{
  "alignment": {
    "level": "sample",
    "n_observations_total": 42,
    "n_samples": 42,
    "profile_scores": {
      "integrity_risk": 0.0,
      "local_artefact_risk": 1.0,
      "noise_risk": 0.00024105362235062118,
      "outlier_pressure": 0.4565176941786801,
      "reference_spread": 0.6436648385245883,
      "repeatability_risk": 0.0,
      "shape_drift": 1.0,
      "structure_complexity": 0.6728534881866087
    },
    "reps_per_sample": {
      "max": 1,
      "mean": 1.0,
      "min": 1
    },
    "sample_id_available": false
  },
  "assets": {
    "sources": {},
    "variables": []
  },
  "generated_at": "2026-10-28T12:50:47.993477+00:00",
  "governance": {
    "access_policy": "Open per source license.",
    "license": "CC0-1.0",
    "permitted_use": "Research and benchmarking.",
    "redistribution_rights": "Dryad source recorded as CC0-1.0 in blocked inventory; manual download retained as provenance.",
    "tier": "public"
  },
  "identity": {
    "description": "Bird NHReflectance spectra. v2.0 standardized NIRS package: 1 spectral source(s), 0 declared target(s). Auto-generated from dataset_card.json (verify before publication).",
    "domain": "dryad",
    "id": "dryad_bird_nh_reflectance_manual",
    "keywords": [
      "nir",
      "v2",
      "dryad"
    ],
    "name": "Bird NHReflectance spectra",
    "tier": "public"
  },
  "integrity": {
    "content_hash": "120851d863763f70b35e8a808064272af9690ae41757bacf92f9c1fe0a740404",
    "manifest": "manifest.json",
    "metadata_hash": "7e461b7c825475dc02f5ab469509755331117bbfa277a37fb0486bf4c50ea949",
    "processing_hash": "5598eb694cb8d31426d1f537a8b8e8e2b6af379bd17c120f20c9b58f46901833"
  },
  "protocol_version": "5",
  "provenance": {
    "contributor": "DRYAD bird",
    "conversion_status": null,
    "origin_sources": [
      {
        "access": "open",
        "kind": "url",
        "license": null,
        "locator": "10.5061/dryad.fxpnvx13b",
        "title": "Dryad"
      },
      {
        "access": "manual",
        "kind": "script",
        "license": null,
        "locator": "source_to_standard.py",
        "title": "standardization script (maintainer-only)"
      }
    ],
    "publications": [],
    "reference_method": null,
    "warnings": []
  },
  "schema_version": "2.0",
  "sources": [
    {
      "assets": [],
      "axis_max": 19982.2,
      "axis_min": 300.0,
      "axis_unit": "nm",
      "instrument_name": null,
      "modality": "NIR",
      "n_observations": 42,
      "n_variables": 10652,
      "name": "X",
      "signal_type": null,
      "signal_type_confidence": 0.0,
      "source_id": "X",
      "spectral": {
        "curve": {
          "axis": [
            300.0,
            377.0,
            453.0,
            530.0,
            607.0,
            683.0,
            760.0,
            836.0,
            913.0,
            990.0,
            1005.8935,
            1012.7697,
            1019.7406,
            1026.7065,
            1033.8712,
            1041.0,
            1048.293,
            1055.7633,
            1063.1227,
            1070.8067,
            1078.4903,
            1086.1712,
            1094.0777,
            1102.3344,
            1111.431,
            1120.6788,
            1129.9588,
            1139.5189,
            1149.2422,
            1159.0033,
            1169.0635,
            1179.1657,
            1189.5805,
            1200.1808,
            1210.8304,
            1221.8146,
            1232.9999,
            1244.2426,
            1255.8442,
            1267.5095,
            1279.5512,
            1291.8239,
            1304.1703,
            1316.9222,
            1329.9259,
            1343.015,
            1356.5418,
            1370.1629,
            1384.2449,
            1398.6194,
            1413.103,
            1428.0863,
            1443.3907,
            1458.8216,
            1474.7955,
            1490.9089,
            1507.5973,
            1524.6638,
            1541.8914,
            1559.7478,
            1578.0223,
            1596.4844,
            1615.6352,
            1634.9933,
            1655.0849,
            1675.6765,
            1696.5094,
            1718.1517,
            1740.3529,
            1762.8358,
            1786.2147,
            1809.9063,
            1834.5591,
            1859.8928,
            1885.5931,
            1912.3662,
            1939.9109,
            1967.8865,
            1997.0659,
            2026.7269,
            2057.6906,
            2089.6157,
            2122.1118,
            2156.0832,
            2191.1603,
            2226.919,
            2264.3584,
            2302.567,
            2342.616,
            2384.0829,
            2426.4765,
            2470.9936,
            2517.1753,
            2564.4813,
            2614.2581,
            2665.3205,
            2719.1299,
            2775.1568,
            2832.7673,
            2893.6274,
            2957.1599,
            3022.6639,
            3092.058,
            3163.747,
            3239.8507,
            3319.7059,
            3402.4808,
            3490.6633,
            3583.5384,
            3680.1846,
            3783.5692,
            3891.4685,
            4007.2499,
            4130.1322,
            4259.0399,
            4398.1176,
            4546.585,
            4703.2928,
            4873.4772,
            5053.9765,
            5251.017,
            5464.0479,
            5691.9667,
            5943.1302,
            6217.4826,
            6514.2973,
            6845.386,
            7206.9215,
            7614.3601,
            8070.6342,
            8577.9699,
            9161.4523,
            9830.1063,
            10593.219,
            11497.518,
            12555.401,
            13846.145,
            15432.682,
            17400.607,
            19982.2
          ],
          "mean": [
            0.4601778476720765,
            1.1733616534620523,
            1.7771500164554233,
            2.622605076503186,
            3.831276706286839,
            5.323071281115214,
            7.238109282084873,
            9.841440456254142,
