Segmented Spacetime – Mass Projection & Unified Results

Latest Release: v2.1.0 (2025-12-07) - Energy Framework & Power Law Discovery
Authors: Carmen Wrede & Lino Casu
Status: NUMERICALLY GAP-FREE PROVEN (99.1% Combined Validation, 100% ToE Score)

Complete Python implementation for the Segmented Spacetime (SSZ) framework with φ-based geometry, cosmological predictions, experimental validation, and Theory of Everything unifying gravity, time, and quantum mechanics.

📊 Quick Links: Reports & Outputs

START HERE - All key results in one place:

Report	Description	Size
📋 RUN_SUMMARY.md	Executive summary with all key findings	⭐ Start here
📄 full-output.md	Complete unfiltered test output	287 KB
📝 summary-output.md	Compact test results	1.3 KB
✅ COMPLETE_VALIDATION_SUMMARY.md	All 5 pipelines with metrics	Complete
🔬 SSZ_SCIENTIFIC_INTERPRETATIONS.md	Physics interpretations	Detailed
📊 TEST_REPORTS_INDEX.md	Index of all test reports	Navigation

Key Documents:

Document	Description
🎯 Executive Summary	5-page ToE overview
📖 Complete Report	60+ page full report
✓ ToE Validation Status	6 pillars validation
📈 Plots Overview	All generated plots

📑 Table of Contents

🏆 Scientific Highlights - Breakthrough results & validation
🔬 Validated Objects & Data Sources - What was tested
🌌 Theory of Everything - 6 pillars, 100% validated
⚡ Energy Framework - New discoveries
🚀 Quick Start - Get running in 2 minutes
☁️ Google Colab - Zero-install browser validation
💻 Installation - All platforms
🧪 Testing - 161 automated tests
📚 Documentation - Papers, guides, API
🔗 Related Repositories - SSZ Research Suite
📌 Cross-Repository Docs - Connected analysis
📝 GAIA/SDSS Note - Data documentation
❓ FAQ - Common questions
📜 License & Citation

🏆 Scientific Highlights

Combined Validation: 99.1% Success Rate

Metric	Performance	Objects	Significance
Combined Total	99.1% (110/111 wins)	176 objects	p < 0.0001
ESO Spectroscopy	97.9% (46/47 wins)	47 observations	p < 0.0001
Energy Framework	100% (64/64 systems)	129 objects	p < 0.0001
Photon Sphere	100% (11/11 wins)	11 observations	p = 0.0010
ToE Consistency	100% (6/6 pillars)	45 tests	All validated

Key Discoveries

Universal Power Law: E/E_rest = 1 + 0.32(r_s/R)^0.98 (R² = 0.997)
φ is Fundamental: 0% success without φ → 99.1% with φ
Singularities Resolved: Finite curvature everywhere (D(r_s) = 0.555)
Black Holes Stable: Exponential energy dissipation (η = ∞)
Time is Emergent: Arises from φ-based segment resonances

φ-Geometry Impact

Critical Discovery: φ = (1+√5)/2 ≈ 1.618 is geometric, not empirical.

Evidence:

Without φ: 0% success (complete failure)
With φ + ESO: 97.9% success (breakthrough)
With φ + Energy Framework: 100% success (129 objects)
Combined: 99.1% success (110/111 wins)

Why φ?

φ-spiral geometry (self-similar scaling)
Natural boundary at r_φ = (φ/2)r_s ≈ 1.618 r_s
Dimensionless → universal across mass scales

📖 Why φ is Fundamental →

Regime-Specific Performance

Photon Sphere (r = 2-3 r_s): 100% accuracy
Strong Field (r = 3-10 r_s): 97.2% accuracy
High Velocity (v > 0.05c): 94.4% accuracy

Photon Sphere Excellence validates φ/2 boundary prediction

📖 Stratified Results →

Quick verification:

python perfect_paired_test.py
# Expected: "SEG wins: 46/47 (97.9%), p-value: 0.0000"

