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HarshadSB
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adrishta-oceanembed-data

Tasks:
Time Series Forecasting
Tabular Regression
Tags:
oceanography
subsurface-temperature
argo-validation
glorys
physics-constrained-ml
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adrishta-oceanembed-data / argo /collocation_results.json
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{
"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": {
"climatology_woa": {
"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": {
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"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": {
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"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": {
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"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": {
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"10m": -0.0845,
"20m": 0.2031,
"30m": 0.5178,
"50m": 0.8921,
"75m": 0.6968,
"100m": 0.4504,
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"150m": 0.004,
"200m": -0.1379,
"300m": -0.1672,
"500m": -0.086,
"700m": 0.0786,
"1000m": 0.6252
}
}
},
"collocated_matchups": [
{
"wmo_id": "WMO-6990612",
"cycle_number": 21,
"date": "2024-05-12",
"matched_snapshot_date": "2024-05-12",
"temporal_offset_hours": 0.0,
"lat": 12.767,
"lon": 67.667,
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31.22,
30.27,
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26.25,
23.41,
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13.22,
11.74,
10.33,
8.24
],
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31.65,
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31.52,
31.31,
31.02,
29.61,
27.1,
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21.11,
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],
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},
{
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{
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},
{
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