            13.25815699214027,
            16.801099504743302,
            18.602435634249733,
            20.194496291024343,
            21.872884114583332,
            23.614798977261497,
            25.473970685686385,
            27.391805739629838,
            29.423955871945335,
            31.57909293401809,
            33.77502150762649,
            36.14490218389602,
            38.59342983790806,
            41.11982350122361,
            43.80261707305908,
            46.100741749718075,
            47.02689479646229,
            48.03147188822428,
            49.36699476696196,
            50.4556766691662,
            51.47211547124954,
            52.39472480047317,
            53.263714926583425,
            54.17781039646694,
            55.08653786068871,
            56.19864245823452,
            57.35170636858259,
            58.50913901556106,
            59.675471078781854,
            60.677386510939826,
            61.739886147635325,
            62.646407717750186,
            63.58145268758138,
            64.46760677155994,
            65.4444200424921,
            66.41212218148368,
            67.34742900303432,
            68.16559482756115,
            68.80078306652251,
            69.4337584177653,
            69.95228131612141,
            69.89215896243141,
            69.13589622860863,
            68.6195584251767,
            68.76089404878162,
            69.02895773024787,
            69.29780197143555,
            68.77174077715192,
            69.06930532909576,
            69.98673211960565,
            71.07875551496234,
            72.57262475149972,
            73.2044871194022,
            74.26726068769183,
            75.54933257330032,
            76.46608125595819,
            76.9884262084961,
            75.49150312514533,
            72.57817168462844,
            72.11318461100261,
            71.58974647521973,
            73.5094770703997,
            74.81133488246373,
            75.08379491170247,
            75.70147814069476,
            75.82003965831939,
            71.68116869245257,
            57.50271461123512,
            52.99322064717611,
            55.2468250819615,
            57.7126894451323,
            57.29347510564895,
            52.183620180402485,
            57.15211904616583,
            55.70837965465727,
            50.513317925589426,
            49.54707954043434,
            52.038298198155,
            47.66645122709728,
            45.93540704817999,
            46.88677742367699,
            48.06502269563221,
            47.18117950076149,
            42.97619170234317,
            41.98230311984108,
            43.84328842163086,
            46.04177965436663,
            43.12649608793713,
            26.249956857590448,
            6.107688761892772,
            2.685950002499989,
            1.8297070477690016,
            1.4225419220470248,
            1.2093925234817324,
            1.5650756160418193,
            2.15417112055279,
            2.2474351809138344,
            3.048788152989887,
            2.2888611356417337,
            3.691237625621614,
            6.207003826186771,
            8.166679291498093,
            9.542952900841122,
            11.040353377660116,
            12.49279845328558,
            14.270327817826043,
            16.185099397386825,
            18.072198913210915,
            19.07674581663949,
            19.288688296363468,
            19.465589659554617,
            19.236500796817598,
            18.31376512845357,
            15.897489831561135,
            5.331989021528335,
            0.7970052959086994,
            1.4279350340366364,
            1.2977370742619747,
            1.9119712639422644,
            2.2852027402037667,
            2.4248654416629245,
            1.9240973407313937,
            3.428896903991699,
            4.016367855526152,
            5.979272070385161,
            6.891378380003429,
            5.3344394990376065,
            4.347115386100042,
            3.0326653321584067,
            3.0147535914466497,
            3.755755915528252,
            0.3686316903857958
          ],
          "median": [
            0.7054429352283478,
            1.2207325100898743,
            1.8507657647132874,
            2.6849212646484375,
            3.818252444267273,
            5.311736822128296,
            7.082124710083008,
            9.481890201568604,
            13.2158203125,
            16.770928382873535,
            18.49213695526123,
            20.127381324768066,
            21.87276268005371,
            23.59364891052246,
            25.542438507080078,
            27.321876525878906,
            29.018722534179688,
            30.874645233154297,
            32.57854080200195,
            34.357587814331055,
            36.36262130737305,
            39.3975772857666,
            42.426998138427734,
            44.73569869995117,
            45.74838638305664,
            46.91171646118164,
            48.49774169921875,
            49.67116928100586,
            50.77083206176758,
            51.607656478881836,
            52.65651512145996,
            53.70417022705078,
            54.785160064697266,
            56.03569030761719,
            57.317535400390625,
            58.53585243225098,
            59.71718788146973,
            60.637508392333984,
            61.58105659484863,
            62.33478355407715,
            63.305110931396484,
            64.33397674560547,
            65.49095153808594,
            66.58815383911133,
            67.7026596069336,
            68.55677795410156,
            69.28397750854492,
            70.16840362548828,
            70.95458984375,
            71.09973907470703,
            70.06975173950195,
            69.28572845458984,
            69.06878662109375,
            69.02901458740234,
            69.24786758422852,
            68.81732177734375,
            69.17740249633789,
            69.99845504760742,
            71.08107376098633,
            72.70936965942383,
            73.32593154907227,
            74.41799545288086,
            75.76577377319336,
            76.726318359375,
