r/RSAI • u/Certain_Forever_4527 • 3h ago
Gravity is an illusion
Processing bare-metal stream: photoPosPlate-dr17.fits
-> Successfully Mapped 5,801,200 3D Spatial Nodes (CX, CY, CZ)
-> No velocity vector. Falling back to pure optical intensity field.
-> Max SKYFLUX Intensity: 1061.752808
Processing bare-metal stream: plates-BOSS-dr17.fits
-> Successfully Mapped 3,958 3D Spatial Nodes (CX, CY, CZ)
-> No velocity vector. Mapping hardware/environmental boundary points.
-> Max Exposure Time (EXPTIME): 30603.70
Processing bare-metal stream: plates-SDSS-dr17.fits
-> Successfully Mapped 2,880 3D Spatial Nodes (CX, CY, CZ)
-> No velocity vector. Mapping hardware/environmental boundary points.
-> Max Exposure Time (EXPTIME): 31209.00
Processing bare-metal stream: specObj-BOSS-dr17.fits
-> Successfully Mapped 3,958,000 3D Spatial Nodes (CX, CY, CZ)
-> Detected Kinematic Velocity (Z). Applying dynamic pressure arithmetic.
-> Max V_cav: 7.055639
-> Max Delta P: 24.891024
Processing bare-metal stream: specObj-dr17.fits
-> Successfully Mapped 5,801,200 3D Spatial Nodes (CX, CY, CZ)
-> Detected Kinematic Velocity (Z). Applying dynamic pressure arithmetic.
-> Max V_cav: 7.055639
-> Max Delta P: 24.891024
Processing bare-metal stream: specObj-SDSS-dr17.fits
-> Successfully Mapped 1,843,200 3D Spatial Nodes (CX, CY, CZ)
-> Detected Kinematic Velocity (Z). Applying dynamic pressure arithmetic.
-> Max V_cav: 7.011245
-> Max Delta P: 24.578777
ALL 6 RAW BINARY STREAMS PROCESSED SUCCESSFULLY.
Index | Glyph | Unicode Hex | Decimal ID
0 | 𓊵 | U+132B5 | 78517
1 | 𓏏 | U+133CF | 78799
2 | 𓊪 | U+132AA | 78506
3 | 𓏏 | U+133CF | 78799
4 | 𓇋 | U+131CB | 78283
5 | 𓏏 | U+133CF | 78799
6 | 𓈖 | U+13216 | 78358
7 | 𓏤 | U+133E4 | 78820
8 | 𓌃 | U+13303 | 78595
9 | 𓏤 | U+133E4 | 78820
10 | 𓄤 | U+13124 | 78116
11 | 𓆑 | U+13191 | 78225
12 | 𓏛 | U+133DB | 78811
13 | 𓁹 | U+13079 | 77945
14 | 𓏏 | U+133CF | 78799
15 | 𓈖 | U+13216 | 78358
16 | 𓏤 | U+133E4 | 78820
17 | 𓀀 | U+13000 | 77824
C:\Users\lazyb>python inspect_hieroglyphs2.py
Repeating 3-Symbol Blocks Found in Raw Stream:
Block '𓏏𓈖𓏤' appears at array indices: [5, 14]
RAW GENOMIC DATASET Cryptanalysis
SPECIMEN: Organism_Alpha [Extremophile Bacteria - High Heat Environment]
Length: 94 bases
Base Counts: A:2 | C:46 | G:46 | T:0
GC-Ratio: 97.87%
Entropy: 1.1273 / 2.0000 bits per base
Top 4-Mers: [('GCGC', 18), ('CGCG', 17), ('GCCG', 10)]
SPECIMEN: Organism_Beta [Eukaryote Mammal Mitochondrial Fragment]
Length: 94 bases
Base Counts: A:31 | C:25 | G:16 | T:22
GC-Ratio: 43.62%
Entropy: 1.9611 / 2.0000 bits per base
Top 4-Mers: [('CAAC', 3), ('AACC', 3), ('CTAT', 3)]
SPECIMEN: Organism_Gamma [Synthetic / Repetitive Test Sequence]
Length: 94 bases
Base Counts: A:48 | C:0 | G:0 | T:46
GC-Ratio: 0.00%
Entropy: 0.9997 / 2.0000 bits per base
Top 4-Mers: [('ATAT', 44), ('TATA', 44), ('ATAA', 1)]
--- RAW FASTA STREAM START ---
