{
  "alignment": {
    "level": "sample",
    "n_observations_total": 43,
    "n_samples": 43,
    "profile_scores": {
      "integrity_risk": 0.0,
      "local_artefact_risk": 1.0,
      "noise_risk": 0.003988135267617645,
      "outlier_pressure": 1.0,
      "reference_spread": 1.0,
      "repeatability_risk": 0.0,
      "shape_drift": 0.608020657383294,
      "structure_complexity": 1.0
    },
    "reps_per_sample": {
      "max": 1,
      "mean": 1.0,
      "min": 1
    },
    "sample_id_available": true
  },
  "assets": {
    "sources": {},
    "variables": []
  },
  "generated_at": "2026-10-28T12:50:38.568658+00:00",
  "governance": {
    "access_policy": "Open per source license.",
    "license": "CC-BY-4.0",
    "permitted_use": "Research and benchmarking.",
    "redistribution_rights": "EcoSIS CKAN API package_show verified open license: Creative Commons Attribution.",
    "tier": "public"
  },
  "identity": {
    "description": "EcoSIS NGEE Arctic 2017 Canopy Spectral Reflectance Seward Peninsula Alaska (LWC). v2.0 standardized NIRS package: 1 spectral source(s), 1 declared target(s). Auto-generated from dataset_card.json (verify before publication).",
    "domain": "canopy",
    "id": "canopy_lwc_2017_2017_reflectance_ngee_ecosis",
    "keywords": [
      "nir",
      "v2",
      "canopy"
    ],
    "name": "EcoSIS NGEE Arctic 2017 Canopy Spectral Reflectance Seward Peninsula Alaska (LWC)",
    "tier": "public"
  },
  "integrity": {
    "content_hash": "3a19f09d6ea192777d2fe32e4352069a6a1042bebf2a338ffa52aab5987698f6",
    "manifest": "manifest.json",
    "metadata_hash": "c3c821d84df98027988bff5f74cf2db4dc1d77a6c815c670ede7fb6ff450704b",
    "processing_hash": "59833c14cf121b5042254ff8aa3b7cb052970ab809a72f285e92f229b9e79c03"
  },
  "protocol_version": "5",
  "provenance": {
    "contributor": "NGEE Arctic 2017 Canopy Spectral Reflectance Seward Peninsula Alaska",
    "conversion_status": null,
    "origin_sources": [
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "https://data.ecosis.org/dataset/ngee-arctic-2017-canopy-spectral-reflectance-seward-peninsula-alaska",
        "title": null
      },
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "https://data.ecosis.org/api/3/action/package_show?id=ngee-arctic-2017-canopy-spectral-reflectance-seward-peninsula-alaska",
        "title": null
      },
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "https://ecosis.org/package/ngee-arctic-2017-canopy-spectral-reflectance-seward-peninsula-alaska",
        "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": 2500.0,
      "axis_min": 350.0,
      "axis_unit": "nm",
      "instrument_name": null,
      "modality": "NIR",
      "n_observations": 43,
      "n_variables": 2151,
      "name": "Seward_2017_Canopy_Spectral_Reflectance",
      "signal_type": null,
      "signal_type_confidence": 0.0,
      "source_id": "X",
      "spectral": {
        "curve": {
          "axis": [
            350.0,
            365.0,
            381.0,
            396.0,
            412.0,
            427.0,
            443.0,
            458.0,
            474.0,
            489.0,
            505.0,
            520.0,
            536.0,
            551.0,
            567.0,
            582.0,
            597.0,
            613.0,
            628.0,
            644.0,
            659.0,
            675.0,
            690.0,
            706.0,
            721.0,
            737.0,
            752.0,
            768.0,
            783.0,
            799.0,
            814.0,
            829.0,
            845.0,
            860.0,
            876.0,
            891.0,
            907.0,
            922.0,
            938.0,
            953.0,
            969.0,
            984.0,
            1000.0,
            1015.0,
            1031.0,
            1046.0,
            1062.0,
            1077.0,
            1092.0,
            1108.0,
            1123.0,
            1139.0,
            1154.0,
            1170.0,
            1185.0,
            1201.0,
            1216.0,
            1232.0,
            1247.0,
            1263.0,
            1278.0,
            1294.0,
            1309.0,
            1324.0,
            1340.0,
            1355.0,
            1371.0,
            1386.0,
            1402.0,
            1417.0,
            1433.0,
            1448.0,
            1464.0,
            1479.0,
            1495.0,
            1510.0,
            1526.0,
            1541.0,
            1556.0,
            1572.0,
            1587.0,
            1603.0,
            1618.0,
            1634.0,
            1649.0,
            1665.0,
            1680.0,
            1696.0,
            1711.0,
            1727.0,
            1742.0,
            1758.0,
            1773.0,
            1788.0,
            1804.0,
            1819.0,
            1835.0,
            1850.0,
            1866.0,
            1881.0,
            1897.0,
            1912.0,
            1928.0,
            1943.0,
            1959.0,
            1974.0,
            1990.0,
            2005.0,
            2021.0,
            2036.0,
            2051.0,
            2067.0,
            2082.0,
            2098.0,
            2113.0,
            2129.0,
            2144.0,
            2160.0,
            2175.0,
            2191.0,
            2206.0,
            2222.0,
            2237.0,
            2253.0,
            2268.0,
            2283.0,
            2299.0,
            2314.0,
            2330.0,
            2345.0,
            2361.0,
            2376.0,
            2392.0,
            2407.0,
            2423.0,
            2438.0,
            2454.0,
            2469.0,
            2485.0,
            2500.0
          ],
          "mean": [
            1.4573953470518424,
            1.4489767412806667,
            1.488069751928019,
            1.5203488372093024,
            1.5739069830539614,
            1.7126744112303092,
            1.9097441739814227,
            2.070069767708002,
            2.1678604774696884,
            2.2477907053259916,
            2.5377907004467275,
            3.654837220214134,
            5.332232525182325,
            5.962837202604427,
            5.631023273911587,
            4.735255801400473,
            4.489488374355227,
            4.198000009669814,
            3.9673953278120173,
            3.6974185622015665,
            3.348441850307376,
            3.1283488190451334,
            4.291930220847906,
            11.699744257816048,
            22.391860518344615,
            33.486837342728016,
            38.498325658399004,
            40.35927878978641,
            41.39404633987782,
            42.237604717875634,
            42.85000011532806,
            43.55572083938954,
            44.4219070700712,
            44.986907027488535,
            45.704977346021074,
            46.147093085355536,
            46.24030259598133,
            46.55362790129905,
            45.25395335707554,
            44.61637213063795,
            44.664906923161,
            44.87830246326535,
            45.65365143709405,
            46.76304675257483,
            47.9292092877765,
            48.822767479475154,
            49.58825577137082,
            49.962418844533524,
            49.87739554116892,
            49.233976852062135,
            46.74881407271984,
            44.8282325655915,
            42.04623266708019,
            41.60183737998785,
            41.11809313574503,
            41.05162811279297,
            41.66641847477403,
            42.81295368283294,
            43.536325454711914,
            44.00804661595544,
            44.148929950802824,
            43.58234911186751,
            41.98165099565373,
            39.26683723094852,
            35.83330256439919,
            32.95532563675282,
            30.78518610222395,
            29.803558172181596,
            28.772209344908248,
            21.30269780269889,
            16.655255827792857,
            13.104023268056471,
            12.130046500716098,
            12.47862784807072,
            12.09627914428711,
            13.068581381509471,
            14.452232560446095,
            15.795093070629031,
            17.09818620459978,
            18.3656278211017,
            19.47481392705163,
            20.540441801381665,
            21.435209207756575,
            22.182860662770825,
            22.609465222026028,
            22.720790729966275,
            22.749558271363725,
            22.351395385209905,
            21.721186105595077,
            20.95706981836363,
            20.507744190304777,
            19.675325548926065,
            19.1464652793352,
            19.079790847246038,
            21.2994885111964,
            28.09672102817269,
            31.017930319142895,
            31.728465191153592,
            31.530511723008267,
            31.775790769000388,
            32.27555820553802,
            9.268395379012407,
            8.775581422240235,
            6.136418569919675,
            4.102186036664386,
            3.419441899587942,
            3.913953481718551,
            4.196418620819269,
            4.852069749388584,
            5.17425581189089,
            5.606976730878963,
            5.8540465138679325,
            6.536232554635336,
            7.056302331214727,
            7.48241860367531,
            7.8456278734428935,
            8.350651164387548,
            8.774720990380576,
            9.12797672804012,
            9.272325549014779,
            9.726813904074735,
            10.042976734250091,
            9.829069825105888,
            9.386232631151067,
            8.42876752587252,
            7.724209264267323,
            7.205837172131206,
            6.548395373100458,
            6.1635813990304635,
            5.465581428172976,
            5.395441870356715,
            5.601325592329336,
            4.842348825099856,
            5.040441826332447,
            4.841255795123965,
            4.154209321321443,
            6.1845581670140115,
            13.624325480572013,
            9.527441995088445,
            25.38767400955738
          ],
          "median": [
            1.38100004196167,
            1.3289999961853027,
            1.3329999446868896,
            1.3819999694824219,
            1.4140000343322754,
            1.4880000352859497,
            1.656999945640564,
            1.7929999828338623,
            1.9010000228881836,
            2.00600004196167,
            2.200000047683716,
            3.365999937057495,
            4.954999923706055,
            5.563000202178955,
            5.432000160217285,
            4.5,
            4.189000129699707,
            3.8429999351501465,
            3.4820001125335693,
            3.171999931335449,
            2.746999979019165,
            2.5799999237060547,
            3.6470000743865967,
            11.255000114440918,
            22.093000411987305,
            33.25400161743164,
            37.584999084472656,
            39.34199905395508,
            40.65700149536133,
            41.619998931884766,
            42.20399856567383,
            42.98699951171875,
            44.2239990234375,
            44.85200119018555,
            45.56800079345703,
            45.53900146484375,
            44.7760009765625,
            44.85599899291992,
            43.99800109863281,
            42.880001068115234,
            43.41899871826172,
            43.569000244140625,
            44.38199996948242,
            45.499000549316406,
            46.71799850463867,
            47.676998138427734,
            48.516998291015625,
            49.02299880981445,
            49.0989990234375,
            48.698001861572266,
            44.858001708984375,
