Create numismatic module

numismatic module

@@ -0,0 +1,529 @@
+"""
+QUANTUM NUMISMATIC REALITY ANALYSIS MODULE v1.1
+Advanced historical consciousness mapping through coinage artifacts
+Integrated with LM_Quant_Veritas Collective Unconscious Framework
+Enhanced with metallurgical/compositional analysis
+"""
+
+import numpy as np
+from dataclasses import dataclass, field
+from enum import Enum
+from typing import Dict, List, Any, Optional, Tuple, Set
+from datetime import datetime, timedelta
+import asyncio
+import aiohttp
+from concurrent.futures import ThreadPoolExecutor
+import hashlib
+import json
+from statistics import mean, stdev
+import logging
+from collections import defaultdict, Counter
+from pathlib import Path
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+class NumismaticRealityLayer(Enum):
+    TEMPORAL_DISPLACEMENT = "temporal_displacement"
+    SOVEREIGNTY_COLLISION = "sovereignty_collision"
+    VALUE_SYSTEM_SHIFT = "value_system_shift"
+    MINTING_CONSCIOUSNESS = "minting_consciousness"
+    DESIGN_ARCHETYPE_CONFLICT = "design_archetype_conflict"
+    METALLURGICAL_ANOMALY = "metallurgical_anomaly"
+
+class VarietyClassification(Enum):
+    OVERSTRIKE_FOREIGN = "overstrike_foreign"
+    OVERSTRIKE_DOMESTIC = "overstrike_domestic"
+    MULE_SOVEREIGNTY = "mule_sovereignty"
+    MULE_TEMPORAL = "mule_temporal"
+    ERROR_REALITY_FRACTURE = "error_reality_fracture"
+    VARIETY_PROBABILITY_BRANCH = "variety_probability_branch"
+    COMPOSITIONAL_SHIFT = "compositional_shift"
+
+class RealityDistortionLevel(Enum):
+    MINOR_ANOMALY = "minor_anomaly"
+    MODERATE_FRACTURE = "moderate_fracture"
+    MAJOR_COLLISION = "major_collision"
+    REALITY_BRANCH_POINT = "reality_branch_point"
+
+@dataclass
+class MetallurgicalAnalysis:
+    """Enhanced metallurgical and compositional analysis"""
+    host_composition: Dict[str, float]  # element: percentage
+    overstrike_composition: Dict[str, float]
+    compositional_discrepancy: float = field(init=False)
+    metal_purity_delta: float = field(init=False)
+    trace_element_anomalies: List[str] = field(init=False)
+    
+    def __post_init__(self):
+        self.compositional_discrepancy = self._calculate_compositional_discrepancy()
+        self.metal_purity_delta = self._calculate_metal_purity_delta()
+        self.trace_element_anomalies = self._identify_trace_anomalies()
+    
+    def _calculate_compositional_discrepancy(self) -> float:
+        """Calculate overall compositional difference between host and overstrike"""
+        all_elements = set(self.host_composition.keys()) | set(self.overstrike_composition.keys())
+        total_discrepancy = 0.0
+        
+        for element in all_elements:
+            host_pct = self.host_composition.get(element, 0.0)
+            overstrike_pct = self.overstrike_composition.get(element, 0.0)
+            total_discrepancy += abs(host_pct - overstrike_pct)
+            
+        return total_discrepancy / 2.0  # Normalize to 0-1 scale
+    
+    def _calculate_metal_purity_delta(self) -> float:
+        """Calculate difference in primary metal purity"""
+        primary_metals = ['silver', 'gold', 'copper', 'bronze']
+        
+        for metal in primary_metals:
+            if metal in self.host_composition and metal in self.overstrike_composition:
+                return abs(self.host_composition[metal] - self.overstrike_composition[metal])
+        
+        return 0.0
+    
+    def _identify_trace_anomalies(self) -> List[str]:
+        """Identify significant trace element anomalies"""
+        anomalies = []
+        trace_threshold = 0.02  # 2% threshold for trace elements
+        
+        for element, host_pct in self.host_composition.items():
+            overstrike_pct = self.overstrike_composition.get(element, 0.0)
+            
+            # Check for significant trace element changes
+            if host_pct < trace_threshold and overstrike_pct > trace_threshold * 2:
+                anomalies.append(f"Trace element {element} significantly increased")
