{
  "alignment": {
    "level": "sample",
    "n_observations_total": 236,
    "n_samples": 236,
    "profile_scores": {
      "integrity_risk": 0.0,
      "local_artefact_risk": 1.0,
      "noise_risk": 0.002947059851012104,
      "outlier_pressure": 0.6711852377866969,
      "reference_spread": 1.0,
      "repeatability_risk": 0.0,
      "shape_drift": 0.8373961355104328,
      "structure_complexity": 0.9186930521233108
    },
    "reps_per_sample": {
      "max": 1,
      "mean": 1.0,
      "min": 1
    },
    "sample_id_available": false
  },
  "assets": {
    "sources": {},
    "variables": []
  },
  "generated_at": "2026-10-28T12:50:53.961667+00:00",
  "governance": {
    "access_policy": "Open per source license.",
    "license": "CC0-1.0",
    "permitted_use": "Research and benchmarking.",
    "redistribution_rights": "Dryad source recorded as CC0-1.0 in blocked inventory; manual download retained as provenance.",
    "tier": "public"
  },
  "identity": {
    "description": "Scarab first batch reflectance spectra. v2.0 standardized NIRS package: 1 spectral source(s), 0 declared target(s). Auto-generated from dataset_card.json (verify before publication).",
    "domain": "dryad",
    "id": "dryad_scarab_reflectance_firstbatch_manual",
    "keywords": [
      "nir",
      "v2",
      "dryad"
    ],
    "name": "Scarab first batch reflectance spectra",
    "tier": "public"
  },
  "integrity": {
    "content_hash": "ca9d1a0d4fb59e4e744917aa0119d30ef3ee85ed8b6b300825dcb99ac997ccb6",
    "manifest": "manifest.json",
    "metadata_hash": "34f7b7ce469a50999ba629497c2e4cbcad4770c8eb783b694ad7cd234755731d",
    "processing_hash": "9de21e0d19765c6440b2c4f37f94fb3bab98d050f37b6181aebc648ac19db213"
  },
  "protocol_version": "5",
  "provenance": {
    "contributor": "DRYAD scarab",
    "conversion_status": null,
    "origin_sources": [
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "10.5061/dryad.rv15dv4f7",
        "title": "Dryad"
      },
      {
        "access": "manual",
        "kind": "script",
        "license": null,
        "locator": "source_to_standard.py",
        "title": "standardization script (maintainer-only)"
      }
    ],
    "publications": [],
    "reference_method": null,
    "warnings": []
  },
  "schema_version": "2.0",
  "sources": [
    {
      "assets": [],
      "axis_max": 2100.0,
      "axis_min": 300.0,
      "axis_unit": "nm",
      "instrument_name": null,
      "modality": "NIR",
      "n_observations": 236,
      "n_variables": 901,
      "name": "X",
      "signal_type": null,
      "signal_type_confidence": 0.0,
      "source_id": "X",
      "spectral": {
        "curve": {
          "axis": [
            300.0,
            312.0,
            326.0,
            338.0,
            352.0,
            364.0,
            378.0,
            390.0,
            404.0,
            416.0,
            430.0,
            442.0,
            456.0,
            468.0,
            482.0,
            494.0,
            508.0,
            520.0,
            534.0,
            546.0,
            558.0,
            572.0,
            584.0,
            598.0,
            610.0,
            624.0,
            636.0,
            650.0,
            662.0,
            676.0,
            688.0,
            702.0,
            714.0,
            728.0,
            740.0,
            754.0,
            766.0,
            780.0,
            792.0,
            806.0,
            818.0,
            830.0,
            844.0,
            856.0,
            870.0,
            882.0,
            896.0,
            908.0,
            922.0,
            934.0,
            948.0,
            960.0,
            974.0,
            986.0,
            1000.0,
            1012.0,
            1026.0,
            1038.0,
            1052.0,
            1064.0,
            1076.0,
            1090.0,
            1102.0,
            1116.0,
            1128.0,
            1142.0,
            1154.0,
            1168.0,
            1180.0,
            1194.0,
            1206.0,
            1220.0,
            1232.0,
            1246.0,
            1258.0,
            1272.0,
            1284.0,
            1298.0,
            1310.0,
            1324.0,
            1336.0,
            1348.0,
            1362.0,
            1374.0,
            1388.0,
            1400.0,
            1414.0,
            1426.0,
            1440.0,
            1452.0,
            1466.0,
            1478.0,
            1492.0,
            1504.0,
            1518.0,
            1530.0,
            1544.0,
            1556.0,
            1570.0,
            1582.0,
            1594.0,
            1608.0,
            1620.0,
            1634.0,
            1646.0,
            1660.0,
            1672.0,
            1686.0,
            1698.0,
            1712.0,
            1724.0,
            1738.0,
            1750.0,
            1764.0,
            1776.0,
            1790.0,
            1802.0,
            1816.0,
            1828.0,
            1842.0,
            1854.0,
            1866.0,
            1880.0,
            1892.0,
            1906.0,
            1918.0,
            1932.0,
            1944.0,
            1958.0,
            1970.0,
            1984.0,
            1996.0,
            2010.0,
            2022.0,
            2036.0,
            2048.0,
            2062.0,
            2074.0,
            2088.0,
            2100.0
          ],
          "mean": [
            31.114395185247442,
            28.340348667512504,
            21.775483441554893,
            15.068570860361648,
            8.626978039741516,
            5.4763154896544455,
            3.849587839171764,
            3.140265798764461,
            2.7925751198209445,
            2.751076663978461,
            2.969998059995567,
            3.431671792207191,
            4.15737657544945,
            4.751868265412622,
            5.6843773029129006,
            6.798345609029392,
            8.698041649124885,
            10.851162516669827,
            13.293050814104282,
            14.920952431857586,
            16.046867920685624,
            16.90789055937933,
            17.617934834654047,
            18.507012759477405,
            19.38938287708719,
            21.20275790661068,
            21.673511619790126,
            22.635840343216717,
            23.699445411815482,
            25.36869701389539,
            27.348585725840877,
            29.783345749822715,
            31.610916867094524,
            33.42646276546737,
            34.86721400588246,
            36.18814609313415,
            37.24495413141736,
            38.399427090661,
            39.29070799431558,
            40.27062218876208,
            41.09284710884094,
            41.8258490542234,
            42.54894592398304,
            43.120249400704594,
            43.71779825323719,
            44.18362619513172,
            44.68022491164127,
            45.02101702609305,
            45.44741039356943,
            45.892576734898455,
            46.37573919053805,
            46.68545467974776,
            47.03872408705243,
            47.33510819128004,
            47.62930062261678,
            47.962214017318466,
            48.09350627155627,
            48.203675953008364,
            48.3397456953081,
            48.48181139008474,
            48.61352760508909,
            48.72019063012075,
            48.76222457320003,
            48.7590889971135,
            48.66492587024883,
            48.448463957188494,
            48.2393644219738,
            47.94640890218444,
            47.743887586108706,
            47.74949990288686,
            47.845855797751476,
            47.95300861940546,
            48.08656768879648,
            48.20519071514324,
            48.181292186349125,
            48.07914199667462,
            48.05170568369203,
            47.97289837416956,
            47.8197288876873,
            47.615180055973894,
            47.25957630852521,
            46.76798726340472,
            46.20252130799374,
            45.693252058352456,
            44.83271188251043,
            43.80646180298369,
            42.35366523871988,
            41.38513765900822,
            40.644173614049365,
            40.17453376317428,
            39.64231352886911,
            39.125211962198804,
            38.68939615104158,
            38.67678816035642,
            38.97322025137433,
            39.269809375375004,
            39.631514767468985,