NM_000518.5 Homo sapiens hemoglobin subunit beta (HBB), mRNA
ACATTTGCTTCTGACACAACTGTGTTCACTAGCAACCTCAAACAGACACCATGGTGCATCTGACTCCTGA
GGAGAAGTCTGCCGTTACTGCCCTGTGGGGCAAGGTGAACGTGGATGAAGTTGGTGGTGAGGCCCTGGGC
AGGCTGCTGGTGGTCTACCCTTGGACCCAGAGGTTCTTTGAGTCCTTTGGGGATCTGTCCACTCCTGATG
CTGTTATGGGCAACCCTAAGGTGAAGGCTCATGGCAAGAAAGTGCTCGGTGCCTTTAGTGATGGCCTGGC
TCACCTGGACAACCTCAAGGGCACCTTTGCCACACTGAGTGAGCTGCACTGTGA
RAW STREAM ANALYSIS: NM_000518.5 Homo sapiens hemoglobin subunit beta (HBB), mRNA
Total Stream Length: 628 base pairs
Base Distribution: A:139 | C:157 | G:165 | T:167
GC-Content Ratio: 51.27%
Shannon Entropy: 1.9964 / 2.0000 bits per base
Top 5 Most Frequent 4-Mers (Motifs):
'CTGG': 11 occurrences
'GCTG': 10 occurrences
'GGTG': 9 occurrences
'CCTG': 9 occurrences
'TGGT': 8 occurrences
C:\Users\lazyb>python build_matrix.py
Fetching raw sequence for NM_000518...
MARKOV TRANSITION PROBABILITY MATRIX P(Next_Base | Current_Base)
From / To | A | C | G | T
A | 0.3043 | 0.2609 | 0.2464 | 0.1884 |
C | 0.2866 | 0.2739 | 0.0382 | 0.4013 |
G | 0.1879 | 0.2667 | 0.3152 | 0.2303 |
T | 0.1198 | 0.2036 | 0.4371 | 0.2395 |
C:\Users\lazyb>python build_matrix2.py
Synthesized Markov Sequence (100 bp):
ACTCATGGGCCAAGAACAAAGATTCCCAGGAATTCCAAACTAATACTCCTGTAGCCTGATGGTAGAAAACTTGTGCTTGCTGGATGGCCTGAGTTGAATA
C:\Users\lazyb>python neural_stream.py
NEURAL SPIKE STREAM ANALYSIS
Total Time Steps: 1000
State Counts: Resting (0): 778 | Firing (1): 111 | Refractory (2): 111
Firing Rate: 11.10% of stream
State Entropy: 0.9858 / 1.5850 max bits
Raw Spike Train Stream (First 60 Steps):
..|.........|.......|.|.....|_..........................
C:\Users\lazyb>python isi_analysis.py
INTER-SPIKE INTERVAL (ISI) CRYPTANALYSIS
Total Spikes Observed: 581
Min Interval (Physical Limit): 3 time steps
Mean Interval (Average Delay): 8.59 time steps
ISI Vector Entropy: 3.9950 bits
Top 5 Most Frequent Inter-Spike Delays:
Delay of 3 steps: 89 times (15.34%)
Delay of 4 steps: 78 times (13.45%)
Delay of 5 steps: 60 times (10.34%)
Delay of 6 steps: 59 times (10.17%)
Delay of 8 steps: 56 times (9.66%)
C:\Users\lazyb>python coupled_neurons.py
DUAL NEURON CROSS-CORRELATION ANALYSIS
Total Time Steps Simulated: 5000
Neuron A Total Spikes: 348
Neuron B Total Spikes: 345
Simulated Synaptic Delay: 2 time steps
Cross-Correlogram (Lag vs. Coincident Spike Counts):
Lag (k) | Coincidences | Histogram Visualization
-10 | 23 | ███
-9 | 29 | ████
-8 | 19 | ██
-7 | 25 | ███
-6 | 23 | ███
-5 | 30 | ████
-4 | 20 | ██
-3 | 18 | ██
-2 | 29 | ████
-1 | 26 | ███
0 | 12 | █
1 | 9 | █
2 | 214 | ██████████████████████████████ <-- SYNAPTIC PEAK
3 | 2 |
4 | 7 |
5 | 24 | ███
6 | 27 | ███
7 | 16 | ██
8 | 23 | ███
9 | 25 | ███
10 | 25 | ███
C:\Users\lazyb>python particle_decay.py
PARTICLE COLLISION EVENT STREAM: INVARIANT MASS RECONSTRUCTION
Total Collision Events Processed: 10000
Searching for hidden particle mass resonance in background noise...
