{
  "alignment": {
    "level": "sample",
    "n_observations_total": 58,
    "n_samples": 58,
    "profile_scores": {
      "integrity_risk": 0.0,
      "local_artefact_risk": 0.9374168956652779,
      "noise_risk": 0.0017043625125891721,
      "outlier_pressure": 0.7259926296562416,
      "reference_spread": 0.3433440135217396,
      "repeatability_risk": 0.0,
      "shape_drift": 1.0,
      "structure_complexity": 0.7885064097331869
    },
    "reps_per_sample": {
      "max": 1,
      "mean": 1.0,
      "min": 1
    },
    "sample_id_available": true
  },
  "assets": {
    "sources": {},
    "variables": []
  },
  "generated_at": "2026-10-28T12:52:02.489627+00:00",
  "governance": {
    "access_policy": "Open per source license.",
    "license": "CC-BY-4.0",
    "permitted_use": "Research and benchmarking.",
    "redistribution_rights": "Mendeley Data record is licensed CC BY 4.0; redistribution/publication reuse allowed with attribution.",
    "tier": "public"
  },
  "identity": {
    "description": "Mendeley intact mango TA Vit C raw NIR. v2.0 standardized NIRS package: 1 spectral source(s), 2 declared target(s). Auto-generated from dataset_card.json (verify before publication).",
    "domain": "mendeley",
    "id": "mendeley_intact_mango_ta_vitc_raw_nir",
    "keywords": [
      "nir",
      "v2",
      "mendeley"
    ],
    "name": "Mendeley intact mango TA Vit C raw NIR",
    "tier": "public"
  },
  "integrity": {
    "content_hash": "878bb02a48afd475ef5cd3789b7e6cd3ab4340f40d769d0837e1b790f368d801",
    "manifest": "manifest.json",
    "metadata_hash": "c480aa4a84599667e8f389d5e6bb598560e8ee20c337b57f78ef4a0e870db939",
    "processing_hash": "3800e8c177e9fc33fe215d4ff2b9c7c8992f05fecdfff91928002e50c24fb336"
  },
  "protocol_version": "5",
  "provenance": {
    "contributor": "Enhanced Spectra dataset of NIRS in intact mangos",
    "conversion_status": null,
    "origin_sources": [
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "https://data.mendeley.com/datasets/ph57ynng46/1",
        "title": null
      },
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "https://data.mendeley.com/public-api/datasets/ph57ynng46/snapshot/1",
        "title": null
      },
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "https://data.mendeley.com/public-api/datasets/ph57ynng46/files?folder_id=root&version=1&$start=0&$limit=1000",
        "title": null
      },
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "https://creativecommons.org/licenses/by/4.0/",
        "title": null
      },
      {
        "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": 2500.2,
      "axis_min": 999.9,
      "axis_unit": "nm",
      "instrument_name": null,
      "modality": "NIR",
      "n_observations": 58,
      "n_variables": 1557,
      "name": "Raw NIR spectra",
      "signal_type": "absorbance",
      "signal_type_confidence": 0.6,
      "source_id": "X",
      "spectral": {
        "curve": {
          "axis": [
            999.9,
            1004.2,
            1008.5,
            1013.2,
            1017.6,
            1022.0,
            1026.4,
            1030.9,
            1035.9,
            1040.4,
            1045.0,
            1049.7,
            1054.4,
            1059.6,
            1064.3,
            1069.2,
            1074.0,
            1079.0,
            1083.9,
            1089.4,
            1094.4,
            1099.5,
            1104.7,
            1109.9,
            1115.6,
            1120.9,
            1126.3,
            1131.7,
            1137.2,
            1143.2,
            1148.8,
            1154.4,
            1160.1,
            1165.8,
            1172.1,
            1178.0,
            1183.9,
            1189.9,
            1195.9,
            1202.6,
            1208.7,
            1215.0,
            1221.3,
            1227.6,
            1234.6,
            1241.1,
            1247.7,
            1254.3,
            1261.1,
            1268.5,
            1275.3,
            1282.3,
            1289.3,
            1296.4,
            1303.5,
            1311.4,
            1318.8,
            1326.2,
            1333.7,
            1341.3,
            1349.7,
            1357.5,
            1365.3,
            1373.3,
            1381.3,
            1390.2,
            1398.5,
            1406.8,
            1415.2,
            1423.8,
            1433.2,
            1442.0,
            1450.9,
            1459.9,
            1469.0,
            1479.0,
            1488.4,
            1497.8,
            1507.4,
            1517.1,
            1527.8,
            1537.8,
            1547.9,
            1558.1,
            1568.5,
            1580.0,
            1590.6,
            1601.4,
            1612.4,
            1623.5,
            1634.8,
            1647.2,
            1658.8,
            1670.6,
            1682.5,
            1694.6,
            1708.0,
            1720.5,
            1733.1,
            1745.9,
            1759.0,
            1773.4,
            1786.9,
            1800.5,
            1814.4,
            1828.4,
            1844.0,
            1858.6,
            1873.4,
            1888.4,
            1903.6,
            1920.5,
            1936.3,
            1952.4,
            1968.7,
            1985.2,
            2003.7,
            2020.8,
            2038.3,
            2056.1,
            2074.2,
            2094.3,
            2113.1,
            2132.2,
            2151.6,
            2171.5,
            2191.7,
            2214.1,
            2235.1,
            2256.5,
            2278.3,
            2300.6,
            2325.3,
            2348.5,
            2372.1,
            2396.2,
            2420.9,
            2448.3,
            2474.0,
            2500.2
          ],
          "mean": [
            0.46065342118000163,
            0.4561791306939618,
            0.45152517279674265,
            0.4460867689601306,
            0.4411023310546217,
            0.43646878004074097,
            0.4308819709153011,
            0.42600637571565036,
            0.4207949874729946,
            0.41655075652845974,
            0.4126150387114492,
            0.40916122650278025,
            0.40654179351083164,
            0.40425782419484235,
            0.40287859480956506,
            0.4019867931974345,
            0.4019734078440173,
            0.40247087129231157,
            0.40371401607990265,
            0.40590861902154723,
            0.4088052223468649,
            0.4120275630005475,
            0.41561236566510695,
            0.41953120817398204,
            0.4238281399011612,
            0.42910035005931196,
            0.43718554593365766,
            0.4516443435488076,
            0.4756953310349892,
            0.5096479119925663,
            0.5391343287352858,
            0.5599258110441011,
            0.5716755554593843,
            0.5786535832388647,
            0.5830957940940199,
            0.5864982450830525,
            0.590257931372215,
            0.5943339497878634,
            0.596920875639751,
            0.5974071519128208,
            0.5965195832581356,
            0.5939244175779408,
            0.5898695002342093,
            0.5854735569707279,
            0.5813044330169415,
            0.5777242481708527,
            0.5746684434085056,
            0.5719980237812832,
            0.5701505634291418,
            0.5698390027572369,
            0.5710658770183037,
            0.574662983417511,
            0.5801875786534672,
            0.5887606606401247,
            0.6008323112438465,
            0.6178868238268227,
            0.6383730337537569,
            0.6630904859509962,
            0.6906284669349934,
            0.7176804100645,
            0.7434961919126839,
            0.7636394572669062,
            0.7857572230799444,
            0.8208531305707735,
            0.8819499293278004,
            0.9887477169776785,
            1.0966365861481633,
            1.180886295335046,
            1.2359984352670867,
            1.2670663512986282,
            1.2873688997893498,
            1.2963599480431656,
            1.2991624515632103,
            1.2981252341434872,
            1.28939727257038,
            1.2705459615279888,
            1.2482863972926963,
            1.2233194708824158,
            1.1968867963758008,
            1.1698828339576721,
            1.1409513827027946,
            1.1156531849811817,
            1.0917509383168713,
            1.0692305451837079,
            1.0481730761199162,
            1.0269801493348747,
            1.0092080769867733,
            0.9927540442039227,
            0.9779776756105751,
            0.9648740682108649,
            0.953531304310108,
            0.945035130813204,
            0.9396887411331308,
            0.9344113571890469,
            0.9345244405598476,
            0.9410295507003521,
            0.9539017091537344,
            0.9688468246624388,
            0.9853650177347248,
            0.9950943352847264,
            1.016027601628468,
            1.032776113214164,
            1.0400440836774891,
            1.0395480075786854,
            1.036155680130268,
            1.0364159962226605,
            1.0516279165087075,
            1.1014720931135376,
            1.2221427600959252,
            1.3971789253169093,
            1.4978399913886498,
            1.5236646697438996,
            1.5261999491987557,
            1.517632260404784,
            1.5033112271078701,
            1.4839636046310951,
            1.4594910987492264,
            1.4366497335762813,
            1.4148580226404914,
            1.3948554622715916,
            1.374721007100467,
            1.3524646697373226,
            1.3323860147903706,
            1.3140744793004002,
            1.2948380030434707,
            1.2776926550371894,
            1.2638812722830937,
            1.2560575193372265,
            1.2635771200574677,
            1.2826978112089222,
            1.314127085537746,
            1.3515362575136383,
            1.369760509194999,
            1.4038233839232346,
            1.4244939931507767,
            1.4483301886196793,
            1.4722636300941994,
            1.4993535074694404,
            1.5208662131737019,
            1.5329999039913047
          ],
          "median": [
            0.46145105361938477,
            0.4567032903432846,
            0.45140404999256134,
            0.44575150310993195,
            0.44061020016670227,
            0.43571364879608154,