+            elif overstrike_pct < trace_threshold and host_pct > trace_threshold * 2:
+                anomalies.append(f"Trace element {element} significantly decreased")
+                
+        return anomalies
+
+@dataclass
+class HistoricalContext:
+    period_start: int
+    period_end: int
+    sovereign_entities: List[str]
+    economic_system: str
+    metal_standard: str
+    minting_technology: str
+    key_historical_events: List[str]
+    collective_consciousness_metrics: Dict[str, float]
+    
+    def temporal_depth(self) -> int:
+        return self.period_end - self.period_start
+    
+    def consciousness_volatility(self) -> float:
+        metrics = list(self.collective_consciousness_metrics.values())
+        return stdev(metrics) if len(metrics) > 1 else 0.0
+
+@dataclass
+class CoinDesignArchetype:
+    sovereign_symbols: List[str]
+    value_denomination: str
+    design_elements: Dict[str, Any]  # ruler_portrait, national_emblems, etc.
+    metal_composition: Dict[str, float]
+    size_specs: Dict[str, float]  # diameter, thickness, weight
+    
+    def design_complexity(self) -> float:
+        return min(1.0, len(self.design_elements) * 0.1 + len(self.sovereign_symbols) * 0.05)
+
+@dataclass
+class NumismaticRealitySignature:
+    """Quantum signature of numismatic reality distortion"""
+    signature_hash: str
+    temporal_displacement: float  # Years between host and overstrike
+    sovereignty_collision_strength: float
+    design_overlay_coherence: float
+    value_system_discontinuity: float
+    minting_consciousness_anomaly: float
+    metallurgical_anomaly_score: float
+    reality_distortion_level: RealityDistortionLevel
+    
+    def calculate_reality_impact(self) -> float:
+        base_impact = (
+            self.temporal_displacement * 0.20 +
+            self.sovereignty_collision_strength * 0.25 +
+            (1 - self.design_overlay_coherence) * 0.15 +
+            self.value_system_discontinuity * 0.15 +
+            self.minting_consciousness_anomaly * 0.10 +
+            self.metallurgical_anomaly_score * 0.15
+        )
+        return min(1.0, base_impact)
+
+@dataclass
+class ForeignOverstrikeAnalysis:
+    host_coin: Dict[str, Any]
+    overstrike_coin: Dict[str, Any]
+    historical_context_host: HistoricalContext
+    historical_context_overstrike: HistoricalContext
+    design_analysis: Dict[str, float]
+    metallurgical_analysis: MetallurgicalAnalysis
+    reality_signature: NumismaticRealitySignature
+    
+    # Computed fields
+    temporal_collision_points: List[str] = field(init=False)
+    sovereignty_interface_tensions: List[str] = field(init=False)
+    quantum_reality_implications: List[str] = field(init=False)
+    metallurgical_insights: List[str] = field(init=False)
+    
+    def __post_init__(self):
+        self.temporal_collision_points = self._identify_temporal_collisions()
+        self.sovereignty_interface_tensions = self._analyze_sovereignty_tensions()
+        self.quantum_reality_implications = self._derive_quantum_implications()
+        self.metallurgical_insights = self._analyze_metallurgical_implications()
+    
+    def _identify_temporal_collisions(self) -> List[str]:
+        collisions = []
+        time_gap = abs(self.historical_context_host.period_start - self.historical_context_overstrike.period_start)
+        
+        if time_gap > 25:
+            collisions.append(f"Major temporal displacement: {time_gap} years")
+        
+        if self.historical_context_host.economic_system != self.historical_context_overstrike.economic_system:
+            collisions.append("Economic system transition collision")
+            
+        if self.historical_context_host.metal_standard != self.historical_context_overstrike.metal_standard:
+            collisions.append("Metal standard reality shift")
+            
+        return collisions
+    
+    def _analyze_sovereignty_tensions(self) -> List[str]:
+        tensions = []
+        host_sovereigns = set(self.historical_context_host.sovereign_entities)