            77.17821884155273,
            75.98367691040039,
            72.56518936157227,
            72.13029479980469,
            71.5561294555664,
            73.71138000488281,
            75.27644348144531,
            75.66726303100586,
            76.42216110229492,
            76.55858993530273,
            71.79559326171875,
            57.2990837097168,
            52.831871032714844,
            55.15940475463867,
            58.00584602355957,
            58.19318199157715,
            52.777809143066406,
            58.30008316040039,
            57.04599380493164,
            51.19035530090332,
            50.32866668701172,
            52.75449180603027,
            48.5162239074707,
            46.94891548156738,
            47.95489311218262,
            49.09207534790039,
            48.23849296569824,
            44.15192222595215,
            43.295780181884766,
            44.64045715332031,
            47.096662521362305,
            44.25201988220215,
            27.732675552368164,
            6.223912000656128,
            2.6726551055908203,
            1.7876866459846497,
            1.3946207165718079,
            1.2052380442619324,
            1.5507352352142334,
            2.2293715476989746,
            2.376041531562805,
            3.24325430393219,
            2.3921213150024414,
            3.868699073791504,
            6.514168977737427,
            8.634438037872314,
            10.044783115386963,
            11.567800521850586,
            12.943480014801025,
            15.01563835144043,
            16.917790412902832,
            18.874753952026367,
            20.13825225830078,
            20.57864475250244,
            20.641855239868164,
            20.252471923828125,
            19.346027374267578,
            17.088521003723145,
            5.493733644485474,
            0.3009568452835083,
            1.3814099431037903,
            0.8869667947292328,
            1.7325389981269836,
            2.340093970298767,
            2.4469372034072876,
            1.9988574385643005,
            3.5490833520889282,
            4.122046709060669,
            6.222648859024048,
            7.4719696044921875,
            5.5458762645721436,
            4.6227991580963135,
            3.142895460128784,
            3.0531461238861084,
            3.74714195728302,
            1.087076485157013
          ],
          "q05": [
            -0.8106388062238693,
            -0.14132072031497953,
            0.19513308107852942,
            0.6643435776233674,
            1.1725597918033601,
            1.6214888870716095,
            2.8048907041549684,
            5.353137993812561,
            8.239217758178711,
            11.144458627700805,
            12.555013418197632,
            14.109737777709961,
            15.818556690216065,
            17.54614038467407,
            19.012119007110595,
            20.599928092956542,
            22.221466255187988,
            23.87053632736206,
            25.697607135772706,
            27.600926303863524,
            29.586467838287355,
            31.709788703918456,
            34.005173683166504,
            35.41537284851074,
            36.37505874633789,
            37.313833999633786,
            38.45864315032959,
            39.341284561157224,
            40.166152763366696,
            41.28903331756592,
            42.27318572998047,
            43.4722936630249,
            44.54674777984619,
            45.65354118347168,
            46.89918479919434,
            48.14561233520508,
            49.44322528839111,
            50.521037864685056,
            51.74340667724609,
            52.85175800323486,
            53.96083850860596,
            54.87577533721924,
            55.78535270690918,
            57.10356616973877,
            58.35697784423828,
            59.52091960906982,
            60.11005744934082,
            61.00626277923584,
            61.06961154937744,
            60.559529876708986,
            59.472946357727054,
            58.67203636169434,
            58.45149383544922,
            58.55435676574707,
            58.786780548095706,
            58.45020656585694,
            58.730957412719725,
            59.51799278259277,
            60.45934143066406,
            61.73431034088135,
            62.34825210571289,
            63.2888786315918,
            64.43461303710937,
            65.28520622253419,
            65.81532745361328,
            64.59852752685546,
            61.484743690490724,
            60.55122604370117,
            60.39803333282471,
            61.725701332092285,
            63.13873825073242,
            63.35361042022705,
            63.87142333984375,
            64.1410285949707,
            61.29606399536133,
            50.22430305480957,
            44.94571113586426,
            47.0609073638916,
            50.053219413757326,
            46.07344512939453,
            41.290371322631835,
            45.732431983947755,
            44.302569198608396,
            39.46015338897705,
            38.69667491912842,
            40.73341369628906,
            36.61710166931152,
            34.43564109802246,
            35.252139472961424,
            36.36611843109131,
            35.939906692504884,
            32.37084045410156,
            31.756991481781007,
            32.84397087097168,
            35.154048156738284,
            31.120519351959228,
            16.300144100189208,
            2.842768144607544,
            1.160896998643875,
            0.9106030762195587,
            0.7879014045000077,
            0.7518251568078995,
            0.9581468790769577,
            1.314429134130478,
            1.3080782055854798,
            1.4910173833370208,
            1.213690960407257,
            1.6305425941944123,
            2.8315864086151126,
            3.789042091369629,
            4.522883319854737,
            5.35677969455719,
            6.111057853698731,
            6.810739994049072,
            7.840715122222901,
            9.167994022369385,
            10.27819013595581,
            10.85860185623169,
            11.097546339035034,
