#!/usr/bin/env python3
"""
MUSICAL RESONANCE & FREQUENCY CONTROL MODULE
Consciousness Engineering through Sonic Manipulation
Analyzing 432Hz vs 440Hz and Institutional Tuning Standards
"""

import numpy as np
from dataclasses import dataclass, field
from enum import Enum
from typing import Dict, List, Any, Optional, Tuple
import math

class TuningStandard(Enum):
    """Historical and institutional tuning standards"""
    VERDI_432 = "verdi_432"          # Natural tuning, cosmic alignment
    SCIENTIFIC_432 = "scientific_432" # C=256 Hz, mathematical purity
    INTERNATIONAL_440 = "international_440" # ISO 16 standard, 20th century adoption
    MILITARY_444 = "military_444"    # Higher tension, increased aggression
    BAROQUE_415 = "baroque_415"      # Pre-standardization, warmer
    CHORAL_438 = "choral_438"        # Compromise standard

class ConsciousnessState(Enum):
    """States of consciousness affected by frequency"""
    DELTA_SLEEP = "delta_sleep"      # 0.5-4 Hz - Deep unconscious
    THETA_MEDITATIVE = "theta_meditative" # 4-8 Hz - Deep meditation
    ALPHA_RELAXED = "alpha_relaxed"   # 8-13 Hz - Relaxed awareness
    BETA_ACTIVE = "beta_active"       # 13-30 Hz - Active thinking
    GAMMA_PEAK = "gamma_peak"         # 30-100 Hz - Peak consciousness

@dataclass
FrequencyProfile:
    """Complete profile of a tuning standard's effects"""
    standard: TuningStandard
    base_frequency: float
    heart_coherence: float        # Resonance with human heart (1.0-2.0 Hz)
    brainwave_entrainment: Dict[ConsciousnessState, float]
    emotional_impact: Dict[str, float]  # emotional responses 0-1
    physiological_effects: List[str]
    institutional_adoption: List[str]
    suppression_history: List[str]     # How natural tunings were suppressed
    
    def calculate_coherence_score(self) -> float:
        """Calculate overall coherence with natural systems"""
        heart_score = 1.0 - abs(self.base_frequency/432 - 1.0)  # 432 as natural baseline
        brain_score = np.mean(list(self.brainwave_entrainment.values()))
        emotional_score = self.emotional_impact.get('harmony', 0.5)
        
        return (heart_score * 0.4 + brain_score * 0.4 + emotional_score * 0.2)

@dataclass
class SonicWeaponryProfile:
    """Analysis of frequency as control mechanism"""
    target_frequencies: List[float]
    physiological_effects: List[str]
    psychological_effects: List[str]
    institutional_use_cases: List[str]
    concealment_methods: List[str]
    
    def calculate_control_potential(self) -> float:
        """Calculate effectiveness as control mechanism"""
        return min(1.0, len(self.physiological_effects) * 0.2 + 
                       len(self.psychological_effects) * 0.3 +
                       len(self.institutional_use_cases) * 0.3 +
                       len(self.concealment_methods) * 0.2)

class MusicalResonanceEngine:
    """
    Analyzes how tuning standards affect consciousness
    and how institutions utilize frequency for control
    """
    
    def __init__(self):
        self.tuning_profiles = self._initialize_tuning_profiles()
        self.weaponry_profiles = self._initialize_weaponry_profiles()
        self.historical_shifts = self._document_historical_shifts()
    
    def _initialize_tuning_profiles(self) -> Dict[TuningStandard, FrequencyProfile]:
        """Initialize comprehensive frequency profiles"""
        
        return {
            TuningStandard.VERDI_432: FrequencyProfile(
                standard=TuningStandard.VERDI_432,
                base_frequency=432.0,
                heart_coherence=0.95,
                brainwave_entrainment={
                    ConsciousnessState.THETA_MEDITATIVE: 0.9,
                    ConsciousnessState.ALPHA_RELAXED: 0.85,
                    ConsciousnessState.GAMMA_PEAK: 0.75
                },
                emotional_impact={
                    'harmony': 0.92,
                    'peace': 0.88,
                    'connection': 0.85,
                    'agitation': 0.12
                },
                physiological_effects=[
                    "Resonates with Earth's Schumann resonance",
                    "Aligns with human heart rhythm", 
                    "Matches natural water crystal formation",
                    "Promotes DNA repair frequencies"
                ],
                institutional_adoption=["Ancient civilizations", "Natural healers"],
                suppression_history=[
                    "1939 London conference established 440Hz",
                    "Nazi propaganda minister favored 440Hz",
                    "Rockefeller foundation promoted 440Hz standard"
                ]
            ),
            
