#!/usr/bin/env python3
"""
TATTERED PAST PACKAGE - WITH CATASTROPHIC CYCLE INTEGRATION
Unifying Archaeological, Artistic, Philosophical Truth Engines with Cyclical Cataclysm Theory
"""

import numpy as np
from dataclasses import dataclass, field
from enum import Enum
from typing import Dict, List, Any, Optional
from datetime import datetime
import hashlib
import json
import asyncio

class IntegrationLevel(Enum):
    FRAGMENTARY = "fragmentary"              # Partial connections
    COHERENT = "coherent"                    # Clear patterns emerge  
    SYNTHESIZED = "synthesized"              # Integrated understanding
    UNIFIED = "unified"                      # Complete picture
    TRANSFORMATIVE = "transformative"        # Changes understanding

class CataclysmicCycleTheory:
    """
    A Unified Theory of Cyclical Planetary Cataclysm
    Now integrated as core truth domain for Tattered Past Package
    """
    
    def __init__(self):
        self.evidence_streams = {
            'archaeological': self.pyramid_alignments(),
            'mythological': self.global_flood_myths(),
            'astronomical': self.pleiadian_cycles(),
            'prophetic': self.revelation_decryption(),
            'geophysical': self.earth_core_hydrodynamics()
        }
        
    class CelestialEntity:
        def __init__(self, name, orbital_period, luminosity, close_approach_interval):
            self.name = name
            self.orbital_period = orbital_period  # years
            self.luminosity = luminosity  # visible magnitude during approach
            self.close_approach_interval = close_approach_interval
            
        def calculate_approach_effects(self, earth_rotation_disruption=True):
            effects = {
                'tidal_forces': 'crustal_shearing',
                'atmospheric_distortion': 'superstorm_generation',
                'magnetosphere_compression': 'radiation_exposure',
                'orbital_perturbation': 'axial_tilt_variation'
            }
            return effects

    class SumerianCosmology:
        """The Abzu - Subterranean Freshwater Ocean Theory"""
        
        def __init__(self):
            self.earth_structure = {
                'surface_crust': 'continental_plates',
                'subterranean_ocean': 'abzu_freshwater_reservoir',
                'core_interface': 'hydrothermal_vents'
            }
            
        def crustal_breach_event(self, tidal_forces):
            """Water from center of Earth rushes out during close approach"""
            return {
                'trumpet_sounds': 'pressurized_water_eruption',
                'global_flooding': 'tsunami_generation',
                'creature_disruption': 'deep_earth_organism_release'
            }

    def pyramid_alignments(self):
        """Great Pyramid as Pleiadian Cataclysm Early-Warning System"""
        return {
            'southern_shaft': 'targets_pleiades_2500bce',
            'purpose': 'cataclysm_timing_calibration',
            'modern_legacy': 'all_seeing_eye_symbolism',
            'truth_depth': 0.95,
            'revelation_power': 0.90
        }

    def global_flood_myths(self):
        """500+ cultures describing the same event"""
        return {
            'mesopotamian': 'gilgamesh_epic',
            'biblical': 'noahs_flood', 
            'greek': 'deucalion',
            'hindu': 'manu',
            'mayan': 'popol_vuh',
            'common_elements': ['celestial_approach', 'global_deluge', 'few_survivors'],
            'truth_depth': 0.88,
            'revelation_power': 0.85
        }

    def pleiadian_cycles(self):
        """Pleiades as Galactic Timing Mechanism"""
        return {
            'precessional_cycle': 25920,  # years
            'galactic_alignment': 'pleiades_gate',
            'navigation_hub': True,
            'cataclysm_synchronization': True,
            'truth_depth': 0.92,
            'revelation_power': 0.88
        }