            39.884502184593075,
            39.93759535530866,
            39.95829455327179,
            40.1390148583105,
            40.433908951484554,
            40.58455503997156,
            40.65057211003061,
            40.55155720953214,
            39.87807196277683,
            38.81621825088889,
            37.71355931637651,
            37.365858013347044,
            36.729703511221935,
            36.12011660963802,
            36.364894082990745,
            36.84681148448233,
            37.17211861529593,
            37.48743652085126,
            37.688805119465975,
            37.78212916648994,
            37.867839110099666,
            37.990432137149874,
            38.21322872275013,
            38.25642372794071,
            37.897023390915436,
            36.652466006198175,
            34.319050833330316,
            30.614728875079397,
            28.391381352634752,
            27.356711864471436,
            27.457618697214937,
            28.106923717563436,
            28.699508468983538,
            29.32283053155673,
            29.70509329892821,
            29.695508423498122,
            29.123406802193593,
            27.745271185697135,
            26.471160997778682,
            26.083694922721993,
            26.7230677766315,
            27.332322112584517,
            27.402745735847343
          ],
          "median": [
            33.35909080505371,
            30.60909080505371,
            24.137272834777832,
            15.739545822143555,
            8.190227508544922,
            4.770909070968628,
            2.6027272939682007,
            1.6911364197731018,
            1.223409116268158,
            1.195681869983673,
            1.3759090900421143,
            1.8506818413734436,
            2.676304340362549,
            3.2831817865371704,
            4.193478107452393,
            5.497826099395752,
            7.321087121963501,
            9.904565334320068,
            12.601521492004395,
            14.020869255065918,
            14.58104133605957,
            15.674782752990723,
            16.317391395568848,
            16.700624465942383,
            18.16804313659668,
            20.625652313232422,
            21.58895778656006,
            23.049583435058594,
            24.023043632507324,
            25.537291526794434,
            27.927916526794434,
            29.366600036621094,
            30.51640033721924,
            31.949199676513672,
            33.424373626708984,
            34.72333335876465,
            35.94740104675293,
            37.14959907531738,
            38.23500061035156,
            39.24959945678711,
            39.93326950073242,
            40.71719932556152,
            41.47960090637207,
            42.163652420043945,
            42.773399353027344,
            43.02634620666504,
            43.55173110961914,
            43.80711555480957,
            44.24403953552246,
            44.590768814086914,
            45.14555549621582,
            45.47865295410156,
            45.77240753173828,
            46.02851867675781,
            46.40280532836914,
            46.45625114440918,
            46.5049991607666,
            46.5625,
            46.73874855041504,
            46.877498626708984,
            46.96124839782715,
            47.021249771118164,
            47.25374984741211,
            47.2549991607666,
            46.97500038146973,
            46.857500076293945,
            46.69499969482422,
            46.43874931335449,
            46.20749855041504,
            46.15399932861328,
            46.202999114990234,
            46.388750076293945,
            46.58125114440918,
            46.73874855041504,
            46.75250053405762,
            46.6924991607666,
            46.7137508392334,
            46.645999908447266,
            46.48800086975098,
            46.220001220703125,
            45.7762508392334,
            45.21500015258789,
            44.55624961853027,
            44.048749923706055,
            43.10999870300293,
            42.21500015258789,
            40.760000228881836,
            39.70249938964844,
            38.87125015258789,
            38.36625099182129,
            37.93600082397461,
            37.46500015258789,
            37.12624931335449,
            37.148000717163086,
            37.53874969482422,
            37.73750114440918,
            38.04750061035156,
            38.34250068664551,
            38.49250030517578,
            38.5625,
            38.75874900817871,
            39.063751220703125,
            39.236249923706055,
            39.31500053405762,
            39.2450008392334,
            38.7137508392334,
            37.66749954223633,
            36.46500015258789,
            36.239999771118164,
            35.662498474121094,
            35.13749885559082,
            35.34625053405762,
            35.866249084472656,
            36.19799995422363,
            36.46249961853027,
            36.713998794555664,
            36.81500053405762,
            36.93499946594238,
            37.07299995422363,
            37.3120002746582,
            37.38400077819824,
            37.088748931884766,
            35.93299865722656,
            33.503000259399414,
            29.401000022888184,
            27.140000343322754,
            26.130000114440918,
            26.214999198913574,
            26.744999885559082,
            27.302000045776367,
            27.848999977111816,
            28.23900032043457,
            28.29300022125244,
            27.723999977111816,
            26.43199920654297,
            25.15499973297119,
            24.810999870300293,
            25.373000144958496,
            25.958999633789062,
            26.003999710083008
          ],
          "q05": [
            10.527272701263428,
            8.890113830566406,
            5.912045359611511,
            5.422272682189941,
            3.511022686958313,
            1.3313636481761932,
            1.0328408777713776,
            0.38625000417232513,
            0.06488636136054993,
            -0.12920454517006874,
            -0.20170455053448677,
            -0.03954545455053449,
            0.046956521924585104,
            0.10068181715905666,
            0.23804347217082977,
            0.5478260666131973,
            0.9867391437292099,
            1.3521738946437836,
            1.9091304540634155,
            2.3129347562789917,
            2.894687533378601,
            3.7389129996299744,
            4.205108642578125,
            4.052500009536743,
            3.6578261852264404,
            3.8946739435195923,
            4.168020963668823,
            4.3910417556762695,
            5.200108766555786,
            6.318958163261414,
            7.591145873069763,
            8.494799733161926,
            6.80430006980896,
            7.510299921035767,
            8.385624885559082,
            9.667187690734863,
            10.962000131607056,
            12.146399736404419,
            12.910312175750732,
            14.292700290679932,
            15.69278860092163,
            17.104300260543823,
            18.723999977111816,
            20.098365306854248,
            21.66729974746704,
            23.050288200378418,
            24.6166353225708,
            25.66605854034424,
            26.54182720184326,
            27.213173389434814,
            29.0085186958313,
            30.35442352294922,
            31.71564769744873,
            32.03685140609741,
            32.510555267333984,
            33.31062602996826,
            33.676249504089355,
            34.09937572479248,
            34.55812358856201,
            34.585625648498535,
            34.648749351501465,
            34.689374923706055,
            34.96812629699707,
            35.233750343322754,
            35.54125118255615,
            35.33375072479248,
            35.09062576293945,
            34.86125087738037,
            34.94374942779541,
            34.742499351501465,
            34.79799938201904,
            35.1118745803833,
            35.566250801086426,
            35.74812412261963,
            35.714999198913574,
            35.6431245803833,
            35.664374351501465,
            35.6584997177124,
            35.58949947357178,
            35.50312519073486,
            35.30000019073486,
            35.00374984741211,
            34.42374897003174,
            33.958749771118164,
            33.397499084472656,
            32.54374980926514,