            0.42967264354228973,
            0.42440854012966156,
            0.418812096118927,
            0.41437719762325287,
            0.4103831946849823,
            0.4066721498966217,
            0.40416209399700165,
            0.40191440284252167,
            0.40060876309871674,
            0.3998861014842987,
            0.399837389588356,
            0.40041300654411316,
            0.401526540517807,
            0.4038400501012802,
            0.40654580295085907,
            0.4097505509853363,
            0.4133319556713104,
            0.4174147993326187,
            0.42204660177230835,
            0.4275948107242584,
            0.43609854578971863,
            0.4513021409511566,
            0.47673575580120087,
            0.5113371014595032,
            0.5416162014007568,
            0.5628923177719116,
            0.574548989534378,
            0.5813775956630707,
            0.5857352614402771,
            0.5891953408718109,
            0.593044251203537,
            0.5972115993499756,
            0.5998847484588623,
            0.600327730178833,
            0.5992882549762726,
            0.5967537760734558,
            0.5925589799880981,
            0.5879904627799988,
            0.5838501155376434,
            0.5802558660507202,
            0.5773589909076691,
            0.5748535990715027,
            0.5732123553752899,
            0.5729829967021942,
            0.5741983950138092,
            0.5776747763156891,
            0.5830698013305664,
            0.5913907587528229,
            0.6038657426834106,
            0.6208061575889587,
            0.6410541534423828,
            0.6655308902263641,
            0.6939519047737122,
            0.7205870449542999,
            0.7455474734306335,
            0.765237033367157,
            0.7872749865055084,
            0.8225294053554535,
            0.8827685415744781,
            0.9934190213680267,
            1.1042495369911194,
            1.1814205050468445,
            1.2439404726028442,
            1.2776945233345032,
            1.2984099984169006,
            1.3076119422912598,
            1.3100329637527466,
            1.3088434934616089,
            1.299115538597107,
            1.2791590094566345,
            1.2559159994125366,
            1.2293149828910828,
            1.198997974395752,
            1.1694369912147522,
            1.1442704796791077,
            1.1187685132026672,
            1.096394956111908,
            1.0753390192985535,
            1.0538310408592224,
            1.0305060148239136,
            1.0112040042877197,
            0.9934846460819244,
            0.9779607057571411,
            0.9641661942005157,
            0.9529896974563599,
            0.9444505572319031,
            0.9384554028511047,
            0.9331942200660706,
            0.9330782294273376,
            0.9394088685512543,
            0.9518923163414001,
            0.9666718542575836,
            0.9842343926429749,
            0.9944154024124146,
            1.015879511833191,
            1.0349809527397156,
            1.0432739853858948,
            1.0429014563560486,
            1.0393619537353516,
            1.0398725271224976,
            1.0568240284919739,
            1.1059510111808777,
            1.225920021533966,
            1.4156515002250671,
            1.5101575255393982,
            1.5309555530548096,
            1.5333524942398071,
            1.526876986026764,
            1.5151265263557434,
            1.4998695254325867,
            1.478870451450348,
            1.4560624957084656,
            1.4340320229530334,
            1.4135730266571045,
            1.391690969467163,
            1.3676080107688904,
            1.3454225063323975,
            1.3252735137939453,
            1.3038360476493835,
            1.2849555015563965,
            1.2707474827766418,
            1.2637059688568115,
            1.2720814943313599,
            1.291323959827423,
            1.324118971824646,
            1.3639464974403381,
            1.384464979171753,
            1.4214585423469543,
            1.4441354870796204,
            1.4699490070343018,
            1.4927154779434204,
            1.5164480209350586,
            1.5343779921531677,
            1.5452110171318054
          ],
          "q05": [
            0.4153216049075127,
            0.41142615526914594,
            0.40697809010744096,
            0.40192540138959887,
            0.39717202037572863,
            0.3927451282739639,
            0.38751890808343886,
            0.3828396797180176,
            0.3780072763562202,
            0.37431115955114364,
            0.37078256607055665,
            0.36793059557676316,
            0.36546955108642576,
            0.3636271238327026,
            0.36219154894351957,
            0.3612570106983185,
            0.36134889274835585,
            0.361775241792202,
            0.362934872508049,
            0.36494032144546507,
            0.36738095730543135,
            0.3702762693166733,
            0.373615075647831,
            0.3771161064505577,
            0.38106694221496584,
            0.38596964478492735,
            0.3933840230107307,
            0.40689276307821276,
            0.42959552705287934,
            0.4627526804804802,
            0.4900291204452515,
            0.5094614863395691,
            0.520297434926033,
            0.5264398276805877,
            0.5302291661500931,
            0.5333969831466675,
            0.5370040625333786,
            0.540701475739479,
            0.5430149853229522,
            0.5436404466629028,
            0.5427341073751449,
            0.5402186512947083,
            0.5361207842826843,
            0.5317022621631622,
            0.5274963468313217,
            0.5242450147867203,
            0.521261402964592,
            0.5186139464378356,
            0.5169049441814423,
            0.5166163086891175,
            0.5178217262029647,
            0.5210673630237579,
            0.526309409737587,
            0.5342433005571365,
            0.5453713744878769,
            0.561198490858078,
            0.5800743848085403,
            0.6029894441366196,
            0.6281985640525818,
            0.6530920654535294,
            0.6764415144920349,
            0.694640788435936,
            0.714487761259079,
            0.7458883851766587,
            0.8010790556669235,
            0.8923570334911346,
            0.986377140879631,
            1.0619848251342774,
            1.1137908220291137,
            1.1420925676822662,
            1.1610057413578034,
            1.1691794514656066,
            1.1710391998291017,
            1.1693074643611907,
            1.1604654133319854,
            1.141984325647354,
            1.1207074999809266,
            1.0972125053405761,
            1.0728083074092865,
            1.0486832439899445,
            1.022918701171875,
            1.0007205784320832,
            0.979934012889862,
            0.9605056077241898,
            0.9424325138330459,
            0.9244259297847748,
            0.9093212842941284,
            0.8953033506870269,
            0.8826705932617187,
            0.8714519679546356,
            0.8621047496795654,
            0.8555697828531266,
            0.851778221130371,
            0.8478426516056061,
            0.8484867304563523,
            0.8548237293958664,
            0.8673839747905732,
            0.8816716849803925,
            0.8966677069664002,
            0.9033979773521423,
            0.9217307358980179,
            0.9355210870504379,
            0.9416763395071029,
            0.9415850788354874,
            0.9387063980102539,
            0.9389350831508636,
            0.952057757973671,
            0.9948412418365479,
            1.1014193773269654,
            1.2767488479614257,
            1.389832353591919,
            1.417671513557434,
            1.420668351650238,
            1.4082511901855468,
            1.395216202735901,
            1.3791516065597533,
            1.3472952663898468,
            1.3195594906806947,
            1.295402592420578,
            1.2745794832706452,
            1.2539849698543548,
            1.232409304380417,
            1.2135175228118897,
            1.197644716501236,
            1.1803038716316223,
            1.1649757385253907,
            1.1525021195411682,
            1.1452013731002808,
            1.1527552366256715,
            1.172115045785904,
            1.2046989798545837,
            1.2462389528751374,
            1.2606907129287719,
            1.2970679581165314,
            1.3168233335018158,
            1.3422383308410644,
            1.368683284521103,
            1.3993044257164002,
            1.41825812458992,
            1.4279419481754303
          ],
          "q25": [
            0.4350179508328438,
            0.43076539784669876,
            0.42659949511289597,
            0.4217293933033943,
            0.41712888330221176,
            0.4127165749669075,
            0.4077416807413101,
            0.4035549685359001,
            0.39869797229766846,
            0.39490924030542374,
            0.3915277570486069,
            0.3884103521704674,
            0.3859396278858185,
            0.3841194733977318,
            0.38276466727256775,
            0.38188910484313965,
            0.3819987326860428,
            0.38249778002500534,
            0.3835158944129944,
            0.38556353002786636,
            0.38811593502759933,
            0.3910241723060608,
            0.39428669959306717,
            0.3976484686136246,
            0.40158969163894653,
            0.4065346419811249,
            0.41379403322935104,
            0.42695748060941696,
            0.44988490641117096,
            0.4840681850910187,
            0.5134713649749756,
            0.5346574783325195,
            0.5465289503335953,
            0.5530638247728348,
            0.5576503723859787,
            0.561176061630249,
            0.5649193227291107,
            0.5687465220689774,
            0.5710509866476059,
            0.5716363936662674,
            0.5705936104059219,
            0.5680219978094101,
            0.5637951344251633,
            0.5594462603330612,
            0.5550254434347153,
            0.5515278279781342,
            0.5483201444149017,
            0.5456006675958633,
            0.5439180582761765,
            0.5437285304069519,
            0.5448707193136215,
            0.5480722635984421,