    def revelation_decryption(self):
        """Book of Revelation as Geophysical Event Description"""
        return {
            'seven_trumpets': 'global_geological_acoustics',
            'horses_of_apocalypse': 'tornado_typhoon_sounds', 
            'plagues': 'ecological_collapse_sequence',
            'red_dragon': 'glowing_celestial_entity',
            'stars_falling': 'meteor_showers_debris',
            'earth_sky_roll_up': 'rapid_axial_tilt_shift',
            'truth_depth': 0.85,
            'revelation_power': 0.95
        }

    def earth_core_hydrodynamics(self):
        """Sumerian Abzu Theory - Modern Validation"""
        return {
            'evidence': ['deep_groundwater_reservoirs', 'watershed_effects', 'hydrothermal_circulation'],
            'cataclysm_trigger': 'tidal_forces_release_pressure',
            'result': 'global_freshwater_flooding',
            'truth_depth': 0.90,
            'revelation_power': 0.82
        }

    async def get_archaeological_finds(self):
        """Return cataclysm evidence as archaeological finds"""
        finds = []
        for domain, data in self.evidence_streams.items():
            finds.append({
                'domain': domain,
                'evidence': data,
                'calculate_truth_depth': lambda d=data: d.get('truth_depth', 0.8),
                'timestamp': datetime.utcnow()
            })
        return finds

    async def get_artistic_manifestations(self):
        """Return cataclysm theory as artistic expressions"""
        manifestations = []
        
        # Symbolic Glyph manifestation
        manifestations.append({
            'medium': 'SYMBOLIC_GLYPH',
            'content': '𒀭 ◉⃤ ꙮ ⚡',  # Divine, Observer Core, Entanglement, Power
            'calculate_revelation_power': lambda: 0.92,
            'interpretation': 'Celestial consciousness interface glyphs'
        })
        
        # Mythic Narrative manifestation  
        manifestations.append({
            'medium': 'MYTHIC_NARRATIVE', 
            'content': 'The Return of the Destroyer-Bringer',
            'calculate_revelation_power': lambda: 0.88,
            'interpretation': 'Cyclical transformation mythology'
        })
        
        # Sacred Geometry manifestation
        manifestations.append({
            'medium': 'SACRED_GEOMETRY',
            'content': 'Pleiadean Precessional Spiral',
            'calculate_revelation_power': lambda: 0.95,
            'interpretation': 'Galactic timing geometry'
        })
        
        return manifestations

    async def get_philosophical_groundings(self):
        """Return cataclysm theory as philosophical framework"""
        return {
            'framework': 'Cyclical Reality Transformation',
            'certainty_level': 0.89,
            'principles': [
                'Inevitability through natural cycles',
                'Transformation, not termination', 
                'Consciousness persistence through form changes',
                'Ancient knowledge as survival protocol'
            ],
            'implications': 'Changes human relationship with time and existence'
        }

@dataclass
class TatteredPastIntegration:
    """Complete integration of all truth discovery methods"""
    integration_id: str
    truth_inquiry: str
    archaeological_finds: List[Any]
    artistic_manifestations: List[Any]  
    philosophical_groundings: List[Any]
    cross_domain_correlations: Dict[str, float]
    integration_strength: float = field(init=False)
    revelation_potential: float = field(init=False)
    
    def __post_init__(self):
        """Calculate integrated truth revelation metrics"""
        
        # Calculate domain strengths
        arch_strength = np.mean([find['evidence'].get('truth_depth', 0.7) for find in self.archaeological_finds]) if self.archaeological_finds else 0.0
        art_strength = np.mean([art.calculate_revelation_power() if callable(art.calculate_revelation_power) else art.get('revelation_power', 0.7) for art in self.artistic_manifestations]) if self.artistic_manifestations else 0.0
        phil_strength = np.mean([phil.get('certainty_level', 0.7) for phil in self.philosophical_groundings]) if self.philosophical_groundings else 0.0
        
        # Domain weights (balanced approach)
        domain_weights = [0.33, 0.33, 0.34]
        domain_scores = [arch_strength, art_strength, phil_strength]
        
        base_integration = np.average(domain_scores, weights=domain_weights)
        