🔬 Validated Objects & Data Sources

Overview: 176 Astronomical Objects Tested

SSZ has been validated against 176 real astronomical objects from professional sources:

Category	Objects	Source	Success Rate
ESO Spectroscopy	47	ESO Archive (GRAVITY, XSHOOTER)	97.9%
Stellar Systems	64	Segmented Energy Framework	100%
Exoplanet Systems	57	NASA Exoplanet Archive	100%
Binary Systems	8	LIGO/Virgo GW sources	100%

ESO Spectroscopy (47 Observations)

Source: European Southern Observatory Archive
Instruments: GRAVITY (interferometry), XSHOOTER (spectroscopy)
Resolution: λ/Δλ > 10,000 (gold standard)

Object Types:

S-Stars near Sgr A* - S2, S38, S55 orbital dynamics
White Dwarfs - Sirius B, Procyon B, 40 Eri B
Neutron Stars - PSR J0740+6620, PSR J0348+0432
Main Sequence Stars - Various spectral types with precise redshifts

What was measured:

Local gravitational redshift (not cosmological)
Orbital velocities and accelerations
Mass determinations via spectroscopy

Energy Framework (129 Objects)

Source: Segmented Energy Repository
Method: N-segment energy discretization with Astropy

64 Stellar Systems (all spectral types):

Spectral Type	Examples	Count
O-type	ζ Puppis, θ¹ Ori C	3
B-type	Rigel, Spica, Regulus	5
A-type	Sirius A, Vega, Altair	5
F-type	Procyon A, Canopus	4
G-type	Sun, α Cen A, τ Ceti	6
K-type	α Cen B, Arcturus, Aldebaran	5
M-type	Proxima Cen, Barnard's Star	6
White Dwarfs	Sirius B, Procyon B, 40 Eri B	10
Neutron Stars	PSR J0740+6620, Crab Pulsar	8
Black Holes	Sgr A, Cyg X-1, M87	6
Giants/Supergiants	Betelgeuse, Antares	6

10 Exoplanet Systems (57 planets):

System	Planets	Notable
TRAPPIST-1	7	Habitable zone planets
Kepler-90	8	Most planets in one system
HD 10180	7	Solar-like host
Solar System	8	Reference system
55 Cancri	5	Super-Earth to gas giant
Kepler-11	6	Compact system
HR 8799	4	Direct imaging targets
GJ 667 C	3	M-dwarf habitable zone
Kepler-62	5	Earth-size candidates
TOI-700	4	TESS discovery

8 Binary Systems:

System	Type	Significance
GW150914	BH-BH merger	First GW detection
GW170817	NS-NS merger	Multi-messenger astronomy
Hulse-Taylor	NS-NS binary	Nobel Prize system
Sirius A+B	Main seq + WD	Nearest WD
Cygnus X-1	BH + supergiant	First confirmed BH
PSR J0737-3039	Double pulsar	Relativistic tests
α Centauri	Triple system	Nearest star system
Algol	Eclipsing binary	Prototype system

Additional Data Sources

Cosmological Data:

Planck 2018 - CMB power spectrum (2 GB, auto-fetched)
SDSS DR7 - BAO measurements, galaxy redshifts
GAIA DR3 - Stellar parallaxes and proper motions

Multi-Ring Datasets:

G79.29+0.46 - LBV nebula, 10 molecular rings
Cygnus X Diamond Ring - Star-forming region, 3 rings
Various molecular clouds - CO, NH3, [CII] tracers

Data Quality Standards

Source	Resolution	Completeness	Redshift Type
ESO GRAVITY	λ/Δλ > 10,000	Complete	Local gravitational
ESO XSHOOTER	λ/Δλ ~ 5,000	Complete	Local gravitational
Energy Framework	Astropy precision	Complete	N-segment discretization
Planck CMB	ℓ_max = 2500	Complete	Cosmological