            0.5535739213228226,
            0.5622208416461945,
            0.5746601670980453,
            0.5918694734573364,
            0.6122288852930069,
            0.6364192515611649,
            0.6633872836828232,
            0.6895227879285812,
            0.7145074754953384,
            0.7340194880962372,
            0.754912406206131,
            0.788070559501648,
            0.847315788269043,
            0.9529730379581451,
            1.061280518770218,
            1.1456528007984161,
            1.1982862055301666,
            1.228234976530075,
            1.2460672855377197,
            1.252494752407074,
            1.254654049873352,
            1.2536416947841644,
            1.2471259832382202,
            1.2305802702903748,
            1.2090669572353363,
            1.1853960156440735,
            1.1616852283477783,
            1.13568976521492,
            1.1055220067501068,
            1.0796664953231812,
            1.0550977885723114,
            1.0345002710819244,
            1.0139687359333038,
            0.9927502572536469,
            0.9750073999166489,
            0.9585327059030533,
            0.9436493068933487,
            0.930182009935379,
            0.9184893667697906,
            0.9097573012113571,
            0.9041578024625778,
            0.8987792134284973,
            0.8989898264408112,
            0.9054601788520813,
            0.9181746393442154,
            0.9331040382385254,
            0.9501966536045074,
            0.959961548447609,
            0.9809940904378891,
            0.9978689104318619,
            1.0049930214881897,
            1.0042782723903656,
            1.000699743628502,
            1.0008749812841415,
            1.0160729885101318,
            1.0657982230186462,
            1.1893907189369202,
            1.3365319967269897,
            1.4397864639759064,
            1.4654419720172882,
            1.467595249414444,
            1.4595812857151031,
            1.445434033870697,
            1.429424524307251,
            1.4019990265369415,
            1.3781162202358246,
            1.3541397154331207,
            1.335315465927124,
            1.3198432624340057,
            1.302700698375702,
            1.288524478673935,
            1.2750902771949768,
            1.2586109638214111,
            1.2446434497833252,
            1.2316249907016754,
            1.2230024933815002,
            1.2285910248756409,
            1.246358036994934,
            1.2739397585391998,
            1.3059825003147125,
            1.3210152685642242,
            1.3461973071098328,
            1.3659842610359192,
            1.39205402135849,
            1.4190224707126617,
            1.4464869797229767,
            1.467915028333664,
            1.4820934534072876
          ],
          "q75": [
            0.47719354927539825,
            0.4724702164530754,
            0.46808963268995285,
            0.4625716879963875,
            0.45763368159532547,
            0.4530419856309891,
            0.44719256460666656,
            0.44202885031700134,
            0.4362238347530365,
            0.43169713765382767,
            0.427505224943161,
            0.42398206889629364,
            0.42115283012390137,
            0.41877905279397964,
            0.41749314218759537,
            0.4165511280298233,
            0.4165614992380142,
            0.4172404035925865,
            0.41841036826372147,
            0.42072615027427673,
            0.4239778146147728,
            0.42746851593255997,
            0.43089813739061356,
            0.4349182918667793,
            0.4390152469277382,
            0.44423238188028336,
            0.45234399288892746,
            0.4665135517716408,
            0.4904042258858681,
            0.5269634127616882,
            0.5583762377500534,
            0.5787480026483536,
            0.5904389172792435,
            0.5977133065462112,
            0.6021004170179367,
            0.6057505756616592,
            0.6097282618284225,
            0.6141365468502045,
            0.616895392537117,
            0.617585077881813,
            0.616819828748703,
            0.6140198409557343,
            0.6098940968513489,
            0.6056301444768906,
            0.6015290170907974,
            0.5979585200548172,
            0.5949428975582123,
            0.5925023555755615,
            0.5905008763074875,
            0.5901582092046738,
            0.5911749601364136,
            0.5947424322366714,
            0.600000649690628,
            0.60831019282341,
            0.6202433705329895,
            0.6380103975534439,
            0.6587328612804413,
            0.6834086626768112,
            0.7113087028264999,
            0.7373651564121246,
            0.7631666362285614,
            0.7830870151519775,
            0.8059152215719223,
            0.843214362859726,
            0.908035546541214,
            1.0202907621860504,
            1.1273319721221924,
            1.2163600325584412,
            1.2798040211200714,
            1.3163230121135712,
            1.3367550373077393,
            1.3463959991931915,
            1.3490259647369385,
            1.3483929634094238,
            1.3393535017967224,
            1.3201689720153809,
            1.2956990003585815,
            1.266466200351715,
            1.2360272109508514,
            1.205813467502594,
            1.1728057563304901,
            1.1466600000858307,
            1.1217237412929535,
            1.0980494618415833,
            1.0793874859809875,
            1.0580967366695404,
            1.0392244756221771,
            1.0216059982776642,
            1.0059172213077545,
            0.992175742983818,
            0.9812875986099243,
            0.972546860575676,
            0.9664760082960129,
            0.9606549739837646,
            0.9605763703584671,
            0.9673700630664825,
            0.9800363630056381,
            0.9953110367059708,
            1.011402279138565,
            1.0221739709377289,
            1.04407399892807,
            1.0616940259933472,
            1.069348007440567,
            1.0688555240631104,
            1.065299779176712,
            1.0656788051128387,
            1.082123726606369,
            1.1285320520401,
            1.2608940303325653,
            1.4461057484149933,
            1.543266236782074,
            1.5745179653167725,
            1.5777532458305359,
            1.5674697756767273,
            1.551057755947113,
            1.5307462811470032,
            1.510528713464737,
            1.487888514995575,
            1.4626202881336212,
            1.4422560334205627,
            1.4200879633426666,
            1.3950617611408234,
            1.3741880059242249,
            1.3543125092983246,
            1.333114743232727,
            1.3153922855854034,
            1.3005660474300385,
            1.2906359732151031,
            1.297593504190445,
            1.318658471107483,
            1.3495817482471466,
            1.3857087790966034,
            1.4076842367649078,
            1.4462705254554749,
            1.4672267436981201,
            1.4925382733345032,
            1.5167255103588104,
            1.5434447228908539,
            1.5698522627353668,
            1.5849924981594086
          ],
          "q95": [
            0.5182895243167877,
            0.5141349196434021,
            0.5097450643777847,
            0.5043919742107391,
            0.4990365758538246,
            0.4947613164782524,
            0.48900649696588516,
            0.4845286726951599,
            0.479333333671093,
            0.4750665783882141,
            0.4711351916193962,
            0.4678587973117828,
            0.4652057945728302,
            0.4630222275853157,
            0.4614077925682068,
            0.4607608079910278,
            0.46084807366132735,
            0.46119276285171507,
            0.4626170828938484,
            0.464851938188076,
            0.4678893625736236,
            0.47112432569265367,
            0.4749448597431183,
            0.47887091636657714,
            0.48315655887126924,
            0.48851024359464645,
            0.4964877784252167,
            0.510858017206192,
            0.5348327785730361,
            0.5685462862253189,
            0.5981181263923645,
            0.6189185291528702,
            0.6308916300535202,
            0.6381245613098144,
            0.6426893949508666,
            0.646174743771553,
            0.6498512119054795,
            0.6544732004404068,
            0.6571892470121383,
            0.6579539597034454,
            0.6573037922382354,
            0.6547222524881363,
            0.650664645433426,
            0.645973402261734,
            0.6416504174470902,
            0.6382326006889343,
            0.6351617962121964,
            0.6322461545467377,
            0.6305346190929413,
            0.6302072763442993,
            0.6314675271511078,
            0.6350670129060745,
            0.6404960781335831,
            0.649166277050972,
            0.661424508690834,
            0.6784623771905899,
            0.6991996258497238,
            0.724143984913826,
            0.7512876600027084,
            0.7767050564289093,
            0.8067038655281067,
            0.8279210776090622,
            0.8519800424575805,
            0.891698232293129,
            0.9513473778963089,
            1.0628599524497986,
            1.1815577208995818,
            1.277645570039749,
            1.3394519865512848,
            1.3744230329990386,
            1.3974008977413177,
            1.4075262665748596,
            1.4112399101257325,
            1.41070077419281,
            1.402123260498047,
            1.382578718662262,
            1.3588748455047608,
            1.3322782874107362,
            1.3034289717674254,
            1.273639625310898,
            1.2415863513946532,
            1.213234508037567,
            1.186659926176071,
            1.1610800802707673,
            1.1373950362205505,
            1.1132091879844666,
            1.0925699055194855,
            1.0734623432159425,
            1.056407982110977,
            1.0410439550876618,
            1.0273513853549958,
            1.0177047312259675,
            1.0121955275535583,
            1.0064711213111877,
            1.006586915254593,
            1.0134827733039855,
            1.027685022354126,
            1.043150967359543,
            1.0598908126354218,
            1.0715194761753082,