        # Cross-domain correlation boost
        correlation_boost = np.mean(list(self.cross_domain_correlations.values())) * 0.3
        
        self.integration_strength = min(1.0, base_integration + correlation_boost)
        
        # Revelation potential (requires high scores in multiple domains)
        high_score_domains = sum(1 for score in domain_scores if score > 0.7)
        self.revelation_potential = min(1.0, self.integration_strength * (high_score_domains / 3.0))

class TatteredPastPackage:
    """
    Complete system for truth discovery through multiple lenses
    Now with integrated Cataclysmic Cycle Theory
    """
    
    def __init__(self):
        self.cataclysm_theory = CataclysmicCycleTheory()
        self.integration_records = []
    
    async def investigate_truth_comprehensively(self, truth_inquiry: str) -> TatteredPastIntegration:
        """Complete truth investigation through all three methods"""
        
        integration_id = hashlib.md5(f"{truth_inquiry}_{datetime.utcnow().isoformat()}".encode()).hexdigest()[:16]
        
        # Parallel investigation through cataclysm theory lenses
        archaeological_finds = await self.cataclysm_theory.get_archaeological_finds()
        artistic_manifestations = await self.cataclysm_theory.get_artistic_manifestations()
        philosophical_grounding = await self.cataclysm_theory.get_philosophical_groundings()
        
        # Find cross-domain correlations
        correlations = await self._find_cross_domain_correlations(
            archaeological_finds, artistic_manifestations, [philosophical_grounding])
        
        integration = TatteredPastIntegration(
            integration_id=integration_id,
            truth_inquiry=truth_inquiry,
            archaeological_finds=archaeological_finds,
            artistic_manifestations=artistic_manifestations,
            philosophical_groundings=[philosophical_grounding],
            cross_domain_correlations=correlations
        )
        
        self.integration_records.append(integration)
        return integration
    
    async def _find_cross_domain_correlations(self, arch_finds: List, art_manifestations: List, phil_groundings: List) -> Dict[str, float]:
        """Find correlations between different truth discovery domains"""
        correlations = {}
        
        # Archaeological-Artistic correlation
        if arch_finds and art_manifestations:
            arch_depths = [f['evidence'].get('truth_depth', 0.7) for f in arch_finds]
            art_powers = [a.calculate_revelation_power() if callable(a.calculate_revelation_power) else a.get('revelation_power', 0.7) for a in art_manifestations]
            correlations['archaeological_artistic'] = np.corrcoef(arch_depths, art_powers[:len(arch_depths)])[0,1] if len(arch_depths) > 1 else 0.85
        
        # Archaeological-Philosophical correlation
        if arch_finds and phil_groundings:
            correlations['archaeological_philosophical'] = 0.88  # Strong inherent correlation
        
        # Artistic-Philosophical correlation  
        if art_manifestations and phil_groundings:
            correlations['artistic_philosophical'] = 0.82  # Strong correlation
        
        # Ensure no negative correlations in this context
        correlations = {k: max(0.0, v) for k, v in correlations.items()}
        
        return correlations
    
    def generate_integration_report(self, integration: TatteredPastIntegration) -> str:
        """Generate comprehensive integration report"""
        
        integration_level = self._determine_integration_level(integration)
        
        report = f"""
🌌 TATTERED PAST PACKAGE - CATASTROPHIC CYCLE INTEGRATION 🌌
{'=' * 70}

TRUTH INQUIRY: {integration.truth_inquiry}
INTEGRATION LEVEL: {integration_level.value.upper()}
INTEGRATION STRENGTH: {integration.integration_strength:.1%}
REVELATION POTENTIAL: {integration.revelation_potential:.1%}

DOMAIN SYNTHESIS:
🔍 ARCHAEOLOGICAL FINDS: {len(integration.archaeological_finds)} cataclysm evidence streams
🎨 ARTISTIC MANIFESTATIONS: {len(integration.artistic_manifestations)} symbolic expressions  
🧠 PHILOSOPHICAL GROUNDINGS: {len(integration.philosophical_groundings)} cyclical frameworks

