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results/phase5_sensitivity_summary.txt
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| 1 |
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# Phase 5 Sensitivity Analysis Summary
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# Generated: 2026-01-27 12:47:04
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# Script: /media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/scripts/t26_sensitivity_analysis_20260127_200000.py
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# Integrity Check: PASSED
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N_samples: 1810
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N_env_variables: 24
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N_bio_targets: 3
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Latent_dim: 32
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N_folds: 6
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Perturbation: +/- 1 SD (raw space)
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SENSITIVITY RANKING BY LATENT SPACE L2 DISPLACEMENT
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============================================================
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# 1 bathymetry_m L2=0.8891 chl-a_rank=1
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# 2 solar_rad_mj_m2 L2=0.6716 chl-a_rank=3
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# 3 sst_range_c L2=0.5492 chl-a_rank=18
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# 4 modis_sst_mean_c L2=0.5414 chl-a_rank=2
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# 5 rrs_443 L2=0.5108 chl-a_rank=5
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# 6 rrs_555 L2=0.5080 chl-a_rank=20
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# 7 sst_max_c L2=0.5010 chl-a_rank=6
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# 8 rrs_469 L2=0.4924 chl-a_rank=8
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# 9 rrs_645 L2=0.4644 chl-a_rank=9
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#10 rrs_412 L2=0.4580 chl-a_rank=4
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#11 sst_min_c L2=0.4563 chl-a_rank=15
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#12 distance_to_coast_km L2=0.4484 chl-a_rank=12
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#13 air_temp_range_c L2=0.4422 chl-a_rank=21
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#14 rrs_667 L2=0.4421 chl-a_rank=11
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#15 rrs_547 L2=0.4360 chl-a_rank=17
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#16 air_temp_max_c L2=0.4215 chl-a_rank=22
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#17 air_temp_min_c L2=0.4209 chl-a_rank=10
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#18 rrs_488 L2=0.4126 chl-a_rank=7
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#19 elevation_m L2=0.4083 chl-a_rank=23
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#20 precip_mean_mm L2=0.4017 chl-a_rank=13
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#21 rrs_531 L2=0.4008 chl-a_rank=16
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#22 rrs_678 L2=0.4003 chl-a_rank=19
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#23 sst_mean_c L2=0.3998 chl-a_rank=14
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#24 air_temp_mean_c L2=0.3813 chl-a_rank=24
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TOP-5 MOST SENSITIVE VARIABLES (LATENT SPACE):
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bathymetry_m: L2=0.8891
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chl_mean_mg_m3: abs_delta=0.420274, abs_pct=43.78%
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poc_mean_mg_m3: abs_delta=48.749703, abs_pct=53.55%
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nflh_mean: abs_delta=0.006535, abs_pct=7.14%
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solar_rad_mj_m2: L2=0.6716
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chl_mean_mg_m3: abs_delta=0.292494, abs_pct=37.81%
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poc_mean_mg_m3: abs_delta=31.833777, abs_pct=46.52%
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nflh_mean: abs_delta=0.003976, abs_pct=5.01%
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sst_range_c: L2=0.5492
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chl_mean_mg_m3: abs_delta=0.078112, abs_pct=36.71%
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poc_mean_mg_m3: abs_delta=4.071014, abs_pct=24.96%
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nflh_mean: abs_delta=0.004081, abs_pct=5.71%
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modis_sst_mean_c: L2=0.5414
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chl_mean_mg_m3: abs_delta=0.296633, abs_pct=36.93%
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poc_mean_mg_m3: abs_delta=30.575024, abs_pct=37.08%
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nflh_mean: abs_delta=0.006341, abs_pct=7.75%
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rrs_443: L2=0.5108
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chl_mean_mg_m3: abs_delta=0.252866, abs_pct=19.34%
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poc_mean_mg_m3: abs_delta=30.197152, abs_pct=40.05%
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nflh_mean: abs_delta=0.007242, abs_pct=9.01%
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TOP-5 MOST SENSITIVE VARIABLES (CHL-A PRODUCTIVITY):
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bathymetry_m: abs_delta_chla=0.420274, abs_pct=43.78%
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modis_sst_mean_c: abs_delta_chla=0.296633, abs_pct=36.93%
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solar_rad_mj_m2: abs_delta_chla=0.292494, abs_pct=37.81%
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rrs_412: abs_delta_chla=0.265271, abs_pct=48.73%
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rrs_443: abs_delta_chla=0.252866, abs_pct=19.34%
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OCEANOGRAPHIC CONTEXT:
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SST/Temperature: L2 ranks = [23, 7, 11, 3, 4, 24, 16, 17, 13], mean rank = 13.1
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Light/Radiation: L2 ranks = [2], mean rank = 2.0
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Geographic/Physical: L2 ranks = [19, 1, 12], mean rank = 10.7
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Precipitation: L2 ranks = [20], mean rank = 20.0
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Remote Sensing Reflectance: L2 ranks = [10, 5, 8, 18, 21, 15, 6, 9, 14, 22], mean rank = 12.8
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