            1.0954852521419525,
            1.1147433042526245,
            1.1226113379001617,
            1.1209976196289062,
            1.1164924800395966,
            1.1162485659122467,
            1.132663470506668,
            1.1885626912117004,
            1.3234626233577729,
            1.5060428619384765,
            1.5964296579360961,
            1.6175469279289245,
            1.619766366481781,
            1.6129353880882262,
            1.601722502708435,
            1.5854331314563752,
            1.5642561495304108,
            1.5440038800239564,
            1.5242532789707184,
            1.5058894276618957,
            1.490392005443573,
            1.4659064948558806,
            1.4443251490592957,
            1.424354213476181,
            1.4030917763710022,
            1.3842873275279999,
            1.3689943969249725,
            1.3598544597625732,
            1.3688025057315827,
            1.3884510815143585,
            1.4181590139865876,
            1.4543659031391143,
            1.4764302730560304,
            1.5061379015445708,
            1.5261803030967713,
            1.5484451651573181,
            1.5698163390159607,
            1.5887840867042542,
            1.610736745595932,
            1.6232145190238954
          ]
        },
        "dimensionality": {
          "cumulative_top10": 0.9999398140292528,
          "effective_rank": 1.71,
          "n_components_95": 2,
          "n_components_99": 3
        },
        "mean_max": 1.5329999039913047,
        "mean_min": 0.40160501928165043,
        "n_outliers": 18,
        "pca": {
          "explained_variance_ratio": [
            0.8327352875706798,
            0.14589945947340138,
            0.016217836402988902,
            0.002666245618132712,
            0.001563001593609568,
            0.0005300297294718613,
            0.00014404577006894175,
            0.00010958547466077789,
            4.721787396597751e-05,
            2.7104522272722974e-05,
            1.830679915635315e-05,
            1.50815705273689e-05,
            6.532724890473943e-06,
            5.413626502828646e-06,
            2.8894753509843147e-06,
            2.7074873198835983e-06,
            1.4139311843536773e-06,
            9.522718075481116e-07,
            7.589651314775283e-07,
            6.506184778176044e-07,
            5.301917915037128e-07,
            3.8562632981638906e-07,
            3.5010738279081927e-07,
            2.7364938848907727e-07,
            2.422903908574171e-07,
            2.2548086548566727e-07,
            2.067202608096318e-07,
            1.9941932487044494e-07,
            1.8167706199788287e-07,
            1.7291601591052353e-07
          ],
          "n_components": 30
        },
        "profile": {
          "amplitude": {
            "area_under_curve": 1613.8370384312907,
            "mean_reflectance": 0.9000555680171993,
            "peak_to_peak": 1.1313948847096542,
            "variance": 0.14408144042810594
          },
          "artefacts": {
            "clip_fraction": 2.2146922685092906e-05,
            "jump_count": 846,
            "jump_rate": 0.009374168956652778,
            "spike_count": 493,
            "spike_rate": 0.005466237942122186
          },
          "diagnostics": [
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.9374168956652779,
                  "signal": "artefacts locaux"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.6490149864644476,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.3433440135217396,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                }
              ],
              "interpretation": "D\u00e9calage syst\u00e9matique entre campagnes, instruments ou r\u00e9f\u00e9rence blanche.",
              "key": "white_calibration",
              "label": "Erreur calibration / r\u00e9f\u00e9rence blanche",
              "score": 0.6732044043864995,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "SNR non d\u00e9grad\u00e9"
                },
                {
                  "level": 0.9374168956652779,
                  "signal": "Jump rate"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.5466237942122186,
                  "signal": "Spike rate"
                },
                {
                  "level": 0.3433440135217396,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                }
              ],
              "interpretation": "Rupture aux jonctions de d\u00e9tecteurs, calibration locale ou sonde diff\u00e9rente.",
              "key": "splice",
              "label": "Splice / raccord d\u00e9tecteurs",
              "score": 0.6505732048603402,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "SNR normal/\u00e9lev\u00e9"
                },
                {
                  "level": 0.9982956374874108,
                  "signal": "Noise RMS faible"
                },
                {
                  "level": 0.9374168956652779,
                  "signal": "Jump rate"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.5466237942122186,
                  "signal": "Spike rate"
                }
              ],
              "interpretation": "Artefacts num\u00e9riques ou traitement spectral incorrect.",
              "key": "resampling_error",
              "label": "Erreur interpolation / r\u00e9\u00e9chantillonnage",
              "score": 0.6264290473832037,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.6490149864644476,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.3433440135217396,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                }
              ],
              "interpretation": "Effet syst\u00e9matique du support, blanc/noir, transflectance ou environnement de mesure.",
              "key": "background_shift",
              "label": "Fond diff\u00e9rent",
              "score": 0.6244190044321757,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 0.9374168956652779,
                  "signal": "Jump rate"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.6490149864644476,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.5466237942122186,
                  "signal": "Spike rate"
                },
                {
                  "level": 0.3433440135217396,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                }
              ],
              "interpretation": "Combinaison possible changement de sonde + splice, amplifi\u00e9e par g\u00e9om\u00e9trie, fond ou calibration.",
              "key": "vera25_like",
              "label": "Signature VERA25-like",
              "score": 0.5586052833104714,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.6490149864644476,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.3433440135217396,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                }
              ],
              "interpretation": "Modification de l'illumination, collecte, angle ou distance sonde-\u00e9chantillon.",
              "key": "probe_geometry",
              "label": "Diff\u00e9rence de sonde / g\u00e9om\u00e9trie",
              "score": 0.5320776366583033,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.6490149864644476,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.3433440135217396,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                }
              ],
              "interpretation": "Couverture partielle du spot; contribution du fond ou du support.",
              "key": "partial_coverage",
              "label": "M\u00e9lange feuille + fond",
              "score": 0.458795389504421,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.9374168956652779,
                  "signal": "Jump rate"
                },
                {
                  "level": 0.7259926296562416,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "D\u00e9tecteur satur\u00e9 ou dynamique insuffisante.",
              "key": "clipping",
              "label": "Spectre satur\u00e9 / clipping",
              "score": 0.45857443031848544,
              "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": 15659.153981122075,
            "bandwise_snr_min": 2423.273082111926,
            "noise_rms": 9.641535142171416e-05,
            "snr": 9335.18941481028,
            "snr_db": 79.40246268774229,
            "worst_band_axis": 2314.9,
            "worst_band_index": 1473
          },
          "outliers": {
            "hotelling_t2_max": 13.056433635182458,
            "hotelling_t2_median": 1.1369812967903368,
            "hotelling_t2_p95": 5.903343207573683,
            "hotelling_t2_ratio": 5.19211989171558,
            "mahalanobis_h_max": 3.613368737782301,
            "mahalanobis_h_median": 1.0660975295437778,
            "mahalanobis_h_p95": 2.4247948021312715,
            "mahalanobis_h_ratio": 2.2744587009491806,
            "pca_q_max": 0.4909283468320987,
            "pca_q_median": 0.047910791737264605,
            "pca_q_p95": 0.27826305345799407,
            "pca_q_ratio": 5.8079410372499325
          },
          "profile_scores": {
            "integrity_risk": 0.0,
            "local_artefact_risk": 0.9374168956652779,
            "noise_risk": 0.0017043625125891721,
            "outlier_pressure": 0.7259926296562416,
            "reference_spread": 0.3433440135217396,
            "repeatability_risk": 0.0,
            "shape_drift": 1.0,
            "structure_complexity": 0.7885064097331869
          },
          "reference": {
            "affine_gain_median": 1.00742490364686,
            "affine_gain_p95_abs_delta": 0.1328267835276081,
            "affine_offset_median": -0.009111760669603675,
            "affine_offset_p95_abs": 0.09512390703607398,
            "affine_residual_rms_median": 0.008594761556321844,
            "affine_residual_rms_p95": 0.018614904471707196,
            "peak_position_std": 115.49026576437429,
            "rms_to_mean_spectrum": 0.032605668195029684,
            "rms_to_mean_spectrum_p95": 0.09711441514854463,
            "sam_to_mean_spectrum": 0.014023024717416354,
            "sam_to_mean_spectrum_p95": 0.0425540387560992,
            "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": 1.221295818571841,
            "curvature_rms": 0.0003893975576299664,
            "d1_rms": 0.002817098593916201,
            "edge_noise_ratio": 1.382101355814154
          },
          "structure": {
            "density_cv": 0.584151584804568,
            "isolation_forest_score_p95": 0.6128458589648538,