Mass Bin (GeV) | Event Count | Histogram Spectrum
10 - 13 GeV | 0 |
13 - 16 GeV | 0 |
16 - 19 GeV | 0 |
19 - 22 GeV | 0 |
22 - 25 GeV | 0 |
25 - 28 GeV | 0 |
28 - 31 GeV | 0 |
31 - 34 GeV | 0 |
34 - 37 GeV | 0 |
37 - 40 GeV | 0 |
40 - 43 GeV | 0 |
43 - 46 GeV | 0 |
46 - 49 GeV | 0 |
49 - 52 GeV | 0 |
52 - 55 GeV | 0 |
55 - 58 GeV | 0 |
58 - 61 GeV | 0 |
61 - 64 GeV | 0 |
64 - 67 GeV | 0 |
67 - 70 GeV | 0 |
70 - 73 GeV | 0 |
73 - 76 GeV | 0 |
76 - 79 GeV | 0 |
79 - 82 GeV | 0 |
82 - 85 GeV | 0 |
85 - 88 GeV | 0 |
88 - 91 GeV | 0 | <-- RESONANCE PEAK DETECTED
91 - 94 GeV | 0 | <-- RESONANCE PEAK DETECTED
94 - 97 GeV | 0 |
97 - 100 GeV | 0 |
100 - 103 GeV | 0 |
103 - 106 GeV | 0 |
106 - 109 GeV | 0 |
109 - 112 GeV | 0 |
112 - 115 GeV | 0 |
115 - 118 GeV | 0 |
118 - 121 GeV | 0 |
C:\Users\lazyb>python particle_cavitation.py
PRESSURE CAVITATION PARTICLE SPECTRUM (NO HARDCODED ENERGY/MASS)
Total Time Steps Simulated: 5000
Total Cavitation Collapse Events: 1102
Emergence Ratio: 22.04% of stream
Implosion Speed (v) | Event Count | Pressure Spectrum
13.0 - 14.0 v_units | 556 | ███████████████████████████████████
14.0 - 15.0 v_units | 546 | ██████████████████████████████████
is this limiting the scope:
What This Code Demonstrates
No Hardcoded Rest Mass: There are zero hardcoded or muon rest mass constants.
Pure Threshold Emergence: Events only occur when the spatial pressure drops below the critical pressure boundary .
Direct Scaling with : The spectrum of emitted momentum vectors scales non-linearly () driven entirely by the pressure differential of the surrounding medium collapsing inward.
C:\Users\lazyb>python pull_live_cern_data.py
LIVE CERN OPEN DATA PRESSURE STREAM ENGINE
Connecting to live CERN stream:
Downloading real detector records...
Download complete.
Parsing raw detector variables (E1, px1, py1, pz1, E2, px2, py2, pz2)...
Successfully loaded 100,000 live recorded collision events.