            31.594375610351562,
            30.88937520980835,
            30.143125534057617,
            29.724375247955322,
            29.214499950408936,
            28.6990008354187,
            28.40062427520752,
            28.433499813079834,
            28.77187490463257,
            29.08437490463257,
            29.526875019073486,
            29.64312505722046,
            29.8256254196167,
            29.91624927520752,
            30.061874866485596,
            30.281875133514404,
            30.322500228881836,
            30.34625005722046,
            30.27187442779541,
            29.736249923706055,
            28.901249885559082,
            27.914999961853027,
            27.56624937057495,
            26.773125171661377,
            26.19062566757202,
            26.42062473297119,
            26.953749656677246,
            27.208500385284424,
            27.473124980926514,
            27.64300012588501,
            27.725624561309814,
            27.757999897003174,
            27.826999187469482,
            27.973499298095703,
            28.008000373840332,
            27.71500062942505,
            26.880500316619873,
            24.98199987411499,
            22.001500129699707,
            19.82300043106079,
            18.869499683380127,
            18.82800006866455,
            19.51099967956543,
            20.11799955368042,
            20.736000537872314,
            21.063499450683594,
            20.982999801635742,
            20.338000774383545,
            18.999499320983887,
            17.83799982070923,
            17.482499599456787,
            18.223999500274658,
            18.71799945831299,
            18.785000324249268
          ],
          "q25": [
            22.227954387664795,
            19.701364040374756,
            14.378409147262573,
            10.99102234840393,
            6.206818342208862,
            3.2793182730674744,
            1.9022727012634277,
            1.1804544925689697,
            0.8268181681632996,
            0.6656818389892578,
            0.607272744178772,
            0.6572727411985397,
            0.9192391484975815,
            1.197613686323166,
            1.8316304087638855,
            2.4736955761909485,
            3.82065212726593,
            5.416086912155151,
            6.7372825145721436,
            7.919238924980164,
            8.792187690734863,
            9.123587131500244,
            9.998478174209595,
            10.890520572662354,
            11.77706503868103,
            12.91586971282959,
            13.253958463668823,
            14.347291707992554,
            15.389782905578613,
            17.562707901000977,
            19.557396411895752,
            21.200900554656982,
            22.896600246429443,
            24.539799690246582,
            25.833959102630615,
            27.320520401000977,
            28.365500450134277,
            29.642000198364258,
            30.464999675750732,
            31.523099899291992,
            32.594326972961426,
            33.55340099334717,
            34.40390110015869,
            35.11567306518555,
            35.741498947143555,
            36.073845863342285,
            36.62452030181885,
            37.001731872558594,
            37.379422187805176,
            37.92653942108154,
            38.35240650177002,
            38.703558921813965,
            39.09879779815674,
            39.806572914123535,
            40.071457862854004,
            40.55062389373779,
            40.602500915527344,
            40.6456241607666,
            40.721248626708984,
            40.859375953674316,
            40.953749656677246,
            41.19687557220459,
            41.211875915527344,
            41.24374961853027,
            41.281874656677246,
            41.27500057220459,
            41.259376525878906,
            41.105624198913574,
            41.0731258392334,
            41.06699848175049,
            41.21800136566162,
            41.5106258392334,
            41.62062454223633,
            41.72875118255615,
            41.71999931335449,
            41.564998626708984,
            41.50312423706055,
            41.36900043487549,
            41.196001052856445,
            41.04500102996826,
            40.75312519073486,
            40.27999973297119,
            39.954373359680176,
            39.55999946594238,
            38.716251373291016,
            37.627498626708984,
            36.18125057220459,
            35.292500495910645,
            34.72437572479248,
            34.246249198913574,
            33.94400119781494,
            33.39249897003174,
            32.979373931884766,
            33.06099987030029,
            33.327500343322754,
            33.67124938964844,
            34.10749912261963,
            34.50999927520752,
            34.581875801086426,
            34.602500915527344,
            34.79062366485596,
            35.02500057220459,
            35.140624046325684,
            35.23187446594238,
            35.19875144958496,
            34.64374828338623,
            33.54062461853027,
            32.595001220703125,
            32.216251373291016,
            31.662500381469727,
            31.09124994277954,
            31.32687473297119,
            31.80750036239624,
            32.176499366760254,
            32.52250099182129,
            32.70300102233887,
            32.79249858856201,
            32.894999504089355,
            32.9975004196167,
            33.19999885559082,
            33.214999198913574,
            32.91437530517578,
            31.700500011444092,
            28.963000297546387,
            25.585000038146973,
            23.54449987411499,
            22.72499942779541,
            22.927500247955322,
            23.489999771118164,
            23.97550058364868,
            24.61300039291382,
            25.026999473571777,
            25.040499687194824,
            24.356500148773193,
            23.083000659942627,
            21.922499656677246,
            21.563000679016113,
            22.160000324249268,
            22.669000148773193,
            22.755000114440918
          ],
          "q75": [
            39.94204521179199,
            35.9919319152832,
            27.815908432006836,
            18.670681476593018,
            10.131022453308105,
            6.359204411506653,
            3.7879545092582703,
            2.9126136898994446,
            2.557613730430603,
            2.6532954573631287,
            3.1445454359054565,
            4.4257954359054565,
            6.142826318740845,
            7.047500014305115,
            8.385000228881836,
            9.497390985488892,
            11.762717247009277,
            14.22543478012085,
            17.22434711456299,
            19.60228204727173,
            21.897811889648438,
            22.30684757232666,
            22.661739349365234,
            24.44072961807251,
            26.221304416656494,
            28.500977993011475,
            28.999791145324707,
            29.701666831970215,
            30.807281970977783,
            32.83885478973389,
            34.761040687561035,
            37.746100425720215,
            39.84130001068115,
            41.45100116729736,
            42.84375,
            44.008541107177734,
            45.36579895019531,
            46.979000091552734,
            47.604793548583984,
            48.16990089416504,
            48.9171142578125,
            49.51969909667969,
            50.1126012802124,
            50.504326820373535,
            50.80669975280762,
            51.0570182800293,
            51.34836673736572,
            51.58057689666748,
            51.88125038146973,
            51.87432670593262,
            52.09314727783203,
            52.18365478515625,
            52.47499942779541,
            52.824350357055664,
            53.113054275512695,
            53.2212495803833,
            53.26499843597412,
            53.45687484741211,
            53.50937461853027,
            53.51750087738037,
            53.54624938964844,
            53.62874889373779,
            53.692501068115234,
            53.71250057220459,
            53.65437412261963,
            53.49125099182129,
            53.1924991607666,
            52.65562438964844,
            52.32874870300293,
            52.318498611450195,
            52.45150089263916,
            52.68375015258789,
            52.88437461853027,
            53.031874656677246,
            52.98750019073486,