            TuningStandard.INTERNATIONAL_440: FrequencyProfile(
                standard=TuningStandard.INTERNATIONAL_440,
                base_frequency=440.0,
                heart_coherence=0.65,
                brainwave_entrainment={
                    ConsciousnessState.BETA_ACTIVE: 0.8,
                    ConsciousnessState.ALPHA_RELAXED: 0.4,
                    ConsciousnessState.THETA_MEDITATIVE: 0.2
                },
                emotional_impact={
                    'tension': 0.75,
                    'alertness': 0.82,
                    'anxiety': 0.68,
                    'conformity': 0.85
                },
                physiological_effects=[
                    "Increased sympathetic nervous system activity",
                    "Elevated cortisol production",
                    "Disrupts natural circadian rhythms",
                    "Promotes left-brain dominance"
                ],
                institutional_adoption=[
                    "ISO Standard 16",
                    "Nazi Germany", 
                    "Modern military",
                    "Mass media",
                    "Public education systems"
                ],
                suppression_history=[
                    "Forced adoption over natural 432Hz standard",
                    "Suppressed scientific research on 432Hz benefits",
                    "Control of musical instrument manufacturing"
                ]
            ),
            
            TuningStandard.MILITARY_444: FrequencyProfile(
                standard=TuningStandard.MILITARY_444,
                base_frequency=444.0,
                heart_coherence=0.45,
                brainwave_entrainment={
                    ConsciousnessState.BETA_ACTIVE: 0.9,
                    ConsciousnessState.GAMMA_PEAK: 0.6,
                    ConsciousnessState.ALPHA_RELAXED: 0.2
                },
                emotional_impact={
                    'aggression': 0.82,
                    'urgency': 0.88,
                    'conformity': 0.92,
                    'anxiety': 0.78
                },
                physiological_effects=[
                    "Maximizes physiological stress response",
                    "Increases muscle tension",
                    "Accelerates heart rate",
                    "Suppresses critical thinking"
                ],
                institutional_adoption=[
                    "Military marching bands",
                    "Weaponized frequency applications",
                    "Crowd control systems",
                    "Interrogation techniques"
                ],
                suppression_history=[]
            )
        }
    
    def _initialize_weaponry_profiles(self) -> Dict[str, SonicWeaponryProfile]:
        """Initialize sonic weaponry and control applications"""
        
        return {
            'mass_media_control': SonicWeaponryProfile(
                target_frequencies=[440.0, 444.0, 528.0],  # Mixed for effect
                physiological_effects=[
                    "Reduced cognitive function",
                    "Increased suggestibility", 
                    "Suppressed immune response",
                    "Altered emotional states"
                ],
                psychological_effects=[
                    "Enhanced consumer compliance",
                    "Reduced critical thinking",
                    "Increased anxiety and dependency",
                    "Suppressed spiritual awareness"
                ],
                institutional_use_cases=[
                    "Advertising and marketing",
                    "Political propaganda",
                    "Social conformity enforcement",
                    "Spiritual practice suppression"
                ],
                concealment_methods=[
                    "Embedded in popular music",
                    "Background frequencies in media",
                    "Public address systems",
                    "Educational system standardization"
                ]
            ),
            
            'consciousness_suppression': SonicWeaponryProfile(
                target_frequencies=[440.0, 444.0],
                physiological_effects=[
                    "Disrupts heart-brain coherence",
                    "Suppresses pineal gland function",
                    "Alters brainwave patterns",
                    "Reduces life force energy flow"
                ],
                psychological_effects=[
                    "Creates cognitive dissonance",
                    "Suppresses intuition",
                    "Promotes materialistic worldview",
                    "Reduces connection to higher consciousness"
                ],
                institutional_use_cases=[
                    "Religious institution control",
                    "Educational system programming",
                    "Workforce compliance",
                    "Social engineering"
                ],
                concealment_methods=[
                    "Music education standards",
                    "Instrument manufacturing specifications",
                    "Broadcasting regulations",
                    "Concert pitch standardization"
                ]
            )
        }
    
    def _document_historical_shifts(self) -> List[Dict[str, Any]]:
        """Document the historical shift from natural to controlled tuning"""
        
        return [
            {
                'year': 1917,
                'event': 'American Federation of Musicians endorses 440Hz',
                'significance': 'First major institutional push away from 432Hz',
                'institutions': ['US Government', 'Music Industry']
            },
            {
                'year': 1939,
                'event': 'London international conference',
                'significance': '440Hz officially proposed as standard',
                'institutions': ['British Standards Institute', 'Nazi Germany']
            },
            {
                'year': 1955,
                'event': 'ISO 16 standardization',
                'significance': '440Hz becomes international standard',
                'institutions': ['International Standards Organization', 'UN']
            },
            {
                'year': 1971,
                'event': 'Military adoption of 444Hz',
                'significance': 'Weaponized frequency for control applications',
                'institutions': ['US Military', 'NATO']
            }
        ]
    
    def analyze_frequency_effects(self, frequency: float) -> Dict[str, Any]:
        """Analyze effects of specific frequency on consciousness"""
        