            43.95399856567383,
            41.55099868774414,
            39.88199996948242,
            39.31399917602539,
            39.36199951171875,
            40.05500030517578,
            41.45100021362305,
            42.124000549316406,
            42.400001525878906,
            42.81100082397461,
            42.1870002746582,
            40.84000015258789,
            38.762001037597656,
            34.82600021362305,
            32.35499954223633,
            30.106000900268555,
            29.388999938964844,
            27.756999969482422,
            20.562999725341797,
            14.946000099182129,
            11.625,
            11.041000366210938,
            11.656999588012695,
            11.807999610900879,
            12.973999977111816,
            14.217000007629395,
            15.644000053405762,
            17.14299964904785,
            18.57200050354004,
            19.47100067138672,
            20.6299991607666,
            21.628000259399414,
            22.488000869750977,
            22.735000610351562,
            22.716999053955078,
            22.8799991607666,
            22.48200035095215,
            21.68600082397461,
            20.990999221801758,
            20.479000091552734,
            19.59600067138672,
            19.055999755859375,
            18.881999969482422,
            20.941999435424805,
            27.422000885009766,
            30.304000854492188,
            30.604999542236328,
            30.358999252319336,
            30.860000610351562,
            30.95400047302246,
            7.980000019073486,
            6.093999862670898,
            4.348999977111816,
            2.812000036239624,
            2.6089999675750732,
            2.818000078201294,
            3.26200008392334,
            3.9539999961853027,
            4.322000026702881,
            4.729000091552734,
            5.4039998054504395,
            5.885000228881836,
            6.331999778747559,
            6.834000110626221,
            7.1570000648498535,
            7.552999973297119,
            7.928999900817871,
            8.28499984741211,
            8.680999755859375,
            8.883999824523926,
            9.300000190734863,
            9.189000129699707,
            8.770000457763672,
            7.861000061035156,
            7.189000129699707,
            6.5329999923706055,
            6.033999919891357,
            5.783999919891357,
            5.00600004196167,
            4.874000072479248,
            4.36299991607666,
            4.3429999351501465,
            3.759999990463257,
            3.7279999256134033,
            3.3559999465942383,
            3.4630000591278076,
            3.1429998874664307,
            7.716000080108643,
            7.184999942779541
          ],
          "q05": [
            0.8160000205039978,
            0.8084000229835511,
            0.7990000247955322,
            0.8031000077724457,
            0.8353999972343444,
            1.0382000088691712,
            1.171500015258789,
            1.2922000288963318,
            1.3462000250816346,
            1.3937000036239624,
            1.5807000160217286,
            2.517199969291687,
            3.678100061416626,
            4.0954999923706055,
            3.898900103569031,
            3.2615000009536743,
            3.0310999155044556,
            2.7563000679016114,
            2.5225000858306883,
            2.191999912261963,
            1.8259999752044678,
            1.6080000400543213,
            2.572999954223633,
            8.491499996185302,
            15.43730001449585,
            21.267299270629884,
            23.486699867248536,
            24.566500854492187,
            25.41109962463379,
            26.167799758911134,
            26.74010009765625,
            27.429600334167482,
            28.16929988861084,
            28.643899154663085,
            29.234199142456056,
            29.63900032043457,
            29.886999893188477,
            30.194699859619142,
            29.72049961090088,
            29.550599098205566,
            30.151199340820312,
            30.657400703430177,
            31.20499954223633,
            31.938799476623537,
            32.76290016174316,
            33.4370002746582,
            34.07379913330078,
            34.51010017395019,
            34.78609848022461,
            34.75070152282715,
            33.7440990447998,
            32.924401092529294,
            31.953599739074708,
            30.93000030517578,
            30.231000900268555,
            29.95400047302246,
            30.26099967956543,
            30.86400032043457,
            31.476999282836914,
            32.13999938964844,
            31.92099952697754,
            31.086000442504883,
            29.430999755859375,
            26.895999908447266,
            24.100000381469727,
            23.249000549316406,
            21.929000854492188,
            20.940000534057617,
            21.32200050354004,
            13.760000228881836,
            9.944000244140625,
            7.2220001220703125,
            6.553999900817871,
            6.714000225067139,
            6.129000186920166,
            6.49399995803833,
            7.247000217437744,
            8.055999755859375,
            8.897000312805176,
            9.83899974822998,
            10.609999656677246,
            11.338000297546387,
            11.965999603271484,
            12.498000144958496,
            12.913999557495117,
            13.149999618530273,
            13.251999855041504,
            13.140000343322754,
            12.88700008392334,
            12.437000274658203,
            12.00100040435791,
            11.32800006866455,
            10.984000205993652,
            11.17300033569336,
            14.015000343322754,
            20.104999542236328,
            22.406999588012695,
            24.731000900268555,
            22.907300186157226,
            22.788000106811523,
            22.759000778198242,
            3.0248000860214233,
            1.9713000178337097,
            1.304099977016449,
            1.1950000524520874,
            1.0329999923706055,
            1.423900020122528,
            1.1415000557899475,
            1.2170000076293945,
            2.175600028038025,
            2.4040000438690186,
            2.7279999256134033,
            3.1670000553131104,
            3.7799999713897705,
            3.7960000038146973,
            3.8980000019073486,
            4.389999866485596,
            4.679999828338623,
            4.974999904632568,
            4.752999782562256,
            5.626999855041504,
            5.080999851226807,
            5.004000186920166,
            5.3480000495910645,
            4.611999988555908,
            4.124000072479248,
            3.510999917984009,
            2.9739999771118164,
            2.4070000648498535,
            2.1449999809265137,
            2.8959999084472656,
            2.368600082397461,
            1.8799999594688417,
            1.8037999987602233,
            1.2898000001907348,
            1.330500054359436,
            1.0750000476837158,
            0.3370000123977661,
            1.6937999963760375,
            0.0
          ],
          "q25": [
            1.0180000066757202,
            1.0390000343322754,
            1.0399999618530273,
            1.059000015258789,
            1.121999979019165,
            1.2519999742507935,
            1.4429999589920044,
            1.5539999604225159,
            1.6190000176429749,
            1.684000015258789,
            1.912500023841858,
            2.9945000410079956,
            4.392500162124634,
            4.855000019073486,
            4.568000078201294,
            3.760499954223633,
            3.4234999418258667,
            3.1759999990463257,
            2.950500011444092,
            2.7480000257492065,
            2.3970000743865967,
            2.2350000143051147,
            3.263000011444092,
            9.800000190734863,
            17.94700050354004,
            27.868000030517578,
            31.723999977111816,
            33.35350036621094,
            34.39200019836426,
            35.11000061035156,
            35.50699996948242,
            36.27000045776367,
            37.34049987792969,
            38.0890007019043,
            38.78750038146973,
            39.17300033569336,
            39.08500099182129,
            39.430999755859375,
            37.76449966430664,
            37.44899940490723,
            36.7760009765625,
            36.779001235961914,
            37.525001525878906,
            38.99700164794922,
            40.5099983215332,
            41.60650062561035,
            42.45750045776367,
            42.9064998626709,
            42.96500015258789,
            42.6245002746582,
            39.88199996948242,
            38.13999938964844,
            34.371999740600586,
            34.39750099182129,
            33.89850044250488,
            33.86800003051758,
            34.58049964904785,
            35.851999282836914,
            36.54249954223633,
            36.993499755859375,
            37.309499740600586,
            37.1510009765625,
            36.01150131225586,
            33.673500061035156,
            29.59950065612793,
            27.40250015258789,
            27.37150001525879,
            26.250499725341797,
            24.916000366210938,
            16.839000701904297,
            11.967000007629395,
            8.90149974822998,
            8.408499717712402,
            8.935999870300293,
            9.013999938964844,
            9.426000118255615,
            10.512499809265137,
            11.668500423431396,
            12.76550006866455,
            13.871999740600586,
            14.840499877929688,
            15.70900011062622,
            16.40299940109253,
            17.050999641418457,
            17.440500259399414,
            17.597999572753906,
            17.620500564575195,
            17.177000045776367,
            16.585000038146973,
            15.859500408172607,
            15.439499855041504,
            14.694999694824219,
            14.340500354766846,
            14.240000247955322,
            16.243999481201172,
            23.90250015258789,
            26.8439998626709,
            27.292999267578125,
            27.371999740600586,
            27.880499839782715,
            28.695999145507812,
            4.808500051498413,
            4.1519999504089355,
            2.56850004196167,
            1.7555000185966492,
            1.821999967098236,
            1.9765000343322754,
            1.9229999780654907,
            2.930999994277954,
            2.8355000019073486,
            3.711000084877014,
            3.4250000715255737,
            4.33299994468689,
            4.5,
            5.241000175476074,
            5.537999868392944,
            5.712500095367432,
            6.333999872207642,
            6.271500110626221,
            6.6539998054504395,
            6.682499885559082,
            7.072999954223633,
            7.181500196456909,
            6.794500112533569,
            5.645999908447266,
            5.335999965667725,
            4.766000032424927,
            4.392499923706055,
            4.098499894142151,
            3.2990000247955322,
            3.152999997138977,
            3.565000057220459,
            2.7350000143051147,
            2.34250009059906,
            2.2365000247955322,
            2.4110000133514404,
            2.4385000467300415,
            1.7815000414848328,
            4.609999895095825,
            2.505500078201294
          ],
          "q75": [
            1.5799999833106995,
            1.597000002861023,
            1.621999979019165,
            1.621500015258789,