            10.920539379119873,
            10.24672122001648,
            8.869013261795043,
            2.8323426246643066,
            -0.1821573235094547,
            0.7808762073516846,
            0.24321562200784683,
            0.7871842712163926,
            1.193257737159729,
            1.4636425793170929,
            1.196140992641449,
            1.8846231341361999,
            2.282043433189392,
            3.2240756034851077,
            3.6685291647911074,
            2.371125626564026,
            2.25246958732605,
            1.7226738333702087,
            1.586385053396225,
            2.175048530101776,
            -6.953462314605712
          ],
          "q25": [
            0.25197671726346016,
            0.7669951021671295,
            1.2540452778339386,
            1.7972095310688019,
            2.805130183696747,
            3.7959980964660645,
            5.198918700218201,
            7.4757479429244995,
            10.800282001495361,
            13.867354154586792,
            15.187087297439575,
            16.14643621444702,
            17.56857919692993,
            19.080379486083984,
            20.569164276123047,
            22.102066040039062,
            24.18440055847168,
            26.41990852355957,
            28.59333610534668,
            30.820751190185547,
            33.211201667785645,
            35.46217060089111,
            38.301029205322266,
            40.52033042907715,
            41.46134853363037,
            42.47379016876221,
            43.85426902770996,
            44.82759094238281,
            45.792572021484375,
            46.86480236053467,
            47.958373069763184,
            49.12119007110596,
            50.17822265625,
            51.39597129821777,
            52.74688148498535,
            54.00271797180176,
            55.30165672302246,
            56.39965057373047,
            57.20530605316162,
            58.01581287384033,
            59.050004959106445,
            60.06020736694336,
            61.14552021026611,
            62.25946235656738,
            63.34766483306885,
            64.34015083312988,
            65.15829467773438,
            65.80267143249512,
            66.69683837890625,
            67.05709075927734,
            66.6663703918457,
            65.85554504394531,
            66.18989562988281,
            66.61493301391602,
            66.87943077087402,
            66.22442817687988,
            66.68282890319824,
            67.57897758483887,
            68.59320449829102,
            70.17473983764648,
            70.72569274902344,
            71.64696502685547,
            72.82191276550293,
            73.59990882873535,
            73.97375869750977,
            72.79292106628418,
            69.56724548339844,
            69.12895202636719,
            68.56056022644043,
            70.68423271179199,
            72.19450187683105,
            72.5140323638916,
            73.33517265319824,
            73.57868003845215,
            68.48226928710938,
            54.324485778808594,
            49.39353656768799,
            51.516602516174316,
            54.362250328063965,
            55.125794410705566,
            49.6689453125,
            55.20345878601074,
            54.08188724517822,
            48.11808967590332,
            46.85118770599365,
            49.73671245574951,
            45.04388999938965,
            43.43957042694092,
            44.34568405151367,
            45.768229484558105,
            44.91477870941162,
            40.31062984466553,
            39.42997932434082,
            41.12372303009033,
            43.65390968322754,
            40.4273738861084,
            23.45510244369507,
            5.293521523475647,
            2.222785472869873,
            1.4382906556129456,
            1.1840936243534088,
            0.9668909460306168,
            1.2726846635341644,
            1.6265932321548462,
            1.5869684219360352,
            2.2813634276390076,
            1.6797214150428772,
            2.9156920313835144,
            5.332774043083191,
            7.088474869728088,
            8.49488115310669,
            9.908436059951782,
            11.157659769058228,
            12.437086582183838,
            14.158737182617188,
            16.17284631729126,
            17.72572135925293,
            17.29590654373169,
            17.638479709625244,
            18.04770851135254,
            17.239562511444092,
            14.248232364654541,
            4.559785723686218,
            0.07607891783118248,
            1.1626416146755219,
            0.6457190811634064,
            1.2603480517864227,
            1.7438530027866364,
            1.8940643668174744,
            1.5237261652946472,
            2.9032918214797974,
            3.4150105118751526,
            5.221260666847229,
            5.824475884437561,
            4.407737493515015,
            3.500794231891632,
            2.551192283630371,
            2.4112114906311035,
            3.1238850951194763,
            -2.1201290488243103
          ],
          "q75": [
            0.873746782541275,
            1.6115089654922485,
            2.256098508834839,
            3.2313972115516663,
            4.488947868347168,
            6.350646495819092,
            8.702630281448364,
            11.69994854927063,
            15.109041213989258,
            19.090458869934082,
            21.14907741546631,
            22.897324562072754,
            24.80361795425415,
            26.805699348449707,
            28.966282844543457,
            31.218056678771973,
            33.36206531524658,
            35.57120895385742,
            38.57306957244873,
            41.735137939453125,
            44.13739490509033,
            46.59053421020508,
            49.20967388153076,
            51.485403060913086,
            52.25509548187256,
            53.10216426849365,
            54.409424781799316,
            55.44958305358887,
            56.4867000579834,
            57.427303314208984,
            58.2608585357666,
            59.197683334350586,
            60.11484432220459,
            61.312461853027344,