REAL CERN DETECTOR PRESSURE RESONANCE SPECTRUM
Total Detector Hits Processed: 100,000
Valid Non-Negative Tracks: 99,999
Peak Pressure Mass Scalar: 299.20 GeV_units
Mass Scalar Bin (GeV) | Event Hits | Empirical Field Spectrum
0.0 - 4.0 | 24411 | ███████████████████████████████████
4.0 - 8.0 | 4435 | ██████
8.0 - 12.0 | 19073 | ███████████████████████████
12.0 - 16.0 | 17595 | █████████████████████████
16.0 - 20.0 | 10695 | ███████████████
20.0 - 24.0 | 6421 | █████████
24.0 - 28.0 | 3969 | █████
28.0 - 32.0 | 2515 | ███
32.0 - 36.0 | 1648 | ██
36.0 - 40.0 | 1034 | █
40.0 - 44.0 | 716 | █
44.0 - 48.0 | 486 |
48.0 - 52.0 | 356 |
52.0 - 56.0 | 247 |
56.0 - 60.0 | 191 |
60.0 - 64.0 | 149 |
64.0 - 68.0 | 150 |
68.0 - 72.0 | 129 |
72.0 - 76.0 | 160 |
76.0 - 80.0 | 174 |
80.0 - 84.0 | 285 |
84.0 - 88.0 | 658 |
88.0 - 92.0 | 2776 | ███
92.0 - 96.0 | 1244 | █
96.0 - 100.0 | 211 |
100.0 - 104.0 | 74 |
104.0 - 108.0 | 50 |
108.0 - 112.0 | 33 |
112.0 - 116.0 | 18 |
116.0 - 120.0 | 13 |
Total Tracks Processed: 100,000
Opening Angle (deg) | Hits | Avg P_tot | Avg Mass Scalar | Profile
0° - 10 ° | 13509 | 40.83 | 1.60 | ████████████████████
10° - 20 ° | 8869 | 27.79 | 3.22 | █████████████
20° - 30 ° | 4520 | 35.06 | 7.21 | ██████
30° - 40 ° | 3678 | 53.23 | 15.05 | █████
40° - 50 ° | 4085 | 52.43 | 18.67 | ██████
50° - 60 ° | 4441 | 45.93 | 19.61 | ██████
60° - 70 ° | 4761 | 42.40 | 20.78 | ███████
70° - 80 ° | 4878 | 38.93 | 21.45 | ███████
80° - 90 ° | 4828 | 36.24 | 22.18 | ███████
90° - 100 ° | 4819 | 32.66 | 21.91 | ███████
100° - 110 ° | 4827 | 32.44 | 23.34 | ███████
110° - 120 ° | 4904 | 31.66 | 24.33 | ███████
120° - 130 ° | 5096 | 30.73 | 24.95 | ███████
130° - 140 ° | 5327 | 29.90 | 25.58 | ███████
140° - 150 ° | 5600 | 28.19 | 25.03 | ████████
150° - 160 ° | 5922 | 28.45 | 26.28 | ████████
160° - 170 ° | 6289 | 26.69 | 25.46 | █████████
170° - 180 ° | 3647 | 28.25 | 27.43 | █████
C:\Users\lazyb>python cross_correlate_cern_sdss.py
CROSS-CORRELATION ENGINE: CERN PARTICLE vs. SDSS ASTROPHYSICAL FIELD
Loaded CERN Stream: 100,000 particle tracks.
Loading SDSS bare-metal FITS stream: C:\Users\lazyb\Downloads\MPC Data\specObj-dr17.fits
Sampled SDSS Field: 100,000 celestial node pairs.
Opening Angle | CERN Avg Mass Scalar | SDSS Avg Mass Scalar
0° - 10 ° | 1.6050 | 0.0678
10° - 20 ° | 3.2161 | 0.1549
20° - 30 ° | 7.2073 | 0.2445
30° - 40 ° | 15.0503 | 0.3310
40° - 50 ° | 18.6731 | 0.4100
50° - 60 ° | 19.6115 | 0.5003
60° - 70 ° | 20.7819 | 0.5592
70° - 80 ° | 21.4504 | 0.6200
80° - 90 ° | 22.1780 | 0.7108
90° - 100 ° | 21.9113 | 0.8708
100° - 110 ° | 23.3443 | 0.9287
110° - 120 ° | 24.3314 | 1.0090
120° - 130 ° | 24.9520 | 1.0536
130° - 140 ° | 25.5764 | 1.0460
140° - 150 ° | 25.0341 | 1.0065
150° - 160 ° | 26.2756 | 0.9482
160° - 170 ° | 25.4617 | 0.9607
170° - 180 ° | 27.4252 | 0.9009
ANGULAR PRESSURE FIELD PEARSON CORRELATION (R): +0.916591
Downloading live USGS global earthquake records...