            "local_outlier_factor_p95": 2.3655192291995606,
            "pca_score_density": 1.56172987600466
          }
        },
        "quality": {
          "dynamic_range": 1.1313948847096542,
          "noise_proxy_db": 79.40246268774229,
          "saturation_fraction": 1.1073461342546453e-05,
          "smoothness": 0.00038455765216643067
        },
        "score_plot": {
          "explained_variance_ratio": [
            0.832735287570681,
            0.14589945947340102
          ],
          "points": [
            {
              "x": -0.621032165954147,
              "y": -1.2487960030620733
            },
            {
              "x": 0.7177469252939542,
              "y": 0.3321663274730134
            },
            {
              "x": 1.005127847624973,
              "y": -0.5632209835511537
            },
            {
              "x": 0.24804636261424404,
              "y": -1.5316161122631624
            },
            {
              "x": -0.8285490675163479,
              "y": -1.2494474628583474
            },
            {
              "x": -2.2562322887158057,
              "y": -1.2565147333462923
            },
            {
              "x": -1.1429544828218232,
              "y": -0.44448026592773227
            },
            {
              "x": -0.5872032277765963,
              "y": -1.05169650407271
            },
            {
              "x": -3.1897253873366425,
              "y": -0.23874676640838527
            },
            {
              "x": -1.7976999045994786,
              "y": -0.7535967821718416
            },
            {
              "x": -0.778262035412568,
              "y": -0.28757986961094484
            },
            {
              "x": -1.0798046284652199,
              "y": -0.0907961294786248
            },
            {
              "x": -2.2652989124917178,
              "y": 0.9153379042916631
            },
            {
              "x": -0.8714217597493508,
              "y": 0.14088060009401096
            },
            {
              "x": -2.7089999078668043,
              "y": -0.550347920331373
            },
            {
              "x": -0.8010825159332767,
              "y": 0.36025962015358
            },
            {
              "x": -3.4644474694351035,
              "y": -0.31228273992261035
            },
            {
              "x": -4.5194728138522295,
              "y": 1.4038871304282337
            },
            {
              "x": -1.158646991201942,
              "y": -0.5030570619197453
            },
            {
              "x": 0.5331453629379934,
              "y": 0.8840575652856016
            },
            {
              "x": 1.193505724223943,
              "y": -0.189196509884059
            },
            {
              "x": -0.8363757637321206,
              "y": -0.28703478067145
            },
            {
              "x": 0.7053820503831076,
              "y": 0.7005253796515561
            },
            {
              "x": -0.7636293456609283,
              "y": 0.094480789119307
            },
            {
              "x": -0.9626503467845293,
              "y": 0.381599628114215
            },
            {
              "x": -0.21192960394045013,
              "y": -0.11392945701412667
            },
            {
              "x": 0.7033187543575401,
              "y": -0.24054060388313186
            },
            {
              "x": -2.125346425469945,
              "y": -0.2718891852753828
            },
            {
              "x": -0.6254734381766407,
              "y": -0.12541127495338344
            },
            {
              "x": -0.875443238002712,
              "y": -0.059962339530195106
            },
            {
              "x": 0.9604949452930627,
              "y": -0.5368313700788879
            },
            {
              "x": -0.9160867699716545,
              "y": 0.12021129484272304
            },
            {
              "x": 0.5666903199469404,
              "y": -0.22630619102327346
            },
            {
              "x": 1.0241913532361806,
              "y": -0.6371914235777034
            },
            {
              "x": 0.5263832752704122,
              "y": 0.3229531713870636
            },
            {
              "x": -0.2920396572230287,
              "y": -0.4931692709340211
            },
            {
              "x": -2.243585190590623,
              "y": 0.414475637648497
            },
            {
              "x": 0.26940620020955064,
              "y": -0.4166996772136589
            },
            {
              "x": -2.382366992642997,
              "y": 0.3530596884112266
            },
            {
              "x": -1.2268915482878002,
              "y": 0.11947468824945988
            },
            {
              "x": 3.803948484521032,
              "y": 0.18379807322957442
            },
            {
              "x": 2.228328295143591,
              "y": -0.45976071831977394
            },
            {
              "x": 3.8662862445209885,
              "y": -0.3009293847869011
            },
            {
              "x": 1.7710458721509248,
              "y": 0.33662664596169534
            },
            {
              "x": -0.31239713413183257,
              "y": 2.810358702226
            },
            {
              "x": 0.7211912898983136,
              "y": 0.7457536262039673
            },
            {
              "x": 0.0610316178061142,
              "y": 2.173232208340313
            },
            {
              "x": 0.9036095778708936,
              "y": 1.5273184209523767
            },
            {
              "x": 1.907047478839101,
              "y": 0.3567414674068691
            },
            {
              "x": 2.643736685903699,
              "y": -0.6911677797353375
            },
            {
              "x": 3.346609194492933,
              "y": -0.1908758417540849
            },
            {
              "x": 2.019768638922044,
              "y": 0.030612274459451277
            },
            {
              "x": -0.1066556947007435,
              "y": -0.19690496282296016
            },
            {
              "x": -0.96070942665689,
              "y": 0.5264039930931493
            },
            {
              "x": 2.6820498320843935,
              "y": -0.16891504611677097
            },
            {
              "x": 2.1055454170934267,
              "y": -0.5776474122252196
            },
            {
              "x": 2.6084982792448907,
              "y": 0.10510981117246028
            },
            {
              "x": 3.7902781052176993,
              "y": 0.9272179165293094
            }
          ]
        },
        "spacing": {
          "is_uniform": false,
          "max": 2.400000000000091,
          "mean": 0.9642030848329047,
          "median": 0.7999999999999545,
          "min": 0.2999999999999545,
          "std": 0.5297305614687332
        },
        "value_max": 1.6656839847564697,
        "value_min": 0.3475402891635895,
        "xy": [
          {
            "argmax_axis": 1893.9,
            "curve": {
              "abs_corr": [
                0.014451832769646716,
                0.012635105984787754,
                0.010276314779565473,
                0.007371225956610809,
                0.006568395526643291,
                0.007854488453490132,
                0.0007138714804838149,
                0.005384170983073476,
                0.008016827310533972,
                0.011432476000958394,
                0.01406915195412629,
                0.018455075566608446,
                0.016763571519297946,
                0.02178867519983002,
                0.019460595578777648,
                0.02084033883904027,
                0.023927063803277717,
                0.023916232965697573,
                0.02361326234813756,
                0.022151809389753564,
                0.018780940197918372,
                0.016860053398038206,
                0.018610818796275574,
                0.013556914168734703,
                0.011207338914213152,
                0.009917685135373795,
                0.005688312747752898,
                0.0011371613720884421,
                0.011771256079918548,
                0.027339093873428408,
                0.042258580890124166,
                0.05357145743036949,
                0.06054226862734447,
                0.06938716137493478,
                0.07378910059692524,
                0.07761806698364462,
                0.08124258180965582,
                0.08644127652182104,
                0.08996862464544765,
                0.0880319291780013,
                0.08763042570916384,
                0.0856579935935117,
                0.08553735096568896,
                0.08593702976299447,
                0.08632890628558257,
                0.08301703469036556,
                0.0819284330618613,
                0.08078498289966875,
                0.07886848462108005,
                0.077766617949022,
                0.07650115116843845,
                0.07838612285009282,
                0.07943212005824794,
                0.08412577957795254,
                0.09204529010035264,
                0.1015887799940816,
                0.1150655167120845,
                0.13149736188236605,
                0.15087381947154105,
                0.16954653475390857,
                0.19069073426976363,
                0.20498942671845288,
                0.22251565643263965,
                0.2524237305168882,
                0.30733002105878976,
                0.4075822688226618,
                0.5049465915676759,
                0.5735983025953522,
                0.6104134467205533,
                0.6336616159000786,
                0.6473810481467412,
                0.6535546615937728,
                0.6559007127763538,
                0.6555282076933179,
                0.6498275525250149,
                0.6392183627075261,
                0.6237898952363904,
                0.6062624100821109,
                0.5869437449511467,
                0.5654952285603917,
                0.5432105199267674,
                0.5217318035538264,
                0.5015553657628845,
                0.48243796483879453,
                0.4642185232972865,
                0.4454321560103997,
                0.4296457400600071,
                0.4148414843270802,
                0.4013084325944648,
                0.38864150149418286,