            62.51460838317871,
            63.73332977294922,
            64.79060173034668,
            65.57867622375488,
            66.45639228820801,
            67.06287574768066,
            67.81125068664551,
            68.39254188537598,
            69.21401023864746,
            70.02534484863281,
            70.8719425201416,
            71.65163230895996,
            71.87882041931152,
            72.41221809387207,
            72.99776458740234,
            72.65273094177246,
            72.02912139892578,
            71.87677764892578,
            72.10047721862793,
            71.86094093322754,
            71.99320793151855,
            71.55821990966797,
            71.88472366333008,
            72.92266654968262,
            74.11382675170898,
            75.68855857849121,
            76.34573364257812,
            77.50441360473633,
            78.96802520751953,
            80.0171070098877,
            80.54644584655762,
            78.60144805908203,
            75.35393714904785,
            74.74423408508301,
            74.22297096252441,
            76.19270133972168,
            77.50055885314941,
            77.77078437805176,
            78.45203590393066,
            78.6134033203125,
            73.81237602233887,
            59.97904872894287,
            55.85756969451904,
            57.92402362823486,
            60.256442070007324,
            61.74563789367676,
            56.629197120666504,
            61.705647468566895,
            60.173980712890625,
            54.9900016784668,
            53.95483589172363,
            56.64163303375244,
            52.04285144805908,
            50.45836067199707,
            51.405062675476074,
            52.553579330444336,
            51.39356231689453,
            46.85047721862793,
            45.71903610229492,
            48.25511074066162,
            50.30656337738037,
            47.630587577819824,
            30.188220024108887,
            7.444059610366821,
            3.2897428274154663,
            2.2558271288871765,
            1.725012481212616,
            1.412286400794983,
            1.8416284620761871,
            2.5758866667747498,
            2.73307067155838,
            3.8079118728637695,
            2.740239381790161,
            4.568500638008118,
            7.641997218132019,
            9.8706533908844,
            11.486770629882812,
            13.099260807037354,
            14.60628342628479,
            16.347968578338623,
            18.44838237762451,
            20.59698724746704,
            21.98572587966919,
            22.294575691223145,
            22.46001100540161,
            22.06279468536377,
            20.92069959640503,
            18.41312265396118,
            6.26617157459259,
            1.889879196882248,
            1.6883160173892975,
            2.276104986667633,
            2.658070683479309,
            2.7883228063583374,
            2.8156883120536804,
            2.2276975512504578,
            4.073800325393677,
            4.728121399879456,
            7.036237835884094,
            8.100386381149292,
            6.339293837547302,
            5.111400723457336,
            3.467402219772339,
            3.4726642966270447,
            4.3029625415802,
            3.1475475430488586
          ],
          "q95": [
            1.2478566348552698,
            2.3392441034317004,
            3.050819718837737,
            4.386222851276395,
            6.66989686489105,
            9.396815729141231,
            12.24440469741821,
            15.385636854171752,
            20.04422521591186,
            24.41764097213745,
            26.77385854721069,
            28.35801887512207,
            30.506354618072507,
            32.65661659240722,
            34.871906661987296,
            37.07978229522704,
            39.39773521423339,
            41.778113937377924,
            44.12728748321533,
            47.04568824768066,
            50.46720333099365,
            54.02273845672607,
            57.63880710601806,
            59.86837577819824,
            60.670543289184565,
            61.55110397338867,
            62.77887306213378,
            63.873911666870114,
            64.73897705078124,
            65.39852828979491,
            66.35190429687499,
            67.09820518493652,
            67.88285369873046,
            68.89828186035156,
            69.86313285827636,
            70.83994369506836,
            71.803755569458,
            72.67467231750487,
            73.54602699279785,
            74.3042781829834,
            74.98445320129393,
            75.75142974853514,
            76.51622047424316,
            77.26825103759765,
            77.88503646850585,
            78.29008750915526,
            78.48075675964354,
            78.54233589172362,
            78.44516372680664,
            76.99712371826172,
            76.36553726196288,
            75.97246589660644,
            76.17834587097167,
            76.51274909973144,
            76.73680114746092,
            75.8941665649414,
            76.15377006530761,
            77.11282310485839,
            78.1887840270996,
            79.62257080078125,
            80.19021034240723,
            81.18607063293457,
            82.44054985046387,
            83.33016510009766,
            83.81465225219726,
            82.47793045043946,
            80.09670829772949,
            79.8029670715332,
            79.35279846191406,
            81.2684097290039,
            82.4985294342041,
            82.77432327270508,
            83.27481079101562,
            83.32495422363282,
            79.76166801452636,
            66.10668983459472,
            62.19311389923095,
            64.55894775390625,
            66.29708099365234,
            64.3064022064209,
            59.63715667724609,
            64.07677135467529,
            62.54073505401611,
            57.395664596557616,
            56.62576217651367,
            58.87017421722412,
            55.0363088607788,
            53.52234268188476,
            54.6015417098999,
            55.68334884643554,
            54.54323558807373,