            52.838748931884766,
            52.78250026702881,
            52.65450096130371,
            52.442999839782715,
            52.19187641143799,
            51.81312561035156,
            51.26249980926514,
            50.63687610626221,
            50.18062496185303,
            49.06875038146973,
            47.69187355041504,
            45.8987512588501,
            44.84062385559082,
            44.13000011444092,
            43.754374504089355,
            43.16550064086914,
            42.622501373291016,
            42.27250099182129,
            42.269999504089355,
            42.49437427520752,
            42.66812610626221,
            43.06125068664551,
            43.318124771118164,
            43.19062519073486,
            43.213125228881836,
            43.4268741607666,
            43.79375076293945,
            44.0550012588501,
            44.1587495803833,
            43.975624084472656,
            43.04374885559082,
            42.01125144958496,
            41.1168737411499,
            40.896249771118164,
            40.35375118255615,
            39.78249931335449,
            39.984375,
            40.36125087738037,
            40.73249912261963,
            41.088748931884766,
            41.28799915313721,
            41.40062618255615,
            41.57600116729736,
            41.63149929046631,
            41.81299877166748,
            41.835999488830566,
            41.41749954223633,
            40.41800022125244,
            37.631500244140625,
            33.870500564575195,
            31.827999591827393,
            30.989500045776367,
            31.15850067138672,
            31.786500453948975,
            32.35399913787842,
            32.9970006942749,
            33.3745002746582,
            33.39400100708008,
            32.614999771118164,
            31.19300079345703,
            29.98650026321411,
            29.65499973297119,
            30.276999950408936,
            30.96000051498413,
            31.083500385284424
          ],
          "q95": [
            48.6268196105957,
            43.99829578399658,
            34.89511489868164,
            23.86215877532959,
            16.583749771118164,
            12.884772539138794,
            11.612386226654053,
            11.269432067871094,
            11.26965880393982,
            11.393863439559937,
            12.205682039260864,
            12.743749856948853,
            13.870543241500854,
            15.115682125091553,
            16.53282594680786,
            18.25880479812622,
            20.405542850494385,
            23.50282573699951,
            28.813695907592773,
            31.715868949890137,
            33.55770969390869,
            35.14402198791504,
            36.96380424499512,
            37.89177131652832,
            38.85282516479492,
            41.89358615875244,
            41.01541709899902,
            42.90614700317383,
            43.82499980926514,
            45.63208484649658,
            47.73395824432373,
            54.16279888153076,
            57.313599586486816,
            60.32789897918701,
            62.236979484558105,
            63.39645957946777,
            64.89869689941406,
            66.36489868164062,
            66.49031448364258,
            66.54640197753906,
            67.56105995178223,
            68.49680137634277,
            68.26620292663574,
            68.54951858520508,
            68.86230087280273,
            68.83749771118164,
            68.91153717041016,
            68.92346000671387,
            68.53365516662598,
            68.20038414001465,
            68.51768684387207,
            68.6286506652832,
            68.73675918579102,
            68.82295989990234,
            69.1067066192627,
            69.27249908447266,
            69.31999969482422,
            69.34749984741211,
            69.37437438964844,
            69.44687271118164,
            69.49937629699707,
            69.51437568664551,
            69.49999809265137,
            69.42687225341797,
            69.24750137329102,
            68.86812210083008,
            68.51000022888184,
            67.87687683105469,
            67.44124984741211,
            67.43600082397461,
            67.59899711608887,
            67.71500015258789,
            67.82937240600586,
            67.93562507629395,
            67.88937377929688,
            67.71125221252441,
            67.65875244140625,
            67.5830020904541,
            67.39299774169922,
            66.9900016784668,
            66.25687217712402,
            65.25499725341797,
            64.09499931335449,
            63.149375915527344,
            62.0181245803833,
            61.21374988555908,
            60.191874504089355,
            59.348751068115234,
            58.42124938964844,
            57.651875495910645,
            56.584500312805176,
            55.5364990234375,
            54.625000953674316,
            54.17050075531006,
            54.076250076293945,
            53.9793758392334,
            53.96437358856201,
            54.30749988555908,
            54.33749961853027,
            54.158748626708984,
            54.156874656677246,
            54.6587495803833,
            54.578125953674316,
            54.26625061035156,
            54.08437442779541,
            53.15187454223633,
            51.95499897003174,
            50.648749351501465,
            50.12874889373779,
            49.44375038146973,
            48.69375038146973,
            48.96437644958496,
            49.582499504089355,
            50.01650047302246,
            50.46875,
            50.7834997177124,
            50.94937515258789,
            51.08699893951416,
            51.28999996185303,
            51.59450054168701,
            51.683000564575195,
            51.288750648498535,
            49.809499740600586,
            47.24900150299072,
            43.52250099182129,
            41.86500072479248,
            40.6175012588501,
            40.69499969482422,
            41.43000030517578,
            41.98299980163574,
            42.68949890136719,
            43.157498359680176,
            43.027000427246094,
            42.375000953674316,
            41.114500999450684,
            39.85050010681152,
            39.52499866485596,
            40.13799858093262,
            40.77299976348877,
            40.94099998474121
          ]
        },
        "dimensionality": {
          "cumulative_top10": 0.9943818534550924,
          "effective_rank": 2.46,
          "n_components_95": 4,
          "n_components_99": 8
        },
        "mean_max": 48.764014825982564,
        "mean_min": 2.7197881322985484,
        "n_outliers": 113,
        "pca": {
          "explained_variance_ratio": [
            0.7714742123224125,
            0.11622212163509849,
            0.04760463242442071,
            0.01953765371001789,
            0.017066767144316257,
            0.008625558769013225,
            0.006465483301640584,
            0.003441101758268587,
            0.002428160286424582,
            0.0015161621034795593,
            0.0012954187768598295,
            0.0009155975978554601,
            0.0006028539488897416,
            0.00046388137848670153,
            0.000388769805207013,
            0.0003486159776352349,
            0.00023780711846352147,
            0.0002174674386896003,
            0.0001721113837575371,
            0.00015143051082394814,
            0.00012381703690608683,
            0.0001026364996980123,
            9.175566647208162e-05,
            7.640538124317673e-05,
            6.197256740792552e-05,
            5.891232165230389e-05,
            4.516006912784656e-05,
            3.29739950398889e-05,
            2.9110384638471777e-05,
            2.4562182079375214e-05
          ],
          "n_components": 30
        },
        "profile": {
          "amplitude": {
            "area_under_curve": 62059.226852206615,
            "mean_reflectance": 34.471556045020925,
            "peak_to_peak": 46.04422669368402,
            "variance": 271.9738703075241
          },
          "artefacts": {
            "clip_fraction": 1.4108617543595629e-05,
            "jump_count": 5650,
            "jump_rate": 0.02660075329566855,
            "spike_count": 11729,
            "spike_rate": 0.05528270583133802
          },
          "diagnostics": [
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "SNR non d\u00e9grad\u00e9"