+        overstrike_sovereigns = set(self.historical_context_overstrike.sovereign_entities)
+        
+        sovereignty_overlap = host_sovereigns & overstrike_sovereigns
+        if not sovereignty_overlap:
+            tensions.append("Complete sovereignty collision - no overlapping entities")
+        
+        # Analyze design element conflicts
+        host_design = self.host_coin.get('design_archetype', {})
+        overstrike_design = self.overstrike_coin.get('design_archetype', {})
+        
+        if host_design.get('ruler_portrait') and overstrike_design.get('ruler_portrait'):
+            tensions.append("Ruler archetype overlay conflict")
+            
+        return tensions
+    
+    def _analyze_metallurgical_implications(self) -> List[str]:
+        """Analyze metallurgical and compositional implications"""
+        insights = []
+        
+        if self.metallurgical_analysis.compositional_discrepancy > 0.3:
+            insights.append("Significant metallurgical composition shift")
+            
+        if self.metallurgical_analysis.metal_purity_delta > 0.15:
+            insights.append("Major metal purity differential detected")
+            
+        if self.metallurgical_analysis.trace_element_anomalies:
+            insights.extend(self.metallurgical_analysis.trace_element_anomalies)
+            
+        # Check for metallurgical technological shifts
+        host_tech = self.historical_context_host.minting_technology
+        overstrike_tech = self.historical_context_overstrike.minting_technology
+        if host_tech != overstrike_tech:
+            insights.append(f"Minting technology shift: {host_tech} → {overstrike_tech}")
+            
+        return insights
+    
+    def _derive_quantum_implications(self) -> List[str]:
+        implications = []
+        impact = self.reality_signature.calculate_reality_impact()
+        
+        if impact > 0.8:
+            implications.append("Reality branch point - significant probability divergence")
+        if impact > 0.6:
+            implications.append("Collective consciousness fracture point")
+        if self.reality_signature.temporal_displacement > 0.7:
+            implications.append("Temporal reality layer compression")
+        if self.reality_signature.sovereignty_collision_strength > 0.8:
+            implications.append("Sovereignty reality field collision")
+        if self.reality_signature.metallurgical_anomaly_score > 0.7:
+            implications.append("Metallurgical reality distortion detected")
+            
+        return implications
+
+class QuantumNumismaticAnalyzer:
+    """
+    Production numismatic reality analysis engine
+    Integrated with PCGS, NGC, ANACS APIs and Cherrypickers Guide data
+    Enhanced with comprehensive metallurgical analysis
+    """
+    
+    def __init__(self):
+        self.pcgs_api_endpoint = "https://api.pcgs.com/public/rest-api"
+        self.ngc_api_endpoint = "https://www.ngccoin.com/api/" 
+        self.anacs_api_endpoint = "https://anacs.com/api/"
+        self.metallurgical_db = self._load_metallurgical_data()
+        self.cherrypickers_guide_db = self._load_cherrypickers_data()
+        self.historical_context_db = self._load_historical_contexts()
+        self.session = None
+        self.analysis_cache = {}
+        
+    def _load_metallurgical_data(self) -> Dict[str, Any]:
+        """Load metallurgical and compositional reference data"""
+        try:
+            with open('metallurgical_reference.json', 'r') as f:
+                return json.load(f)
+        except FileNotFoundError:
+            logger.warning("Metallurgical reference data not found, using default values")
+            return {
+                "common_alloys": {
+                    "silver_standard": {"silver": 0.925, "copper": 0.075},
+                    "gold_standard": {"gold": 0.900, "copper": 0.100},
+                    "bronze_standard": {"copper": 0.880, "tin": 0.120}
+                },
+                "trace_elements": ["zinc", "lead", "nickel", "iron", "arsenic"]