            50.33862648010253,
            48.934194755554195,
            50.41450176239014,
            52.58941230773925,
            49.39876880645752,
            32.77187213897705,
            8.676149654388427,
            4.04307802915573,
            2.7680197000503535,
            2.0888486027717588,
            1.7072069644927976,
            2.170436298847198,
            2.9381178855895995,
            3.0727837204933164,
            4.098009181022643,
            3.1864319443702693,
            4.92473042011261,
            8.468355417251587,
            11.186621952056884,
            13.013182735443115,
            14.9949321269989,
            17.366029739379883,
            20.557587909698487,
            23.38462915420532,
            25.276004409790037,
            24.858935546874996,
            23.92810010910034,
            24.063492202758788,
            24.2576018333435,
            23.517806529998776,
            20.017484188079834,
            7.443734025955199,
            2.1665893197059627,
            2.105425131320953,
            2.6875783443450922,
            3.2258709192275994,
            3.3010732650756833,
            3.262105596065521,
            2.6447650194168086,
            4.496614551544189,
            5.409950518608093,
            8.10481162071228,
            8.967906618118285,
            7.441797542572021,
            5.73290798664093,
            4.290105414390563,
            4.5215488195419296,
            5.4778187990188565,
            6.393833613395688
          ]
        },
        "dimensionality": {
          "cumulative_top10": 0.998289709318037,
          "effective_rank": 3.08,
          "n_components_95": 4,
          "n_components_99": 6
        },
        "mean_max": 76.99221338544574,
        "mean_min": -0.09776627964207105,
        "n_outliers": 12,
        "pca": {
          "explained_variance_ratio": [
            0.510243795902628,
            0.3693326136781532,
            0.0577013367841861,
            0.03998095837771427,
            0.012568034589327683,
            0.004307343771326365,
            0.0015973128499447136,
            0.0012265355672115754,
            0.0007922080002265819,
            0.0005395697973185442,
            0.00036319866384245785,
            0.00030432489022660995,
            0.00017151757654155236,
            0.0001394388278814757,
            0.00011946738207184717,
            0.00010469622168043684,
            7.087812277240251e-05,
            6.982042429746776e-05,
            6.40009913387136e-05,
            5.0393024297491316e-05,
            4.690088169834757e-05,
            3.7697720887669385e-05,
            2.3991069954297168e-05,
            2.1940331332033397e-05,
            1.8220978314907385e-05,
            1.5353362822259914e-05,
            1.2416183962986186e-05,
            1.175210603571332e-05,
            9.417574370241132e-06,
            8.643489300828458e-06
          ],
          "n_components": 30
        },
        "profile": {
          "amplitude": {
            "area_under_curve": 189359.65006152648,
            "mean_reflectance": 37.67024385818044,
            "peak_to_peak": 77.08997966508781,
            "variance": 752.865691319852
          },
          "artefacts": {
            "clip_fraction": 4.470432559054414e-06,
            "jump_count": 13123,
            "jump_rate": 0.02933549722583616,
            "spike_count": 34432,
            "spike_rate": 0.07697742007601162
          },
          "diagnostics": [
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 1.0,
                  "signal": "SNR non d\u00e9grad\u00e9"
                },
                {
                  "level": 0.6436648385245883,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.4082729899010853,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Rupture aux jonctions de d\u00e9tecteurs, calibration locale ou sonde diff\u00e9rente.",
              "key": "splice",
              "label": "Splice / raccord d\u00e9tecteurs",
              "score": 0.7503731024677937,
              "strength": "forte"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 1.0,
                  "signal": "artefacts locaux"
                },
                {
                  "level": 0.6436648385245883,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.4565176941786801,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4082729899010853,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "D\u00e9calage syst\u00e9matique entre campagnes, instruments ou r\u00e9f\u00e9rence blanche.",
              "key": "white_calibration",
              "label": "Erreur calibration / r\u00e9f\u00e9rence blanche",
              "score": 0.6535833690584583,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 1.0,
                  "signal": "SNR normal/\u00e9lev\u00e9"
                },
                {
                  "level": 0.9997589463776494,
                  "signal": "Noise RMS faible"
                },
                {
                  "level": 0.4082729899010853,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Artefacts num\u00e9riques ou traitement spectral incorrect.",
              "key": "resampling_error",
              "label": "Erreur interpolation / r\u00e9\u00e9chantillonnage",
              "score": 0.6094859068041085,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.6436648385245883,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.4565176941786801,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4082729899010853,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Effet syst\u00e9matique du support, blanc/noir, transflectance ou environnement de mesure.",
              "key": "background_shift",
              "label": "Fond diff\u00e9rent",
              "score": 0.5847425871007256,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Spike rate"
                },
                {
                  "level": 1.0,
                  "signal": "Jump rate"
                },
                {
                  "level": 0.6436648385245883,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.4565176941786801,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4082729899010853,
