| """ | |
| 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()) |