{
  "benchmark_title": "ADRISHTA: Multi-Year & Daily ARGO In-Situ Collocation Benchmark",
  "timestamp": "2026-10-04 21:37:30 UTC",
  "argo_data_source": "International Argo Programme (Coriolis GDAC / INCOIS)",
  "spatial_domain": "North Indian Ocean (5N-30N, 45E-105E)",
  "temporal_coverage": "May 2024 to October 2026 (Cutoff: 2026-10-03)",
  "total_independent_profiles": 134,
  "total_depth_observations": 2010,
  "quality_control": "WMO QC 1 (Good) and 2 (Probably Good), strictly verified CTD soundings",
  "metric_definition": "Delta = Baseline_RMSE - Physics_Constrained_RMSE (positive indicates improvement)",
  "models": {
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      "overall_rmse": 2.8978,
      "overall_mae": 2.3168,
      "overall_bias_mbe": -0.6055,
      "r2_score": 0.8898,
      "inversion_violation_rate_pct": 0.0,
      "regime_rmse": {
        "mixed_layer_0_30m": 1.7631,
        "thermocline_50_200m": 2.844,
        "abyssal_300_1000m": 3.9333
      },
      "depth_by_depth_rmse": {
        "0m": 1.3489,
        "5m": 1.4747,
        "10m": 1.6634,
        "20m": 2.0363,
        "30m": 2.153,
        "50m": 2.099,
        "75m": 2.1849,
        "100m": 2.479,
        "125m": 3.0652,
        "150m": 3.4105,
        "200m": 3.4896,
        "300m": 2.2591,
        "500m": 3.1791,
        "700m": 5.5878,
        "1000m": 3.9304
      },
      "depth_by_depth_bias": {
        "0m": -0.7066,
        "5m": -0.9512,
        "10m": -1.0882,
        "20m": -1.2765,
        "30m": -1.2359,
        "50m": -0.8287,
        "75m": -0.2977,
        "100m": 0.7984,
        "125m": 1.9851,
        "150m": 2.5262,
        "200m": 2.7242,
        "300m": 1.2315,
        "500m": -2.7805,
        "700m": -5.3947,
        "1000m": -3.7875
      }
    },
    "baseline_model": {
      "overall_rmse": 1.0855,
      "overall_mae": 0.8064,
      "overall_bias_mbe": 0.0156,
      "r2_score": 0.9815,
      "inversion_violation_rate_pct": 0.0,
      "regime_rmse": {
        "mixed_layer_0_30m": 0.9274,
        "thermocline_50_200m": 1.3317,
        "abyssal_300_1000m": 0.8265
      },
      "depth_by_depth_rmse": {
        "0m": 0.8521,
        "5m": 0.8413,
        "10m": 0.8124,
        "20m": 0.9732,
        "30m": 1.1224,
        "50m": 1.4964,
        "75m": 1.5348,
        "100m": 1.445,
        "125m": 1.2766,
        "150m": 1.0942,
        "200m": 1.0638,
        "300m": 0.9314,
        "500m": 0.7452,
        "700m": 0.7735,
        "1000m": 0.8434
      },
      "depth_by_depth_bias": {
        "0m": -0.4518,
        "5m": -0.4245,
        "10m": -0.3066,
        "20m": -0.0476,
        "30m": 0.1887,
        "50m": 0.6721,
        "75m": 0.4685,
        "100m": 0.2184,
        "125m": 0.0573,
        "150m": -0.2448,
        "200m": -0.2616,
        "300m": -0.1432,
        "500m": -0.0702,
        "700m": -0.0602,
        "1000m": 0.6404
      }
    },
    "physics_constrained": {
      "overall_rmse": 1.0529,
      "overall_mae": 0.7807,
      "overall_bias_mbe": 0.186,
      "r2_score": 0.983,
      "inversion_violation_rate_pct": 0.0,
      "regime_rmse": {
        "mixed_layer_0_30m": 0.9208,
        "thermocline_50_200m": 1.3088,
        "abyssal_300_1000m": 0.7266
      },
      "depth_by_depth_rmse": {
        "0m": 0.7432,
        "5m": 0.9146,
        "10m": 0.7468,
        "20m": 0.9614,
        "30m": 1.17,
        "50m": 1.5246,
        "75m": 1.5511,
        "100m": 1.4127,
        "125m": 1.2346,
        "150m": 1.0493,
        "200m": 0.9622,
        "300m": 0.8238,
        "500m": 0.6414,
        "700m": 0.5987,
        "1000m": 0.8144
      },
      "depth_by_depth_bias": {
        "0m": -0.255,
        "5m": -0.2788,
        "10m": -0.0845,
        "20m": 0.2031,
        "30m": 0.5178,
        "50m": 0.8921,
        "75m": 0.6968,
        "100m": 0.4504,
        "125m": 0.3311,
        "150m": 0.004,
        "200m": -0.1379,
        "300m": -0.1672,
        "500m": -0.086,
        "700m": 0.0786,
        "1000m": 0.6252
      }
    }
  },
  "collocated_matchups": [
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      "wmo_id": "WMO-6990612",
      "cycle_number": 21,
      "date": "2024-05-12",
      "matched_snapshot_date": "2024-05-12",