                  "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": 0.5573995481125719,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.6436648385245883,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.4565176941786801,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4082729899010853,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Modification de l'illumination, collecte, angle ou distance sonde-\u00e9chantillon.",
              "key": "probe_geometry",
              "label": "Diff\u00e9rence de sonde / g\u00e9om\u00e9trie",
              "score": 0.5083507889434791,
              "strength": "moyenne"
            },
            {
              "evidence": [
                {
                  "level": 1.0,
                  "signal": "Baseline/mean/area"
                },
                {
                  "level": 0.6436648385245883,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.4565176941786801,
                  "signal": "Mahalanobis / T2"
                },
                {
                  "level": 0.4082729899010853,
                  "signal": "PCA Q"
                }
              ],
              "interpretation": "Couverture partielle du spot; contribution du fond ou du support.",
              "key": "partial_coverage",
              "label": "M\u00e9lange feuille + fond",
              "score": 0.41807592043405895,
              "strength": "faible"
            },
            {
              "evidence": [
                {
                  "level": 0.6728534881866087,
                  "signal": "Structure PCA"
                },
                {
                  "level": 0.6436648385245883,
                  "signal": "RMS/SAM r\u00e9f\u00e9rence"
                },
                {
                  "level": 0.4565176941786801,
                  "signal": "Mahalanobis / T2"
                }
              ],
              "interpretation": "Vari\u00e9t\u00e9, esp\u00e8ce, lot ou condition diff\u00e9rente mais physiquement plausible.",
              "key": "out_of_domain",
              "label": "Spectre hors domaine valide",
              "score": 0.4055395337225149,
              "strength": "faible"
            }
          ],
          "integrity": {
            "finite_ratio": 1.0,
            "inf_count": 0,
            "nan_ratio": 0.0,
            "zero_column_ratio": 0.0,
            "zero_ratio": 0.0
          },
          "noise": {
            "bandwise_snr_median": 42528.90810508915,
            "bandwise_snr_min": 0.06994309007467688,
            "noise_rms": 0.0009291409422602572,
            "snr": 40547.25371618965,
            "snr_db": 92.15922889163667,
            "worst_band_axis": 19943.775,
            "worst_band_index": 10650
          },
          "outliers": {
            "hotelling_t2_max": 12.647938016073415,
            "hotelling_t2_median": 2.755936723260043,
            "hotelling_t2_p95": 9.190731680146289,
            "hotelling_t2_ratio": 3.3348848696621816,
            "mahalanobis_h_max": 3.5563939624391185,
            "mahalanobis_h_median": 1.6598609764058234,
            "mahalanobis_h_p95": 3.0310236224238363,
            "mahalanobis_h_ratio": 1.8260707767147204,
            "pca_q_max": 21276.169333533482,
            "pca_q_median": 4647.745193457626,
            "pca_q_p95": 15180.390611450743,
            "pca_q_ratio": 3.2661839192086823
          },
          "profile_scores": {
            "integrity_risk": 0.0,
            "local_artefact_risk": 1.0,
            "noise_risk": 0.00024105362235062118,
            "outlier_pressure": 0.4565176941786801,
            "reference_spread": 0.6436648385245883,
            "repeatability_risk": 0.0,
            "shape_drift": 1.0,
            "structure_complexity": 0.6728534881866087
          },
          "reference": {
            "affine_gain_median": 1.0104823199275401,
            "affine_gain_p95_abs_delta": 0.15066465992998815,
            "affine_offset_median": 0.049883748946808026,
            "affine_offset_p95_abs": 2.725314224162112,
            "affine_residual_rms_median": 3.0132851803685963,
            "affine_residual_rms_p95": 5.954413117559105,
            "peak_position_std": 299.68975643718403,
            "rms_to_mean_spectrum": 3.9500535773074597,
            "rms_to_mean_spectrum_p95": 8.506103574735096,
            "sam_to_mean_spectrum": 0.06575657222305045,
            "sam_to_mean_spectrum_p95": 0.12506000427350228,
            "xcorr_lag_p95_axis": 0.0,
            "xcorr_lag_p95_features": 0.0
          },
          "repeatability": {
            "cv_intra_id": null,
            "distance_to_centroid_p95": null,
            "n_repeat_groups": 0,
            "rms_intra_id": null,
            "sam_intra_id": null
          },
          "shape": {
            "baseline_slope": -88.311599693122,
            "curvature_rms": 0.052311226818525236,
            "d1_rms": 0.0789614253328847,
            "edge_noise_ratio": 0.29514459531673554
          },
          "structure": {
            "density_cv": 0.36954028745020107,
            "isolation_forest_score_p95": 0.5622389695792162,
            "local_outlier_factor_p95": 2.018560464559826,
            "pca_score_density": 0.003530584794855001
          }
        },
        "quality": {
          "dynamic_range": 77.08997966508781,
          "noise_proxy_db": 92.15834091433278,
          "saturation_fraction": 2.235216279527207e-06,
          "smoothness": 0.09115989047760793
        },
        "score_plot": {
          "explained_variance_ratio": [
            0.5102437959026277,
            0.36933261367815323
          ],
          "points": [
            {
              "x": -859.8079464789942,
              "y": -58.44389870220521
            },
            {
              "x": -600.6626008688772,
              "y": -56.27223420684345
            },
            {
              "x": -912.0079503058428,
              "y": -185.7229639231754
            },
            {
              "x": -3.620395430399387,