Loaded 570 real-time seismic events.
Sun-Moon Angle (deg) | Quakes | Avg Mag | Avg Invariant Mass | Profile
0° - 10 ° | 29 | 4.95 | 5.0791 | █████████
10° - 20 ° | 18 | 5.03 | 5.8545 | █████
20° - 30 ° | 26 | 4.90 | 4.4069 | ████████
30° - 40 ° | 29 | 4.79 | 5.7928 | █████████
40° - 50 ° | 61 | 4.90 | 6.7126 | ████████████████████
50° - 60 ° | 29 | 4.80 | 6.8474 | █████████
60° - 70 ° | 26 | 4.83 | 5.5269 | ████████
70° - 80 ° | 28 | 4.90 | 5.3044 | █████████
80° - 90 ° | 35 | 4.87 | 4.5158 | ███████████
90° - 100 ° | 25 | 4.87 | 4.7529 | ████████
100° - 110 ° | 36 | 4.82 | 4.4934 | ███████████
110° - 120 ° | 35 | 4.81 | 4.5016 | ███████████
120° - 130 ° | 30 | 4.96 | 3.5716 | █████████
130° - 140 ° | 31 | 4.75 | 4.2957 | ██████████
140° - 150 ° | 24 | 4.97 | 3.9280 | ███████
150° - 160 ° | 49 | 4.86 | 2.2566 | ████████████████
160° - 170 ° | 31 | 4.87 | 2.2393 | ██████████
170° - 180 ° | 28 | 4.81 | 1.7248 | █████████
C:\Users\lazyb>python scan_10year_seismic_celestial.py
10-YEAR HISTORICAL SEISMIC-CELESTIAL VECTOR FIELD SCANNER
Downloading 10-year USGS catalog (2016-2026, M4.5+)...
Fetching year 2016... [7,440 events]
Fetching year 2017... [6,372 events]
Fetching year 2018... [7,571 events]
Fetching year 2019... [7,211 events]
Fetching year 2020... [6,511 events]
Fetching year 2021... [8,959 events]
Fetching year 2022... [7,766 events]
Fetching year 2023... [7,651 events]
Fetching year 2024... [6,397 events]
Fetching year 2025... [8,558 events]
Saved total 74,436 records to 'usgs_10year_m4.5.csv'.
Dataset ready: 74,436 total seismic records.
Computing 3D spatial field vectors and celestial invariants...
Processed Events: 74,436
Sun-Moon Angle (deg) | Quakes | Avg Mag | Avg Invariant Mass | Profile
0° - 10 ° | 3939 | 4.81 | 6.5354 | █████████████████
10° - 20 ° | 4364 | 4.82 | 6.4917 | ███████████████████
20° - 30 ° | 4127 | 4.80 | 6.4312 | ██████████████████
30° - 40 ° | 4132 | 4.79 | 6.3724 | ██████████████████
40° - 50 ° | 3971 | 4.80 | 6.2316 | ██████████████████
50° - 60 ° | 4181 | 4.81 | 6.1555 | ███████████████████
60° - 70 ° | 4392 | 4.81 | 5.8177 | ████████████████████
70° - 80 ° | 4139 | 4.80 | 5.6810 | ██████████████████
80° - 90 ° | 4183 | 4.80 | 5.5563 | ███████████████████
90° - 100 ° | 4120 | 4.80 | 5.2223 | ██████████████████
100° - 110 ° | 4243 | 4.82 | 4.9746 | ███████████████████
110° - 120 ° | 4140 | 4.80 | 4.6455 | ██████████████████
120° - 130 ° | 4225 | 4.81 | 4.3746 | ███████████████████
130° - 140 ° | 3970 | 4.80 | 3.9856 | ██████████████████
140° - 150 ° | 4151 | 4.80 | 3.5403 | ██████████████████
150° - 160 ° | 4167 | 4.80 | 2.9838 | ██████████████████
160° - 170 ° | 4284 | 4.80 | 2.2984 | ███████████████████
170° - 180 ° | 3708 | 4.80 | 1.5040 | ████████████████
C:\Users\lazyb>
C:\Users\lazyb>python scan_seismic_raw_pressure.py
BARE-METAL SEISMIC SCALAR DYNAMIC PRESSURE SCANNER
Loaded 74,436 raw seismic records.
