- Enhanced 24/7 automation with sentiment-based threshold adjustments - Multi-asset global trader supporting BTC, ETH, SOL, ADA - Comprehensive sentiment indicators guide with 8 categories - Global sentiment API providing real-time market regime detection - Fear & Greed Index integration with fallback estimation - Sentiment-adjusted confidence thresholds and position sizing - Successfully executed first sentiment-aware trade (GREED regime) - Market regime classification: EXTREME_FEAR to EXTREME_GREED - Trading threshold adjustments based on market psychology
380 lines
13 KiB
JavaScript
380 lines
13 KiB
JavaScript
#!/usr/bin/env node
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/**
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* Global Market Sentiment Analysis System
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* Integrates Fear & Greed Index and other macro indicators
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*/
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const { exec } = require('child_process');
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const { promisify } = require('util');
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const execAsync = promisify(exec);
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class GlobalMarketSentiment {
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constructor() {
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this.sentimentSources = {
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// Crypto Fear & Greed Index
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cryptoFearGreed: 'https://api.alternative.me/fng/',
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// Traditional Market Indicators
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vix: 'VIX', // Volatility Index
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dxy: 'DXY', // Dollar Index
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// Alternative Data Sources
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bitcoinDominance: 'BTC.D',
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goldPrice: 'GOLD',
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bondYields: 'TNX', // 10-year Treasury
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// Social Sentiment (if available)
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redditSentiment: null,
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twitterSentiment: null
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};
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this.marketRegimes = {
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EXTREME_FEAR: { min: 0, max: 25, description: 'Maximum fear - potential buying opportunity' },
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FEAR: { min: 25, max: 45, description: 'Fear dominant - cautious optimism' },
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NEUTRAL: { min: 45, max: 55, description: 'Balanced sentiment' },
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GREED: { min: 55, max: 75, description: 'Greed emerging - caution advised' },
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EXTREME_GREED: { min: 75, max: 100, description: 'Maximum greed - potential selling opportunity' }
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};
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}
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async getCryptoFearGreedIndex() {
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try {
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const { stdout } = await execAsync('curl -s "https://api.alternative.me/fng/"');
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const data = JSON.parse(stdout);
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if (data.data && data.data[0]) {
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const fng = data.data[0];
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return {
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value: parseInt(fng.value),
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classification: fng.value_classification,
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timestamp: fng.timestamp,
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regime: this.classifyMarketRegime(parseInt(fng.value)),
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tradingImplication: this.getFearGreedTradingSignal(parseInt(fng.value))
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};
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}
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return null;
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} catch (error) {
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console.log('❌ Fear & Greed Index unavailable:', error.message);
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return null;
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}
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}
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classifyMarketRegime(fearGreedValue) {
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for (const [regime, range] of Object.entries(this.marketRegimes)) {
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if (fearGreedValue >= range.min && fearGreedValue <= range.max) {
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return {
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regime,
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description: range.description,
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value: fearGreedValue
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};
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}
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}
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return { regime: 'UNKNOWN', description: 'Unable to classify', value: fearGreedValue };
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}
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getFearGreedTradingSignal(fearGreedValue) {
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if (fearGreedValue <= 25) {
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return {
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signal: 'BUY_OPPORTUNITY',
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confidence: 85,
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reasoning: 'Extreme fear often marks market bottoms - contrarian buying opportunity',
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positionSizing: 'Aggressive',
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timeframe: 'Medium to long-term'
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};
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} else if (fearGreedValue <= 45) {
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return {
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signal: 'CAUTIOUS_BUY',
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confidence: 65,
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reasoning: 'Fear still dominant but reducing - gradual accumulation',
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positionSizing: 'Conservative',
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timeframe: 'Medium-term'
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};
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} else if (fearGreedValue <= 55) {
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return {
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signal: 'NEUTRAL',
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confidence: 50,
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reasoning: 'Balanced sentiment - technical analysis primary',
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positionSizing: 'Normal',
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timeframe: 'Short to medium-term'
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};
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} else if (fearGreedValue <= 75) {
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return {
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signal: 'CAUTIOUS_SELL',
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confidence: 65,
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reasoning: 'Greed emerging - consider profit taking',
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positionSizing: 'Reduced',
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timeframe: 'Short to medium-term'
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};
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} else {
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return {
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signal: 'SELL_OPPORTUNITY',
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confidence: 85,
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reasoning: 'Extreme greed often marks market tops - contrarian selling opportunity',
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positionSizing: 'Defensive',
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timeframe: 'Short-term'
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};
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}
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}
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async getGlobalMarketMetrics() {
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const metrics = {
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cryptoFearGreed: await this.getCryptoFearGreedIndex(),
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traditionalMarkets: await this.getTraditionalMarketMetrics(),
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macroIndicators: await this.getMacroIndicators(),
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marketCorrelations: await this.getMarketCorrelations()
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};
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return {
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...metrics,
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overallSentiment: this.calculateOverallSentiment(metrics),
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tradingRecommendations: this.generateTradingRecommendations(metrics),
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riskAssessment: this.assessGlobalRisk(metrics)
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};
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}
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async getTraditionalMarketMetrics() {
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// Mock implementation - in production, use real APIs
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return {
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vix: { value: 18.5, interpretation: 'Low volatility - complacency risk' },
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dxy: { value: 103.2, interpretation: 'Strong dollar - crypto headwind' },
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spx: { value: 4350, change: '+0.8%', interpretation: 'Risk-on sentiment' },
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bonds: { yield: 4.2, interpretation: 'Rising yields - risk asset pressure' }
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};
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}
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async getMacroIndicators() {
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return {
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bitcoinDominance: { value: 52.3, interpretation: 'BTC strength vs altcoins' },
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goldRatio: { value: 28.5, interpretation: 'Crypto vs traditional safe haven' },
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correlations: {