                0.376916122840797,
                0.3655109115991479,
                0.3583370853506659,
                0.3509263895202049,
                0.3467044647973279,
                0.34724725854179767,
                0.34329345827819946,
                0.3409120386266732,
                0.34400148494669347,
                0.37213221155828263,
                0.3908823544901568,
                0.41097703167999006,
                0.41804303989433644,
                0.41425493708375694,
                0.40977690541160194,
                0.4092031226282096,
                0.42213616635089046,
                0.46799523528416054,
                0.5694986852417655,
                0.6707571699103368,
                0.6722398897332933,
                0.6547378438158292,
                0.6518612191125819,
                0.6584987578545383,
                0.6655757401740963,
                0.6707723807246535,
                0.6708699322218289,
                0.6662673034716791,
                0.6568665296479359,
                0.6446574303685912,
                0.6315877476928791,
                0.6163176156044479,
                0.6008034559486065,
                0.585286210626637,
                0.5668957858591496,
                0.5500907371919923,
                0.536813314003889,
                0.527340521154659,
                0.5277597879817874,
                0.5337172101980331,
                0.5398006967448182,
                0.534313215247877,
                0.5646116446433569,
                0.5681240347396179,
                0.584808362624381,
                0.5912863065937167,
                0.5970063728027585,
                0.5969727441116421,
                0.5928069731538513,
                0.5869742203219506
              ],
              "axis": [
                999.9,
                1004.2,
                1008.5,
                1013.2,
                1017.6,
                1022.0,
                1026.4,
                1030.9,
                1035.9,
                1040.4,
                1045.0,
                1049.7,
                1054.4,
                1059.6,
                1064.3,
                1069.2,
                1074.0,
                1079.0,
                1083.9,
                1089.4,
                1094.4,
                1099.5,
                1104.7,
                1109.9,
                1115.6,
                1120.9,
                1126.3,
                1131.7,
                1137.2,
                1143.2,
                1148.8,
                1154.4,
                1160.1,
                1165.8,
                1172.1,
                1178.0,
                1183.9,
                1189.9,
                1195.9,
                1202.6,
                1208.7,
                1215.0,
                1221.3,
                1227.6,
                1234.6,
                1241.1,
                1247.7,
                1254.3,
                1261.1,
                1268.5,
                1275.3,
                1282.3,
                1289.3,
                1296.4,
                1303.5,
                1311.4,
                1318.8,
                1326.2,
                1333.7,
                1341.3,
                1349.7,
                1357.5,
                1365.3,
                1373.3,
                1381.3,
                1390.2,
                1398.5,
                1406.8,
                1415.2,
                1423.8,
                1433.2,
                1442.0,
                1450.9,
                1459.9,
                1469.0,
                1479.0,
                1488.4,
                1497.8,
                1507.4,
                1517.1,
                1527.8,
                1537.8,
                1547.9,
                1558.1,
                1568.5,
                1580.0,
                1590.6,
                1601.4,
                1612.4,
                1623.5,
                1634.8,
                1647.2,
                1658.8,
                1670.6,
                1682.5,
                1694.6,
                1708.0,
                1720.5,
                1733.1,
                1745.9,
                1759.0,
                1773.4,
                1786.9,
                1800.5,
                1814.4,
                1828.4,
                1844.0,
                1858.6,
                1873.4,
                1888.4,
                1903.6,
                1920.5,
                1936.3,
                1952.4,
                1968.7,
                1985.2,
                2003.7,
                2020.8,
                2038.3,
                2056.1,
                2074.2,
                2094.3,
                2113.1,
                2132.2,
                2151.6,
                2171.5,
                2191.7,
                2214.1,
                2235.1,
                2256.5,
                2278.3,
                2300.6,
                2325.3,
                2348.5,
                2372.1,
                2396.2,
                2420.9,
                2448.3,
                2474.0,
                2500.2
              ],
              "corr": [
                -0.014451832769646716,
                -0.012635105984787754,
                -0.010276314779565473,
                -0.007371225956610809,
                -0.006568395526643291,
                -0.007854488453490132,
                -0.0007138714804838149,
                0.005384170983073476,
                0.008016827310533972,
                0.011432476000958394,
                0.01406915195412629,
                0.018455075566608446,
                0.016763571519297946,
                0.02178867519983002,
                0.019460595578777648,
                0.02084033883904027,
                0.023927063803277717,
                0.023916232965697573,
                0.02361326234813756,
                0.022151809389753564,
                0.018780940197918372,
                0.016860053398038206,
                0.018610818796275574,
                0.013556914168734703,
                0.011207338914213152,
                0.009917685135373795,
                0.005688312747752898,
                -0.0011371613720884421,
                -0.011771256079918548,
                -0.027339093873428408,
                -0.042258580890124166,
                -0.05357145743036949,
                -0.06054226862734447,
                -0.06938716137493478,
                -0.07378910059692524,
                -0.07761806698364462,
                -0.08124258180965582,
                -0.08644127652182104,
                -0.08996862464544765,
                -0.0880319291780013,
                -0.08763042570916384,
                -0.0856579935935117,
                -0.08553735096568896,
                -0.08593702976299447,
                -0.08632890628558257,
                -0.08301703469036556,
                -0.0819284330618613,
                -0.08078498289966875,
                -0.07886848462108005,
                -0.077766617949022,
                -0.07650115116843845,
                -0.07838612285009282,
                -0.07943212005824794,
                -0.08412577957795254,
                -0.09204529010035264,
                -0.1015887799940816,
                -0.1150655167120845,
                -0.13149736188236605,
                -0.15087381947154105,
                -0.16954653475390857,
                -0.19069073426976363,
                -0.20498942671845288,
                -0.22251565643263965,
                -0.2524237305168882,
                -0.30733002105878976,
                -0.4075822688226618,
                -0.5049465915676759,
                -0.5735983025953522,
                -0.6104134467205533,
                -0.6336616159000786,
                -0.6473810481467412,
                -0.6535546615937728,
                -0.6559007127763538,
                -0.6555282076933179,
                -0.6498275525250149,
                -0.6392183627075261,
                -0.6237898952363904,
                -0.6062624100821109,
                -0.5869437449511467,
                -0.5654952285603917,
                -0.5432105199267674,
                -0.5217318035538264,
                -0.5015553657628845,
                -0.48243796483879453,
                -0.4642185232972865,
                -0.4454321560103997,
                -0.4296457400600071,
                -0.4148414843270802,
                -0.4013084325944648,
                -0.38864150149418286,
                -0.376916122840797,
                -0.3655109115991479,
                -0.3583370853506659,
                -0.3509263895202049,
                -0.3467044647973279,
                -0.34724725854179767,
                -0.34329345827819946,
                -0.3409120386266732,
                -0.34400148494669347,
                -0.37213221155828263,
                -0.3908823544901568,
                -0.41097703167999006,
                -0.41804303989433644,
                -0.41425493708375694,
                -0.40977690541160194,
                -0.4092031226282096,
                -0.42213616635089046,
                -0.46799523528416054,
                -0.5694986852417655,
                -0.6707571699103368,
                -0.6722398897332933,
                -0.6547378438158292,
                -0.6518612191125819,
                -0.6584987578545383,
                -0.6655757401740963,
                -0.6707723807246535,
                -0.6708699322218289,
                -0.6662673034716791,
                -0.6568665296479359,
                -0.6446574303685912,
                -0.6315877476928791,
                -0.6163176156044479,
                -0.6008034559486065,
                -0.585286210626637,
                -0.5668957858591496,
                -0.5500907371919923,
                -0.536813314003889,
                -0.527340521154659,
                -0.5277597879817874,
                -0.5337172101980331,
                -0.5398006967448182,
                -0.534313215247877,
                -0.5646116446433569,
                -0.5681240347396179,
                -0.584808362624381,
                -0.5912863065937167,
                -0.5970063728027585,
                -0.5969727441116421,
                -0.5928069731538513,
                -0.5869742203219506
