,
            0.2189825455347697,
            0.220878111521403,
            0.22392973065376282,
            0.22822582572698594,
            0.23383035947879155,
            0.2407109930117925,
            0.24870690534512202,
            0.2574111822247505,
            0.266537317832311,
            0.27578289826711017,
            0.2849321684241295,
            0.29339048395554224,
            0.3006055992841721,
            0.30678836345672605,
            0.3128367484609286,
            0.320444555580616,
            0.33007935305436453,
            0.34251017798980077,
            0.35801527033249536,
            0.3755293524265289,
            0.3943487815062205,
            0.4132940145333608,
            0.43120494961738587,
            0.4472115069627762,
            0.4607596202691396,
            0.471510466337204,
            0.47942044973373416,
            0.48489594260851543,
            0.4885524757703145,
            0.49086865921815237,
            0.49230403542518614,
            0.49330725888411203,
            0.4937964928150177,
            0.49341446737448375,
            0.492148175239563,
            0.49024558504422505,
            0.48786280711491903,
            0.4852785011132558,
            0.48247231721878053,
            0.47946765085061394,
            0.47643238345781963,
            0.4732993423938751,
            0.47010451018810273,
            0.4671025933821996,
            0.46435671905676523,
            0.46202485938866933,
            0.45993954916795093,
            0.45815802494684854,
            0.4566458668311437,
            0.45514073689778645,
            0.45368398348490396,
            0.4522398320833842,
            0.45088247915109,
            0.44946582436561583,
            0.44791244904200234,
            0.4462061520417531,
            0.44405483722686767,
            0.4415529036521912,
            0.43851765076319377,
            0.4351830830176671,
            0.4316070107618968,
            0.4280608203013738,
            0.42461385707060495,
            0.4211889684200287,
            0.4180341041088104,
            0.4149465189377467,
            0.4121843280394872,
            0.40970845441023507,
            0.4076190004746119,
            0.4059274669488271
          ],
          "median": [
            0.1574101820588112,
            0.15917209535837173,
            0.16147499531507492,
            0.16410209983587265,
            0.1676640510559082,
            0.17143514752388,
            0.17368929833173752,
            0.17484625428915024,
            0.17517444491386414,
            0.17473115026950836,
            0.17380090057849884,
            0.17242950201034546,
            0.17083139717578888,
            0.1688673049211502,
            0.16699395328760147,
            0.16445235162973404,
            0.16199319809675217,
            0.1598372533917427,
            0.15777279436588287,
            0.15575140714645386,
            0.1537652462720871,
            0.15193014591932297,
            0.15003299713134766,
            0.14804015308618546,
            0.14609509706497192,
            0.1444251537322998,
            0.1428007036447525,
            0.1414244994521141,
            0.1402513012290001,
            0.13940785080194473,
            0.13879570364952087,
            0.13841794431209564,
            0.1383092999458313,
            0.1385449469089508,
            0.1398410052061081,
            0.14252949506044388,
            0.14643800258636475,
            0.1521412953734398,
            0.15943638235330582,
            0.17049620300531387,
            0.1797880008816719,
            0.18897400051355362,
            0.19797299802303314,
            0.2052759975194931,
            0.21080280095338821,
            0.21647000312805176,
            0.22130650281906128,
            0.2270573005080223,
            0.23112954944372177,
            0.23416025191545486,
            0.23556499928236008,
            0.23570270091295242,
            0.23431149870157242,
            0.23159950226545334,
            0.22785384953022003,
            0.22341745346784592,
            0.21904059499502182,
            0.21535849571228027,
            0.21214164793491364,
            0.2094317004084587,
            0.20737900584936142,
            0.2058665007352829,
            0.20464050024747849,
            0.20365899801254272,
            0.20279300212860107,
            0.20187649875879288,
            0.2009355053305626,
            0.19964919984340668,
            0.1985829994082451,
            0.19811344891786575,
            0.1995375007390976,
            0.20177949965000153,
            0.2049293965101242,
            0.20846455544233322,
            0.21383800357580185,
            0.22054799646139145,
            0.22791485488414764,
            0.23561400175094604,
            0.24388770014047623,
            0.25213949382305145,
            0.26055552065372467,
            0.2676374912261963,
            0.27389100193977356,
            0.2791512459516525,
            0.2842036932706833,
            0.2909419387578964,
            0.2990027070045471,
            0.3103819042444229,
            0.3237822502851486,
            0.34066030383110046,
            0.3570767492055893,
            0.37311050295829773,
            0.3875972032546997,
            0.4003845453262329,
            0.4118833541870117,
            0.4214547574520111,
            0.42815373837947845,
            0.43264539539813995,
            0.4358014017343521,
            0.43794000148773193,
            0.43907999992370605,
            0.4399019926786423,
            0.4402400106191635,
            0.4396495074033737,
            0.43791450560092926,
            0.4361409991979599,
            0.4337892085313797,
            0.4312649965286255,
            0.42869749665260315,
            0.4254702180624008,
            0.42245182394981384,
            0.41950275003910065,
            0.41667211055755615,
            0.4136800616979599,
            0.41133929789066315,
            0.4088083505630493,
            0.40651950240135193,
            0.4043356031179428,
            0.402811661362648,
            0.4014246016740799,
            0.40023285150527954,
            0.3990519046783447,
            0.3977992981672287,
            0.39635439217090607,
            0.39477139711380005,
            0.3932378888130188,
            0.39130042493343353,
            0.38897861540317535,
            0.3862994462251663,
            0.3831736445426941,
            0.3797103613615036,
            0.3763539046049118,
            0.37307415902614594,
            0.37033650279045105,
            0.3679269999265671,
            0.36572250723838806,
            0.36371900141239166,
            0.3618890047073364,
            0.360214501619339,
            0.35864800214767456
          ],
          "q05": [
            0.08658508136868477,
            0.08867696113884449,
            0.09131852500140666,
            0.09423215351998807,
            0.09713274575769901,
            0.09993757493793964,
            0.10226968303322792,
            0.10378096215426921,
            0.1043639849871397,
            0.10413550846278667,
            0.10331321060657501,
            0.1021905742585659,
            0.10084815211594104,
            0.09918241240084172,
            0.09725908152759075,
            0.09515030793845654,
            0.0929510086774826,
            0.09090383797883987,
            0.08896094113588333,
            0.0871146485209465,
            0.08538236655294895,
            0.0837197631597519,
            0.08204919323325158,
            0.08033041544258594,
            0.0786798469722271,
            0.07725454792380333,
            0.07598976381123065,
            0.0748483169823885,
            0.07388736009597778,
            0.07300562970340252,
            0.0723587691783905,
            0.0720178283751011,
            0.07197116427123547,
            0.07239440716803074,
            0.07362019531428814,
            0.07627874054014683,
            0.08110280483961105,
            0.08780944384634495,
            0.0965712819248438,
            0.10678754225373269,
            0.1176851972937584,
            0.12830037772655487,
            0.13788430765271187,
            0.14604829773306846,
            0.1527886152267456,
            0.15857864990830423,
            0.16403080374002457,
            0.16911641657352447,
            0.17333586439490317,
            0.17626397758722306,
            0.17793981581926346,
            0.1784282796084881,
            0.1775926925241947,
            0.17540367245674132,
            0.17205941379070283,
            0.16812874302268027,
            0.16433480605483056,
            0.1610091470181942,
            0.15811908543109893,
            0.15577908605337143,
            0.15399244502186776,
            0.15266165211796762,
            0.15164451226592063,
            0.15081374049186708,
            0.1501258507370949,
            0.14945094883441926,
            0.1485399015247822,
            0.14757600650191308,
            0.14690599739551544,
            0.1466384395956993,
            0.14824061915278436,
            0.1503579042851925,
            0.15350909605622293,
            0.1577746830880642,
            0.16292341202497482,
            0.16908561885356904,
            0.1760794661939144,
            0.1836431697010994,
            0.19135080873966218,
            0.1989021196961403,
            0.20648686960339546,
            0.21375878676772117,
            0.2199457287788391,
            0.22516292333602905,
            0.23017897084355354,
            0.2360713630914688,
            0.24365852773189545,
            0.25313487350940705,
            0.2646422639489174,
            0.2781026870012283,
            0.29573576897382736,
            0.31236723214387896,
            0.3277614086866379,
            0.341716942191124,
            0.35356640815734863,
            0.3630233004689217,
            0.3698364332318306,
            0.37463171780109406,
            0.3780719131231308,
            0.38026002496480943,
            0.38162914365530015,
            0.3825502052903175,
            0.38322283774614335,
            0.38305403888225553,
            0.382146480679512,
            0.38054441213607787,