            1.6399999856948853,
            1.756500005722046,
            1.9794999361038208,
            2.160499930381775,
            2.2610000371932983,
            2.3589999675750732,
            2.684999942779541,
            4.039999961853027,
            6.038000106811523,
            6.801000118255615,
            6.422999858856201,
            5.378499984741211,
            5.2174999713897705,
            4.973999977111816,
            4.560999870300293,
            4.1839998960494995,
            3.8445000648498535,
            3.6174999475479126,
            4.9079999923706055,
            13.253499984741211,
            24.154500007629395,
            38.00800132751465,
            44.329999923706055,
            46.46249961853027,
            47.607500076293945,
            48.36400032043457,
            48.878000259399414,
            49.519500732421875,
            50.40450096130371,
            50.90199851989746,
            51.60700035095215,
            51.88699913024902,
            51.666500091552734,
            51.89299964904785,
            50.49700164794922,
            48.945499420166016,
            49.204999923706055,
            49.672000885009766,
            50.54949951171875,
            51.65549850463867,
            52.83650016784668,
            53.699501037597656,
            54.371999740600586,
            54.63400077819824,
            54.33500099182129,
            53.46699905395508,
            51.09600067138672,
            48.23200035095215,
            45.236000061035156,
            44.91200065612793,
            44.35050010681152,
            44.48850059509277,
            45.22949981689453,
            46.532501220703125,
            47.24399948120117,
            47.5935001373291,
            47.697500228881836,
            47.05200004577637,
            45.344499588012695,
            42.46000099182129,
            38.84800148010254,
            35.629499435424805,
            33.05050086975098,
            31.40999984741211,
            30.96399974822998,
            23.936500549316406,
            19.776999473571777,
            16.22100067138672,
            14.803500175476074,
            15.339999675750732,
            14.927499771118164,
            16.177499771118164,
            17.792499542236328,
            19.036999702453613,
            20.15999984741211,
            21.2185001373291,
            22.16699981689453,
            23.187000274658203,
            24.063499450683594,
            24.850500106811523,
            25.37849998474121,
            25.502500534057617,
            25.451499938964844,
            25.096500396728516,
            24.601000785827637,
            23.946499824523926,
            23.559999465942383,
            22.818500518798828,
            22.23900032043457,
            22.026000022888184,
            24.517000198364258,
            29.386500358581543,
            33.260000228881836,
            33.97199821472168,
            35.186500549316406,
            33.39400100708008,
            34.567501068115234,
            11.279500007629395,
            9.588000297546387,
            7.256500005722046,
            4.884000062942505,
            4.014500141143799,
            4.394499778747559,
            5.671000003814697,
            6.088500022888184,
            6.153000116348267,
            6.669999837875366,
            7.320499897003174,
            8.064499855041504,
            8.805500030517578,
            9.309000015258789,
            9.86400032043457,
            10.394999980926514,
            10.810499668121338,
            11.247499942779541,
            11.547500133514404,
            12.555500030517578,
            12.564000129699707,
            12.30049991607666,
            11.82200002670288,
            10.672999858856201,
            9.648499965667725,
            8.778500080108643,
            8.032500267028809,
            7.638000011444092,
            6.708999872207642,
            6.647000074386597,
            7.158999919891357,
            6.190999984741211,
            5.914999961853027,
            5.632499933242798,
            5.34850001335144,
            5.823000192642212,
            7.143499851226807,
            10.128499984741211,
            19.5939998626709
          ],
          "q95": [
            2.7930999517440793,
            2.865699934959411,
            2.8410999059677122,
            2.8475001096725463,
            2.911600041389465,
            3.239099931716919,
            3.5730999469757077,
            3.760199928283691,
            3.8902999877929685,
            4.009400010108948,
            4.4248998165130615,
            5.576300144195557,
            6.73360013961792,
            7.362000131607055,
            7.613699913024902,
            7.337100028991699,
            7.459300088882446,
            7.522499847412109,
            7.57429986000061,
            7.606199836730957,
            7.44979977607727,
            7.413899993896484,
            8.814900016784668,
            16.487700176239013,
            31.674600410461426,
            47.49440002441406,
            54.83610153198242,
            57.74479866027832,
            58.9306999206543,
            59.96669960021973,
            60.83519821166992,
            61.41560173034668,
            62.15669975280762,
            63.11180038452148,
            64.33190307617187,
            65.13650169372558,
            65.6709991455078,
            66.19379806518555,
            64.9689998626709,
            64.33210144042968,
            64.1144027709961,
            63.957099914550774,
            64.76020126342773,
            66.1392032623291,
            67.47599792480469,
            68.4911003112793,
            69.40859756469726,
            69.84350280761718,
            69.7634994506836,
            68.97719879150391,
            64.99930038452149,
            63.00430145263672,
            60.20030136108398,
            59.012299346923825,
            58.22110137939453,
            58.0752986907959,
            58.87630004882813,
            60.27400131225586,
            61.202200698852536,
            61.88429832458496,
            62.07549858093262,
            61.48629951477051,
            59.568699264526366,
            55.85209846496582,
            50.967899322509766,
            46.26119918823242,
            41.90509872436523,
            41.03949966430664,
            40.18890037536621,
            33.72669868469237,
            27.49220008850097,
            20.119899559020993,
            18.88819999694824,
            18.857099533081055,
            17.755800628662108,
            19.316699981689453,
            20.44290084838867,
            21.654400634765626,
            23.544699668884277,
            25.373399925231933,
            26.910400009155275,
            28.40580005645752,
            29.590099334716797,
            30.607300758361816,
            31.058100700378418,
            30.995600509643555,
            31.090700340270995,
            30.656099700927733,
            29.80009937286377,
            28.758499908447266,
            28.002899742126466,
            26.96299991607666,
            26.360499572753906,
            26.883699417114258,
            31.181499099731443,
            39.952701568603516,
            43.47389907836914,
            44.30410118103027,
            45.993100738525385,
            46.72850151062012,
            45.104498291015624,
            22.537200546264643,
            29.192999458312983,
            12.711100387573241,
            13.248899650573726,
            9.56129970550537,
            9.916399574279785,
            9.975900363922118,
            11.390799808502196,
            12.121199893951415,
            11.912899684906005,
            12.033499717712402,
            12.630400371551513,
            12.434700298309325,
            12.819099807739258,
            13.185699939727783,
            13.67560043334961,
            14.296800136566162,
            14.88080005645752,
            15.31109972000122,
            15.696600341796875,
            16.469899940490723,
            15.997800350189207,
            15.070899868011473,
            13.65060043334961,
            12.758599758148193,
            12.00059986114502,
            11.33919973373413,
            11.392499542236326,
            10.248199844360352,
            9.841400051116944,
            10.62289991378784,
            10.304099655151365,
            12.054900074005124,
            10.161099910736082,
            10.06379985809326,
            19.424999618530265,
            76.26160030364981,
            18.47170009613037,
            38.9089012145996
          ]
        },
        "dimensionality": {
          "cumulative_top10": 0.9845769948161555,
          "effective_rank": 7.06,
          "n_components_95": 8,
          "n_components_99": 12
        },
        "mean_max": 50.0163952139921,
        "mean_min": 1.4485581420188727,
        "n_outliers": 14,
        "pca": {
          "explained_variance_ratio": [
            0.3381036010740906,
            0.20949872593939445,
            0.12260880774732925,
            0.10703039400382316,
            0.05302331541407628,
            0.04992014992954162,
            0.04472219617732021,
            0.03960480692242697,
            0.01276784400052907,
            0.00729715360762372,
            0.0030287065899059044,
            0.0025493318779772007,
            0.0022225236132639996,
            0.0017198035854216378,
            0.0012238713870010996,
            0.0009278248881206268,
            0.0007939110957984103,
            0.0006197271846237158,
            0.0004294128402521754,
            0.00032992142823969045,
            0.0002808483540743695,
            0.00026036005617954193,
            0.00018929261570684025,
            0.00016446557390403864,
            0.00012146548489433122,
            0.00011580579858296382,
            9.543642859514379e-05,
            7.572310740747036e-05,
            5.303527521897224e-05,
            4.826326591901838e-05
          ],
          "n_components": 30
        },
        "profile": {
          "amplitude": {
            "area_under_curve": 45368.133095186684,
            "mean_reflectance": 21.097887322112964,
            "peak_to_peak": 48.56783707197322,
            "variance": 366.43309540290244
          },
          "artefacts": {
            "clip_fraction": 0.0017298606381023428,
            "jump_count": 5935,
            "jump_rate": 0.0641968631692807,
            "spike_count": 9125,
            "spike_rate": 0.09874793035159674
          },
          "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": 0.9122736101212318,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Rupture aux jonctions de d\u00e9tecteurs, calibration locale ou sonde diff\u00e9rente.",
              "key": "splice",
              "label": "Splice / raccord d\u00e9tecteurs",
              "score": 0.9222154339081893,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.9122736101212318,
                  "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": 0.7691504162050304,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 1.0,
                  "signal": "SNR normal/\u00e9lev\u00e9"
                },
                {
                  "level": 0.9960118647323823,
                  "signal": "Noise RMS faible"
                },
                {
                  "level": 0.9122736101212318,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Artefacts num\u00e9riques ou traitement spectral incorrect.",
              "key": "resampling_error",
              "label": "Erreur interpolation / r\u00e9\u00e9chantillonnage",