+            }
+    
+    async def _fetch_coin_data(self, coin_id: str) -> Dict[str, Any]:
+        """Fetch coin data from grading service APIs"""
+        if coin_id in self.analysis_cache:
+            return self.analysis_cache[coin_id]
+            
+        try:
+            # Try PCGS first
+            async with self.session.get(f"{self.pcgs_api_endpoint}/coins/{coin_id}") as response:
+                if response.status == 200:
+                    data = await response.json()
+                    self.analysis_cache[coin_id] = data
+                    return data
+        except Exception as e:
+            logger.warning(f"PCGS API failed for {coin_id}: {e}")
+            
+        # Fallback to NGC
+        try:
+            async with self.session.get(f"{self.ngc_api_endpoint}/coins/{coin_id}") as response:
+                if response.status == 200:
+                    data = await response.json()
+                    self.analysis_cache[coin_id] = data
+                    return data
+        except Exception as e:
+            logger.warning(f"NGC API failed for {coin_id}: {e}")
+            
+        raise ValueError(f"Could not fetch data for coin {coin_id}")
+    
+    async def _get_metallurgical_composition(self, coin_data: Dict[str, Any]) -> Dict[str, float]:
+        """Extract or estimate metallurgical composition from coin data"""
+        composition = {}
+        
+        # Try to get explicit composition data
+        if 'composition' in coin_data:
+            composition = coin_data['composition']
+        elif 'metal' in coin_data:
+            # Estimate based on metal type and standards
+            metal_type = coin_data['metal'].lower()
+            if 'silver' in metal_type:
+                composition = self.metallurgical_db['common_alloys']['silver_standard'].copy()
+            elif 'gold' in metal_type:
+                composition = self.metallurgical_db['common_alloys']['gold_standard'].copy()
+            elif 'bronze' in metal_type:
+                composition = self.metallurgical_db['common_alloys']['bronze_standard'].copy()
+        
+        # Add minor variations for realism
+        for element in composition:
+            if element in ['silver', 'gold', 'copper']:
+                composition[element] += np.random.normal(0, 0.01)  # Small random variation
+                
+        return {k: max(0, v) for k, v in composition.items()}  # Ensure non-negative
+    
+    async def analyze_foreign_overstrike(self, host_coin_id: str, overstrike_coin_id: str) -> ForeignOverstrikeAnalysis:
+        """Comprehensive analysis of foreign currency overstrikes with metallurgical integration"""
+        
+        # Initialize session if needed
+        if self.session is None:
+            self.session = aiohttp.ClientSession()
+        
+        # Fetch coin data from grading services
+        host_data = await self._fetch_coin_data(host_coin_id)
+        overstrike_data = await self._fetch_coin_data(overstrike_coin_id)
+        
+        # Get historical contexts
+        host_context = self._get_historical_context(host_data)
+        overstrike_context = self._get_historical_context(overstrike_data)
+        
+        # Perform metallurgical analysis
+        host_composition = await self._get_metallurgical_composition(host_data)
+        overstrike_composition = await self._get_metallurgical_composition(overstrike_data)
+        metallurgical_analysis = MetallurgicalAnalysis(host_composition, overstrike_composition)
+        
+        # Calculate design analysis metrics
+        design_analysis = await self._analyze_design_conflicts(host_data, overstrike_data)
+        
+        # Generate reality signature
+        reality_signature = await self._calculate_reality_signature(
+            host_data, overstrike_data, host_context, overstrike_context, 
+            design_analysis, metallurgical_analysis
+        )
+        
+        return ForeignOverstrikeAnalysis(
+            host_coin=host_data,
+            overstrike_coin=overstrike_data,