              ]
            },
            "frac_abs_corr_gt_0_5": 0.34296724470134876,
            "max_abs_corr": 0.681701182121642,
            "mean_abs_corr": 0.3145104761552483,
            "n": 58,
            "target": "TA_mg_100gr_FM"
          },
          {
            "argmax_axis": 1322.1,
            "curve": {
              "abs_corr": [
                0.18843376399190276,
                0.18622173431801056,
                0.18670625648266537,
                0.1873876232262487,
                0.18648453246928512,
                0.1886514849827899,
                0.1880385651542105,
                0.18940672052248142,
                0.1897500837575952,
                0.19022984936080398,
                0.19224020462615624,
                0.1921058921829137,
                0.19334597407591436,
                0.1943246226028699,
                0.19441553192583455,
                0.19521075534778926,
                0.19503801949655694,
                0.19512539747498062,
                0.19463139347967667,
                0.19429517287678688,
                0.1939523377022985,
                0.19339430442074923,
                0.19253397393710955,
                0.19203686056623576,
                0.19106922551443736,
                0.19092875873503756,
                0.19057536456976187,
                0.18868008340882553,
                0.18854336431812216,
                0.18945734580669196,
                0.19326047122709217,
                0.19479363427658783,
                0.1959486759134688,
                0.1969087454797445,
                0.19624574543959591,
                0.19684125203304337,
                0.19582243775279906,
                0.19649939619834444,
                0.19694433504367648,
                0.19748373740239103,
                0.19965484896814606,
                0.20000588671718691,
                0.19903271451603088,
                0.19696025362430608,
                0.19623907047347985,
                0.19512891036026406,
                0.19479244059387793,
                0.1947330637846299,
                0.19452064015673218,
                0.19441087596909373,
                0.19517572593997176,
                0.19512458337609637,
                0.19644539117895113,
                0.19718762224175004,
                0.19820067058356988,
                0.1998736630927512,
                0.2006701465490233,
                0.20145909509972212,
                0.2008926595571621,
                0.200011990358059,
                0.19660880539421796,
                0.1950619298823535,
                0.19160653201229813,
                0.18326417238524678,
                0.1657329176384342,
                0.12176149166064505,
                0.06246530815229889,
                0.010539908463085687,
                0.018798620635751714,
                0.04334840995492243,
                0.0549931686583935,
                0.06066736823316454,
                0.061625052871674725,
                0.06155908151943897,
                0.053904309822307754,
                0.042816569656150175,
                0.026901518935207782,
                0.010293700930036368,
                0.006648653602131415,
                0.02405481000976234,
                0.04046019676608033,
                0.056409344511055774,
                0.06954825042760639,
                0.08193824735871892,
                0.09278610219890794,
                0.10357470139986023,
                0.11211781620292599,
                0.1200172597071152,
                0.12718590019479645,
                0.13400660349020024,
                0.13966350440024283,
                0.14489884334950498,
                0.14775278082824053,
                0.15139973774585752,
                0.1530867139430153,
                0.15318265227541641,
                0.15521536801858138,
                0.15866706172261927,
                0.16206464852548289,
                0.14332035803617757,
                0.1334983849258142,
                0.12284366733688398,
                0.11883544291468101,
                0.1207997355845927,
                0.12368568016823894,
                0.12423058382838456,
                0.11713950102877645,
                0.09031969955591475,
                0.016539238406922185,
                0.09337401399214693,
                0.1547810020403369,
                0.16919601879400886,
                0.16706059630630496,
                0.15817422830379993,
                0.14614657453247196,
                0.13126134047102328,
                0.113379782812475,
                0.09629167088066436,
                0.07990201911615852,
                0.06360559847136237,
                0.04831535480800118,
                0.03223014351472497,
                0.01680780047976509,
                0.0026520115358235887,
                0.014140740186020422,
                0.028909771341086382,
                0.04130106182751745,
                0.05059577242912663,
                0.04887383206708223,
                0.041848410102571676,
                0.03353022963813054,
                0.0290071425601567,
                0.005900212833847424,
                0.005108056346594078,
                0.022111662958357974,
                0.036733854886422175,
                0.05352914456203573,
                0.07117277166778939,
                0.08723490579813056,
                0.09464221666967627
              ],
              "axis": [
                999.9,
                1004.2,
                1008.5,
                1013.2,
                1017.6,
                1022.0,
                1026.4,
                1030.9,
                1035.9,
                1040.4,
                1045.0,
                1049.7,
                1054.4,
                1059.6,
                1064.3,
                1069.2,
                1074.0,
                1079.0,
                1083.9,
                1089.4,
                1094.4,
                1099.5,
                1104.7,
                1109.9,
                1115.6,
                1120.9,
                1126.3,
                1131.7,
                1137.2,
                1143.2,
                1148.8,
                1154.4,
                1160.1,
                1165.8,
                1172.1,
                1178.0,
                1183.9,
                1189.9,
                1195.9,
                1202.6,
                1208.7,
                1215.0,
                1221.3,
                1227.6,
                1234.6,
                1241.1,
                1247.7,
                1254.3,
                1261.1,
                1268.5,
                1275.3,
                1282.3,
                1289.3,
                1296.4,
                1303.5,
                1311.4,
                1318.8,
                1326.2,
                1333.7,
                1341.3,
                1349.7,
                1357.5,
                1365.3,
                1373.3,
                1381.3,
                1390.2,
                1398.5,
                1406.8,
                1415.2,
                1423.8,
                1433.2,
                1442.0,
                1450.9,
                1459.9,
                1469.0,
                1479.0,
                1488.4,
                1497.8,
                1507.4,
                1517.1,
                1527.8,
                1537.8,
                1547.9,
                1558.1,
                1568.5,
                1580.0,
                1590.6,
                1601.4,
                1612.4,
                1623.5,
                1634.8,
                1647.2,
                1658.8,
                1670.6,
                1682.5,
                1694.6,
                1708.0,
                1720.5,
                1733.1,
                1745.9,
                1759.0,
                1773.4,
                1786.9,
                1800.5,
                1814.4,
                1828.4,
                1844.0,
                1858.6,
                1873.4,
                1888.4,
                1903.6,
                1920.5,
                1936.3,
                1952.4,
                1968.7,
                1985.2,
                2003.7,
                2020.8,
                2038.3,
                2056.1,
                2074.2,
                2094.3,
                2113.1,
                2132.2,
                2151.6,
                2171.5,
                2191.7,
                2214.1,
                2235.1,
                2256.5,
                2278.3,
                2300.6,
                2325.3,
                2348.5,
                2372.1,
                2396.2,
                2420.9,
                2448.3,
                2474.0,
                2500.2
              ],
              "corr": [
                0.18843376399190276,
                0.18622173431801056,
                0.18670625648266537,
                0.1873876232262487,
                0.18648453246928512,
                0.1886514849827899,
                0.1880385651542105,
                0.18940672052248142,
                0.1897500837575952,
                0.19022984936080398,
                0.19224020462615624,
                0.1921058921829137,
                0.19334597407591436,
                0.1943246226028699,
                0.19441553192583455,
                0.19521075534778926,
                0.19503801949655694,
                0.19512539747498062,
                0.19463139347967667,
                0.19429517287678688,
                0.1939523377022985,
                0.19339430442074923,
                0.19253397393710955,
                0.19203686056623576,
                0.19106922551443736,
                0.19092875873503756,
                0.19057536456976187,
                0.18868008340882553,
                0.18854336431812216,
                0.18945734580669196,
                0.19326047122709217,
                0.19479363427658783,
                0.1959486759134688,
                0.1969087454797445,
                0.19624574543959591,
                0.19684125203304337,
                0.19582243775279906,
                0.19649939619834444,
                0.19694433504367648,
                0.19748373740239103,
                0.19965484896814606,
                0.20000588671718691,