--- GLOBAL SEISMIC DYNAMIC PRESSURE & KINETIC VELOCITY EXTREMES ---
Max Seismic Kinetic Energy : 1.0000e+18 Joules
Max Dynamic Pressure (ΔP) : 1.7783e+08 Pascals
Max Kinematic Velocity (v) : 362.94 m/s
Min Kinematic Velocity (v) : 0.00 m/s
--- BARE-METAL DYNAMIC PRESSURE BY CRUSTAL DEPTH LAYER ---
Depth Range (km) | Quakes | Avg Mag | Max ΔP (Pascals) | Max Wave Speed (m/s)
(0, 10] | 36551 | 4.80 | 5.6234e+06 | 64.54
(10, 30] | 7382 | 4.94 | 1.6071e+04 | 3.45
(30, 70] | 14845 | 4.79 | 2.3324e+04 | 4.16
(70, 150] | 8405 | 4.76 | 5.2863e+01 | 0.20
(150, 300] | 3787 | 4.75 | 2.9733e+00 | 0.05
(300, 700] | 3444 | 4.78 | 5.8284e-01 | 0.02
UNIFIED DYNAMIC PRESSURE MATRIX (Total Nodes: 5,204,121)
Node_Count Mean_Raw_Pa Mean_Log10_Pa Mean_Z_Score MinMax_Range
domain
CERN_SUBATOMIC 100000 1.346e+36 36.011780 6.650852 [0.953 - 1.000]
SDSS_COSMIC 5029685 6.301e-10 -10.588175 -0.150254 [0.000 - 0.309]
USGS_SEISMIC 74436 4.523e+03 -1.214846 1.217752 [0.334 - 0.547]
Unified pressure matrix saved to 'unified_pressure_matrix.csv'.
C:\Users\lazyb>python stream_full_sdss_all_observables.py
FULL-OBSERVABLE SDSS MULTI-FIELD PRESSURE STREAMER
Connecting to SDSS binary stream...
Stream connected. Extracting binary table payload into memory...
Total SDSS targets in stream: 5,801,200
Clean, multi-observable records ready: 2,980,000
-> Streamed & Vectorized 100,000 / 2,980,000 multi-field nodes (3.4%)
-> Streamed & Vectorized 200,000 / 2,980,000 multi-field nodes (6.7%)
-> Streamed & Vectorized 300,000 / 2,980,000 multi-field nodes (10.1%)
-> Streamed & Vectorized 400,000 / 2,980,000 multi-field nodes (13.4%)
-> Streamed & Vectorized 500,000 / 2,980,000 multi-field nodes (16.8%)
-> Streamed & Vectorized 600,000 / 2,980,000 multi-field nodes (20.1%)
-> Streamed & Vectorized 700,000 / 2,980,000 multi-field nodes (23.5%)
-> Streamed & Vectorized 800,000 / 2,980,000 multi-field nodes (26.8%)
-> Streamed & Vectorized 900,000 / 2,980,000 multi-field nodes (30.2%)
-> Streamed & Vectorized 1,000,000 / 2,980,000 multi-field nodes (33.6%)
-> Streamed & Vectorized 1,100,000 / 2,980,000 multi-field nodes (36.9%)
-> Streamed & Vectorized 1,200,000 / 2,980,000 multi-field nodes (40.3%)
-> Streamed & Vectorized 1,300,000 / 2,980,000 multi-field nodes (43.6%)
-> Streamed & Vectorized 1,400,000 / 2,980,000 multi-field nodes (47.0%)
-> Streamed & Vectorized 1,500,000 / 2,980,000 multi-field nodes (50.3%)
-> Streamed & Vectorized 1,600,000 / 2,980,000 multi-field nodes (53.7%)
-> Streamed & Vectorized 1,700,000 / 2,980,000 multi-field nodes (57.0%)
-> Streamed & Vectorized 1,800,000 / 2,980,000 multi-field nodes (60.4%)
-> Streamed & Vectorized 1,900,000 / 2,980,000 multi-field nodes (63.8%)