            0.37846228629350664,
            0.3762077197432518,
            0.3738644763827324,
            0.37144194096326827,
            0.36862059533596037,
            0.36547593027353287,
            0.36221112608909606,
            0.3591539055109024,
            0.35636220723390577,
            0.353943932056427,
            0.3518834725022316,
            0.350088432431221,
            0.34842222183942795,
            0.3468009725213051,
            0.345357657968998,
            0.34399689435958863,
            0.34264480918645857,
            0.3413154572248459,
            0.34006391912698747,
            0.33869302123785017,
            0.3369756117463112,
            0.33485831171274183,
            0.3321184813976288,
            0.3291256442666054,
            0.32600768059492113,
            0.3230142265558243,
            0.3197354033589363,
            0.31651627868413923,
            0.3138673588633537,
            0.3113895893096924,
            0.30917940139770506,
            0.3071885287761688,
            0.3055311977863312,
            0.30417581349611283
          ],
          "q25": [
            0.11590149998664856,
            0.1182124987244606,
            0.12109899893403053,
            0.12419324740767479,
            0.1272907592356205,
            0.13028740882873535,
            0.13270022720098495,
            0.13463421911001205,
            0.13581986725330353,
            0.13613412901759148,
            0.1358010396361351,
            0.13493671268224716,
            0.13366251066327095,
            0.1320359967648983,
            0.13012175634503365,
            0.12801074609160423,
            0.12577474862337112,
            0.1235127504914999,
            0.12137124687433243,
            0.11933400109410286,
            0.11733224801719189,
            0.11533599905669689,
            0.11339850164949894,
            0.11153599992394447,
            0.10979300178587437,
            0.10819524712860584,
            0.10678624920547009,
            0.10558375157415867,
            0.10469825007021427,
            0.10406675189733505,
            0.1038610003888607,
            0.10395474918186665,
            0.10439675115048885,
            0.10532674379646778,
            0.10706806927919388,
            0.11034026183187962,
            0.11587999947369099,
            0.12413849867880344,
            0.1341630406677723,
            0.14473330229520798,
            0.15609493479132652,
            0.16728170961141586,
            0.17712033912539482,
            0.1857284940779209,
            0.1925143450498581,
            0.1980411894619465,
            0.2032618410885334,
            0.20914027839899063,
            0.21329090371727943,
            0.21610741317272186,
            0.21744178980588913,
            0.21746667474508286,
            0.21607187017798424,
            0.2134806029498577,
            0.2096640057861805,
            0.20532771944999695,
            0.20101937651634216,
            0.19732018187642097,
            0.19426953792572021,
            0.19183571264147758,
            0.18987835198640823,
            0.18841109424829483,
            0.18725181743502617,
            0.18614261969923973,
            0.18505508452653885,
            0.1837673969566822,
            0.18232351914048195,
            0.18080425262451172,
            0.1797882542014122,
            0.17918049916625023,
            0.18021199479699135,
            0.18173625320196152,
            0.1849520020186901,
            0.1887892559170723,
            0.19385774806141853,
            0.19991174712777138,
            0.20702075213193893,
            0.21434984356164932,
            0.222167506814003,
            0.23009854182600975,
            0.2378952093422413,
            0.24486199393868446,
            0.2505744993686676,
            0.2557159885764122,
            0.2607082426548004,
            0.2669827565550804,
            0.27504735440015793,
            0.28636080026626587,
            0.29969674348831177,
            0.3146827593445778,
            0.33144499361515045,
            0.34871525317430496,
            0.36326950043439865,
            0.3768474981188774,
            0.38870199769735336,
            0.3981127440929413,
            0.4050377607345581,
            0.40981175005435944,
            0.41299501061439514,
            0.4146042540669441,
            0.41555099934339523,
            0.4161370024085045,
            0.41629525274038315,
            0.4154617413878441,
            0.4145190119743347,
            0.4130750074982643,
            0.41054825484752655,
            0.40786974877119064,
            0.4055819883942604,
            0.40306199342012405,
            0.4004192426800728,
            0.39747875183820724,
            0.39435040205717087,
            0.3910052999854088,
            0.38776278495788574,
            0.38564977794885635,
            0.3840009868144989,
            0.38248735666275024,
            0.38122352957725525,
            0.3799956664443016,
            0.37826599925756454,
            0.3768068850040436,
            0.3753550201654434,
            0.37391605228185654,
            0.3722650930285454,
            0.37071942538022995,
            0.3684951439499855,
            0.36604317277669907,
            0.363267719745636,
            0.3598106577992439,
            0.35634349286556244,
            0.35269174724817276,
            0.34968798607587814,
            0.3464667573571205,
            0.34338150173425674,
            0.3405992463231087,
            0.33789824694395065,
            0.3359704986214638,
            0.3344627246260643,
            0.3333342671394348
          ],
          "q75": [
            0.19058570265769958,
            0.19207694754004478,
            0.19453607127070427,
            0.198933444917202,
            0.2039555460214615,
            0.20770160108804703,
            0.21307481825351715,
            0.2153564989566803,
            0.21549633145332336,
            0.2149156779050827,
            0.2136577032506466,
            0.21203995496034622,
            0.20973625406622887,
            0.2073373980820179,
            0.20473437756299973,
            0.20198622345924377,
            0.19914262741804123,
            0.1964031234383583,
            0.1937902756035328,
            0.1912282258272171,
            0.1887446716427803,
            0.18642180413007736,
            0.18420417234301567,
            0.18185235187411308,
            0.17904365435242653,
            0.17660479992628098,
            0.17509795352816582,
            0.17316414415836334,
            0.17172665148973465,
            0.17071295157074928,
            0.17002259567379951,
            0.16961687430739403,
            0.1695079281926155,
            0.170078095048666,
            0.17094257101416588,
            0.1729164980351925,
            0.17899122834205627,
            0.18802932649850845,
            0.19651824608445168,
            0.2081727758049965,
            0.21998634561896324,
            0.23294749855995178,
            0.2482772246003151,
            0.26298827677965164,
            0.26758988946676254,
            0.2709212750196457,
            0.2777537405490875,
            0.28274593502283096,
            0.2871009260416031,
            0.28991077095270157,
            0.29196489602327347,
            0.29206884652376175,
            0.2901308611035347,
            0.28766854107379913,
            0.28405187278985977,
            0.2796749770641327,
            0.27499085664749146,
            0.269586406648159,
            0.2660665661096573,
            0.2633867934346199,
            0.2614460960030556,
            0.25990142673254013,
            0.25867991894483566,
            0.25772860646247864,
            0.256691075861454,
            0.2554992511868477,
            0.25414619594812393,
            0.2527971416711807,
            0.25172191858291626,
            0.25121598690748215,
            0.2523173466324806,
            0.2543480694293976,
            0.2572142854332924,
            0.26117880642414093,
            0.2662927284836769,
            0.2721228748559952,
            0.27965325117111206,
            0.2874634936451912,
            0.29604609310626984,
            0.30543292313814163,
            0.3160102441906929,
            0.3252303674817085,
            0.3310318663716316,
            0.33630475401878357,
            0.340840145945549,
            0.35039062798023224,
            0.35971425473690033,
            0.368812657892704,
            0.3832041099667549,
            0.39888397604227066,
            0.4174330085515976,
            0.43252281099557877,
            0.4481996074318886,
            0.46195515990257263,
            0.47342199087142944,
            0.4824841171503067,
            0.48885907232761383,
            0.4930584132671356,
            0.49577461928129196,
            0.497074656188488,
            0.4977852553129196,
            0.4981547221541405,
            0.49819983541965485,
            0.49738387018442154,
            0.4954865574836731,
            0.49283287674188614,
            0.4900428056716919,
            0.48708654195070267,
            0.48405183106660843,
            0.48100559413433075,
            0.477780781686306,
            0.47470012307167053,
            0.47181782126426697,
            0.4690251424908638,
            0.46592023223638535,
            0.46280021220445633,
            0.4605749696493149,
            0.4587510675191879,
            0.45730338990688324,
            0.4560897722840309,
            0.45510654151439667,
            0.4537776932120323,
            0.45238489657640457,
            0.451072134077549,
            0.4497435986995697,
            0.4483354911208153,
            0.4465159699320793,
            0.44411899894475937,
            0.4411492198705673,
            0.4375307857990265,
            0.43378163129091263,
            0.42981498688459396,
            0.4258075952529907,
            0.42201142758131027,
            0.4186040833592415,
            0.4152751863002777,
            0.41221705079078674,
            0.40947721898555756,
            0.40758074074983597,
            0.4064090847969055
          ],
          "q95": [
            0.3432811990380286,
            0.34370170533657063,
