Calibration Code and Technical Report for an 8+1 Coil Rotational Detector Based on the UAT/UPC Frameworks

This repository contains the analysis pipeline, control scripts, and companion manuscript for a 
systematic search of the scalar saturation limit predicted by the Universal Applicable Time (UAT) 
and Unified Principle of Causality (UPC) frameworks in publicly available LIGO-Virgo data.

The core pipeline <em>(pipeline_unified_rms_svd.py)</em> downloads the GWTC event catalog and strain from 
GWOSC, applies a peak-normalised RMS statistic over 1-second windows with the predicted secular 
drift of the attractor (0.046 Hz/day), identifies 78 events where the epoch-corrected attractor 
is present in >50% of windows, and performs SVD triangulation of the maximum-sensitivity vectors, 
yielding a best-fit direction of RA = 124.78°, Dec = +7.85° (Cancer) with an RMS error of 0.458. 
Control tests on noise-only segments return 0.0% false positives.

Auxiliary scripts document methodological integrity: <em>null_hypothesis_random_phase.py</em> shows that 
an earlier 8-virtual-channel method produced an artefactual Γ-value, and <em>integrity_check_hash.py</em> 
confirms the discrepancy between locally stored HDF5 files and official GWOSC data that motivated 
the exclusive use of direct downloads.

The package also includes a LaTeX manuscript (search_scalar_attractor.tex) describing the methodology, 
results, and discussion, as well as a README with usage instructions.

Related DOIs: 10.5281/zenodo.18446712, 10.5281/zenodo.17729221, 10.5281/zenodo.18210808.