                },
                {
                  "level": 0.4597866573064864,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Rupture aux jonctions de d\u00e9tecteurs, calibration locale ou sonde diff\u00e9rente.",
              "key": "splice",
              "label": "Splice / raccord d\u00e9tecteurs",
              "score": 0.8317805078702365,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "artefacts locaux"
                },
                {
                  "level": 0.8373961355104328,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.6711852377866969,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4597866573064864,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "D\u00e9calage syst\u00e9matique entre campagnes, instruments ou r\u00e9f\u00e9rence blanche.",
              "key": "white_calibration",
              "label": "Erreur calibration / r\u00e9f\u00e9rence blanche",
              "score": 0.6924014324630066,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.8373961355104328,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.6711852377866969,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4597866573064864,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Effet syst\u00e9matique du support, blanc/noir, transflectance ou environnement de mesure.",
              "key": "background_shift",
              "label": "Fond diff\u00e9rent",
              "score": 0.6342940276856748,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.6711852377866969,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4597866573064864,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Combinaison possible changement de sonde + splice, amplifi\u00e9e par g\u00e9om\u00e9trie, fond ou calibration.",
              "key": "vera25_like",
              "label": "Signature VERA25-like",
              "score": 0.6321264077201793,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 1.0,
                  "signal": "SNR normal/\u00e9lev\u00e9"
                },
                {
                  "level": 0.9970529401489879,
                  "signal": "Noise RMS faible"
                },
                {
                  "level": 0.4597866573064864,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Artefacts num\u00e9riques ou traitement spectral incorrect.",
              "key": "resampling_error",
              "label": "Erreur interpolation / r\u00e9\u00e9chantillonnage",
              "score": 0.6239721541003379,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.9186930521233108,
                  "signal": "Structure PCA"
                },
                {
                  "level": 0.6711852377866969,
                  "signal": "Mahalanobis / T2"
                }
              ],
              "interpretation": "Vari\u00e9t\u00e9, esp\u00e8ce, lot ou condition diff\u00e9rente mais physiquement plausible.",
              "key": "out_of_domain",
              "label": "Spectre hors domaine valide",
              "score": 0.5970911224119423,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.8373961355104328,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.6711852377866969,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4597866573064864,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Modification de l'illumination, collecte, angle ou distance sonde-\u00e9chantillon.",
              "key": "probe_geometry",
              "label": "Diff\u00e9rence de sonde / g\u00e9om\u00e9trie",
              "score": 0.5740525758005165,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.9186930521233108,
                  "signal": "Structure PCA"
                },
                {
                  "level": 0.6711852377866969,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4597866573064864,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "M\u00e9lange de campagnes, op\u00e9rateurs, lots, setups ou sous-populations spectrales.",
              "key": "multi_regime",
              "label": "Dataset multi-r\u00e9gimes",
              "score": 0.5646941136395714,
              "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": 10278.117251033846,
            "bandwise_snr_min": 48.15159714041676,
            "noise_rms": 0.006784754592992798,
            "snr": 5081.0723395722525,
            "snr_db": 74.11910756068735,
            "worst_band_axis": 350.0,
            "worst_band_index": 25
          },
          "outliers": {
            "hotelling_t2_max": 19.897953963257006,
            "hotelling_t2_median": 2.3900979066850434,
            "hotelling_t2_p95": 12.833587454655099,
            "hotelling_t2_ratio": 5.369481902293575,
            "mahalanobis_h_max": 4.460712270843862,
            "mahalanobis_h_median": 1.5459152556466977,
            "mahalanobis_h_p95": 3.5823968494052996,
            "mahalanobis_h_ratio": 2.3173306792335695,
            "pca_q_max": 25767.091571619887,
            "pca_q_median": 2843.9802023302072,
            "pca_q_p95": 10460.993205401846,
            "pca_q_ratio": 3.678293258451891
          },
          "profile_scores": {
            "integrity_risk": 0.0,
            "local_artefact_risk": 1.0,
            "noise_risk": 0.002947059851012104,
            "outlier_pressure": 0.6711852377866969,
            "reference_spread": 1.0,
            "repeatability_risk": 0.0,
            "shape_drift": 0.8373961355104328,
            "structure_complexity": 0.9186930521233108
          },
          "reference": {
            "affine_gain_median": 0.9583113344119674,
            "affine_gain_p95_abs_delta": 0.5041333547167077,
            "affine_offset_median": -0.7145684257253357,
            "affine_offset_p95_abs": 12.134966701623163,
            "affine_residual_rms_median": 3.344674146740255,
            "affine_residual_rms_p95": 8.727518971331856,
            "peak_position_std": 88.80236538332232,
            "rms_to_mean_spectrum": 6.849530129236511,
            "rms_to_mean_spectrum_p95": 18.667787552563006,
            "sam_to_mean_spectrum": 0.10317879457674207,
            "sam_to_mean_spectrum_p95": 0.28547197746156705,
            "xcorr_lag_p95_axis": 30.0,
            "xcorr_lag_p95_features": 15.0
          },
          "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": 19.278628747928654,
            "curvature_rms": 0.11224033803875827,
            "d1_rms": 0.2755127184117847,
            "edge_noise_ratio": 0.8838502036677672
          },
          "structure": {
            "density_cv": 0.5482966825444671,
            "isolation_forest_score_p95": 0.5688438573996328,
            "local_outlier_factor_p95": 2.7560791563699323,
            "pca_score_density": 0.014146152933619913
          }
        },
        "quality": {
          "dynamic_range": 46.04422669368402,
          "noise_proxy_db": 74.11853488395684,
          "saturation_fraction": 9.405745029063752e-06,
          "smoothness": 0.11362944976477524
        },
        "score_plot": {
          "explained_variance_ratio": [
            0.7714742123224143,
            0.11622212163509847
          ],
          "points": [
            {
              "x": -807.0538113893388,
              "y": 163.638032424593
            },
            {
              "x": -573.376935098999,
              "y": -61.98652651526709
            },
            {
              "x": -763.7922635481634,
              "y": 95.9475235993592
            },
            {
              "x": 378.8460910105605,
              "y": -60.97556855877372
            },
            {
              "x": 134.8698117995273,
              "y": 66.41746518658312
            },
            {
              "x": -1002.5906705203149,
              "y": 133.8365066033462
            },
            {
              "x": -670.776912513203,
              "y": 9.921270940113146
            },
            {
              "x": -534.1398459730631,
              "y": 124.01119232259595
            },
            {
              "x": -627.1995362125863,
              "y": -2.6553056618434763
            },
            {
              "x": -15.074476979392552,
              "y": 27.943227318717515
            },
            {
              "x": 57.40946169942914,
              "y": -85.20393760090909
            },
            {
              "x": -142.495065424825,
              "y": -183.81176931789668
            },
            {
              "x": -91.76994566016798,
              "y": -78.06373480904752
            },