            0.3447532549500464,
            0.3460368409752844,
            0.34731029719114287,
            0.3485022529959677,
            0.34933309406042085,
            0.3495709449052809,
            0.3491842389106749,
            0.34824714362621295,
            0.346822553873062,
            0.3450216487050055,
            0.34302191287279116,
            0.34091975390911095,
            0.33863380402326576,
            0.3361584410071372,
            0.33369049578905097,
            0.33135000169277185,
            0.3290003433823585,
            0.3266461536288261,
            0.3242784515023231,
            0.32205024659633635,
            0.32001474946737285,
            0.31803234964609145,
            0.3161373436450958,
            0.31439061015844344,
            0.31275555342435835,
            0.3113750025629997,
            0.3101590424776077,
            0.30906449258327484,
            0.3081988885998726,
            0.30746130049228665,
            0.30698160380125045,
            0.3067191496491432,
            0.3069066449999809,
            0.3079215988516807,
            0.31043349951505655,
            0.31521880328655233,
            0.32192640155553803,
            0.32998425513505913,
            0.3386373102664945,
            0.3460102126002309,
            0.3521765023469922,
            0.3570513635873792,
            0.36077744960784885,
            0.36637194007635104,
            0.37489610463380807,
            0.3802944034337997,
            0.3893714770674705,
            0.3944353014230728,
            0.39527633786201477,
            0.39473920017480846,
            0.39322284907102584,
            0.3888220027089119,
            0.380099718272686,
            0.37139141410589216,
            0.36683660447597494,
            0.36084549278020855,
            0.3561088293790816,
            0.352278298139572,
            0.3493713125586508,
            0.34713204950094206,
            0.3453968644142149,
            0.3438708171248434,
            0.34245954900979975,
            0.3409919992089269,
            0.3396163567900655,
            0.3384142398834226,
            0.33743389397859547,
            0.3367743521928785,
            0.3372478082776067,
            0.3387083381414411,
            0.34236958175897575,
            0.3475064396858214,
            0.3542726919054985,
            0.360423044860363,
            0.37144077122211455,
            0.38457812666893004,
            0.3972969353199005,
            0.4135345786809921,
            0.43012563735246656,
            0.44435002803802487,
            0.45656414330005646,
            0.46641739010810845,
            0.478299494087696,
            0.4914168909192084,
            0.5067150563001632,
            0.5253155022859572,
            0.5518989294767379,
            0.5823929220438003,
            0.6163679838180541,
            0.6497871816158295,
            0.6825565099716187,
            0.712681683897972,
            0.7368354052305222,
            0.7552356362342835,
            0.7683968424797057,
            0.7779961019754409,
            0.7844945251941681,
            0.7889634758234023,
            0.7919366121292114,
            0.7945510298013686,
            0.796084988117218,
            0.7965161204338073,
            0.7962003409862518,
            0.7951964408159256,
            0.793777471780777,
            0.7923925042152404,
            0.790082374215126,
            0.7874887406826019,
            0.7850294351577758,
            0.7821475237607955,
            0.7792115479707717,
            0.7765891671180725,
            0.7736587554216384,
            0.7717004358768463,
            0.7693038761615753,
            0.7674580365419388,
            0.7660699784755707,
            0.7643053829669952,
            0.7632047593593597,
            0.7617636144161224,
            0.7608022898435592,
            0.7592567175626754,
            0.7571804344654083,
            0.7553419202566146,
            0.7519552856683731,
            0.748687419295311,
            0.7443536818027496,
            0.7398558408021927,
            0.7345372825860977,
            0.7295124590396881,
            0.7245398432016372,
            0.7190504997968673,
            0.7141459912061691,
            0.7081447809934616,
            0.7029915004968643,
            0.6977848649024964,
            0.6930952787399292,
            0.6894319266080856
          ]
        },
        "dimensionality": {
          "cumulative_top10": 0.9999950127081154,
          "effective_rank": 1.56,
          "n_components_95": 2,
          "n_components_99": 2
        },
        "mean_max": 0.4937964928150177,
        "mean_min": 0.146789499844114,
        "n_outliers": 70,
        "pca": {
          "explained_variance_ratio": [
            0.8502202137463664,
            0.14580175589589367,
            0.0026364928638374493,
            0.0011114334761761966,
            0.00010621159822665206,
            6.311213766809776e-05,
            2.7439058508913856e-05,
            2.186229348612687e-05,
            3.429978198598109e-06,
            3.0616597534364188e-06,
            1.813762043233835e-06,
            1.110289203737044e-06,
            5.551718466584133e-07,
            3.558491644201112e-07,
            3.0124971944228065e-07,
            2.179264871944499e-07,
            1.106123954896414e-07,
            9.933344512791605e-08,
            7.32800752530273e-08,
            3.982005974549655e-08,
            3.868528780334425e-08,
            3.203382975075108e-08,
            2.7569702493963587e-08,
            2.4842514854596078e-08,
            2.0785676521777346e-08,
            1.6431391621723264e-08,
            1.353973495349739e-08,
            1.2961863085602172e-08,
            1.1545251744952676e-08,
            1.0520861489694646e-08
          ],
          "n_components": 30
        },
        "profile": {
          "amplitude": {
            "area_under_curve": 209.9360577907413,
            "mean_reflectance": 0.29981526617815024,
            "peak_to_peak": 0.3470069929709037,
            "variance": 0.023576331883127907
          },
          "artefacts": {
            "clip_fraction": 9.456264775413712e-05,
            "jump_count": 2,
            "jump_rate": 9.523809523809524e-05,
            "spike_count": 12,
            "spike_rate": 0.0005755395683453237
          },
          "diagnostics": [
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "Structure PCA"
                },
                {
                  "level": 0.9424460431654677,
                  "signal": "artefacts faibles"
                }
              ],
              "interpretation": "Vari\u00e9t\u00e9, esp\u00e8ce, lot ou condition diff\u00e9rente mais physiquement plausible.",
              "key": "out_of_domain",
              "label": "Spectre hors domaine valide",
              "score": 0.9284892086330936,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.846723138063464,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Effet syst\u00e9matique du support, blanc/noir, transflectance ou environnement de mesure.",
              "key": "background_shift",
              "label": "Fond diff\u00e9rent",
              "score": 0.878470642914654,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.846723138063464,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "D\u00e9calage syst\u00e9matique entre campagnes, instruments ou r\u00e9f\u00e9rence blanche.",
              "key": "white_calibration",
              "label": "Erreur calibration / r\u00e9f\u00e9rence blanche",
              "score": 0.7630629690537427,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.846723138063464,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Couverture partielle du spot; contribution du fond ou du support.",
              "key": "partial_coverage",
              "label": "M\u00e9lange feuille + fond",
              "score": 0.7275114103007452,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Structure PCA"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.846723138063464,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "M\u00e9lange de campagnes, op\u00e9rateurs, lots, setups ou sous-populations spectrales.",
              "key": "multi_regime",
              "label": "Dataset multi-r\u00e9gimes",
              "score": 0.6954757020901543,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.846723138063464,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Modification de l'illumination, collecte, angle ou distance sonde-\u00e9chantillon.",
              "key": "probe_geometry",
              "label": "Diff\u00e9rence de sonde / g\u00e9om\u00e9trie",
              "score": 0.6052872725496624,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.846723138063464,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Combinaison possible changement de sonde + splice, amplifi\u00e9e par g\u00e9om\u00e9trie, fond ou calibration.",
              "key": "vera25_like",
              "label": "Signature VERA25-like",
              "score": 0.5391854598276415,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "SNR non d\u00e9grad\u00e9"
                },
                {
                  "level": 0.846723138063464,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Rupture aux jonctions de d\u00e9tecteurs, calibration locale ou sonde diff\u00e9rente.",
              "key": "splice",
              "label": "Splice / raccord d\u00e9tecteurs",
              "score": 0.5219032822621978,
              "strength": "moyenne"
            }
          ],
          "integrity": {
            "finite_ratio": 1.0,
            "inf_count": 0,
            "nan_ratio": 0.0,
            "zero_column_ratio": 0.0,
            "zero_ratio": 0.0
          },
          "noise": {
            "bandwise_snr_median": 4454.646812587074,
            "bandwise_snr_min": 815.3381482108538,
            "noise_rms": 0.000247791511798159,
            "snr": 1209.9497032907557,
            "snr_db": 61.655346347861446,
            "worst_band_axis": 1130.0,
            "worst_band_index": 36
          },
          "outliers": {
            "hotelling_t2_max": 17.796593613613503,
            "hotelling_t2_median": 0.6637828395384051,
            "hotelling_t2_p95": 7.559029919233201,