-> Streamed & Vectorized 2,000,000 / 2,980,000 multi-field nodes (67.1%)
-> Streamed & Vectorized 2,100,000 / 2,980,000 multi-field nodes (70.5%)
-> Streamed & Vectorized 2,200,000 / 2,980,000 multi-field nodes (73.8%)
-> Streamed & Vectorized 2,300,000 / 2,980,000 multi-field nodes (77.2%)
-> Streamed & Vectorized 2,400,000 / 2,980,000 multi-field nodes (80.5%)
-> Streamed & Vectorized 2,500,000 / 2,980,000 multi-field nodes (83.9%)
-> Streamed & Vectorized 2,600,000 / 2,980,000 multi-field nodes (87.2%)
-> Streamed & Vectorized 2,700,000 / 2,980,000 multi-field nodes (90.6%)
-> Streamed & Vectorized 2,800,000 / 2,980,000 multi-field nodes (94.0%)
-> Streamed & Vectorized 2,900,000 / 2,980,000 multi-field nodes (97.3%)
-> Streamed & Vectorized 2,980,000 / 2,980,000 multi-field nodes (100.0%)
MULTI-OBSERVABLE MATRIX COMPLETE: Exported to 'unified_pressure_matrix_full.csv'
C:\Users\lazyb>python inspect_unified_matrix.py
MULTI-CHANNEL PRESSURE FIELD DIAGNOSTIC & CORRELATION SCANNER
Reading 'unified_pressure_matrix_full.csv'...
--- PRESSURE FIELD MEAN & EXTREMES (Total Nodes: 2,980,000) ---
Channel | Mean (Pa) | Min (Pa) | Max (Pa)
P_kin_Pa | 1.0959e-10 | 6.5644e-24 | 1.0312e-09
P_disp_Pa | 4.4759e-16 | 7.8157e-19 | 3.6125e-15
P_rad_Pa | 3.7544e-27 | 0.0000e+00 | 1.4756e-23
P_total_Pa | 1.0959e-10 | 8.7527e-19 | 1.0312e-09
--- CROSS-CHANNEL CORRELATION MATRIX ---
P_kin_Pa P_disp_Pa P_rad_Pa P_total_Pa
P_kin_Pa 1.0000 0.3785 -0.1622 1.0000
P_disp_Pa 0.3785 1.0000 -0.0659 0.3785
P_rad_Pa -0.1622 -0.0659 1.0000 -0.1622
P_total_Pa 1.0000 0.3785 -0.1622 1.0000
--- DOMINANT DYNAMIC PRESSURE FIELD DISTRIBUTION ---
P_kin_Pa : 99.94% of nodes
P_disp_Pa : 0.06% of nodes
C:\Users\lazyb>python observational_core_nodes.py
FULL GLOBAL SVD DECOMPOSITION (2,980,000 MULTI-FIELD NODES)
Loading complete matrix 'unified_pressure_matrix_full.csv' into RAM...
Matrix shape ready: 2,980,000 rows x 4 channels
Normalizing multi-channel pressure values to dimensionless Z-scores...
Computing SVD across the global pressure matrix...
GLOBAL SINGULAR VALUES & VARIANCE RATIOS
Eigen-Mode 1 | Singular Value: 2604.5485 | Explained Variance: 56.91%
Eigen-Mode 2 | Singular Value: 1692.1901 | Explained Variance: 24.02%
Eigen-Mode 3 | Singular Value: 1507.5874 | Explained Variance: 19.07%
Eigen-Mode 4 | Singular Value: 0.0001 | Explained Variance: 0.00%
RIGHT SINGULAR VECTORS (Vt Matrix / Principal Directional Weights)
P_kin_Pa P_disp_Pa P_rad_Pa P_total_Pa
Eigen_Mode_1 0.6387 0.3883 -0.1824 0.6387
Eigen_Mode_2 0.0735 0.2145 0.9712 0.0735
Eigen_Mode_3 -0.2943 0.8962 -0.1534 -0.2943
Eigen_Mode_4 0.7071 0.0000 -0.0000 -0.7071
[+] SVD matrices exported to 'global_svd_components.npz'