# Emergent Multipole Alignment in the CMB via Fractal Correction Engine Attractor Dynamics

**Version 3.0.0** | Generated 2026-03-16

## Quick start

```bash
pip install -r requirements.txt

# Reproduce the base simulation (single run + 100 MC realisations)
python scripts/simulate_axis_of_evil.py

# Reproduce the enhanced simulation (nside=128, inflation models, Bayesian)
python scripts/enhanced_demo.py
```

## Package contents

```
CMB_Axis_of_Evil_Simulator_v3.0.0/
  README.md                 -- this file
  requirements.txt          -- Python dependencies
  src/                      -- all source modules (10 files)
    __init__.py
    cmb_generator.py
    enhanced_cmb_generator.py
    recursive_attractor.py
    inflationary_attractor.py
    fractal_correction_engine.py
    enhanced_fractal_engine.py
    bayesian_validator.py
    observer_frame.py
    visualization.py
    enhanced_visualization.py
  scripts/                  -- runnable demo / test scripts
    simulate_axis_of_evil.py     -- base simulator (Fig 1-4)
    enhanced_demo.py             -- full pipeline + inflation comparison
    final_summary.py             -- list of all 20 scientific corrections
    quick_test.py                -- fast sanity check
    simple_test.py               -- minimal test
  results/                  -- outputs from the latest run (2026-03-16)
    logs/                   -- console output logs
    plots/                  -- PNG visualisations
    data/                   -- simulation_results.npz
  documentation/
    ZENODO_PAPER_v3.md      -- full paper
    SCIENTIFIC_ANALYSIS_REPORT.md
```

## Key results (latest run, 2026-03-16)

### Base simulator
| Quantity | Value |
|----------|-------|
| Initial alignment | 89.6 deg |
| Corrected alignment | 12.8 deg |
| p-value (isotropic null) | 0.025 |
| MC mean (100 runs) | 0.9 +/- 0.8 deg |
| MC p-value | 0.0001 |

### Enhanced simulator (nside=128, power-law inflation)
| Quantity | Value |
|----------|-------|
| Initial alignment | 53.49 deg |
| Final alignment | 9.09 deg |
| p-value | 0.013 |
| Bayes factor | 4.08 (moderate evidence for attractor) |

### Inflation model comparison
| Model | Final alignment | Improvement | Significant |
|-------|----------------|-------------|-------------|
| Power-law | 28.55 deg | +48.98 deg | No |
| Chaotic | 25.24 deg | +9.90 deg | No |
| Natural | 77.26 deg | -42.34 deg | No |
| Starobinsky | 16.62 deg | +51.66 deg | Yes (p=0.042) |