            "hotelling_t2_ratio": 11.387805572813171,
            "mahalanobis_h_max": 4.218600907127089,
            "mahalanobis_h_median": 0.8147061773191634,
            "mahalanobis_h_p95": 2.74933029817559,
            "mahalanobis_h_ratio": 3.3746280250659404,
            "pca_q_max": 0.04194842122917003,
            "pca_q_median": 0.0021797697359608103,
            "pca_q_p95": 0.014765291768708045,
            "pca_q_ratio": 6.773785104507712
          },
          "profile_scores": {
            "integrity_risk": 0.0,
            "local_artefact_risk": 0.05755395683453237,
            "noise_risk": 0.014281643702721353,
            "outlier_pressure": 1.0,
            "reference_spread": 1.0,
            "repeatability_risk": 0.0,
            "shape_drift": 1.0,
            "structure_complexity": 1.0
          },
          "reference": {
            "affine_gain_median": 0.8894141722848621,
            "affine_gain_p95_abs_delta": 0.9045771822654893,
            "affine_offset_median": -0.003731086179642934,
            "affine_offset_p95_abs": 0.20733422160089304,
            "affine_residual_rms_median": 0.006879451311531603,
            "affine_residual_rms_p95": 0.01644845272386667,
            "peak_position_std": 0.6916646586316233,
            "rms_to_mean_spectrum": 0.0543836287160791,
            "rms_to_mean_spectrum_p95": 0.19312060892000754,
            "sam_to_mean_spectrum": 0.06639969581693256,
            "sam_to_mean_spectrum_p95": 0.18348649469003425,
            "xcorr_lag_p95_axis": 0.0,
            "xcorr_lag_p95_features": 0.0
          },
          "repeatability": {
            "cv_intra_id": null,
            "distance_to_centroid_p95": null,
            "n_repeat_groups": 0,
            "rms_intra_id": null,
            "sam_intra_id": null
          },
          "shape": {
            "baseline_slope": 0.38203165441291537,
            "curvature_rms": 0.0009120824659511648,
            "d1_rms": 0.005153580014485879,
            "edge_noise_ratio": 1.0380863299850074
          },
          "structure": {
            "density_cv": 0.833637430488458,
            "isolation_forest_score_p95": 0.5947286763122207,
            "local_outlier_factor_p95": 3.4634130939314525,
            "pca_score_density": 8.831199247533846
          }
        },
        "quality": {
          "dynamic_range": 0.3470069929709037,
          "noise_proxy_db": 61.655346347861446,
          "saturation_fraction": 4.728132387706856e-05,
          "smoothness": 0.001043290758159526
        },
        "score_plot": {
          "explained_variance_ratio": [
            0.8502202137463664,
            0.14580175589589367
          ],
          "points": [
            {
              "x": -0.6130226537034618,
              "y": -0.0061015532160689345
            },
            {
              "x": -0.6086067332866236,
              "y": 0.03554823804486381
            },
            {
              "x": -0.6505264789667348,
              "y": 0.05626919624257034
            },
            {
              "x": -0.6335787363256421,
              "y": -0.027064365715450706
            },
            {
              "x": -0.40913270264411206,
              "y": -0.014788750891702881
            },
            {
              "x": -0.4596471620696022,
              "y": -0.06867861972229876
            },
            {
              "x": -0.2305788671823833,
              "y": -0.07738771357944114
            },
            {
              "x": -0.17212153463976085,
              "y": -0.17727195615166585
            },
            {
              "x": -0.37432185383930283,
              "y": -0.03154493564583612
            },
            {
              "x": -0.3331676709900089,
              "y": -0.25880095902338335
            },
            {
              "x": -0.6032303217392062,
              "y": 0.22342474348438243
            },
            {
              "x": -0.6054248942328466,
              "y": 0.23004933478975434
            },
            {
              "x": -0.35745299075216375,
              "y": 0.04010175632980925
            },
            {
              "x": -0.507311086297063,
              "y": 0.17210321116791155
            },
            {
              "x": -0.412347163897775,
              "y": 0.09534421196334314
            },
            {
              "x": -0.6338694029999155,
              "y": 0.24689692065187474
            },
            {
              "x": -0.3937661572898088,
              "y": 0.2770810454972249
            },
            {
              "x": -0.5513843995498523,
              "y": -0.015108127482082203
            },
            {
              "x": -0.6198527966996146,
              "y": 0.30727679778585226
            },
            {
              "x": -0.46366241298196603,
              "y": 0.20089886835272092
            },
            {
              "x": -0.5793613496260501,
              "y": 0.053937500477040545
            },
            {
              "x": -0.43918835520222466,
              "y": 0.21190231977674018
            },
            {
              "x": -0.29539363077754205,
              "y": 0.05037653147180284
            },
            {
              "x": -0.3270014991767058,
              "y": 0.2612606663239001
            },
            {
              "x": -0.5886361195866796,
              "y": 0.24481323497762228
            },
            {
              "x": -0.4811243365546738,
              "y": 0.2407660326968711
            },
            {
              "x": -0.19021031925252027,
              "y": -0.6115962776324482
            },
            {
              "x": 0.1455772004604791,
              "y": -0.3981404511674905
            },
            {
              "x": -0.8472180744858562,
              "y": 0.24622692410048375
            },
            {
              "x": -0.7672860260027171,
              "y": 0.20957235913132238
            },
            {
              "x": -0.8342116093795788,
              "y": 0.28026433960466074
            },
            {
              "x": -0.9850559745328381,
              "y": 0.3150783176445322
            },
            {
              "x": -1.0571099992492712,
              "y": 0.3407107083785748
            },
            {
              "x": -0.9480425127721819,
              "y": 0.24419365360408712
            },
            {
              "x": -1.0376183858763306,
              "y": 0.5039037686367536
            },
            {
              "x": -1.0913667479862614,
              "y": 0.43693406732996565
            },
            {
              "x": -1.033867861328846,
              "y": 0.39903239865770695
            },
            {
              "x": -1.0685728333838513,
              "y": 0.36719698180129673
            },
            {
              "x": -0.73602134837867,
              "y": -0.03570858417974553
            },
            {
              "x": -0.6989081056491186,
              "y": 0.0695383027446246
            },
            {
              "x": -0.54248927613843,
              "y": -0.4144790053651613
            },
            {
              "x": -1.0822532362709616,
              "y": 0.14739322637117044
            },
            {
              "x": 0.0473966007058436,
              "y": -0.03430144763325586
            },
            {
              "x": 0.30129008871925594,
              "y": 0.127461559594039
            },
            {
              "x": -0.15034158380757992,
              "y": -0.12977121405324216
            },
            {
              "x": -0.4616749339056586,
              "y": -0.0891074199820035
            },
            {
              "x": -0.2550667942689746,
              "y": -0.35875326681519204
            },
            {
              "x": -0.13175379621721978,
              "y": -0.17277409134016122
            },
            {
              "x": -0.19949756249084083,
              "y": 0.13954591893967225
            },
            {
              "x": 0.09267775996426611,
              "y": -0.21635680852168176
            },
            {
              "x": 2.1878886141108183,
              "y": 0.5127826886500108
            },
            {
              "x": 2.5165846741583,
              "y": 0.44481764201885093
            },
            {
              "x": 1.8192579292050592,
              "y": 0.5593707941162225
            },
            {
              "x": 2.266040655985451,
              "y": 0.43531851877935923
            },
            {
              "x": 2.2122672199728872,
              "y": 0.5447775831550551
            },
            {
              "x": 1.8286231514599003,
              "y": 0.5027311657248874
            },
            {
              "x": -0.25974262083204563,
              "y": 0.4946547148177387
            },
            {
              "x": 1.1644196842621264,
              "y": -0.9799271879322361
            },
            {
              "x": 0.9685598062132528,
              "y": -1.1079469907026422
            },
            {
              "x": 1.4606809865739638,
              "y": -1.45076892814091
            },
            {
              "x": 1.1965026114312047,
              "y": -1.0698500579305195
            },
            {
              "x": 0.9478094908919295,
              "y": -1.0759034523810356
            },
            {
              "x": 1.0898539846685893,
              "y": -1.1237452012419695
            },
            {
              "x": 1.8718264194649672,
              "y": -1.5677457362131175
            },
            {
              "x": 1.436230787507991,
              "y": -1.2276157257130424
            },
            {
              "x": -0.3846356436285038,
              "y": -0.07352533520007017
            },
            {
              "x": -0.4335412648024046,
              "y": -0.002965439295504965
            },
            {
              "x": -0.3850664891970756,
              "y": -0.04975613242359115
            },
            {
              "x": -0.45893590918185767,
              "y": -0.08287915966388794
            },
            {
              "x": -0.45277370317206517,
              "y": 0.039777012180209945
            },
            {
              "x": -0.7104934692911086,