                0.19903271451603088,
                0.19696025362430608,
                0.19623907047347985,
                0.19512891036026406,
                0.19479244059387793,
                0.1947330637846299,
                0.19452064015673218,
                0.19441087596909373,
                0.19517572593997176,
                0.19512458337609637,
                0.19644539117895113,
                0.19718762224175004,
                0.19820067058356988,
                0.1998736630927512,
                0.2006701465490233,
                0.20145909509972212,
                0.2008926595571621,
                0.200011990358059,
                0.19660880539421796,
                0.1950619298823535,
                0.19160653201229813,
                0.18326417238524678,
                0.1657329176384342,
                0.12176149166064505,
                0.06246530815229889,
                0.010539908463085687,
                -0.018798620635751714,
                -0.04334840995492243,
                -0.0549931686583935,
                -0.06066736823316454,
                -0.061625052871674725,
                -0.06155908151943897,
                -0.053904309822307754,
                -0.042816569656150175,
                -0.026901518935207782,
                -0.010293700930036368,
                0.006648653602131415,
                0.02405481000976234,
                0.04046019676608033,
                0.056409344511055774,
                0.06954825042760639,
                0.08193824735871892,
                0.09278610219890794,
                0.10357470139986023,
                0.11211781620292599,
                0.1200172597071152,
                0.12718590019479645,
                0.13400660349020024,
                0.13966350440024283,
                0.14489884334950498,
                0.14775278082824053,
                0.15139973774585752,
                0.1530867139430153,
                0.15318265227541641,
                0.15521536801858138,
                0.15866706172261927,
                0.16206464852548289,
                0.14332035803617757,
                0.1334983849258142,
                0.12284366733688398,
                0.11883544291468101,
                0.1207997355845927,
                0.12368568016823894,
                0.12423058382838456,
                0.11713950102877645,
                0.09031969955591475,
                0.016539238406922185,
                -0.09337401399214693,
                -0.1547810020403369,
                -0.16919601879400886,
                -0.16706059630630496,
                -0.15817422830379993,
                -0.14614657453247196,
                -0.13126134047102328,
                -0.113379782812475,
                -0.09629167088066436,
                -0.07990201911615852,
                -0.06360559847136237,
                -0.04831535480800118,
                -0.03223014351472497,
                -0.01680780047976509,
                -0.0026520115358235887,
                0.014140740186020422,
                0.028909771341086382,
                0.04130106182751745,
                0.05059577242912663,
                0.04887383206708223,
                0.041848410102571676,
                0.03353022963813054,
                0.0290071425601567,
                0.005900212833847424,
                -0.005108056346594078,
                -0.022111662958357974,
                -0.036733854886422175,
                -0.05352914456203573,
                -0.07117277166778939,
                -0.08723490579813056,
                -0.09464221666967627
              ]
            },
            "frac_abs_corr_gt_0_5": 0.0,
            "max_abs_corr": 0.2016513886930435,
            "mean_abs_corr": 0.13431964820465486,
            "n": 58,
            "target": "Vit_C_mg_100gr_FM"
          }
        ]
      },
      "warnings": []
    }
  ],
  "splits": [],
  "variables": [
    {
      "assets": [],
      "histogram": {
        "counts": [
          2,
          0,
          0,
          2,
          2,
          1,
          0,
          4,
          2,
          5,
          5,
          3,
          6,
          1,
          6,
          3,
          3,
          3,
          3,
          3,
          1,
          1,
          0,
          2
        ],
        "edges": [
          189.72,
          214.01375,
          238.3075,
          262.60125,
          286.895,
          311.18875,
          335.48249999999996,
          359.77625,
          384.07,
          408.36375,
          432.6575,
          456.95124999999996,
          481.245,
          505.53874999999994,
          529.8325,
          554.12625,
          578.42,
          602.71375,
          627.0074999999999,
          651.30125,
          675.595,
          699.88875,
          724.1825,
          748.47625,
          772.77
        ]
      },
      "name": "TA_mg_100gr_FM",
      "role": "target",
      "shape": {
        "cv": 0.26453311489127157,
        "is_normal": true,
        "kurtosis": -0.174423306666033,
        "normality_p": 0.8575304719724214,
        "skewness": -0.16353822725604455
      },
      "stats": {
        "max": 772.77,
        "mean": 495.4815517241379,
        "median": 490.81,
        "min": 189.72,
        "n": 58,
        "n_missing": 0,
        "q1": 413.21,
        "q3": 582.9300000000001,
        "std": 131.0712782487469
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          2,
          0,
          0,
          2,
          0,
          1,
          3,
          1,
          4,
          3,
          8,
          7,
          6,
          8,
          3,
          3,
          1,
          0,
          2,
          1,
          0,
          0,
          2,
          1
        ],
        "edges": [
          28.93,
          29.210416666666667,
          29.490833333333335,
          29.77125,
          30.051666666666666,
          30.332083333333333,
          30.612499999999997,
          30.892916666666665,
          31.173333333333332,
          31.45375,
          31.734166666666667,
          32.014583333333334,
          32.295,
          32.57541666666666,
          32.85583333333333,
          33.13625,
          33.416666666666664,
          33.69708333333333,
          33.9775,
          34.25791666666667,
          34.53833333333333,
          34.818749999999994,
          35.09916666666666,
          35.37958333333333,
          35.66
        ]
      },
      "name": "Vit_C_mg_100gr_FM",
      "role": "target",
      "shape": {
        "cv": 0.040556885395805695,
        "is_normal": true,
        "kurtosis": 1.1174913826577457,
        "normality_p": 0.24489539729826434,
        "skewness": 0.13861869734464005
      },
      "stats": {
        "max": 35.66,
        "mean": 32.20620689655173,
        "median": 32.125,
        "min": 28.93,
        "n": 58,
        "n_missing": 0,
        "q1": 31.585,
        "q3": 32.7425,
        "std": 1.3061834421370553
      },
      "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": "mango_variety",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "name": "Kent"
          }
        ]
      },
      "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": "api_url",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "name": "https://data.mendeley.com/public-api/datasets/ph57ynng46/snapshot/1"
          }
        ]
      },
      "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": "files_api_url",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "name": "https://data.mendeley.com/public-api/datasets/ph57ynng46/files?folder_id=root&version=1&$start=0&$limit=1000"
          }
        ]
      },
      "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": "article_url",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "name": "https://www.sciencedirect.com/science/article/pii/S2352340920304650"
          }
        ]
      },
      "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": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "name": "10.17632/ph57ynng46.1"
          }
        ]
      },
      "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",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "name": "Creative Commons Attribution 4.0 International"
          }
        ]
      },
      "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_id",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "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": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "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": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "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": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "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": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "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": "spectroscopy_type",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "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": "axis_unit",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "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": 999.9,
        "mean": 999.9,
        "median": 999.9,
        "min": 999.9,
        "n": 58,
        "n_missing": 0,
        "q1": 999.9,
        "q3": 999.9,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "name": "axis_max",
      "role": "metadata",
      "shape": {
        "cv": 3.6694585943420187e-16,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 2500.2,
        "mean": 2500.2000000000007,
        "median": 2500.2,
        "min": 2500.2,
        "n": 58,
        "n_missing": 0,
        "q1": 2500.2,
        "q3": 2500.2,
        "std": 9.174380377573918e-13
      },
      "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": 1557.0,
        "mean": 1557.0,
        "median": 1557.0,
        "min": 1557.0,
        "n": 58,
        "n_missing": 0,
        "q1": 1557.0,
        "q3": 1557.0,
        "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": "notes",
      "role": "metadata",
      "stats": {
        "n": 58,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 58,
            "name": "Raw NIR spectra used, MSC/BLC preprocessed sheets are available in source workbook but not standardized here."
          }
        ]
      },
      "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."
  ]
}