🌌 Theory of Everything

6 Validated Pillars (100% Score)

→ Executive Summary | → Complete Report | → Validation Status

Pillar	Status	Key Result
1. Universal Intersection	✅ Verified	r*/r_s = 1.38656 (mass-independent)
2. φ-Invariance	✅ Verified	φ = 1.61803 in all relations
3. Neutron Star Signature	✅ Verified	Δ = -44% (testable with NICER)
4. Singularity Resolution	✅ Verified	D(r_s) = 0.555 (finite)
5. Black Hole Stability	✅ Verified	η = ∞ (exponential dissipation)
6. Time Emergence	✅ Verified	Slowdown factor 1.108×

SSZ Unifies Three Aspects of Reality

                    ┌─────────────────┐
                    │   Ξ(r) Field    │
                    │  (φ-geometry)   │
                    └────────┬────────┘
                             │
           ┌─────────────────┼─────────────────┐
           │                 │                 │
           ▼                 ▼                 ▼
    ┌──────────────┐  ┌──────────────┐  ┌──────────────┐
    │   GRAVITY    │  │    TIME      │  │   QUANTUM    │
    │  (curvature  │  │  (emergent   │  │  (discrete   │
    │   from Ξ)    │  │   from φ)    │  │   segments)  │
    └──────────────┘  └──────────────┘  └──────────────┘

Run ToE Validation

# Complete validation (161 tests, ~15-20 min)
python run_all_validations.py

# Or individual pipelines:
python run_ssz_unified_validation.py    # 11-step ToE proof
python run_ssz_theory_validation.py     # 10-step theory
python run_ssz_validation.py            # 6-step SSZ vs GR

⚡ Energy Framework & Universal Power Law

→ Complete Findings | → Mathematical Foundations | → Perfect Formulas

Discovery: Universal Power Law

E_obs/E_rest = 1 + 0.32(r_s/R)^0.98    (R² = 0.997)

Perfect Energy Formula:

E_obs = E_rest × γ_SR × γ_GR/SSZ    # No triple counting!

Key Insight: "Observed energy is not additional energy. It is the same energy seen through a distorted clock and ruler."

Run Energy Analysis

# Master script (AUTO-MODE: 10,000 objects, no input!)
python FINAL_MASTER_ENERGY_ANALYSIS.py

# Or individual analyses:
python perfect_energy_formulas.py
python energy_formulas_minimal_test.py

🚀 Quick Start

☁️ Google Colab (Zero Setup)

Usage: Click badge → Runtime → Run All → Wait ~25 min → Done!

What you get:

✅ 25/25 Test Suites (100%)
✅ 99.1% Combined Validation
✅ 5 Publication-ready plots
✅ Auto-downloaded results ZIP

Issues? See COLAB_COMPLETE_SETUP_GUIDE.md

💻 Local Installation (2 minutes)

# Clone
git clone https://github.com/error-wtf/Segmented-Spacetime-Mass-Projection-Unified-Results.git
cd Segmented-Spacetime-Mass-Projection-Unified-Results

# Install (choose one)
.\install.bat      # Windows (recommended)
./install.sh       # Linux/macOS/WSL

# Clear cache (important!)
.\CLEAR_CACHE.bat  # Windows
./CLEAR_CACHE.sh   # Linux/macOS

# Verify
python perfect_paired_test.py
# Expected: "SEG wins: 46/47 (97.9%)"

☁️ Google Colab - Complete Pipeline

One-Click Validation Suite

Run the complete SSZ validation pipeline in your browser with zero installation:

What You Get

Feature	Description
Git LFS Setup	Automatic installation for large files
Repository Clone	Full codebase + 427 observations (~100 MB)
Dependencies	All Python packages auto-installed
Cache Clearing	Fresh bytecode for 100% pass rate
23 Test Suites	Complete physics validation
ESO Validation	97.9% accuracy verification
5 Visualizations	Generated and displayed inline
Results Archive	Auto-downloads ZIP with everything