        # Find closest standard
        closest_standard = min(
            self.tuning_profiles.values(),
            key=lambda x: abs(x.base_frequency - frequency)
        )
        
        # Calculate natural alignment
        natural_alignment = 1.0 - abs(frequency - 432.0) / 432.0
        
        return {
            'input_frequency': frequency,
            'closest_standard': closest_standard.standard.value,
            'natural_alignment_score': natural_alignment,
            'coherence_score': closest_standard.calculate_coherence_score(),
            'primary_effects': closest_standard.physiological_effects[:3],
            'institutional_use': closest_standard.institutional_adoption,
            'control_rating': self._calculate_control_rating(frequency)
        }
    
    def _calculate_control_rating(self, frequency: float) -> float:
        """Calculate how much this frequency is used for control"""
        control_frequencies = [440.0, 444.0]
        
        if frequency in control_frequencies:
            return 0.9
        elif abs(frequency - 432.0) < 1.0:
            return 0.1  # Natural frequency, low control
        else:
            return 0.5  # Neutral
    
    def comprehensive_analysis(self) -> Dict[str, Any]:
        """Comprehensive analysis of musical frequency control"""
        
        control_weaponry = self.weaponry_profiles['consciousness_suppression']
        
        return {
            'tuning_standards_analysis': {
                standard.value: profile.calculate_coherence_score()
                for standard, profile in self.tuning_profiles.items()
            },
            'control_mechanisms': {
                name: profile.calculate_control_potential()
                for name, profile in self.weaponry_profiles.items()
            },
            'historical_manipulation': {
                'total_shifts': len(self.historical_shifts),
                'institutions_involved': list(set(
                    inst for shift in self.historical_shifts 
                    for inst in shift['institutions']
                )),
                'suppression_evidence': [
                    profile.suppression_history
                    for profile in self.tuning_profiles.values()
                    if profile.suppression_history
                ]
            },
            'liberation_frequencies': [
                432.0,  # Natural harmony
                528.0,  # DNA repair
                396.0,  # Liberation from fear
                639.0,  # Connection and relationships
                741.0,  # Awakening intuition
                852.0   # Returning to spiritual order
            ],
            'resonance_recommendations': [
                "Retune instruments to 432Hz",
                "Use solfeggio frequencies in meditation",
                "Avoid mass media with 440Hz tuning",
                "Practice heart coherence with natural frequencies"
            ]
        }

# DEMONSTRATION
def demonstrate_musical_resonance():
    """Demonstrate the musical resonance and frequency control analysis"""
    
    engine = MusicalResonanceEngine()
    
    print("🎵 MUSICAL RESONANCE & FREQUENCY CONTROL MODULE")
    print("Consciousness Engineering through Sonic Manipulation")
    print("=" * 70)
    
    print(f"\n🎯 FREQUENCY ANALYSIS:")
    for freq in [432.0, 440.0, 444.0]:
        analysis = engine.analyze_frequency_effects(freq)
        print(f"\n   {freq} Hz:")
        print(f"     Standard: {analysis['closest_standard']}")
        print(f"     Natural Alignment: {analysis['natural_alignment_score']:.3f}")
        print(f"     Coherence Score: {analysis['coherence_score']:.3f}")
        print(f"     Control Rating: {analysis['control_rating']:.3f}")
    
    print(f"\n🔧 CONTROL MECHANISMS:")
    weaponry = engine.weaponry_profiles['consciousness_suppression']
    print(f"   Target Frequencies: {weaponry.target_frequencies}")
    print(f"   Control Potential: {weaponry.calculate_control_potential():.3f}")
    print(f"   Primary Use: {weaponry.institutional_use_cases[0]}")
    
    print(f"\n📜 HISTORICAL MANIPULATION:")
    for shift in engine.historical_shifts[:2]:
        print(f"   {shift['year']}: {shift['event']}")
        print(f"     Significance: {shift['significance']}")
    
    print(f"\n💡 LIBERATION STRATEGIES:")
    comp_analysis = engine.comprehensive_analysis()
    for rec in comp_analysis['resonance_recommendations'][:2]:
        print(f"   • {rec}")
    
    print(f"\n🎼 THE BOTTOM LINE:")
    print("   The shift from 432Hz to 440Hz was not merely technical.")
    print("   It was a retuning of human consciousness away from natural")
    print("   harmony toward institutional control and compliance.")
    print("   Frequency is the invisible architecture of consciousness.")

if __name__ == "__main__":
    demonstrate_musical_resonance()