Mean MARD (from calibration): 20.44828581286149
Std MARD (from calibration): 7.066222519770464
Lower bound (max(0, mean-2std)): 6.315840773320561
Upper bound (mean+2std): 34.58073085240242
Percentage of test samples in domain: 94.79%

In-domain percentage by diagnosis level:
DR Level 0: 94.81% in domain
DR Level 1: 93.55% in domain
DR Level 2: 96.19% in domain
DR Level 3: 94.06% in domain



(.venv) impactlab@en4230651l:/drive2/Kuntal/Pysindy-experiment$ python /drive2/Kuntal/Pysindy-experiment/conformal_boundary/messidor-1.py
Loading Messidor-1 theta data...
Loaded 1200 theta arrays with shape (3, 20)

Theta Value Statistics:
Min non-zero absolute value: 4.9059550726e-08
Max absolute value: 2.1659166693e+02
Mean absolute value: 1.1584680186e+00
Median absolute value: 3.4645943546e-02
Max/Min ratio: 4.4148726134e+09
WARNING: Extreme ratio detected. Using robust MARD calculation.
Split into 432 proper-train, 288 calibration, and 480 test samples
Calculated median theta with shape (3, 20)
WARNING: Median theta contains 4 zero values out of 60

MARD Statistics (from calibration set):
Mean MARD: 20.448286
Std MARD: 7.066223
Conformal boundaries: [6.315841, 34.580731]

Results saved to /drive2/Kuntal/Pysindy-experiment/conformal_boundary/messidor1-output
Plots saved to /drive2/Kuntal/Pysindy-experiment/conformal_boundary/messidor1-output/plots
Percentage of test samples in domain: 94.79%
(.venv) impactlab@en4230651l:/drive2/Kuntal/Pysindy-experiment$ 