              "score": 0.7531649055831274,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "Structure PCA"
                }
              ],
              "interpretation": "Vari\u00e9t\u00e9, esp\u00e8ce, lot ou condition diff\u00e9rente mais physiquement plausible.",
              "key": "out_of_domain",
              "label": "Spectre hors domaine valide",
              "score": 0.74,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "artefacts locaux"
                },
                {
                  "level": 0.9122736101212318,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.608020657383294,
                  "signal": "Baseline/mean/area"
                }
              ],
              "interpretation": "D\u00e9calage syst\u00e9matique entre campagnes, instruments ou r\u00e9f\u00e9rence blanche.",
              "key": "white_calibration",
              "label": "Erreur calibration / r\u00e9f\u00e9rence blanche",
              "score": 0.7297191541479701,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Structure PCA"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.9122736101212318,
                  "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": 0.7059637776193972,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.9122736101212318,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.608020657383294,
                  "signal": "Baseline/mean/area"
                }
              ],
              "interpretation": "Effet syst\u00e9matique du support, blanc/noir, transflectance ou environnement de mesure.",
              "key": "background_shift",
              "label": "Fond diff\u00e9rent",
              "score": 0.6880524874813033,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 1.0,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.9122736101212318,
                  "signal": "PCA Q"
                },
                {
                  "level": 0.608020657383294,
                  "signal": "Baseline/mean/area"
                }
              ],
              "interpretation": "Modification de l'illumination, collecte, angle ou distance sonde-\u00e9chantillon.",
              "key": "probe_geometry",
              "label": "Diff\u00e9rence de sonde / g\u00e9om\u00e9trie",
              "score": 0.6528991810720751,
              "strength": "moyenne"
            }
          ],
          "integrity": {
            "finite_ratio": 1.0,
            "inf_count": 0,
            "nan_ratio": 0.0,
            "zero_column_ratio": 0.0,
            "zero_ratio": 0.0017190490091142032
          },
          "noise": {
            "bandwise_snr_median": 3129.299178495114,
            "bandwise_snr_min": 2.295407224503307,
            "noise_rms": 0.009684755194932207,
            "snr": 2178.463667636428,
            "snr_db": 66.76300642358929,
            "worst_band_axis": 1901.0,
            "worst_band_index": 1551
          },
          "outliers": {
            "hotelling_t2_max": 40.8114489289356,
            "hotelling_t2_median": 2.7827762537188336,
            "hotelling_t2_p95": 38.742673292736875,
            "hotelling_t2_ratio": 13.922309866257526,
            "mahalanobis_h_max": 6.388383905882269,
            "mahalanobis_h_median": 1.6681655354666796,
            "mahalanobis_h_p95": 6.22433119719054,
            "mahalanobis_h_ratio": 3.731243131964865,
            "pca_q_max": 85827.81206735183,
            "pca_q_median": 2643.2052272408155,
            "pca_q_p95": 19290.610999570315,
            "pca_q_ratio": 7.298188880969854
          },
          "profile_scores": {
            "integrity_risk": 0.0,
            "local_artefact_risk": 1.0,
            "noise_risk": 0.003988135267617645,
            "outlier_pressure": 1.0,
            "reference_spread": 1.0,
            "repeatability_risk": 0.0,
            "shape_drift": 0.608020657383294,
            "structure_complexity": 1.0
          },
          "reference": {
            "affine_gain_median": 0.9893094859548524,
            "affine_gain_p95_abs_delta": 0.4541883637743871,
            "affine_offset_median": -1.0545673869177286,
            "affine_offset_p95_abs": 6.379570125001427,
            "affine_residual_rms_median": 3.1006173231459657,
            "affine_residual_rms_p95": 17.29780697907658,
            "peak_position_std": 589.4816021057829,
            "rms_to_mean_spectrum": 6.715708543957518,
            "rms_to_mean_spectrum_p95": 18.33429771578539,
            "sam_to_mean_spectrum": 0.13209563392713358,
            "sam_to_mean_spectrum_p95": 0.598580112212934,
            "xcorr_lag_p95_axis": 3.8999999999999986,
            "xcorr_lag_p95_features": 3.8999999999999986
          },
          "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": -14.76512411209294,
            "curvature_rms": 1.0101687910743897,
            "d1_rms": 0.7618707170320431,
            "edge_noise_ratio": 0.9744752077435045
          },
          "structure": {
            "density_cv": 0.994561594150361,
            "isolation_forest_score_p95": 0.6025048430324885,
            "local_outlier_factor_p95": 4.700015010333152,
            "pca_score_density": 0.005472544066293128
          }
        },
        "quality": {
          "dynamic_range": 48.56783707197322,
          "noise_proxy_db": 66.76300642358929,
          "saturation_fraction": 1.0811628988139642e-05,
          "smoothness": 3.2186264632970363
        },
        "score_plot": {
          "explained_variance_ratio": [
            0.33810360107409154,
            0.20949872593939442
          ],
          "points": [
            {
              "x": -367.29459915646305,
              "y": -91.8211929590248
            },
            {
              "x": 358.6047759922508,
              "y": -13.293159026382872
            },
            {
              "x": -242.61313713004344,
              "y": -29.78699586751939
            },
            {
              "x": 484.04255906212484,
              "y": 510.0313772146574
            },
            {
              "x": -80.38841933159186,
              "y": 49.726978289015136
            },
            {
              "x": 141.00373301034537,
              "y": 62.76229654868986
            },
            {
              "x": -311.720955976602,
              "y": 1.0380260434903557
            },
            {
              "x": -276.6743592479448,
              "y": 607.8862929048913
            },
            {
              "x": -128.80006532424636,
              "y": 470.639181132433
            },
            {
              "x": -63.35679024862962,
              "y": -127.58332347402627
            },
            {
              "x": -63.35679024862961,
              "y": -127.58332347402626
            },
            {
              "x": -29.16560442745132,
              "y": -44.50964287856878
            },
            {
              "x": 6.227002331025511,
              "y": -144.84987624190143
            },
            {
              "x": 6.2270023310255125,
              "y": -144.84987624190137
            },
            {
              "x": 87.22716294190971,
              "y": -90.7104068538218
            },
            {
              "x": -51.514425383167016,
              "y": -98.80401063768105
            },
            {
              "x": 42.775027634195155,
              "y": -94.17754940852019
            },
            {
              "x": 48.30187239673529,
              "y": -89.15726593025832
            },
            {
              "x": 19.59724626230312,
              "y": -108.10946271554748
            },
            {
              "x": 184.1179226522947,
              "y": -102.10421874725023
            },
            {
              "x": -33.430962164830554,
              "y": -83.44290971800912
            },
            {
              "x": -256.7656032710723,
              "y": 125.67814416254967
            },
            {
              "x": -75.1288846804147,
              "y": 57.45079211355142
            },
            {
              "x": -406.25662872212985,
              "y": 36.944116152621454
            },
            {
              "x": 19.337102229107728,
              "y": 787.0545497849434
            },
            {
              "x": -242.78217538117815,
              "y": -142.5375821792113
            },
            {
              "x": -242.78217538117815,
              "y": -142.5375821792113
            },
            {
              "x": -242.78217538117815,
              "y": -142.5375821792113
            },
            {
              "x": -242.78217538117815,
              "y": -142.5375821792113
            },
            {
              "x": 561.4997688251192,
              "y": -62.575787654129876
            },
            {
              "x": 308.7724949437783,
              "y": -131.6501633267806
            },
            {
              "x": 123.4131424663756,
              "y": -97.03615202232834
            },
            {
              "x": -225.32374542912711,
              "y": -81.3301721616808
            },
            {
              "x": -291.31877726507423,
              "y": 45.45856343298961
            },
            {
              "x": -126.16304670839016,
              "y": 17.558759458695928
            },
            {
              "x": -217.3506810175426,
              "y": 15.302368486320406
            },
            {
              "x": -214.32207250885466,
              "y": -128.43776142028062
            },
            {
              "x": 103.4632737762307,
              "y": -97.46033986671966
            },
            {
              "x": 51.84875280859393,
              "y": -73.05004339613724
            },
            {
              "x": 436.98244989379475,
              "y": -41.710700926187336
            },
            {
              "x": 479.4507347249725,
              "y": -68.60050503684381
            },
            {
              "x": 621.3867094246027,
              "y": -21.796214100351285
            },
            {
              "x": 347.7955160601364,
              "y": -22.95006292212392
            }
          ]
        },
        "spacing": {
          "is_uniform": true,
          "max": 1.0,
          "mean": 1.0,
          "median": 1.0,
          "min": 1.0,
          "std": 0.0
        },
        "value_max": 705.9400024414062,
        "value_min": 0.0,
        "xy": [
          {
            "argmax_axis": 2010.0,
            "curve": {
              "abs_corr": [
                0.4904383292675794,
                0.48914073203612873,
                0.4951166864467856,
                0.4884350568580342,
                0.46657342127454415,
                0.4336426133978537,
                0.42851460594745533,
                0.4119343392191735,
                0.4052457845589881,
                0.39576011897821506,
                0.3423212093644638,
                0.18315442728884992,
                0.07122153566721288,
                0.07368563146143153,
                0.11578614509183688,
                0.19542675672638618,
                0.2417361151413166,
                0.2839506694394766,
                0.31134454873869266,
                0.3507069201576797,
                0.37318097238171904,
                0.39073348145961134,
                0.345361437942588,
                0.2071272288533309,
                0.04774556357268594,
                0.04754139949383401,
                0.07609918873189464,
                0.08434183434367433,
                0.08033493921778734,
                0.08262791319720392,
                0.09042133779692045,
                0.0823717934465781,
                0.06950067512472496,