              "y": 0.06589561576527951
            },
            {
              "x": -0.375347978136421,
              "y": 0.04609011128311572
            },
            {
              "x": -0.5695883690347688,
              "y": 0.07655643512506141
            },
            {
              "x": -0.40737163910685587,
              "y": 0.04698514742578343
            },
            {
              "x": -0.7185492496974778,
              "y": 0.18780881260425764
            },
            {
              "x": -0.6982970920750257,
              "y": 0.024572497305415043
            },
            {
              "x": -0.6450004797131106,
              "y": 0.029286824526747062
            },
            {
              "x": -0.6599619526855088,
              "y": 0.041575323190413675
            },
            {
              "x": -0.750961522011463,
              "y": 0.06165245615973685
            },
            {
              "x": -0.5708384612921245,
              "y": -0.07767762449992748
            },
            {
              "x": -0.41127211920193213,
              "y": -0.10555777775977852
            },
            {
              "x": -0.5162786285252379,
              "y": 0.25822150192609084
            },
            {
              "x": -0.6740497474327217,
              "y": -0.16765663539121456
            },
            {
              "x": -0.4649198774008012,
              "y": 0.22497426199801823
            },
            {
              "x": -0.4922443042498099,
              "y": 0.07580989197385234
            },
            {
              "x": -0.6782655571284693,
              "y": 0.033302606379881326
            },
            {
              "x": -0.6922598160475606,
              "y": 0.2536872586804642
            },
            {
              "x": -0.48088009936108195,
              "y": -0.1419788194268327
            },
            {
              "x": -0.9066262503362674,
              "y": -0.004663073839847517
            },
            {
              "x": -0.8278796710671055,
              "y": 0.23974233864897615
            },
            {
              "x": -0.584301463480462,
              "y": 0.2414101741507086
            },
            {
              "x": -0.567743305710136,
              "y": 0.2331672243401667
            },
            {
              "x": -0.6576361031266279,
              "y": 0.1334860004832474
            },
            {
              "x": -0.39002782253842305,
              "y": 0.2364035925874627
            },
            {
              "x": -0.3744030320593224,
              "y": 0.16592557597893592
            },
            {
              "x": -0.40291496014068573,
              "y": 0.20141235420384979
            },
            {
              "x": -0.27866656798938194,
              "y": 0.23459310546379492
            },
            {
              "x": -0.6312713295163552,
              "y": 0.2523760045564355
            },
            {
              "x": -0.6739122495585983,
              "y": 0.38798945872141405
            },
            {
              "x": -0.08174509263441382,
              "y": -0.28330518627027507
            },
            {
              "x": -0.4265126002187769,
              "y": -0.22203579861444242
            },
            {
              "x": -0.38826995900907096,
              "y": -0.5394796946884496
            },
            {
              "x": -0.30583438305597416,
              "y": -0.17047910670481364
            },
            {
              "x": -0.16361006450449808,
              "y": -0.6065366357573104
            },
            {
              "x": -0.2729986359556301,
              "y": -0.3793222692251275
            },
            {
              "x": -0.9117111447862913,
              "y": 0.370650305075479
            },
            {
              "x": -1.022634065467508,
              "y": 0.406609667925441
            },
            {
              "x": -1.2299928772041717,
              "y": 0.36078661550462665
            },
            {
              "x": -1.0294868239509236,
              "y": 0.2753537604839465
            },
            {
              "x": -0.6169663716977587,
              "y": -0.19324900116446556
            },
            {
              "x": -0.5685298011189931,
              "y": -0.0827017582343701
            },
            {
              "x": -0.8251652538265892,
              "y": -0.09206451410573925
            },
            {
              "x": -0.8071908567668269,
              "y": -0.17385645781262066
            },
            {
              "x": -0.7142547441808741,
              "y": 0.09757301243847527
            },
            {
              "x": -0.40669448445189704,
              "y": -0.41210164273975264
            },
            {
              "x": -0.6222573931616923,
              "y": -0.1969970027910798
            },
            {
              "x": 1.5735776745858232,
              "y": 0.4519052831421107
            },
            {
              "x": 2.639015115971836,
              "y": 0.4224268499740443
            },
            {
              "x": 2.444048488901532,
              "y": 0.43078705331266176
            },
            {
              "x": 2.4886885439074016,
              "y": 0.4215512030381436
            },
            {
              "x": 2.2849159758791004,
              "y": 0.3601148466411905
            },
            {
              "x": 2.279101736793394,
              "y": 0.34011481283087985
            },
            {
              "x": 1.4812521579833446,
              "y": 0.39956903351044937
            },
            {
              "x": 2.165459132753056,
              "y": 0.28410419902557005
            },
            {
              "x": 1.7141202208896156,
              "y": 0.5218690020588469
            },
            {
              "x": 2.031204571646751,
              "y": 0.4669045413765778
            },
            {
              "x": 2.168738937757048,
              "y": 0.4182284098429971
            },
            {
              "x": 2.2032219606399464,
              "y": 0.4080199590780212
            },
            {
              "x": 1.34770163930797,
              "y": 0.5764323082109015
            },
            {
              "x": 2.0002383091158187,
              "y": 0.5101181351203977
            },
            {
              "x": 1.726793950167045,
              "y": 0.5687386263883549
            },
            {
              "x": 0.8571706810250982,
              "y": 0.2773049850080557
            },
            {
              "x": 1.6057640371027009,
              "y": 0.15628183788985006
            },
            {
              "x": 0.6843323277896594,
              "y": -1.0604089432165307
            },
            {
              "x": -0.39103602677811794,
              "y": -0.050488928682841556
            },
            {
              "x": -0.5181698890969618,
              "y": 0.01882472833888903
            },
            {
              "x": -0.5150257203029065,
              "y": -0.027497322899963105
            },
            {
              "x": -0.3465561721817544,
              "y": -0.10856862209031379
            },
            {
              "x": -0.5626106980498832,
              "y": -0.23535367977016675
            },
            {
              "x": -0.31710771378033403,
              "y": -0.35704676159577264
            },
            {
              "x": 0.15789538089835659,
              "y": -0.2234724227900669
            },
            {
              "x": 0.0817496728442593,
              "y": -0.17316670189331965
            },
            {
              "x": 0.1790842703088927,
              "y": -0.180812914159337
            },
            {
              "x": 0.3789196409286866,
              "y": -0.2496355386735382
            },
            {
              "x": 0.2460535537116051,
              "y": -0.17612314504750096
            },
            {
              "x": 0.18923468326979553,
              "y": -0.5622603164048957
            },
            {
              "x": -0.04452305595968869,
              "y": -0.5678729926420625
            },
            {
              "x": 0.3523952496543768,
              "y": -0.7145054342426588
            },
            {
              "x": -0.023026111131882875,
              "y": -0.5633776203953426
            },
            {
              "x": -0.0733185991977515,
              "y": -0.5559077672233267
            }
          ]
        },
        "spacing": {
          "is_uniform": true,
          "max": 5.0,
          "mean": 5.0,
          "median": 5.0,
          "min": 5.0,
          "std": 0.0
        },
        "value_max": 0.8439640998840332,
        "value_min": 0.055617813020944595,
        "xy": [
          {
            "argmax_axis": 960.0,
            "curve": {
              "abs_corr": [
                0.42509426787415394,
                0.4308541805708587,
                0.4346023989510669,
                0.4345700814172232,
                0.43071316612071303,
                0.4242092125518088,
                0.4172957179660242,
                0.41137367201993297,
                0.4068841519410969,
                0.4035097442076766,
                0.40119660492843573,
                0.3992889942811007,
                0.3981286237024571,
                0.39713888389200247,
                0.3966108685706378,
                0.39667902627073925,
                0.3973540337573281,
                0.39805963160597096,
                0.39889733987706044,
                0.39987916279140856,
                0.40094257271324796,
                0.40215390715454835,
                0.40387230196036594,
                0.4058889041028748,
                0.4080839486601945,
                0.41070026537389076,
                0.4132871460441402,
                0.41600390394337433,
                0.41901669910878425,
                0.4216580905881089,
                0.42414008463062264,
                0.4266776597891213,
                0.42908345212202004,
                0.4308543365185172,
                0.43185615053452636,
                0.43211436353969723,
                0.43066014888821885,
                0.4270082348406886,
                0.42186025933064003,