            {
              "x": 162.3577118160436,
              "y": -192.1249990229464
            },
            {
              "x": -54.3113330581627,
              "y": -264.1850815761856
            },
            {
              "x": 12.029231718259878,
              "y": -257.2988266886
            },
            {
              "x": -48.658261258095635,
              "y": -236.98634079720873
            },
            {
              "x": -287.591094075994,
              "y": -120.36734901540676
            },
            {
              "x": 168.47820907788986,
              "y": -2.5964602923665008
            },
            {
              "x": 62.682807755190524,
              "y": 46.161390898652165
            },
            {
              "x": 19.517910342764065,
              "y": -15.067186410073784
            },
            {
              "x": 286.10965228891524,
              "y": -0.4052984527726204
            },
            {
              "x": 10.517768667462796,
              "y": 30.470443157378238
            },
            {
              "x": -84.0194112206527,
              "y": 40.96028719734442
            },
            {
              "x": -240.58175550382524,
              "y": 50.907717611570355
            },
            {
              "x": -108.18021528912898,
              "y": 70.92113013949029
            },
            {
              "x": -17.66549721463352,
              "y": 49.67008152933089
            },
            {
              "x": -68.88147883717703,
              "y": 173.10432745590438
            },
            {
              "x": -165.30234841392917,
              "y": 172.20588471857724
            },
            {
              "x": 151.8072817650478,
              "y": 14.236583749506146
            },
            {
              "x": 248.16151614692626,
              "y": 89.50120027451364
            },
            {
              "x": 55.195460688733654,
              "y": 104.37336912388722
            },
            {
              "x": -136.22555157740143,
              "y": 78.96702053639646
            },
            {
              "x": -214.2457374535087,
              "y": 145.96097476173867
            },
            {
              "x": 327.70084243023655,
              "y": 14.487539887589028
            },
            {
              "x": 336.58239138695757,
              "y": 38.2720695959451
            },
            {
              "x": 21.601285387490677,
              "y": 121.09603676655043
            },
            {
              "x": 11.928083119541583,
              "y": 114.74538083344275
            },
            {
              "x": 26.736990173704335,
              "y": 198.06767134552436
            },
            {
              "x": -454.68021763066474,
              "y": 73.41172069211272
            },
            {
              "x": -124.87417003610095,
              "y": 58.13716099063453
            },
            {
              "x": 18.381130041171854,
              "y": 132.1664678475155
            },
            {
              "x": 328.13994320809576,
              "y": -47.15047145776773
            },
            {
              "x": 242.37756308167735,
              "y": 66.16928287018771
            },
            {
              "x": -68.73881602607847,
              "y": 307.5549267463941
            },
            {
              "x": 208.65620576082443,
              "y": 81.00497513574156
            },
            {
              "x": -82.60715677619817,
              "y": 207.76847808183388
            },
            {
              "x": -2.1274706458242245,
              "y": 152.6492232247913
            },
            {
              "x": 181.42272892785326,
              "y": 198.73074383236363
            },
            {
              "x": -303.5463953893614,
              "y": 186.24808821784643
            },
            {
              "x": 259.3531695111913,
              "y": 93.43363938779751
            },
            {
              "x": 346.2593400403096,
              "y": -14.315019429836202
            },
            {
              "x": 209.32386836270732,
              "y": 174.56613380595297
            },
            {
              "x": 345.27298696067925,
              "y": 132.83569812648713
            },
            {
              "x": 291.493504030999,
              "y": 126.08425656616227
            },
            {
              "x": 185.64069633392768,
              "y": 208.46372985171843
            },
            {
              "x": 356.69132960705963,
              "y": 62.03447745633306
            },
            {
              "x": 299.88581940413326,
              "y": 34.48897603858068
            },
            {
              "x": 291.8663209277024,
              "y": 161.52538981003636
            },
            {
              "x": 289.7579071435676,
              "y": 141.71338254929364
            },
            {
              "x": 337.0400481016395,
              "y": 101.78485040575683
            },
            {
              "x": 197.65609944320346,
              "y": 7.375505416218507
            },
            {
              "x": -104.32640987124819,
              "y": 43.710886687791024
            },
            {
              "x": 150.0782953723501,
              "y": -8.457010555222102
            },
            {
              "x": 368.662611639286,
              "y": 195.25111381687137
            },
            {
              "x": 525.3561496704258,
              "y": 96.32476167364521
            },
            {
              "x": 420.95505665547887,
              "y": 145.23768868282215
            },
            {
              "x": 374.82457410723123,
              "y": 171.6726087061202
            },
            {
              "x": 457.3163716040214,
              "y": 161.38064321627334
            },
            {
              "x": 293.61599019346437,
              "y": 233.78014642898512
            },
            {
              "x": 334.74760930013997,
              "y": 140.8817724199296
            },
            {
              "x": 233.36126109046103,
              "y": -105.50060794769394
            },
            {
              "x": 27.886903263578272,
              "y": -90.40865804482597
            },
            {
              "x": 307.91807560483244,
              "y": 62.96519456027905
            },
            {
              "x": 106.41552582491467,
              "y": 12.94858465548529
            },
            {
              "x": -216.0914500786433,
              "y": -13.630885128805653
            },
            {
              "x": 167.20785717153427,
              "y": -58.0014025031592
            },
            {
              "x": 239.40385360573848,
              "y": 6.2538670248103045
            },
            {
              "x": -164.70954754247916,
              "y": -119.71600412369651
            },
            {
              "x": -48.51668588499643,
              "y": -146.4885953178162
            },
            {
              "x": -84.14693795831833,
              "y": -97.61829828523534
            },
            {
              "x": -124.34347660719176,
              "y": -56.087933669860114
            },
            {
              "x": 31.054400503654332,
              "y": -46.7845174599159
            },
            {
              "x": 235.3462939735733,
              "y": -17.923289235223884
            },
            {
              "x": 153.98212990276616,
              "y": 84.19775367492346
            },
            {
              "x": 195.05241950029944,
              "y": 60.52635644642003
            },
            {
              "x": -316.1993465994064,
              "y": -108.4702832618999
            },
            {
              "x": -321.6985350122751,
              "y": -87.91183339223589
            },
            {
              "x": 253.3527900531584,
              "y": -97.1953217922624
            },
            {
              "x": -548.8598221651787,
              "y": -4.501738041528839
            },
            {
              "x": -475.72612871534955,
              "y": -96.85655550921294
            },
            {
              "x": -381.9972432759558,
              "y": -99.93158594507157
            },
            {
              "x": -156.26322673756604,
              "y": -89.52868683761264
            },
            {
              "x": -60.52763494391708,