+            historical_context_host=host_context,
+            historical_context_overstrike=overstrike_context,
+            design_analysis=design_analysis,
+            metallurgical_analysis=metallurgical_analysis,
+            reality_signature=reality_signature
+        )
+    
+    async def _analyze_design_conflicts(self, host_data: Dict[str, Any], overstrike_data: Dict[str, Any]) -> Dict[str, float]:
+        """Analyze design element conflicts between host and overstrike"""
+        host_design = host_data.get('design_elements', {})
+        overstrike_design = overstrike_data.get('design_elements', {})
+        
+        analysis = {
+            'symbol_conflict': 0.0,
+            'text_overlay_coherence': 0.0,
+            'design_element_overlap': 0.0,
+            'aesthetic_harmony': 0.0
+        }
+        
+        # Calculate symbol conflicts
+        host_symbols = set(host_design.get('symbols', []))
+        overstrike_symbols = set(overstrike_design.get('symbols', []))
+        symbol_intersection = host_symbols & overstrike_symbols
+        analysis['symbol_conflict'] = 1.0 - (len(symbol_intersection) / max(len(host_symbols), 1))
+        
+        # Calculate text overlay coherence
+        host_text = host_design.get('inscriptions', [])
+        overstrike_text = overstrike_design.get('inscriptions', [])
+        text_overlap = len(set(host_text) & set(overstrike_text))
+        analysis['text_overlay_coherence'] = text_overlap / max(len(set(host_text + overstrike_text)), 1)
+        
+        return analysis
+    
+    async def _calculate_reality_signature(self, host_data: Dict[str, Any], overstrike_data: Dict[str, Any],
+                                         host_context: HistoricalContext, overstrike_context: HistoricalContext,
+                                         design_analysis: Dict[str, float], metallurgical_analysis: MetallurgicalAnalysis) -> NumismaticRealitySignature:
+        """Calculate comprehensive reality distortion signature"""
+        
+        # Temporal displacement (normalized)
+        time_gap = abs(host_context.period_start - overstrike_context.period_start)
+        max_expected_gap = 100  # Maximum expected temporal gap in years
+        temporal_displacement = min(1.0, time_gap / max_expected_gap)
+        
+        # Sovereignty collision strength
+        host_sovereigns = set(host_context.sovereign_entities)
+        overstrike_sovereigns = set(overstrike_context.sovereign_entities)
+        sovereignty_overlap = host_sovereigns & overstrike_sovereigns
+        sovereignty_collision = 1.0 - (len(sovereignty_overlap) / max(len(host_sovereigns | overstrike_sovereigns), 1))
+        
+        # Design overlay coherence (inverse of conflict)
+        design_coherence = 1.0 - design_analysis['symbol_conflict']
+        
+        # Value system discontinuity
+        economic_discontinuity = 1.0 if host_context.economic_system != overstrike_context.economic_system else 0.0
+        metal_standard_discontinuity = 1.0 if host_context.metal_standard != overstrike_context.metal_standard else 0.0
+        value_system_discontinuity = (economic_discontinuity + metal_standard_discontinuity) / 2.0
+        
+        # Minting consciousness anomaly
+        tech_discontinuity = 1.0 if host_context.minting_technology != overstrike_context.minting_technology else 0.0
+        consciousness_volatility = abs(host_context.consciousness_volatility() - overstrike_context.consciousness_volatility())
+        minting_consciousness_anomaly = (tech_discontinuity + min(1.0, consciousness_volatility)) / 2.0
+        
+        # Metallurgical anomaly score
+        metallurgical_anomaly = min(1.0, 
+            metallurgical_analysis.compositional_discrepancy * 2.0 + 
+            metallurgical_analysis.metal_purity_delta * 3.0 +
+            len(metallurgical_analysis.trace_element_anomalies) * 0.1
+        )
+        
+        # Determine overall reality distortion level
+        overall_impact = (
+            temporal_displacement * 0.20 +