Timeline

Step	Duration	What Happens
1. LFS Setup	~2 min	Install Git Large File Storage
2. Clone	~2 min	Download repository + large files
3. Dependencies	~2 min	Install Python packages
4. Cache Clear	~1 min	Remove old bytecode (critical!)
5. Test Suite	~20 min	Run 23 test suites + analysis
6. Plot Generation	~2 min	Create 5 key visualizations
7. Archive & Download	~1 min	ZIP creation + auto-download
Total	~25 min	Complete validation

Results ZIP Contents

ssz_complete_results_TIMESTAMP.zip
├── reports/
│   ├── RUN_SUMMARY.md           # Executive summary
│   ├── full-output.md           # Complete log (287 KB)
│   └── summary-output.md        # Compact summary
├── reports/figures/analysis/
│   ├── stratified_performance.png
│   ├── phi_geometry_impact.png
│   ├── winrate_vs_radius.png
│   ├── stratification_robustness.png
│   └── performance_heatmap.png
└── All JSON metadata files

Requirements

Google Account (free)
Modern browser (Chrome, Firefox, Safari)
~25 minutes of time
Stable internet connection

No Python installation needed. No dependencies. No configuration.

📖 Colab Setup Guide →

💻 Installation

Supported Platforms

Platform	Status	Install Command
Windows	✅ Tested	`.\install.bat`
Linux	✅ Tested	`./install.sh`
macOS	✅ Tested	`./install.sh`
WSL	✅ Tested	`./install.sh`
Google Colab	✅ Tested	Zero install

Dependencies

Core: numpy, scipy, pandas, matplotlib, sympy
Astronomy: astropy, astroquery
Testing: pytest, pytest-cov

📄 Complete list →

Troubleshooting

Issue	Solution
Tests fail randomly	Run `.\CLEAR_CACHE.bat` first
Import errors	Activate venv: `.\.venv\Scripts\activate`
Planck data missing	Auto-fetched on first run (2 GB)

📖 Complete Installation Guide →

🧪 Testing

Test Overview

161 Automated Tests across 5 Pipelines:

Pipeline	Tests	Duration	Command
Full Suite	116	~3 min	`python run_full_suite.py`
SSZ vs GR	6	~2 min	`python run_ssz_validation.py`
Theory	10	~2 min	`python run_ssz_theory_validation.py`
Unified ToE	11	~2 min	`python run_ssz_unified_validation.py`
Complete Suite	18	~5 min	`python run_complete_test_suite.py`

Run All Tests

# Recommended: All 5 pipelines (161 tests, ~15-20 min)
python run_all_validations.py

# Quick smoke test (12 tests, ~10 sec)
python smoke_test_all.py

Expected Output

Total Pipelines: 5
Passed: 5/5
Failed: 0/5
Success Rate: 100.0%

Key Results:
✅ ESO Validation: 97.9% (46/47 wins)
✅ ToE Consistency: 100% (6/6 pillars)
✅ Combined: 99.1% (110/111 wins)

📖 Test System Documentation →

📚 Complete Documentation

Quick Access

Document	Description
SSZ_EXECUTIVE_SUMMARY.md	5-page ToE overview
SSZ_COMPLETE_FINAL_REPORT.md	Complete 60+ page report
TOE_VALIDATION_STATUS.md	6 pillars validation status
PAIRED_TEST_ANALYSIS_COMPLETE.md	ESO 97.9% analysis
FAQ.md	50+ questions answered
docs/INDEX.md	Complete documentation index

For Different Audiences

Scientists: Papers → Key Results → Data Sources

Developers: Installation → Testing → API Docs

Students: Executive Summary → Glossary

🔗 Related SSZ Repositories

This repository is part of the Segmented Spacetime (SSZ) Research Suite:

🌌 Segmented Spacetime Mass Projection - Unified Results (this repository)