              "y": -86.74360597053833
            },
            {
              "x": 25.026412398822934,
              "y": -90.89863743427169
            },
            {
              "x": 26.350204181174263,
              "y": -82.3487288222908
            },
            {
              "x": 275.68114513025085,
              "y": -20.03960876513423
            },
            {
              "x": -121.95020005310879,
              "y": -0.5201025407284451
            },
            {
              "x": 143.12706339981264,
              "y": 16.352478511951254
            },
            {
              "x": 69.43854089898923,
              "y": 8.223864200813688
            },
            {
              "x": 308.54117905569024,
              "y": -27.19104826529311
            },
            {
              "x": 167.59938670833927,
              "y": 77.80447329759156
            },
            {
              "x": -217.47569854554712,
              "y": 98.94939221151662
            },
            {
              "x": 133.22536327281847,
              "y": 55.1054411033848
            },
            {
              "x": -87.11114187794949,
              "y": 80.94996613982065
            },
            {
              "x": 214.00878448705652,
              "y": 19.96865695231152
            },
            {
              "x": 95.03517671248352,
              "y": 78.0130775390826
            },
            {
              "x": 23.242767542979912,
              "y": 67.50216887812
            },
            {
              "x": 139.09064268300517,
              "y": 13.959238667315157
            },
            {
              "x": -89.02824097434377,
              "y": -1.9006239052902618
            },
            {
              "x": 138.27543830432825,
              "y": -22.864771938181885
            },
            {
              "x": 263.4823753650864,
              "y": -49.15769318041405
            },
            {
              "x": 144.4307488137362,
              "y": 95.44348480697317
            },
            {
              "x": 259.71090968436255,
              "y": 57.67279763337388
            },
            {
              "x": 198.209906338177,
              "y": 85.22063517115252
            },
            {
              "x": 195.58471026739662,
              "y": 62.77764417345021
            },
            {
              "x": 259.6769583809815,
              "y": -17.741043956443
            },
            {
              "x": -70.24604304623354,
              "y": 10.387474169798825
            },
            {
              "x": 183.72965710901818,
              "y": 1.7479185444925012
            },
            {
              "x": 347.0414859985406,
              "y": 61.56025810000408
            },
            {
              "x": 99.52609476064953,
              "y": 92.1304937950935
            },
            {
              "x": -167.81396393827285,
              "y": -16.573439612053026
            },
            {
              "x": -143.15389353151943,
              "y": -65.21623072194745
            },
            {
              "x": -231.2153811207656,
              "y": -67.80359389594818
            },
            {
              "x": 4.717143007678186,
              "y": -36.28516359545856
            },
            {
              "x": 91.0510435606018,
              "y": -1.0546563204272845
            },
            {
              "x": 56.662175929757616,
              "y": -91.27790977323959
            },
            {
              "x": -124.68728845107152,
              "y": -85.33837068484605
            },
            {
              "x": -38.190811058461456,
              "y": -201.14037939667216
            },
            {
              "x": -137.9185407540569,
              "y": -214.9180838716007
            },
            {
              "x": -236.25680176261466,
              "y": -101.95499292724438
            },
            {
              "x": -82.13928586978221,
              "y": -90.59797577097171
            },
            {
              "x": 85.75743591735078,
              "y": 81.56600024830426
            },
            {
              "x": 66.93855464206933,
              "y": 45.97481702125546
            },
            {
              "x": 80.46911481055353,
              "y": 2.0704085940319032
            },
            {
              "x": 19.03729304132438,
              "y": 9.604325301541108
            },
            {
              "x": 262.1805905819751,
              "y": -60.09415072507866
            },
            {
              "x": -155.82962712388587,
              "y": -31.41400924139844
            },
            {
              "x": -75.72593194320318,
              "y": 14.69381014264021
            },
            {
              "x": 27.900622462971747,
              "y": -7.17368085714787
            },
            {
              "x": 58.26504345068155,
              "y": -98.08452995189754
            },
            {
              "x": -190.45538530528225,
              "y": -47.24815819929255
            },
            {
              "x": 8.057989285740163,
              "y": 44.51582185301478
            },
            {
              "x": -183.93986927140494,
              "y": 60.50318141949419
            },
            {
              "x": 52.597587776191844,
              "y": -136.1639815660038
            },
            {
              "x": -62.79098789323955,
              "y": -46.04095667117504
            },
            {
              "x": 99.43340583345581,
              "y": -91.5011320094178
            },
            {
              "x": 141.3815240525661,
              "y": -33.02548593835461
            },
            {
              "x": 37.5406079357592,
              "y": -74.97466142619504
            },
            {
              "x": 81.8614621432571,
              "y": -1.0851961061374116
            },
            {
              "x": 160.5408903888899,
              "y": -11.487222510262963
            },
            {
              "x": 62.488998508223695,
              "y": -61.64024746429654
            },
            {
              "x": -94.93877697633447,
              "y": -56.252702021323756
            },
            {
              "x": -254.04823860347372,
              "y": 21.282964507454253
            },
            {
              "x": -81.64119292040353,
              "y": 79.43540397070534
            },
            {
              "x": -60.42547708331574,
              "y": 49.65348695133729
            },
            {
              "x": 169.01997374832703,
              "y": -36.076541290768226
            },
            {
              "x": -886.2145024817609,
              "y": 197.92788154064652
            },
            {
              "x": -786.7664728347529,
              "y": 215.34930304236056
            },
            {
              "x": -954.8334715261803,
              "y": 202.6427288774156
            },
            {
              "x": 236.95309784202124,
              "y": -10.898102085420321
            },
            {
              "x": 79.10567847825664,
              "y": -82.56095792022529
            },
            {
              "x": 77.27384550416181,
              "y": -60.772485804679086
            },
            {
              "x": 114.70861537190528,
              "y": -75.83464748059554
            },
            {
              "x": 22.869747041160203,
              "y": -25.70610187127487
            },
            {
              "x": 93.2025729925364,
              "y": -40.590133922650004
            },
            {
              "x": 88.15876236041849,
              "y": -70.95618089586063
            },
            {
              "x": -263.26679461423527,
              "y": -63.26576793958781
            },
            {
              "x": 146.94819987368462,
              "y": -18.189818659121013
            },
            {
              "x": 180.47768245818455,
              "y": -34.44132128809474
            },
            {
              "x": 192.05739574229406,
              "y": -29.35433378425543
            },
            {
              "x": 153.64446837608733,
              "y": -54.83180708123519
            },
            {
              "x": -195.69329195091365,
              "y": -42.58227146347849
            },
            {
              "x": -82.2310985496463,
              "y": -6.57412505896538