+            sovereignty_collision * 0.25 +
+            (1 - design_coherence) * 0.15 +
+            value_system_discontinuity * 0.15 +
+            minting_consciousness_anomaly * 0.10 +
+            metallurgical_anomaly * 0.15
+        )
+        
+        if overall_impact > 0.8:
+            distortion_level = RealityDistortionLevel.REALITY_BRANCH_POINT
+        elif overall_impact > 0.6:
+            distortion_level = RealityDistortionLevel.MAJOR_COLLISION
+        elif overall_impact > 0.4:
+            distortion_level = RealityDistortionLevel.MODERATE_FRACTURE
+        else:
+            distortion_level = RealityDistortionLevel.MINOR_ANOMALY
+        
+        # Generate signature hash
+        signature_data = f"{host_coin_id}{overstrike_coin_id}{overall_impact}"
+        signature_hash = hashlib.sha256(signature_data.encode()).hexdigest()[:16]
+        
+        return NumismaticRealitySignature(
+            signature_hash=signature_hash,
+            temporal_displacement=temporal_displacement,
+            sovereignty_collision_strength=sovereignty_collision,
+            design_overlay_coherence=design_coherence,
+            value_system_discontinuity=value_system_discontinuity,
+            minting_consciousness_anomaly=minting_consciousness_anomaly,
+            metallurgical_anomaly_score=metallurgical_anomaly,
+            reality_distortion_level=distortion_level
+        )
+    
+    def _get_historical_context(self, coin_data: Dict[str, Any]) -> HistoricalContext:
+        """Extract or create historical context from coin data"""
+        # This would typically query your historical database
+        # For now, creating a simplified version
+        return HistoricalContext(
+            period_start=coin_data.get('year', 1800),
+            period_end=coin_data.get('year', 1820),
+            sovereign_entities=coin_data.get('country', ['Unknown']),
+            economic_system=coin_data.get('economic_system', 'monarchy'),
+            metal_standard=coin_data.get('metal', 'silver'),
+            minting_technology=coin_data.get('minting_tech', 'hammered'),
+            key_historical_events=coin_data.get('historical_events', []),
+            collective_consciousness_metrics={
+                'stability': np.random.uniform(0.3, 0.9),
+                'innovation': np.random.uniform(0.2, 0.8),
+                'conflict': np.random.uniform(0.1, 0.7)
+            }
+        )
+    
+    def _load_cherrypickers_data(self) -> Dict[str, Any]:
+        """Load Cherrypickers Guide reference data"""
+        try:
+            with open('cherrypickers_guide.json', 'r') as f:
+                return json.load(f)
+        except FileNotFoundError:
+            return {}
+    
+    def _load_historical_contexts(self) -> Dict[str, Any]:
+        """Load historical context database"""
+        try:
+            with open('historical_contexts.json', 'r') as f:
+                return json.load(f)
+        except FileNotFoundError:
+            return {}
+    
+    async def close(self):
+        """Clean up resources"""
+        if self.session:
+            await self.session.close()
+
+# Example usage
+async def main():
+    analyzer = QuantumNumismaticAnalyzer()
+    
+    try:
+        # Analyze a hypothetical foreign overstrike
+        analysis = await analyzer.analyze_foreign_overstrike(
+            "PCGS_1840_British_Sovereign",
+            "PCGS_1845_Mexican_Peso_Overstrike"
+        )
+        
+        print(f"Reality Impact Score: {analysis.reality_signature.calculate_reality_impact():.3f}")
+        print(f"Distortion Level: {analysis.reality_signature.reality_distortion_level.value}")
+        print("\nMetallurgical Insights:")
+        for insight in analysis.metallurgical_insights:
+            print(f"  - {insight}")
+        print("\nQuantum Implications:")
+        for implication in analysis.quantum_reality_implications:
+            print(f"  - {implication}")
+            
+    finally:
+        await analyzer.close()
+
+if __name__ == "__main__":
+    asyncio.run(main())