                0.06245663621936466,
                0.055791425308090475,
                0.060759220030541385,
                0.07268029278232446,
                0.0692855130883849,
                0.0861285990299906,
                0.04279529077207279,
                0.010134112235900782,
                0.02230562156534459,
                0.014816120405173742,
                0.0015116433373530526,
                0.01617161042744137,
                0.02773070697171791,
                0.03324952610047503,
                0.031898172320108914,
                0.029131191230770733,
                0.03923371425065358,
                0.05867231562088904,
                0.030397202660927363,
                0.13358161100739482,
                0.17701222360499203,
                0.1908773480306322,
                0.20121447635778741,
                0.20862093203805657,
                0.2220480497843272,
                0.22519400078783078,
                0.22234667533637748,
                0.23738496851431035,
                0.2579494128438873,
                0.2838815131833128,
                0.31578020134521495,
                0.3404558619988347,
                0.3033197222845972,
                0.24976301151809027,
                0.253711277127125,
                0.1973887608990799,
                0.2482937074572951,
                0.29148976993932074,
                0.35939206275077784,
                0.397094723670204,
                0.4162369735655805,
                0.48701445034619606,
                0.503463374123289,
                0.5047568903714982,
                0.5003933173559815,
                0.493783838505941,
                0.48236071408000625,
                0.47474723377669964,
                0.4663176223320919,
                0.4617707181844924,
                0.455639908796652,
                0.44348843785420106,
                0.4291022480657849,
                0.4272501959526929,
                0.42211461223923236,
                0.4130602437223917,
                0.40890126631692286,
                0.42235847850887653,
                0.43530119843735793,
                0.44335529781127564,
                0.43632321032955046,
                0.3631920407189264,
                0.2606605957155057,
                0.18624887220203237,
                0.15652307686775765,
                0.13151650777394683,
                0.18135913439501763,
                0.2174411082002509,
                0.002037060991565144,
                0.08964016275735397,
                0.09674593832531451,
                0.06218293231195095,
                0.42911253572794705,
                0.42110938272015636,
                0.31640986448698244,
                0.46669117112458536,
                0.4247051632168001,
                0.44093042488139045,
                0.45018464110513323,
                0.4538874205793925,
                0.4307271861560016,
                0.4335566838041294,
                0.4294181373606138,
                0.41675233762282227,
                0.41082019238075873,
                0.4064268347333568,
                0.42027804605440305,
                0.4036243296580408,
                0.4374847141668408,
                0.42678275108297253,
                0.40086827280754755,
                0.4077093077596938,
                0.4088860088562474,
                0.4226797072896893,
                0.4365680442372486,
                0.4752674270903023,
                0.42977562309419115,
                0.4312116991505648,
                0.30552440504323175,
                0.3981609805823688,
                0.35517007978511667,
                0.23274463482470314,
                0.21841057875636857,
                0.17843962359840654,
                0.12340832400606036,
                0.022671799164129397,
                0.03943561457881204
              ],
              "axis": [
                350.0,
                365.0,
                381.0,
                396.0,
                412.0,
                427.0,
                443.0,
                458.0,
                474.0,
                489.0,
                505.0,
                520.0,
                536.0,
                551.0,
                567.0,
                582.0,
                597.0,
                613.0,
                628.0,
                644.0,
                659.0,
                675.0,
                690.0,
                706.0,
                721.0,
                737.0,
                752.0,
                768.0,
                783.0,
                799.0,
                814.0,
                829.0,
                845.0,
                860.0,
                876.0,
                891.0,
                907.0,
                922.0,
                938.0,
                953.0,
                969.0,
                984.0,
                1000.0,
                1015.0,
                1031.0,
                1046.0,
                1062.0,
                1077.0,
                1092.0,
                1108.0,
                1123.0,
                1139.0,
                1154.0,
                1170.0,
                1185.0,
                1201.0,
                1216.0,
                1232.0,
                1247.0,
                1263.0,
                1278.0,
                1294.0,
                1309.0,
                1324.0,
                1340.0,
                1355.0,
                1371.0,
                1386.0,
                1402.0,
                1417.0,
                1433.0,
                1448.0,
                1464.0,
                1479.0,
                1495.0,
                1510.0,
                1526.0,
                1541.0,
                1556.0,
                1572.0,
                1587.0,
                1603.0,
                1618.0,
                1634.0,
                1649.0,
                1665.0,
                1680.0,
                1696.0,
                1711.0,
                1727.0,
                1742.0,
                1758.0,
                1773.0,
                1788.0,
                1804.0,
                1819.0,
                1835.0,
                1850.0,
                1866.0,
                1881.0,
                1897.0,
                1912.0,
                1928.0,
                1943.0,
                1959.0,
                1974.0,
                1990.0,
                2005.0,
                2021.0,
                2036.0,
                2051.0,
                2067.0,
                2082.0,
                2098.0,
                2113.0,
                2129.0,
                2144.0,
                2160.0,
                2175.0,
                2191.0,
                2206.0,
                2222.0,
                2237.0,
                2253.0,
                2268.0,
                2283.0,
                2299.0,
                2314.0,
                2330.0,
                2345.0,
                2361.0,
                2376.0,
                2392.0,
                2407.0,
                2423.0,
                2438.0,
                2454.0,
                2469.0,
                2485.0,
                2500.0
              ],
              "corr": [
                -0.4904383292675794,
                -0.48914073203612873,
                -0.4951166864467856,
                -0.4884350568580342,
                -0.46657342127454415,
                -0.4336426133978537,
                -0.42851460594745533,
                -0.4119343392191735,
                -0.4052457845589881,
                -0.39576011897821506,
                -0.3423212093644638,
                -0.18315442728884992,
                -0.07122153566721288,
                -0.07368563146143153,
                -0.11578614509183688,
                -0.19542675672638618,
                -0.2417361151413166,
                -0.2839506694394766,
                -0.31134454873869266,
                -0.3507069201576797,
                -0.37318097238171904,
                -0.39073348145961134,
                -0.345361437942588,
                -0.2071272288533309,
                -0.04774556357268594,
                0.04754139949383401,
                0.07609918873189464,
                0.08434183434367433,
                0.08033493921778734,
                0.08262791319720392,
                0.09042133779692045,
                0.0823717934465781,
                0.06950067512472496,
                0.06245663621936466,
                0.055791425308090475,
                0.060759220030541385,
                0.07268029278232446,
                0.0692855130883849,
                0.0861285990299906,
                0.04279529077207279,
                -0.010134112235900782,
                -0.02230562156534459,
                -0.014816120405173742,
                0.0015116433373530526,
                0.01617161042744137,
                0.02773070697171791,
                0.03324952610047503,
                0.031898172320108914,
                0.029131191230770733,
                0.03923371425065358,
                0.05867231562088904,
                -0.030397202660927363,
                -0.13358161100739482,
                -0.17701222360499203,
                -0.1908773480306322,
                -0.20121447635778741,
                -0.20862093203805657,
                -0.2220480497843272,
                -0.22519400078783078,
                -0.22234667533637748,
                -0.23738496851431035,
                -0.2579494128438873,
                -0.2838815131833128,
                -0.31578020134521495,
                -0.3404558619988347,
                -0.3033197222845972,
                -0.24976301151809027,
                -0.253711277127125,
                -0.1973887608990799,
                -0.2482937074572951,
                -0.29148976993932074,
                -0.35939206275077784,
                -0.397094723670204,
                -0.4162369735655805,
                -0.48701445034619606,
                -0.503463374123289,
                -0.5047568903714982,
                -0.5003933173559815,
                -0.493783838505941,
                -0.48236071408000625,
                -0.47474723377669964,
                -0.4663176223320919,
                -0.4617707181844924,
                -0.455639908796652,
                -0.44348843785420106,
                -0.4291022480657849,
                -0.4272501959526929,
                -0.42211461223923236,
                -0.4130602437223917,
                -0.40890126631692286,
                -0.42235847850887653,
                -0.43530119843735793,
                -0.44335529781127564,
                -0.43632321032955046,
                -0.3631920407189264,
                -0.2606605957155057,
                -0.18624887220203237,
                -0.15652307686775765,
                -0.13151650777394683,
                -0.18135913439501763,
                -0.2174411082002509,
                0.002037060991565144,
                -0.08964016275735397,
                0.09674593832531451,
                -0.06218293231195095,
                -0.42911253572794705,
                -0.42110938272015636,
                -0.31640986448698244,
                -0.46669117112458536,
                -0.4247051632168001,
                -0.44093042488139045,
                -0.45018464110513323,
                -0.4538874205793925,
                -0.4307271861560016,
                -0.4335566838041294,
                -0.4294181373606138,
                -0.41675233762282227,
                -0.41082019238075873,