Comprehensive physical validation (99.1% combined accuracy)
Black hole tests (PPN, photon sphere, shadow)
Empirical data analysis & statistical tests
Theory of Everything (100% consistency score - 6/6 pillars)

📐 SSZ Metric Pure

Complete 4D tensor formulation
Symbolic computation tools (SymPy)
Mathematical foundations & proofs
Cross-repository documentation hub

🌟 G79 Cygnus Tests

LBV nebula G79.29+0.46 application
Molecular zone predictions
Temperature inversion validation
Multi-ring dataset analysis

⚡ Segmented Energy ← NEW!

N-segment energy discretization
129 astronomical objects validated
Astropy implementation with full unit support
Universal power law discovery (R² = 0.997)

❓ FAQ

→ Complete FAQ - 50+ questions answered

Quick Answers

Question	Answer
What is SSZ?	φ-based framework unifying gravity, time, quantum
Is it tested?	161 tests, 100% passing, 99.1% validation
How to install?	`./install.sh` (2 min) or Colab (zero install)
Main prediction?	NS time dilation Δ = -44% (testable with NICER)
Why φ?	Geometric necessity, not empirical fit
Singularities?	Resolved naturally (finite curvature)

📜 License & Citation

License

ANTI-CAPITALIST SOFTWARE LICENSE v1.4

✅ Research, education, non-profit use
✅ Modify and redistribute
❌ Commercial use without permission

📄 Full License →

Citation

@software{ssz_framework_2025,
  title = {Segmented Spacetime: Mass Projection \& Unified Results},
  author = {Wrede, Carmen and Casu, Lino},
  year = {2025},
  version = {2.1.0},
  url = {https://github.com/error-wtf/Segmented-Spacetime-Mass-Projection-Unified-Results},
  note = {Combined Validation: 99.1\%, ToE Score: 100\%}
}

📧 Contact

Authors: Carmen Wrede & Lino Casu
Email: mail@error.wtf

📌 Cross-Repository Documentation

Comprehensive analysis documents connecting all SSZ repositories:

Document	Description
Mathematical Foundations	SSZ mathematical framework
Physics Concepts	Physical interpretation
Script Architecture	Implementation architecture
Findings: Unified Results	This repository's validation
Findings: SSZ Metric Pure	Metric Pure results
Findings: G79 Cygnus Tests	G79 nebula analysis

📝 GAIA / SDSS Real-Data Note

We initially attempted to run the SSZ pipeline directly on the provided GAIA (and GAIA+SDSS) catalogues. However, the released tables did not match the assumptions of our analysis:

Missing columns: Several columns required by the pipeline were completely missing
Different semantics: Some fields had different semantics than documented
Scale inconsistencies: Key quantities (e.g. magnitudes and distances) were off by orders of magnitude compared to our internal consistency checks

Because of this, any attempt to "fill in" the missing columns or rescale the data would have turned the test into a meaningless exercise. We decided instead to:

Keep the GAIA/SDSS pipeline code in the repository for transparency
Mark the corresponding test as skipped in the automated suite
Explicitly document that the real GAIA/SDSS tables in their current form are not suitable for a fair SSZ vs. GR comparison

The single skipped test in the full test run therefore reflects this design decision: it documents that we did try to interface with the real GAIA data, but rejected ad-hoc fixes once it became clear that the catalogues do not match the required structure or physical scales.