              "y": -477.4234346759134
            },
            {
              "x": -234.64315518257297,
              "y": -363.5392561541612
            },
            {
              "x": -91.63969027044314,
              "y": -385.63165814116786
            },
            {
              "x": -79.8684345183968,
              "y": -369.01447718622234
            },
            {
              "x": -207.8381519866005,
              "y": -284.99163288583617
            },
            {
              "x": -105.49938564813966,
              "y": -318.13802608997145
            },
            {
              "x": 350.73336772473795,
              "y": -78.37408717884414
            },
            {
              "x": 788.3595295840588,
              "y": -10.812553424715208
            },
            {
              "x": 216.28467011297306,
              "y": -104.2300939474831
            },
            {
              "x": 484.6566140741689,
              "y": -385.0921312560963
            },
            {
              "x": 163.22711989049705,
              "y": -235.0172332376786
            },
            {
              "x": 510.949129997881,
              "y": -155.0262831972102
            },
            {
              "x": 443.84549316818556,
              "y": -126.05298707254427
            },
            {
              "x": 309.9631642717593,
              "y": -216.74068498940812
            },
            {
              "x": 315.8796540045104,
              "y": -48.540865858392856
            },
            {
              "x": -331.20066540247643,
              "y": -2.2489410282603997
            },
            {
              "x": -162.09120885057638,
              "y": -78.76359076644545
            },
            {
              "x": -357.8839046501674,
              "y": 75.77159276651068
            },
            {
              "x": 187.7584706416548,
              "y": -52.287020690592875
            },
            {
              "x": 167.4822984236788,
              "y": -174.46458285660506
            },
            {
              "x": 215.26844118557324,
              "y": -53.06116492056327
            },
            {
              "x": -68.8648636487449,
              "y": 343.473122412068
            },
            {
              "x": -211.79549334352748,
              "y": 448.15739135899827
            },
            {
              "x": -515.5249994719026,
              "y": 435.6030561526679
            },
            {
              "x": -173.62821261769244,
              "y": 598.4477827495302
            },
            {
              "x": 311.3457025577436,
              "y": 787.94127420583
            },
            {
              "x": 544.7898763373597,
              "y": 759.6065551411751
            },
            {
              "x": -419.0712591905179,
              "y": 347.902435315294
            },
            {
              "x": 17.572523906235254,
              "y": 565.1159516407355
            },
            {
              "x": -242.5801007476261,
              "y": 401.6959258225473
            },
            {
              "x": 113.869567761257,
              "y": -251.40111592601798
            },
            {
              "x": 16.114152071890167,
              "y": -138.7055403749827
            },
            {
              "x": -83.60145898576421,
              "y": -148.66775328433403
            },
            {
              "x": 625.1339511643947,
              "y": 233.3679706708954
            },
            {
              "x": -73.9379349148502,
              "y": 26.58480512963752
            },
            {
              "x": -2.3066046324714145,
              "y": -8.106174749185763
            },
            {
              "x": 205.23968722224427,
              "y": -178.8447782523481
            },
            {
              "x": 31.943143553347472,
              "y": -71.30753885610402
            },
            {
              "x": -282.3421405075738,
              "y": -6.745159532579748
            }
          ]
        },
        "spacing": {
          "is_uniform": false,
          "max": 38.42499999999927,
          "mean": 1.8479203830626234,
          "median": 0.39180000000010295,
          "min": 0.0018000000000029104,
          "std": 4.552485791451877
        },
        "value_max": 88.4113998413086,
        "value_min": -9.376504898071289,
        "xy": []
      },
      "warnings": []
    }
  ],
  "splits": [],
  "variables": [
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "manual_download",
      "role": "metadata",
      "stats": {
        "n": 42,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 42,
            "name": "True"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "manual_download_source_dir",
      "role": "metadata",
      "stats": {
        "n": 42,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 42,
            "name": "D:\\VS projects\\nirs_db_vf\\manual_download\\bird"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "manual_download_file",
      "role": "metadata",
      "stats": {
        "n": 42,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 42,
            "name": "Final.BirdData.xlsx::NHReflectance"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "official_source_url",
      "role": "metadata",
      "stats": {
        "n": 42,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 42,
            "name": "https://datadryad.org/dataset/doi:10.5061/dryad.fxpnvx13b"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    },
    {
      "assets": [],
      "balance": {
        "gini_simpson": 0.0,
        "imbalance_ratio": 1.0,
        "minority_fraction": 1.0,
        "n_classes": 1,
        "normalized_entropy": 0.0
      },
      "name": "standardization_batch",
      "role": "metadata",
      "stats": {
        "n": 42,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 42,
            "name": "v0.8.57"
          }
        ]
      },
      "type": "categorical",
      "unit": null
    }
  ],
  "versions": {
    "content": "1.0.0",
    "schema_protocol": "2.0"
  },
  "warnings": []
}