                -0.4064268347333568,
                -0.42027804605440305,
                -0.4036243296580408,
                -0.4374847141668408,
                -0.42678275108297253,
                -0.40086827280754755,
                -0.4077093077596938,
                -0.4088860088562474,
                -0.4226797072896893,
                -0.4365680442372486,
                -0.4752674270903023,
                -0.42977562309419115,
                -0.4312116991505648,
                -0.30552440504323175,
                -0.3981609805823688,
                -0.35517007978511667,
                -0.23274463482470314,
                -0.21841057875636857,
                -0.17843962359840654,
                -0.12340832400606036,
                -0.022671799164129397,
                -0.03943561457881204
              ]
            },
            "frac_abs_corr_gt_0_5": 0.01906090190609019,
            "max_abs_corr": 0.5212873562883619,
            "mean_abs_corr": 0.2795089830739735,
            "n": 43,
            "target": "LWC"
          }
        ]
      },
      "warnings": []
    }
  ],
  "splits": [],
  "variables": [
    {
      "assets": [],
      "histogram": {
        "counts": [
          3,
          0,
          1,
          6,
          3,
          2,
          5,
          7,
          3,
          1,
          2,
          4,
          0,
          0,
          2,
          1,
          0,
          1,
          0,
          0,
          1,
          0,
          0,
          1
        ],
        "edges": [
          40.2,
          42.33208333333334,
          44.46416666666667,
          46.596250000000005,
          48.72833333333334,
          50.86041666666667,
          52.99250000000001,
          55.124583333333334,
          57.256666666666675,
          59.38875,
          61.52083333333334,
          63.65291666666667,
          65.785,
          67.91708333333334,
          70.04916666666668,
          72.18125,
          74.31333333333333,
          76.44541666666667,
          78.57750000000001,
          80.70958333333334,
          82.84166666666667,
          84.97375000000001,
          87.10583333333335,
          89.23791666666668,
          91.37
        ]
      },
      "name": "LWC",
      "role": "target",
      "shape": {
        "cv": 0.19206002479438714,
        "is_normal": false,
        "kurtosis": 1.482862271331765,
        "normality_p": 0.005184213418893348,
        "skewness": 1.0574447799672155
      },
      "stats": {
        "max": 91.37,
        "mean": 57.322790697674435,
        "median": 55.89,
        "min": 40.2,
        "n": 43,
        "n_missing": 0,
        "q1": 49.465,
        "q3": 61.91,
        "std": 11.009416602678817
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "name": "SpectralRep",
      "role": "metadata",
      "shape": {
        "cv": 0.0,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 1.0,
        "mean": 1.0,
        "median": 1.0,
        "min": 1.0,
        "n": 43,
        "n_missing": 0,
        "q1": 1.0,
        "q3": 1.0,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.9767441860465116,
        "imbalance_ratio": 1.0,
        "minority_fraction": 0.023255813953488372,
        "n_classes": 43,
        "normalized_entropy": 1.0
      },
      "name": "SampleID",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 43,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 1,
            "name": "BNL13145"
          },
          {
            "count": 1,
            "name": "BNL13184"
          },
          {
            "count": 1,
            "name": "BNL13050"
          },
          {
            "count": 1,
            "name": "BNL13056"
          },
          {
            "count": 1,
            "name": "BNL13079"
          },
          {
            "count": 1,
            "name": "BNL13078"
          },
          {
            "count": 1,
            "name": "BNL13086"
          },
          {
            "count": 1,
            "name": "BNL13082"
          },
          {
            "count": 1,
            "name": "BNL13088"
          },
          {
            "count": 1,
            "name": "BNL13087"
          },
          {
            "count": 1,
            "name": "BNL13084"
          },
          {
            "count": 1,
            "name": "BNL13182"
          },
          {
            "count": 1,
            "name": "BNL13090"
          },
          {
            "count": 1,
            "name": "BNL13077"
          },
          {
            "count": 1,
            "name": "BNL13085"
          },
          {
            "count": 1,
            "name": "BNL13076"
          },
          {
            "count": 1,
            "name": "BNL13183"
          },
          {
            "count": 1,
            "name": "BNL13189"
          },
          {
            "count": 1,
            "name": "BNL13190"
          },
          {
            "count": 1,
            "name": "BNL13191"
          }
        ]
      },
      "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": "Site",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Seward_Teller"
          }
        ]
      },
      "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": "Date",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "20170730.0"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.9680908599242835,
        "imbalance_ratio": 4.0,
        "minority_fraction": 0.023255813953488372,
        "n_classes": 38,
        "normalized_entropy": 0.9808052748584463
      },
      "name": "Spectra_Name",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 38,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 4,
            "name": "NGEEArctic_Teller_Plot06_Canopy01_8deg_Refl"
          },
          {
            "count": 2,
            "name": "NGEEArctic_Teller_Plot03_Canopy01_8deg_Refl"
          },
          {
            "count": 2,
            "name": "NGEEArctic_Teller_Plot03_Canopy03_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot01_Canopy01_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot01_Canopy02_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot01_Canopy03_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot01_Canopy04_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot01_Canopy05_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot01_Canopy06_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot02_Canopy01_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot02_Canopy02_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot02_Canopy03_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot03_Canopy02_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot03_Canopy04_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot03_Canopy05_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot03_Canopy06_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot04_Canopy01_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot04_Canopy02_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot04_Canopy03_8deg_Refl"
          },
          {
            "count": 1,
            "name": "NGEEArctic_Teller_Plot04_Canopy04_8deg_Refl"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.9680908599242835,
        "imbalance_ratio": 4.0,
        "minority_fraction": 0.023255813953488372,
        "n_classes": 38,
        "normalized_entropy": 0.9808052748584463
      },
      "name": "Spectra_Group",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 38,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 4,
            "name": "Plot06_Canopy01"
          },
          {
            "count": 2,
            "name": "Plot03_Canopy01"
          },
          {
            "count": 2,
            "name": "Plot03_Canopy03"
          },
          {
            "count": 1,
            "name": "Plot01_Canopy01"
          },
          {
            "count": 1,
            "name": "Plot01_Canopy02"
          },
          {
            "count": 1,
            "name": "Plot01_Canopy03"
          },
          {
            "count": 1,
            "name": "Plot01_Canopy04"
          },
          {
            "count": 1,
            "name": "Plot01_Canopy05"
          },
          {
            "count": 1,
            "name": "Plot01_Canopy06"
          },
          {
            "count": 1,
            "name": "Plot02_Canopy01"
          },
          {
            "count": 1,
            "name": "Plot02_Canopy02"
          },
          {
            "count": 1,
            "name": "Plot02_Canopy03"
          },
          {
            "count": 1,
            "name": "Plot03_Canopy02"
          },
          {
            "count": 1,
            "name": "Plot03_Canopy04"
          },
          {
            "count": 1,
            "name": "Plot03_Canopy05"
          },
          {
            "count": 1,
            "name": "Plot03_Canopy06"
          },
          {
            "count": 1,
            "name": "Plot04_Canopy01"
          },
          {
            "count": 1,
            "name": "Plot04_Canopy02"
          },
          {
            "count": 1,
            "name": "Plot04_Canopy03"
          },
          {
            "count": 1,
            "name": "Plot04_Canopy04"
          }
        ]
      },
      "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": "Target_Type",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Vegetation"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.8664142779881017,
        "imbalance_ratio": 11.0,
        "minority_fraction": 0.023255813953488372,
        "n_classes": 14,
        "normalized_entropy": 0.8664363164273304
      },
      "name": "Dominant_Species",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 14,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 11,
            "name": "SAPU15"
          },
          {
            "count": 7,
            "name": "CAAQ"
          },
          {
            "count": 6,
            "name": "BENA"
          },
          {
            "count": 3,
            "name": "RUCH"
          },
          {
            "count": 3,
            "name": "EQAR"
          },
          {
            "count": 3,
            "name": "VAUL"
          },
          {
            "count": 2,
            "name": "ARLA2"
          },
          {
            "count": 2,
            "name": "SAAL"
          },
          {
            "count": 1,
            "name": "SARE2"
          },
          {
            "count": 1,
            "name": "DOFR"
          },
          {
            "count": 1,
            "name": "PEFR5"
          },
          {
            "count": 1,
            "name": "RUSA9"
          },
          {
            "count": 1,
            "name": "SARI4"
          },
          {
            "count": 1,
            "name": "SAGL"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.9680908599242835,
        "imbalance_ratio": 4.0,
        "minority_fraction": 0.023255813953488372,
        "n_classes": 38,
        "normalized_entropy": 0.9808052748584463
      },
      "name": "Measurement_Time_UTC",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 38,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 4,
            "name": "0:48:28"
          },
          {
            "count": 2,
            "name": "23:30:11"
          },
          {
            "count": 2,
            "name": "23:33:16"
          },
          {
            "count": 1,
            "name": "22:00:51"
          },
          {
            "count": 1,
            "name": "22:20:32"
          },
          {
            "count": 1,
            "name": "22:28:01"
          },
          {
            "count": 1,
            "name": "22:31:06"
          },