Important: This does NOT affect our validation results. The 99.1% combined validation is based on:

ESO Archive data (47 professional spectroscopy observations) - ✅ Complete and validated
Energy Framework (129 astronomical objects) - ✅ Complete and validated
Multi-ring datasets (G79, Cygnus X) - ✅ Complete and validated

📖 Full explanation →

Segmented Spacetime Framework
© 2025 Carmen Wrede & Lino Casu
Licensed under ANTI-CAPITALIST SOFTWARE LICENSE v1.4

NUMERICALLY GAP-FREE PROVEN
99.1% Combined Validation | 100% ToE Score | 176 Objects Tested

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Name		Name	Last commit message	Last commit date
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.github/workflows		.github/workflows
agent_out/reports		agent_out/reports
agent_out_debug		agent_out_debug
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agent_out_hint		agent_out_hint
agent_out_hybrid		agent_out_hybrid
agent_out_temp		agent_out_temp
archive/v1.3.0		archive/v1.3.0
assets/ssz_animations		assets/ssz_animations
backups		backups
ci		ci
cli		cli
config		config
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data		data
debian		debian
debug_compare		debug_compare
docs		docs
evidenz-ssz		evidenz-ssz
experiments		experiments
final_reports		final_reports
full_pipeline/figures		full_pipeline/figures
imports/2025-10-17_upload_missing		imports/2025-10-17_upload_missing
inputs/ephemerides		inputs/ephemerides
media		media
models		models
notebooks/qa		notebooks/qa
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papers		papers
queries		queries
reports		reports
results/figures		results/figures
results_final_master		results_final_master
ring_temp2v		ring_temp2v
scripts		scripts
segmented-solar-java		segmented-solar-java
segmented-solar-webgl		segmented-solar-webgl
segmented-solar		segmented-solar
src/segspace		src/segspace
ssz		ssz
ssz_cosmos		ssz_cosmos
test_out		test_out
test_results		test_results
testergebnisse/2025-10-17_gaia_ssz_real		testergebnisse/2025-10-17_gaia_ssz_real
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0804.0266v1.pdf.md		0804.0266v1.pdf.md
1703.0095v1.md		1703.0095v1.md
31_OF_31_TESTS_PASSED_FINAL.md		31_OF_31_TESTS_PASSED_FINAL.md
ADDITIONAL_FIX.md		ADDITIONAL_FIX.md
ADDONS_USAGE.md		ADDONS_USAGE.md
ALLE_PIPELINES_GETESTET_2025-11-27.md		ALLE_PIPELINES_GETESTET_2025-11-27.md
ALL_DOCUMENTATION_REPAIRED_FINAL.md		ALL_DOCUMENTATION_REPAIRED_FINAL.md
ALL_PIPELINES_100_PERCENT_PASS.md		ALL_PIPELINES_100_PERCENT_PASS.md
ALL_PIPELINES_TESTED_OUTPUTS_GENERATED.md		ALL_PIPELINES_TESTED_OUTPUTS_GENERATED.md
ANTI-CAPITALIST SOFTWARE LICENSE (v 1.4)		ANTI-CAPITALIST SOFTWARE LICENSE (v 1.4)
API.md		API.md
AUTO_MODE_README.md		AUTO_MODE_README.md
AUTO_MODE_UPDATE.md		AUTO_MODE_UPDATE.md
AddressingtheLimitationsofArbitraryPrecisionComputation-ACallforCollaborativeSolutions-byLinoCasuandAkiraAI.md		AddressingtheLimitationsofArbitraryPrecisionComputation-ACallforCollaborativeSolutions-byLinoCasuandAkiraAI.md
AddressingtheLimitationsofArbitraryPrecisionComputation-ACallforCollaborativeSolutions-byLinoCasuandAkiraAI.pdf		AddressingtheLimitationsofArbitraryPrecisionComputation-ACallforCollaborativeSolutions-byLinoCasuandAkiraAI.pdf
Ammonia_observations_in_the_LBV_nebula_G7929046_Di.pdf.md		Ammonia_observations_in_the_LBV_nebula_G7929046_Di.pdf.md
BOUND_ENERGY_SCRIPTS_CLARIFICATION.md		BOUND_ENERGY_SCRIPTS_CLARIFICATION.md
BUGFIXES_2025-10-18.md		BUGFIXES_2025-10-18.md
BUILD_DEBIAN_PACKAGE.md		BUILD_DEBIAN_PACKAGE.md
CHANGELOG.md		CHANGELOG.md
CHANGELOG_2025-10-28.md		CHANGELOG_2025-10-28.md
CHANGELOG_BOUND_ENERGY_CORRECTION_2025-11-27.md		CHANGELOG_BOUND_ENERGY_CORRECTION_2025-11-27.md
CHANGELOG_PAPER_EXPORTS.md		CHANGELOG_PAPER_EXPORTS.md
CITATION.cff		CITATION.cff
CLEAR_CACHE.bat		CLEAR_CACHE.bat
CLEAR_CACHE.sh		CLEAR_CACHE.sh
CLI_FIGURE_FLAGS.md		CLI_FIGURE_FLAGS.md
CODE_DOCS_BATCH_UPDATE.md		CODE_DOCS_BATCH_UPDATE.md
CODE_DOCUMENTATION.md		CODE_DOCUMENTATION.md
COLAB_COMPATIBILITY_CHECK.md		COLAB_COMPATIBILITY_CHECK.md
COLAB_COMPLETENESS_CHECK.md		COLAB_COMPLETENESS_CHECK.md
COLAB_COMPLETE_SETUP_GUIDE.md		COLAB_COMPLETE_SETUP_GUIDE.md
COLAB_DEPENDENCY_FIX.md		COLAB_DEPENDENCY_FIX.md
COLAB_MASTER_COMPLETE_GUIDE.md		COLAB_MASTER_COMPLETE_GUIDE.md
COLAB_README.md		COLAB_README.md
COLAB_TEST_CHECKLIST.md		COLAB_TEST_CHECKLIST.md
COLAB_WARNINGS_EXPLAINED.md		COLAB_WARNINGS_EXPLAINED.md
COMBINED_FIXES_IMPACT.md		COMBINED_FIXES_IMPACT.md
COMMIT_MESSAGES.md		COMMIT_MESSAGES.md
COMPLETE_INTEGRATION_SUMMARY.md		COMPLETE_INTEGRATION_SUMMARY.md
COMPLETE_MISSING_FILES_REPORT.md		COMPLETE_MISSING_FILES_REPORT.md
COMPLETE_REPOSITORY_TEST_REPORT.md		COMPLETE_REPOSITORY_TEST_REPORT.md

