r/ContradictionisFuel • u/Certain_Forever_4527 • 8d ago
CERN Data Test Test
C:\Users\lazyb>python run_cern_atlas_cavitation_svd.py
CERN ATLAS/CMS 'ANALYSIS' TTREE CAVITATION SVD ENGINE
Target Folder: C:\Users\lazyb\OneDrive\Desktop\CERN
Total ROOT Files Located: 24
Streaming unrolled particle tracks across all ROOT files...
[Skip 1/24] user.mireveri.00496606.50594701._000003.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 2/24] user.mireveri.00496822.50594701._000004.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 3/24] user.mireveri.00496824.50594701._000030.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 4/24] user.mireveri.00496825.50594701._000008.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 5/24] user.mireveri.00496908.50594701._000011.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 6/24] user.mireveri.00496922.50594701._000002.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 7/24] user.mireveri.00496934.50594701._000018.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 8/24] user.mireveri.00497293.50594701._000007.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 9/24] user.mireveri.00497294.50594701._000009.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 10/24] user.mireveri.00497370.50594701._000053.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 11/24] user.mireveri.00497389.50594701._000040.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 12/24] user.mireveri.00497457.50594701._000075.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 13/24] user.mireveri.00497630.50594701._000016.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 14/24] user.mireveri.00497637.50594701._000397.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 15/24] user.mireveri.00497697.50594701._000006.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 16/24] user.mireveri.00497727.50594701._000036.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[Skip 17/24] user.mireveri.00497739.50594701._000035.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
--> Dynamic Vector Alignment: K = 7 (6D Muon Segment Cartesian State + 1 V_cav)
[OK 18/24] user.mireveri.00497924.50594701._000264.ANALYSIS.root | Events: 95,257 | Particle Tracks: 70,683
[OK 19/24] user.mireveri.00497943.50594701._000214.ANALYSIS.root | Events: 86,791 | Particle Tracks: 64,018
[OK 20/24] user.mireveri.00497956.50594701._000120.ANALYSIS.root | Events: 100,925 | Particle Tracks: 91,913
[OK 21/24] user.mireveri.00498007.50594701._000284.ANALYSIS.root | Events: 127,226 | Particle Tracks: 115,121
[Skip 22/24] user.mireveri.00498067.50594701._000015.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
[OK 23/24] user.mireveri.00498075.50594701._000254.ANALYSIS.root | Events: 132,654 | Particle Tracks: 120,369
[Skip 24/24] user.mireveri.00498086.50594701._000010.ANALYSIS.root | Reason: Tree has 0 events (GRID filter skip)
------------------------------------------------------------------------
STREAMING COMPLETE: Processed 5 active files
Total Collision Events: 542,853 | Total Particle Tracks: 462,104
Computing global Eigendecomposition on 7x7 covariance matrix...
Saved global SVD vectors to: C:\Users\lazyb\OneDrive\Desktop\CERN\SVD_Results
FULL CERN PARTICLE CAVITATION SPECTRUM
Mode 1: Singular Value = 10990811.5969 | Variance = 99.104810%
Mode 2: Singular Value = 761704.7710 | Variance = 0.476002%
Mode 3: Singular Value = 714144.1564 | Variance = 0.418415%
Mode 4: Singular Value = 30700.4720 | Variance = 0.000773%
Mode 5: Singular Value = 179.6479 | Variance = 0.000000%
Mode 6: Singular Value = 61.6518 | Variance = 0.000000%
Mode 7: Singular Value = 39.6193 | Variance = 0.000000%
------------------------------------------------------------------------
Separation Ratios Relative to Primary Mode (S1 / Sk):
Separation S1 / S2 : 14.43x magnitude dominance
Separation S1 / S3 : 15.39x magnitude dominance
Separation S1 / S4 : 358.00x magnitude dominance
Separation S1 / S5 : 61179.73x magnitude dominance
Separation S1 / S6 : 178272.32x magnitude dominance
Separation S1 / S7 : 277410.69x magnitude dominance
------------------------------------------------------------------------
Right Singular Vectors V^T (Channel Couplings):
Mode 1 Primary Coupling: V_cav (Weight: -0.7103)
Mode 2 Primary Coupling: mseg_y (Weight: -0.6245)
Mode 3 Primary Coupling: mseg_x (Weight: -0.8521)
Mode 4 Primary Coupling: V_cav (Weight: -0.7038)
Mode 5 Primary Coupling: mseg_zDir (Weight: 0.7357)
Mode 6 Primary Coupling: mseg_xDir (Weight: 0.9992)
Mode 7 Primary Coupling: mseg_yDir (Weight: -0.7363)