      "temporal_offset_hours": 0.0,
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      "lon": 67.667,
      "argo_profile_temperatures": [
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      "physics_predicted_temperatures": [
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      "baseline_predicted_temperatures": [
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      "climatology_temperatures": [
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      "float_rmse_physics": 0.588,
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      "float_rmse_climatology": 2.65,
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    },
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      "date": "2024-05-12",
      "matched_snapshot_date": "2024-05-12",
      "temporal_offset_hours": 0.0,
      "lat": 13.549,
      "lon": 89.016,
      "argo_profile_temperatures": [
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      "physics_predicted_temperatures": [
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      "baseline_predicted_temperatures": [
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      "climatology_temperatures": [
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      "float_rmse_physics": 0.683,
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      "float_rmse_climatology": 2.881,
      "delta_rmse": -0.02,
      "winner": "Baseline"
    },
    {
      "wmo_id": "WMO-6903140",
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      "date": "2024-05-12",
      "matched_snapshot_date": "2024-05-12",
      "temporal_offset_hours": 0.0,
      "lat": 24.179,
      "lon": 58.966,
      "argo_profile_temperatures": [
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      "physics_predicted_temperatures": [
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      "baseline_predicted_temperatures": [
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      "climatology_temperatures": [
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      "float_rmse_physics": 1.151,
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      "float_rmse_climatology": 2.931,
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      "winner": "Physics-Constrained"
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    {
      "wmo_id": "WMO-6903141",
      "cycle_number": 172,
      "date": "2024-05-12",
      "matched_snapshot_date": "2024-05-12",
      "temporal_offset_hours": 0.0,
      "lat": 22.841,
      "lon": 60.204,
      "argo_profile_temperatures": [
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      "physics_predicted_temperatures": [
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      "baseline_predicted_temperatures": [
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      "climatology_temperatures": [
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    {
      "wmo_id": "WMO-6903138",
      "cycle_number": 176,
      "date": "2024-05-12",
      "matched_snapshot_date": "2024-05-12",
      "temporal_offset_hours": 0.0,
      "lat": 12.526,
      "lon": 57.356,
      "argo_profile_temperatures": [
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      "physics_predicted_temperatures": [
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      "baseline_predicted_temperatures": [
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      "float_rmse_physics": 0.719,
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    },
    {
      "wmo_id": "WMO-4903660",
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      "date": "2024-05-12",
      "matched_snapshot_date": "2024-05-12",
      "temporal_offset_hours": 0.0,
      "lat": 16.462,
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      "argo_profile_temperatures": [
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      "physics_predicted_temperatures": [
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      "baseline_predicted_temperatures": [
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      "date": "2024-05-12",
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      "physics_predicted_temperatures": [
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}