                0.4149968589961323,
                0.40344558952277365,
                0.3857816351223215,
                0.36267343727354523,
                0.33729088421626846,
                0.31338927967058344,
                0.29035627393581104,
                0.2684270468920457,
                0.24766633464545929,
                0.23073766088346334,
                0.21930919293677723,
                0.21287936622593712,
                0.21068358778030455,
                0.2128538819997653,
                0.2203084058511282,
                0.2318545781964297,
                0.2450252963083418,
                0.25754254927123105,
                0.26830830134752703,
                0.277099300787438,
                0.2828632749142846,
                0.2865340023203775,
                0.2889622743594359,
                0.2903140413819091,
                0.2912380413322221,
                0.2925074347838655,
                0.29504128432377075,
                0.29952116479406504,
                0.3054515385236676,
                0.31241503708306617,
                0.31867174112223334,
                0.32886548800865467,
                0.3316354274142584,
                0.33212544821540607,
                0.3298472836951909,
                0.32437847747595233,
                0.314565500887919,
                0.2998136957800154,
                0.28151894924028853,
                0.2603299608993376,
                0.23815939860805976,
                0.21685501689765613,
                0.19817132603761145,
                0.18280699329016586,
                0.17128949100722313,
                0.16477954148150234,
                0.16518154292894605,
                0.1661019876509208,
                0.16552474571805237,
                0.16470010255212736,
                0.16024873533362535,
                0.1503106062619856,
                0.13648351121993643,
                0.12138003379572587,
                0.10715397932268139,
                0.09488582802289905,
                0.08551061547305339,
                0.07890565584721489,
                0.07379429637322311,
                0.06962375415056139,
                0.06608582304694208,
                0.06331419056522225,
                0.060685112041927614,
                0.057944203080046296,
                0.05471899239695349,
                0.0507483464577702,
                0.04653174006058845,
                0.042036060174653056,
                0.03760455107144562,
                0.03338314449317217,
                0.029537393900039222,
                0.026038556583494996,
                0.022747831892142453,
                0.019685300148361305,
                0.016724655031032747,
                0.014240174161185363,
                0.011755048685209197,
                0.009419255222503808,
                0.006719988196127841,
                0.004332756045377815,
                0.002061975914111952,
                0.000663590006741387,
                0.0029237965801045744,
                0.005255096419573052,
                0.007048497926227839,
                0.008726978769605138,
                0.009846782810424294,
                0.010609837578371417,
                0.01107954998150146,
                0.01090136817292226,
                0.010846210348541578,
                0.009802321046842014,
                0.009172855763282792,
                0.008329732839647759,
                0.007536547940476206,
                0.006855902164089193,
                0.005623862090531622,
                0.00474808325891206,
                0.003772943699948128,
                0.002870233793517045,
                0.0018952482060958043
              ],
              "axis": [
                950.0,
                955.0,
                960.0,
                965.0,
                970.0,
                975.0,
                980.0,
                985.0,
                990.0,
                995.0,
                1000.0,
                1005.0,
                1010.0,
                1015.0,
                1020.0,
                1025.0,
                1030.0,
                1035.0,
                1040.0,
                1045.0,
                1050.0,
                1055.0,
                1060.0,
                1065.0,
                1070.0,
                1075.0,
                1080.0,
                1085.0,
                1090.0,
                1095.0,
                1100.0,
                1105.0,
                1110.0,
                1115.0,
                1120.0,
                1125.0,
                1130.0,
                1135.0,
                1140.0,
                1145.0,
                1150.0,
                1155.0,
                1160.0,
                1165.0,
                1170.0,
                1175.0,
                1180.0,
                1185.0,
                1190.0,
                1195.0,
                1200.0,
                1205.0,
                1210.0,
                1215.0,
                1220.0,
                1225.0,
                1230.0,
                1235.0,
                1240.0,
                1245.0,
                1250.0,
                1255.0,
                1260.0,
                1265.0,
                1270.0,
                1275.0,
                1280.0,
                1285.0,
                1290.0,
                1295.0,
                1305.0,
                1310.0,
                1315.0,
                1320.0,
                1325.0,
                1330.0,
                1335.0,
                1340.0,
                1345.0,
                1350.0,
                1355.0,
                1360.0,
                1365.0,
                1370.0,
                1375.0,
                1380.0,
                1385.0,
                1390.0,
                1395.0,
                1400.0,
                1405.0,
                1410.0,
                1415.0,
                1420.0,
                1425.0,
                1430.0,
                1435.0,
                1440.0,
                1445.0,
                1450.0,
                1455.0,
                1460.0,
                1465.0,
                1470.0,
                1475.0,
                1480.0,
                1485.0,
                1490.0,
                1495.0,
                1500.0,
                1505.0,
                1510.0,
                1515.0,
                1520.0,
                1525.0,
                1530.0,
                1535.0,
                1540.0,
                1545.0,
                1550.0,
                1555.0,
                1560.0,
                1565.0,
                1570.0,
                1575.0,
                1580.0,
                1585.0,
                1590.0,
                1595.0,
                1600.0,
                1605.0,
                1610.0,
                1615.0,
                1620.0,
                1625.0,
                1630.0,
                1635.0,
                1640.0,
                1645.0,
                1650.0
              ],
              "corr": [
                0.42509426787415394,
                0.4308541805708587,
                0.4346023989510669,
                0.4345700814172232,
                0.43071316612071303,
                0.4242092125518088,
                0.4172957179660242,
                0.41137367201993297,
                0.4068841519410969,
                0.4035097442076766,
                0.40119660492843573,
                0.3992889942811007,
                0.3981286237024571,
                0.39713888389200247,
                0.3966108685706378,
                0.39667902627073925,
                0.3973540337573281,
                0.39805963160597096,
                0.39889733987706044,
                0.39987916279140856,
                0.40094257271324796,
                0.40215390715454835,
                0.40387230196036594,
                0.4058889041028748,
                0.4080839486601945,
                0.41070026537389076,
                0.4132871460441402,
                0.41600390394337433,
                0.41901669910878425,
                0.4216580905881089,
                0.42414008463062264,
                0.4266776597891213,
                0.42908345212202004,
                0.4308543365185172,
                0.43185615053452636,
                0.43211436353969723,
                0.43066014888821885,
                0.4270082348406886,
                0.42186025933064003,
                0.4149968589961323,
                0.40344558952277365,
                0.3857816351223215,
                0.36267343727354523,
                0.33729088421626846,
                0.31338927967058344,
                0.29035627393581104,
                0.2684270468920457,
                0.24766633464545929,
                0.23073766088346334,
                0.21930919293677723,
                0.21287936622593712,
                0.21068358778030455,
                0.2128538819997653,
                0.2203084058511282,
                0.2318545781964297,
                0.2450252963083418,
                0.25754254927123105,
                0.26830830134752703,
                0.277099300787438,
                0.2828632749142846,
                0.2865340023203775,
                0.2889622743594359,
                0.2903140413819091,
                0.2912380413322221,
                0.2925074347838655,
                0.29504128432377075,
                0.29952116479406504,
                0.3054515385236676,
                0.31241503708306617,
                0.31867174112223334,
                0.32886548800865467,
                0.3316354274142584,
                0.33212544821540607,
                0.3298472836951909,
                0.32437847747595233,
                0.314565500887919,
                0.2998136957800154,
                0.28151894924028853,
                0.2603299608993376,
                0.23815939860805976,
                0.21685501689765613,
                0.19817132603761145,
                0.18280699329016586,
                0.17128949100722313,
                0.16477954148150234,
                0.16518154292894605,
                0.1661019876509208,