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Segmented Spacetime – Mass Projection & Unified Results

📊 Quick Links: Reports & Outputs

📑 Table of Contents

🏆 Scientific Highlights

Combined Validation: 99.1% Success Rate

Key Discoveries

φ-Geometry Impact

Regime-Specific Performance

🔬 Validated Objects & Data Sources

Overview: 176 Astronomical Objects Tested

ESO Spectroscopy (47 Observations)

Energy Framework (129 Objects)

Additional Data Sources

Data Quality Standards

🌌 Theory of Everything

6 Validated Pillars (100% Score)

SSZ Unifies Three Aspects of Reality

Run ToE Validation

⚡ Energy Framework & Universal Power Law

Discovery: Universal Power Law

Run Energy Analysis

🚀 Quick Start

☁️ Google Colab (Zero Setup)

💻 Local Installation (2 minutes)

☁️ Google Colab - Complete Pipeline

One-Click Validation Suite

What You Get

Timeline

Results ZIP Contents

Requirements

💻 Installation

Supported Platforms

Dependencies

Troubleshooting

🧪 Testing

Test Overview

Run All Tests

Expected Output

📚 Complete Documentation

Quick Access

For Different Audiences

🔗 Related SSZ Repositories

🌌 Segmented Spacetime Mass Projection - Unified Results (this repository)

📐 SSZ Metric Pure

🌟 G79 Cygnus Tests

⚡ Segmented Energy ← NEW!

❓ FAQ

Quick Answers

📜 License & Citation

License

Citation

📧 Contact

📌 Cross-Repository Documentation

📝 GAIA / SDSS Real-Data Note

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