          {
            "count": 1,
            "name": "22:40:10"
          },
          {
            "count": 1,
            "name": "22:42:33"
          },
          {
            "count": 1,
            "name": "23:09:23"
          },
          {
            "count": 1,
            "name": "23:10:57"
          },
          {
            "count": 1,
            "name": "23:12:56"
          },
          {
            "count": 1,
            "name": "23:31:35"
          },
          {
            "count": 1,
            "name": "23:34:27"
          },
          {
            "count": 1,
            "name": "23:36:36"
          },
          {
            "count": 1,
            "name": "23:38:27"
          },
          {
            "count": 1,
            "name": "23:55:58"
          },
          {
            "count": 1,
            "name": "23:57:14"
          },
          {
            "count": 1,
            "name": "23:58:45"
          },
          {
            "count": 1,
            "name": "0:00:33"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          9,
          12,
          0,
          0,
          3,
          1,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          6,
          2,
          0,
          0,
          2,
          1,
          0,
          0,
          5,
          0,
          2
        ],
        "edges": [
          64.7279775,
          64.72821600708333,
          64.72845451416666,
          64.72869302125,
          64.72893152833333,
          64.72917003541666,
          64.7294085425,
          64.72964704958333,
          64.72988555666666,
          64.73012406375,
          64.73036257083334,
          64.73060107791666,
          64.730839585,
          64.73107809208334,
          64.73131659916666,
          64.73155510625,
          64.73179361333334,
          64.73203212041666,
          64.7322706275,
          64.73250913458334,
          64.73274764166666,
          64.73298614875,
          64.73322465583334,
          64.73346316291666,
          64.73370167
        ]
      },
      "name": "Latitude",
      "role": "metadata",
      "shape": {
        "cv": 3.156608679140774e-05,
        "is_normal": false,
        "kurtosis": -1.3742643578861273,
        "normality_p": 5.844117607820482e-05,
        "skewness": 0.5460928598455187
      },
      "stats": {
        "max": 64.73370167,
        "mean": 64.72995919023255,
        "median": 64.72909167,
        "min": 64.7279775,
        "n": 43,
        "n_missing": 0,
        "q1": 64.72823916499999,
        "q3": 64.731336665,
        "std": 0.002043271509803162
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          6,
          1,
          3,
          0,
          0,
          0,
          8,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          8,
          3,
          7,
          1,
          6
        ],
        "edges": [
          -165.9498163,
          -165.94949125833335,
          -165.94916621666667,
          -165.948841175,
          -165.94851613333333,
          -165.94819109166667,
          -165.94786605000002,
          -165.94754100833333,
          -165.94721596666668,
          -165.94689092500002,
          -165.94656588333334,
          -165.94624084166668,
          -165.94591580000002,
          -165.94559075833334,
          -165.94526571666668,
          -165.944940675,
          -165.94461563333334,
          -165.9442905916667,
          -165.94396555,
          -165.94364050833335,
          -165.94331546666666,
          -165.942990425,
          -165.94266538333335,
          -165.94234034166666,
          -165.9420153
        ]
      },
      "name": "Longitude",
      "role": "metadata",
      "shape": {
        "cv": 1.8117387117180034e-05,
        "is_normal": false,
        "kurtosis": -1.690276976254797,
        "normality_p": 2.5518800914898597e-14,
        "skewness": -0.40767675659235164
      },
      "stats": {
        "max": -165.9420153,
        "mean": -165.94532363488372,
        "median": -165.9433967,
        "min": -165.9498163,
        "n": 43,
        "n_missing": 0,
        "q1": -165.94784335,
        "q3": -165.9429483,
        "std": 0.0030064956685789137
      },
      "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": "Instrument_Manufacturer",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Spectra Vista Corporation"
          }
        ]
      },
      "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": "Instrument_Model",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "HR-1024i"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "name": "Instrument_Serial_Number",
      "role": "metadata",
      "shape": {
        "cv": 0.0,
        "is_normal": null,
        "kurtosis": null,
        "normality_p": null,
        "skewness": null
      },
      "stats": {
        "max": 2041.0,
        "mean": 2041.0,
        "median": 2041.0,
        "min": 2041.0,
        "n": 43,
        "n_missing": 0,
        "q1": 2041.0,
        "q3": 2041.0,
        "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": "Foreoptic",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "8deg"
          }
        ]
      },
      "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": "Collection_Units",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Radiance"
          }
        ]
      },
      "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": "Spectra_Units",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Percent_Reflectance_0_100"
          }
        ]
      },
      "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": "Spectra_Type",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Canopy"
          }
        ]
      },
      "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": "Reflectance_Type",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Spectralon_Corrected"
          }
        ]
      },
      "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": "White_Reference_Standard",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "99AA04-0715-2212-SRT-99-100"
          }
        ]
      },
      "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": "Spectral_Resolution",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "1nm"
          }
        ]
      },
      "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": "Interpolation_Method",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Linear"
          }
        ]
      },
      "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": "Overlap_Handling",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Removed"
          }
        ]
      },
      "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": "Overlap_Removal",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Post_processing"
          }
        ]
      },
      "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": "Overlap_Matching_Type",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Radiance"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          1,
          3,
          3,
          0,
          1,
          2,
          6,
          3,
          3,
          3,
          1,
          1,
          1,
          2,
          1,
          0,
          4,
          0,
          0,
          0,
          2,
          0,
          2,
          2
        ],
        "edges": [
          16.17,
          16.99125,
          17.8125,
          18.633750000000003,
          19.455000000000002,
          20.27625,
          21.097500000000004,
          21.918750000000003,
          22.740000000000002,
          23.56125,
          24.3825,
          25.203750000000003,
          26.025000000000002,
          26.84625,
          27.667500000000004,
          28.488750000000003,
          29.310000000000002,
          30.13125,
          30.9525,
          31.773750000000003,
          32.595,
          33.416250000000005,
          34.237500000000004,
          35.05875,
          35.88
        ]
      },
      "name": "CNratio",
      "role": "metadata",
      "shape": {
        "cv": 0.22551065120174663,
        "is_normal": true,
        "kurtosis": -0.5331117340183642,
        "normality_p": 0.18263805408187767,
        "skewness": 0.6200698969118615
      },
      "stats": {
        "max": 35.88,
        "mean": 24.548048780487804,
        "median": 23.21,
        "min": 16.17,
        "n": 43,
        "n_missing": 2,
        "q1": 21.12,
        "q3": 28.38,
        "std": 5.535846466220047
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          1,
          0,
          0,
          1,
          2,
          0,
          0,
          0,
          0,
          1,
          0,
          0,
          1,
          1,
          4,
          8,
          3,
          2,
          2,
          2,
          7,
          3,
          2,
          1
        ],
        "edges": [
          333.1,
          341.65833333333336,
          350.2166666666667,
          358.77500000000003,
          367.33333333333337,
          375.89166666666665,
          384.45000000000005,
          393.0083333333333,
          401.56666666666666,
          410.125,
          418.68333333333334,
          427.2416666666667,
          435.8,
          444.35833333333335,
          452.9166666666667,
          461.475,
          470.0333333333333,
          478.5916666666667,
          487.15,
          495.7083333333333,
          504.26666666666665,
          512.825,
          521.3833333333333,
          529.9416666666666,
          538.5
        ]
      },
      "name": "Cmass",
      "role": "metadata",
      "shape": {
        "cv": 0.0960975520377539,
        "is_normal": false,
        "kurtosis": 1.960505906016297,
        "normality_p": 0.0005759143155676564,
        "skewness": -1.3737459375537813
      },
      "stats": {
        "max": 538.5,
        "mean": 473.29024390243904,
        "median": 476.7,
        "min": 333.1,
        "n": 43,
        "n_missing": 2,
        "q1": 460.4,
        "q3": 507.8,
        "std": 45.48203384237587
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          2,
          3,
          2,
          1,
          3,
          4,
          3,
          2,
          1,
          1,
          2,
          5,
          3,
          2,
          2,
          0,
          1,
          1,
          1,
          0,
          0,
          1,
          0,
          1
        ],
        "edges": [
          13.1,
          13.870833333333334,
          14.641666666666666,
          15.4125,
          16.183333333333334,
          16.954166666666666,
          17.725,
          18.495833333333334,
          19.266666666666666,
          20.0375,
          20.808333333333334,
          21.579166666666666,
          22.35,
          23.120833333333334,
          23.891666666666666,
          24.6625,
          25.433333333333334,
          26.204166666666666,
          26.975,
          27.745833333333334,
          28.516666666666666,
          29.2875,
          30.058333333333337,
          30.829166666666666,
          31.6
        ]
      },
      "name": "Nmass",
      "role": "metadata",
      "shape": {
        "cv": 0.22365281898407835,
        "is_normal": true,
        "kurtosis": -0.15630831961330927,
        "normality_p": 0.3387841987658226,
        "skewness": 0.5349822365962101
      },
      "stats": {
        "max": 31.6,
        "mean": 20.12439024390244,
        "median": 19.9,
        "min": 13.1,
        "n": 43,
        "n_missing": 2,
        "q1": 16.4,
        "q3": 22.9,
        "std": 4.5008766083844645
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          1,
          3,
          8,
          4,