                0.16552474571805237,
                0.16470010255212736,
                0.16024873533362535,
                0.1503106062619856,
                0.13648351121993643,
                0.12138003379572587,
                0.10715397932268139,
                0.09488582802289905,
                0.08551061547305339,
                0.07890565584721489,
                0.07379429637322311,
                0.06962375415056139,
                0.06608582304694208,
                0.06331419056522225,
                0.060685112041927614,
                0.057944203080046296,
                0.05471899239695349,
                0.0507483464577702,
                0.04653174006058845,
                0.042036060174653056,
                0.03760455107144562,
                0.03338314449317217,
                0.029537393900039222,
                0.026038556583494996,
                0.022747831892142453,
                0.019685300148361305,
                0.016724655031032747,
                0.014240174161185363,
                0.011755048685209197,
                0.009419255222503808,
                0.006719988196127841,
                0.004332756045377815,
                0.002061975914111952,
                -0.000663590006741387,
                -0.0029237965801045744,
                -0.005255096419573052,
                -0.007048497926227839,
                -0.008726978769605138,
                -0.009846782810424294,
                -0.010609837578371417,
                -0.01107954998150146,
                -0.01090136817292226,
                -0.010846210348541578,
                -0.009802321046842014,
                -0.009172855763282792,
                -0.008329732839647759,
                -0.007536547940476206,
                -0.006855902164089193,
                -0.005623862090531622,
                -0.00474808325891206,
                -0.003772943699948128,
                -0.002870233793517045,
                -0.0018952482060958043
              ]
            },
            "frac_abs_corr_gt_0_5": 0.0,
            "max_abs_corr": 0.4346023989510669,
            "mean_abs_corr": 0.22614481014793042,
            "n": 150,
            "target": "moisture"
          }
        ]
      },
      "warnings": []
    }
  ],
  "splits": [],
  "variables": [
    {
      "assets": [],
      "histogram": {
        "counts": [
          7,
          4,
          2,
          5,
          6,
          9,
          24,
          15,
          9,
          19,
          5,
          7,
          10,
          9,
          4,
          2,
          3,
          2,
          3,
          1,
          1,
          0,
          1,
          2
        ],
        "edges": [
          6.369999886,
          7.167083224083333,
          7.964166562166667,
          8.76124990025,
          9.558333238333333,
          10.355416576416667,
          11.1524999145,
          11.949583252583334,
          12.746666590666667,
          13.54374992875,
          14.340833266833334,
          15.137916604916668,
          15.934999943000001,
          16.732083281083334,
          17.529166619166666,
          18.326249957250003,
          19.123333295333335,
          19.920416633416668,
          20.7174999715,
          21.514583309583333,
          22.31166664766667,
          23.108749985750002,
          23.905833323833335,
          24.702916661916667,
          25.5
        ]
      },
      "name": "moisture",
      "role": "target",
      "shape": {
        "cv": 0.2807151165415668,
        "is_normal": false,
        "kurtosis": 0.6462396982706489,
        "normality_p": 0.0028598569299512224,
        "skewness": 0.6388642717543781
      },
      "stats": {
        "max": 25.5,
        "mean": 13.615332673146664,
        "median": 13.05000019,
        "min": 6.369999886,
        "n": 150,
        "n_missing": 0,
        "q1": 11.412749765000001,
        "q3": 15.9500000475,
        "std": 3.8220296980945676
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "name": "SpectralRep",
      "role": "metadata",
      "shape": {
        "cv": 0.0,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 1.0,
        "mean": 1.0,
        "median": 1.0,
        "min": 1.0,
        "n": 150,
        "n_missing": 0,
        "q1": 1.0,
        "q3": 1.0,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "dataset",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "sensAIfood Perten Cereals"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "dataset_title",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Barley Perten moisture"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "dataset_slug",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "barley_moisture_perten"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "spectroscopy_type",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "NIR"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "cereal_type",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "barley"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "trait_header",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "moisture"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "trait_header_original",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Moisture"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "task_type",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "regression"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.9933333333333333,
        "imbalance_ratio": 1.0,
        "minority_fraction": 0.006666666666666667,
        "n_classes": 150,
        "normalized_entropy": 0.9999999999999998
      },
      "name": "raw_label",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 150,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 1,
            "name": "BarleyWholePerten0001"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0002"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0003"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0004"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0005"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0006"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0007"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0008"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0009"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0010"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0011"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0012"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0013"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0014"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0015"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0016"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0017"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0018"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0019"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0020"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          7,
          4,
          2,
          5,
          6,
          9,
          24,
          15,
          9,
          19,
          5,
          7,
          10,
          9,
          4,
          2,
          3,
          2,
          3,
          1,
          1,
          0,
          1,
          2
        ],
        "edges": [
          6.369999886,
          7.167083224083333,
          7.964166562166667,
          8.76124990025,
          9.558333238333333,
          10.355416576416667,
          11.1524999145,
          11.949583252583334,
          12.746666590666667,
          13.54374992875,
          14.340833266833334,
          15.137916604916668,
          15.934999943000001,
          16.732083281083334,
          17.529166619166666,
          18.326249957250003,
          19.123333295333335,
          19.920416633416668,
          20.7174999715,
          21.514583309583333,
          22.31166664766667,
          23.108749985750002,
          23.905833323833335,
          24.702916661916667,
          25.5
        ]
      },
      "name": "reference_value",
      "role": "metadata",
      "shape": {
        "cv": 0.2807151165415668,
        "is_normal": false,
        "kurtosis": 0.6462396982706489,
        "normality_p": 0.0028598569299512224,
        "skewness": 0.6388642717543781
      },
      "stats": {
        "max": 25.5,
        "mean": 13.615332673146664,
        "median": 13.05000019,
        "min": 6.369999886,
        "n": 150,
        "n_missing": 0,
        "q1": 11.412749765000001,
        "q3": 15.9500000475,
        "std": 3.8220296980945676
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "name": "n_points_original",
      "role": "metadata",
      "shape": {
        "cv": 0.0,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 141.0,
        "mean": 141.0,
        "median": 141.0,
        "min": 141.0,
        "n": 150,
        "n_missing": 0,
        "q1": 141.0,
        "q3": 141.0,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "dimensions",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "1D"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "axis_note",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "source_axis_950_to_1650_nm_step_5"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.9933333333333333,
        "imbalance_ratio": 1.0,
        "minority_fraction": 0.006666666666666667,
        "n_classes": 150,
        "normalized_entropy": 0.9999999999999998
      },
      "name": "ID",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 150,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 1,
            "name": "BarleyWholePerten0001"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0002"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0003"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0004"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0005"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0006"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0007"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0008"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0009"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0010"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0011"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0012"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0013"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0014"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0015"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0016"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0017"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0018"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0019"