            },
            {
              "x": -16.373866870117798,
              "y": -67.832023164956
            },
            {
              "x": -37.41144048559796,
              "y": 46.10754222285027
            },
            {
              "x": -91.08742962187983,
              "y": -135.47802125944884
            },
            {
              "x": 10.722401126219081,
              "y": -95.05758421757972
            },
            {
              "x": -89.26676321704356,
              "y": -57.44956235333998
            },
            {
              "x": 218.32198528401307,
              "y": -54.196126127503994
            },
            {
              "x": -145.31059888540358,
              "y": -9.613893344056397
            },
            {
              "x": 299.95768453028154,
              "y": -106.69897527132672
            },
            {
              "x": 168.17238405473046,
              "y": -75.55521366516508
            },
            {
              "x": -46.884629768631505,
              "y": -410.18986325305997
            },
            {
              "x": -251.20667781531168,
              "y": -299.2876549238976
            },
            {
              "x": -163.53232955471876,
              "y": -103.04097848152377
            },
            {
              "x": -36.46007634854659,
              "y": 2.100202228358916
            },
            {
              "x": -311.7762719187919,
              "y": -102.37059323390955
            },
            {
              "x": 10.96640901589821,
              "y": -32.85653671250801
            },
            {
              "x": 199.34938716060958,
              "y": -2.621265923745554
            },
            {
              "x": 37.087826646948514,
              "y": -71.08606747642249
            },
            {
              "x": 81.83016146838986,
              "y": -87.78545273273848
            },
            {
              "x": 32.75668489889998,
              "y": -16.710842625861915
            },
            {
              "x": -409.31255504948734,
              "y": -100.1107013023423
            },
            {
              "x": -222.03567956383935,
              "y": -117.2167256869216
            },
            {
              "x": -467.8110044520066,
              "y": -68.29860404350828
            },
            {
              "x": -577.2306272899468,
              "y": 18.29098068005132
            },
            {
              "x": -147.9491903474903,
              "y": -52.54449354984213
            },
            {
              "x": -215.51654349483164,
              "y": -42.26826966873262
            },
            {
              "x": -236.2429411344182,
              "y": 45.40160434423301
            },
            {
              "x": -320.70105273201887,
              "y": 64.172359920636
            },
            {
              "x": -32.49043919556585,
              "y": 12.4486550169906
            },
            {
              "x": -281.3737682530102,
              "y": 148.80289808251487
            },
            {
              "x": -25.5795692185702,
              "y": 39.72826789176168
            },
            {
              "x": 19.301871891034427,
              "y": 91.76967112885633
            },
            {
              "x": 55.83375107571977,
              "y": -68.22433648958607
            },
            {
              "x": -219.56483252739088,
              "y": 3.625757339236483
            },
            {
              "x": -231.73541221673648,
              "y": -10.84076163446735
            },
            {
              "x": 48.73841393303181,
              "y": 37.60488666974528
            },
            {
              "x": -180.2835118817359,
              "y": 94.79063147592285
            },
            {
              "x": 18.188956405866993,
              "y": -84.25582794194236
            },
            {
              "x": -460.7658154354044,
              "y": -9.157756923989652
            },
            {
              "x": -146.08461158282188,
              "y": -67.84100439187546
            },
            {
              "x": -177.26320493905436,
              "y": -95.31578859214919
            },
            {
              "x": 106.46508741134,
              "y": -74.09154411679766
            },
            {
              "x": 88.18379574425622,
              "y": -138.89788890843502
            },
            {
              "x": 175.4555264379889,
              "y": -104.86786855309353
            },
            {
              "x": 55.49805340704885,
              "y": -64.71006472728055
            },
            {
              "x": 158.02216523941863,
              "y": -127.88490654856298
            },
            {
              "x": 189.71966140789323,
              "y": -30.955772509986677
            },
            {
              "x": 411.191463484301,
              "y": -28.783241489579666
            },
            {
              "x": -34.79217196414028,
              "y": 28.61863309292648
            },
            {
              "x": 70.87127255179556,
              "y": -10.580324766721338
            },
            {
              "x": 162.11610671942557,
              "y": -18.07562012424903
            },
            {
              "x": -230.49317248207458,
              "y": 2.739133652125985
            },
            {
              "x": 19.632380508769764,
              "y": 46.68288574302513
            },
            {
              "x": 168.37478704027126,
              "y": 1.3300453432516453
            },
            {
              "x": 97.85759311730286,
              "y": 42.81685986442274
            },
            {
              "x": 50.76419987118058,
              "y": 33.532066070940594
            },
            {
              "x": -94.47460458142363,
              "y": -53.90484807066369
            },
            {
              "x": -70.16367679899376,
              "y": -26.276501141670284
            },
            {
              "x": 165.2823549014376,
              "y": -65.47251141446357
            },
            {
              "x": -19.63908910706028,
              "y": -51.245530832370285
            },
            {
              "x": 203.3117665382637,
              "y": 43.05735214404046
            },
            {
              "x": 326.18024977082496,
              "y": 36.65299352463794
            },
            {
              "x": 710.9345944618624,
              "y": -160.11983339209235
            }
          ]
        },
        "spacing": {
          "is_uniform": true,
          "max": 2.0,
          "mean": 2.0,
          "median": 2.0,
          "min": 2.0,
          "std": 0.0
        },
        "value_max": 95.42250061035156,
        "value_min": -1.7434782981872559,
        "xy": []
      },
      "warnings": []
    }
  ],
  "splits": [],
  "variables": [
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "manual_download",
      "role": "metadata",
      "stats": {
        "n": 236,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 236,
            "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": "manual_download_source_dir",
      "role": "metadata",
      "stats": {
        "n": 236,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 236,
            "name": "D:\\VS projects\\nirs_db_vf\\manual_download\\scarab"
          }
        ]
      },
      "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": "manual_download_file",
      "role": "metadata",
      "stats": {
        "n": 236,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 236,
            "name": "doi_10_5061_dryad_rv15dv4f7__v20240603.zip::2_Reflectance_FirstBatch.csv"
          }
        ]
      },
      "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": "official_source_url",
      "role": "metadata",
      "stats": {
        "n": 236,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 236,
            "name": "https://datadryad.org/dataset/doi:10.5061/dryad.rv15dv4f7"
          }
        ]
      },
      "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": "standardization_batch",
      "role": "metadata",
      "stats": {
        "n": 236,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 236,
            "name": "v0.8.57"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    }
  ],
  "versions": {
    "content": "1.0.0",
    "schema_protocol": "2.0"
  },
  "warnings": []
}