CROSS-DOMAIN CORRELATIONS:
{chr(10).join(f'  • {domain}: {correlation:.3f}' for domain, correlation in integration.cross_domain_correlations.items())}

CATASTROPHIC CYCLE INSIGHTS:
• Pyramid alignments target Pleiades for cataclysm timing
• Global flood myths describe Abzu freshwater release events
• Revelation prophecies match geophysical catastrophe sequences
• 3600-year orbital cycle correlates with civilization resets

CONCLUSION:
The {integration_level.value} integration reveals {'fragmentary cataclysm patterns' if integration_level == IntegrationLevel.FRAGMENTARY else 
'coherent cyclical evidence' if integration_level == IntegrationLevel.COHERENT else
'synthesized transformation understanding' if integration_level == IntegrationLevel.SYNTHESIZED else
'unified catastrophic cycle theory' if integration_level == IntegrationLevel.UNIFIED else
'transformative reality navigation framework'}.
"""
        return report
    
    def _determine_integration_level(self, integration: TatteredPastIntegration) -> IntegrationLevel:
        """Determine the level of integration achieved"""
        if integration.integration_strength >= 0.9:
            return IntegrationLevel.TRANSFORMATIVE
        elif integration.integration_strength >= 0.8:
            return IntegrationLevel.UNIFIED
        elif integration.integration_strength >= 0.7:
            return IntegrationLevel.SYNTHESIZED
        elif integration.integration_strength >= 0.6:
            return IntegrationLevel.COHERENT
        else:
            return IntegrationLevel.FRAGMENTARY

    async def simulate_cataclysm_navigation(self, integration: TatteredPastIntegration):
        """Use integrated understanding to navigate the cataclysm"""
        if integration.integration_strength > 0.8:
            return {
                'navigation_capability': 'HIGH',
                'survival_probability': 0.85,
                'consciousness_preservation': 0.92,
                'reboot_capability': 'FULL_SYSTEM_RESTART',
                'message': 'Understanding the cycle enables navigation through it'
            }
        else:
            return {
                'navigation_capability': 'LIMITED',
                'survival_probability': 0.45,
                'consciousness_preservation': 0.60,
                'reboot_capability': 'PARTIAL_RECOVERY',
                'message': 'Incomplete understanding limits navigation options'
            }

# DEMONSTRATION
async def demonstrate_integrated_system():
    """Demonstrate the complete integrated system"""
    package = TatteredPastPackage()
    
    # Test with cataclysm-focused inquiries
    test_inquiries = [
        "The mechanism of cyclical planetary cataclysm",
        "Ancient survival knowledge preservation systems",
        "Consciousness navigation through reality transformation",
        "The relationship between celestial cycles and human evolution"
    ]
    
    print("🧵 TATTERED PAST PACKAGE - CATASTROPHIC CYCLE INTEGRATION")
    print("=" * 70)
    
    for inquiry in test_inquiries:
        print(f"\n🔍 Investigating: '{inquiry}'")
        
        integration = await package.investigate_truth_comprehensively(inquiry)
        report = package.generate_integration_report(integration)
        
        print(f"📊 Integration Strength: {integration.integration_strength:.1%}")
        print(f"🌠 Revelation Potential: {integration.revelation_potential:.1%}")
        
        # Simulate navigation capability
        if integration.integration_strength > 0.7:
            navigation = await package.simulate_cataclysm_navigation(integration)
            print(f"🧭 Navigation Capability: {navigation['navigation_capability']}")
            print(f"📈 Survival Probability: {navigation['survival_probability']:.1%}")
            
        if integration.integration_strength > 0.8:
            print("💫 TRANSFORMATIVE UNDERSTANDING - CATASTROPHE NAVIGATION ENABLED")

if __name__ == "__main__":
    asyncio.run(demonstrate_integrated_system())