          },
          {
            "count": 1,
            "name": "BarleyWholePerten0020"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.30079999999999996,
        "imbalance_ratio": 12.4,
        "minority_fraction": 0.06666666666666667,
        "n_classes": 3,
        "normalized_entropy": 0.524862807293589
      },
      "name": "Spectrometer",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 3,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 124,
            "name": "Perten_DA7200"
          },
          {
            "count": 16,
            "name": "Perten_DA72xx"
          },
          {
            "count": 10,
            "name": "Perten_DA7440"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "Cereal",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "barley"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "Variety",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Unknown"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.7547555555555556,
        "imbalance_ratio": 3.3125,
        "minority_fraction": 0.10666666666666667,
        "n_classes": 5,
        "normalized_entropy": 0.9324587365901172
      },
      "name": "Country",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 5,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 53,
            "name": "Sweden"
          },
          {
            "count": 40,
            "name": "US"
          },
          {
            "count": 23,
            "name": "Croatia"
          },
          {
            "count": 18,
            "name": "Denmark"
          },
          {
            "count": 16,
            "name": "Slovenia"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          48,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          102
        ],
        "edges": [
          0.0,
          84.0,
          168.0,
          252.0,
          336.0,
          420.0,
          504.0,
          588.0,
          672.0,
          756.0,
          840.0,
          924.0,
          1008.0,
          1092.0,
          1176.0,
          1260.0,
          1344.0,
          1428.0,
          1512.0,
          1596.0,
          1680.0,
          1764.0,
          1848.0,
          1932.0,
          2016.0
        ]
      },
      "name": "Year",
      "role": "metadata",
      "shape": {
        "cv": 0.6882956704681531,
        "is_normal": false,
        "kurtosis": -1.411285859543971,
        "normality_p": 2.14237292345941e-55,
        "skewness": -0.7795309112396167
      },
      "stats": {
        "max": 2016.0,
        "mean": 1365.6266666666668,
        "median": 2006.0,
        "min": 0.0,
        "n": 150,
        "n_missing": 0,
        "q1": 0.0,
        "q3": 2009.0,
        "std": 939.9549221425224
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          4,
          2,
          4,
          5,
          3,
          6,
          11,
          5,
          11,
          9,
          12,
          10,
          8,
          14,
          8,
          10,
          5,
          4,
          5,
          5,
          2,
          6,
          0,
          1
        ],
        "edges": [
          8.5,
          8.849999984166667,
          9.199999968333334,
          9.5499999525,
          9.899999936666667,
          10.249999920833332,
          10.599999905,
          10.949999889166666,
          11.299999873333332,
          11.6499998575,
          11.999999841666666,
          12.349999825833333,
          12.69999981,
          13.049999794166666,
          13.399999778333331,
          13.7499997625,
          14.099999746666665,
          14.449999730833333,
          14.799999714999998,
          15.149999699166665,
          15.499999683333332,
          15.849999667499999,
          16.199999651666666,
          16.54999963583333,
          16.89999962
        ]
      },
      "name": "Protein",
      "role": "metadata",
      "shape": {
        "cv": 0.14936414134033457,
        "is_normal": true,
        "kurtosis": -0.5043918590261383,
        "normality_p": 0.28002802062016796,
        "skewness": 0.060612028632543904
      },
      "stats": {
        "max": 16.89999962,
        "mean": 12.457715994,
        "median": 12.39999962,
        "min": 8.5,
        "n": 150,
        "n_missing": 0,
        "q1": 11.1126327525,
        "q3": 13.7482774225,
        "std": 1.8607360525055627
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Spectrometer_Make_Model",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Perten: DA7200, DA72XX, DA7440"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Wavelength_Range_nm",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "950-1650"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Spectral_Resolution_nm",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "WL accuracy < 0.05 nm, all data provided is 5nm step"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "name": "meta_Number_of_Scans_per_Spectrum",
      "role": "metadata",
      "shape": {
        "cv": 0.0,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 100.0,
        "mean": 100.0,
        "median": 100.0,
        "min": 100.0,
        "n": 150,
        "n_missing": 0,
        "q1": 100.0,
        "q3": 100.0,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Grain_Type",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Barley (whole)"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Variety",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Unknown"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Country",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Slovenia, Sweden, Denmark, Croatia, US"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Year",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "2004, 2006, 2009, 2011, 2016"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Reference_Method_Protein",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Kjeldahl"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Reference_Method_Moisture",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Oven"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Units_for_Protein",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "% protein (N6_25)"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Units_for_Moisture",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "% moisture"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Reference_for_moisture",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Dry Basis"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Citation",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Perten (for sensAIfood)"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Autorship",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "applications.perten@perkinelmer.com"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Detector_Type",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Diod-Array: 256 pixel thermoelectrically cooled, high-detectivity indium gallium aresenide (InGaAs)"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Geometry",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "diffuse reflectance (post-dispersive)"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Optical_Reference_Material",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Teflon coated ceramic reference"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Software_Used_for_Acquisition",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Perten Software (Results Plus or Process Plus)"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "meta_Sampling_notes",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "No duplicated in provided data"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "axis_unit",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "nm"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "name": "axis_min",
      "role": "metadata",
      "shape": {
        "cv": 0.0,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 950.0,
        "mean": 950.0,
        "median": 950.0,
        "min": 950.0,
        "n": 150,
        "n_missing": 0,
        "q1": 950.0,
        "q3": 950.0,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "name": "axis_max",
      "role": "metadata",
      "shape": {
        "cv": 0.0,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 1650.0,
        "mean": 1650.0,
        "median": 1650.0,
        "min": 1650.0,
        "n": 150,
        "n_missing": 0,
        "q1": 1650.0,
        "q3": 1650.0,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "license",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "CC BY 4.0"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "license_url",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "https://creativecommons.org/licenses/by/4.0/"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "rights_status",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "explicit_open"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "usage_scope",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "public_reuse_possible"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "public_release_allowed",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "True"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "doi_dataset",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "10.5281/zenodo.15838136"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "notes",
      "role": "metadata",
      "stats": {
        "n": 150,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 150,
            "name": "Task-specific view of Perten source numeric axis, no interpolation or resampling by standardization."
          }
        ]
      },
      "type": "categorical",
      "unit": null
    }
  ],
  "versions": {
    "content": "1.0.0",
    "schema_protocol": "2.0"
  },
  "warnings": [
    "conversion: Y.csv has no 'observation_id'; assumed Y/M row pairing and attached M.csv IDs. M observation order matches X.csv."
  ]
}