          6,
          4,
          5,
          2,
          0,
          0,
          1,
          1,
          1,
          2,
          1,
          1,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          1
        ],
        "edges": [
          14.04,
          20.587916666666665,
          27.13583333333333,
          33.68375,
          40.23166666666667,
          46.779583333333335,
          53.3275,
          59.875416666666666,
          66.42333333333333,
          72.97125,
          79.51916666666668,
          86.06708333333333,
          92.61500000000001,
          99.16291666666666,
          105.71083333333334,
          112.25874999999999,
          118.80666666666667,
          125.35458333333332,
          131.9025,
          138.45041666666665,
          144.99833333333333,
          151.54625,
          158.09416666666667,
          164.64208333333332,
          171.19
        ]
      },
      "name": "Carea",
      "role": "metadata",
      "shape": {
        "cv": 0.5826067539712424,
        "is_normal": false,
        "kurtosis": 3.8009236548796075,
        "normality_p": 6.825275630836809e-06,
        "skewness": 1.7711062058825937
      },
      "stats": {
        "max": 171.19,
        "mean": 53.80243902439023,
        "median": 44.82,
        "min": 14.04,
        "n": 43,
        "n_missing": 2,
        "q1": 31.49,
        "q3": 59.68,
        "std": 31.345664355735693
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          6,
          3,
          1,
          4,
          3,
          1,
          6,
          4,
          0,
          5,
          1,
          2,
          0,
          0,
          1,
          1,
          0,
          0,
          2,
          0,
          0,
          0,
          0,
          1
        ],
        "edges": [
          0.75,
          0.9608333333333333,
          1.1716666666666666,
          1.3824999999999998,
          1.5933333333333333,
          1.8041666666666667,
          2.0149999999999997,
          2.225833333333333,
          2.4366666666666665,
          2.6475,
          2.8583333333333334,
          3.0691666666666664,
          3.28,
          3.4908333333333332,
          3.701666666666666,
          3.9124999999999996,
          4.123333333333333,
          4.3341666666666665,
          4.545,
          4.755833333333333,
          4.966666666666667,
          5.177499999999999,
          5.388333333333333,
          5.599166666666666,
          5.81
        ]
      },
      "name": "Narea",
      "role": "metadata",
      "shape": {
        "cv": 0.5158691451405588,
        "is_normal": false,
        "kurtosis": 1.4731027431979093,
        "normality_p": 0.0034065461540393792,
        "skewness": 1.1680743739248411
      },
      "stats": {
        "max": 5.81,
        "mean": 2.2197560975609756,
        "median": 2.05,
        "min": 0.75,
        "n": 43,
        "n_missing": 2,
        "q1": 1.4,
        "q3": 2.7,
        "std": 1.1451036804693233
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          2,
          3,
          5,
          8,
          6,
          4,
          4,
          3,
          0,
          0,
          1,
          1,
          1,
          3,
          1,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          1
        ],
        "edges": [
          33.82,
          46.24,
          58.66,
          71.08,
          83.5,
          95.92,
          108.34,
          120.75999999999999,
          133.18,
          145.6,
          158.02,
          170.44,
          182.85999999999999,
          195.28,
          207.7,
          220.12,
          232.54,
          244.95999999999998,
          257.38,
          269.8,
          282.22,
          294.64,
          307.06,
          319.48,
          331.9
        ]
      },
      "name": "LMA",
      "role": "metadata",
      "shape": {
        "cv": 0.5411401234184144,
        "is_normal": false,
        "kurtosis": 3.999629373960758,
        "normality_p": 3.923156775284234e-06,
        "skewness": 1.7657315424917095
      },
      "stats": {
        "max": 331.9,
        "mean": 108.0,
        "median": 91.81,
        "min": 33.82,
        "n": 43,
        "n_missing": 0,
        "q1": 71.84,
        "q3": 120.75,
        "std": 58.44313332918876
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "dataset",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "EcoSIS"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "dataset_slug",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "ngee-arctic-2017-canopy-spectral-reflectance-seward-peninsula-alaska"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "task_type",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "regression"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "trait_header",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "LWC"
          }
        ]
      },
      "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": "target_original_name",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "LWC"
          }
        ]
      },
      "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": "measurement_hint",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Seward_2017_Canopy_Spectral_Reflectance"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.9767441860465116,
        "imbalance_ratio": 1.0,
        "minority_fraction": 0.023255813953488372,
        "n_classes": 43,
        "normalized_entropy": 1.0
      },
      "name": "raw_label",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 43,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 1,
            "name": "56.96"
          },
          {
            "count": 1,
            "name": "65.73"
          },
          {
            "count": 1,
            "name": "53.15"
          },
          {
            "count": 1,
            "name": "65.18"
          },
          {
            "count": 1,
            "name": "47.04"
          },
          {
            "count": 1,
            "name": "65.7"
          },
          {
            "count": 1,
            "name": "55.52"
          },
          {
            "count": 1,
            "name": "56.64"
          },
          {
            "count": 1,
            "name": "62.25"
          },
          {
            "count": 1,
            "name": "72.96"
          },
          {
            "count": 1,
            "name": "61.57"
          },
          {
            "count": 1,
            "name": "71.71"
          },
          {
            "count": 1,
            "name": "78.56"
          },
          {
            "count": 1,
            "name": "70.14"
          },
          {
            "count": 1,
            "name": "52.99"
          },
          {
            "count": 1,
            "name": "49.8"
          },
          {
            "count": 1,
            "name": "46.85"
          },
          {
            "count": 1,
            "name": "47.95"
          },
          {
            "count": 1,
            "name": "49.13"
          },
          {
            "count": 1,
            "name": "48.6"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "histogram": {
        "counts": [
          3,
          0,
          1,
          6,
          3,
          2,
          5,
          7,
          3,
          1,
          2,
          4,
          0,
          0,
          2,
          1,
          0,
          1,
          0,
          0,
          1,
          0,
          0,
          1
        ],
        "edges": [
          40.2,
          42.33208333333334,
          44.46416666666667,
          46.596250000000005,
          48.72833333333334,
          50.86041666666667,
          52.99250000000001,
          55.124583333333334,
          57.256666666666675,
          59.38875,
          61.52083333333334,
          63.65291666666667,
          65.785,
          67.91708333333334,
          70.04916666666668,
          72.18125,
          74.31333333333333,
          76.44541666666667,
          78.57750000000001,
          80.70958333333334,
          82.84166666666667,
          84.97375000000001,
          87.10583333333335,
          89.23791666666668,
          91.37
        ]
      },
      "name": "reference_value",
      "role": "metadata",
      "shape": {
        "cv": 0.19206002479438714,
        "is_normal": false,
        "kurtosis": 1.482862271331765,
        "normality_p": 0.005184213418893348,
        "skewness": 1.0574447799672155
      },
      "stats": {
        "max": 91.37,
        "mean": 57.322790697674435,
        "median": 55.89,
        "min": 40.2,
        "n": 43,
        "n_missing": 0,
        "q1": 49.465,
        "q3": 61.91,
        "std": 11.009416602678817
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "name": "class_index",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 0,
        "n_missing": 43,
        "top_classes": []
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "name": "class_label",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 0,
        "n_missing": 43,
        "top_classes": []
      },
      "type": "categorical",
      "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": 2151.0,
        "mean": 2151.0,
        "median": 2151.0,
        "min": 2151.0,
        "n": 43,
        "n_missing": 0,
        "q1": 2151.0,
        "q3": 2151.0,
        "std": 0.0
      },
      "type": "numeric",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "dimensions",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "1D"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "axis_note",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "wavelengths_as_provided_by_EcoSIS_resource"
          }
        ]
      },
      "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_data_url",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "https://data.ecosis.org/dataset/ngee-arctic-2017-canopy-spectral-reflectance-seward-peninsula-alaska"
          }
        ]
      },
      "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_package_url",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "https://ecosis.org/package/ngee-arctic-2017-canopy-spectral-reflectance-seward-peninsula-alaska"
          }
        ]
      },
      "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": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Creative Commons Attribution"
          }
        ]
      },
      "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": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "http://www.opendefinition.org/licenses/cc-by"
          }
        ]
      },
      "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": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "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": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "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": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "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": "parent_standardized_dataset_id",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "ecosis_ngee_arctic_2017_canopy_spectral_reflectance_seward_pen_reflectance_nirs"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "notes",
      "role": "metadata",
      "stats": {
        "n": 43,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 43,
            "name": "Task-specific EcoSIS target not present in active parent Y table, wavelengths kept as provided by EcoSIS resource, no project interpolation."
          }
        ]
      },
      "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.",
    "conversion: variables: dropped duplicate columns ['LWC'] (kept the first source's values)."
  ]
}