| """ |
| 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()) |