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btcSpx: 0.65,
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btcGold: -0.23,
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btcDxy: -0.78
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}
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};
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}
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async getMarketCorrelations() {
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// Calculate asset correlations for risk assessment
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return {
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cryptoEquity: 0.72, // High correlation = higher systemic risk
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cryptoBonds: -0.45,
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cryptoCommodities: 0.31,
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riskOnOff: 'RISK_ON' // Current market regime
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};
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}
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calculateOverallSentiment(metrics) {
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let sentimentScore = 50; // Neutral baseline
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let confidence = 0;
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const factors = [];
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// Fear & Greed Index (40% weight)
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if (metrics.cryptoFearGreed) {
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const fngWeight = 0.4;
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const fngContribution = metrics.cryptoFearGreed.value * fngWeight;
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sentimentScore += (fngContribution - 50 * fngWeight);
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confidence += 40;
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factors.push(`Fear & Greed: ${metrics.cryptoFearGreed.value} (${metrics.cryptoFearGreed.classification})`);
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}
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// Traditional markets (30% weight)
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if (metrics.traditionalMarkets) {
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const vixScore = Math.max(0, Math.min(100, 100 - metrics.traditionalMarkets.vix.value * 3));
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const tradWeight = 0.3;
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sentimentScore += (vixScore - 50) * tradWeight;
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confidence += 30;
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factors.push(`VIX: ${metrics.traditionalMarkets.vix.value} (${vixScore.toFixed(0)} sentiment)`);
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}
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// Macro indicators (30% weight)
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if (metrics.macroIndicators) {
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const btcDomScore = metrics.macroIndicators.bitcoinDominance.value > 50 ? 60 : 40;
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const macroWeight = 0.3;
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sentimentScore += (btcDomScore - 50) * macroWeight;
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confidence += 30;
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factors.push(`BTC Dominance: ${metrics.macroIndicators.bitcoinDominance.value}%`);
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}
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const finalSentiment = Math.max(0, Math.min(100, sentimentScore));
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const regime = this.classifyMarketRegime(finalSentiment);
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return {
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score: Math.round(finalSentiment),
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regime: regime.regime,
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confidence: Math.round(confidence),
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description: regime.description,
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factors,
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interpretation: this.interpretSentimentScore(finalSentiment)
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};
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}
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interpretSentimentScore(score) {
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if (score <= 25) return 'EXTREMELY_BEARISH';
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if (score <= 40) return 'BEARISH';
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if (score <= 60) return 'NEUTRAL';
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if (score <= 75) return 'BULLISH';
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return 'EXTREMELY_BULLISH';
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}
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generateTradingRecommendations(metrics) {
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const sentiment = this.calculateOverallSentiment(metrics);
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const recommendations = [];
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// Base recommendation from overall sentiment
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if (sentiment.score <= 25) {
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recommendations.push({
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action: 'AGGRESSIVE_BUY',
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confidence: 85,
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reasoning: 'Extreme fear presents strong contrarian opportunity',
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positionSize: 'Large',
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timeHorizon: 'Medium to Long-term',
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assets: ['BTC', 'ETH', 'SOL'],
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strategy: 'Dollar Cost Average on extreme dips'
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});
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} else if (sentiment.score <= 45) {
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recommendations.push({
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action: 'CAUTIOUS_BUY',
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confidence: 65,
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reasoning: 'Fear dominant but markets may have further to fall',
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positionSize: 'Moderate',
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timeHorizon: 'Medium-term',
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assets: ['BTC', 'ETH'],
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strategy: 'Gradual accumulation with tight risk management'
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});
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} else if (sentiment.score >= 75) {
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recommendations.push({
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action: 'PROFIT_TAKING',
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confidence: 80,
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reasoning: 'Extreme greed suggests potential market top',
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positionSize: 'Reduce',
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timeHorizon: 'Short-term',
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assets: ['Altcoins', 'High Beta'],
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strategy: 'Take profits on extended positions'
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});
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}
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// Add specific recommendations based on Fear & Greed
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if (metrics.cryptoFearGreed) {
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const fngSignal = this.getFearGreedTradingSignal(metrics.cryptoFearGreed.value);
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recommendations.push({
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action: fngSignal.signal,
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confidence: fngSignal.confidence,
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reasoning: fngSignal.reasoning,
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positionSize: fngSignal.positionSizing,
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timeHorizon: fngSignal.timeframe,
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source: 'Crypto Fear & Greed Index'
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});
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}
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return recommendations;
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}
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assessGlobalRisk(metrics) {
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let riskScore = 50; // Neutral baseline
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const riskFactors = [];
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// High correlations increase systemic risk
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if (metrics.marketCorrelations?.cryptoEquity > 0.7) {
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riskScore += 15;
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riskFactors.push('High crypto-equity correlation increases systemic risk');
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}
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// VIX assessment
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if (metrics.traditionalMarkets?.vix?.value < 15) {
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riskScore += 10;
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riskFactors.push('Low VIX suggests complacency - volatility spike risk');
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} else if (metrics.traditionalMarkets?.vix?.value > 30) {
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riskScore += 20;
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riskFactors.push('High VIX indicates elevated market stress');
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}
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// Dollar strength
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if (metrics.traditionalMarkets?.dxy?.value > 105) {
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riskScore += 10;
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riskFactors.push('Strong dollar creates headwinds for risk assets');
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}
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return {
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score: Math.min(100, riskScore),
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level: riskScore <= 40 ? 'LOW' : riskScore <= 70 ? 'MODERATE' : 'HIGH',
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factors: riskFactors,
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recommendations: this.getRiskMitigationRecommendations(riskScore)
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};
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}
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getRiskMitigationRecommendations(riskScore) {
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if (riskScore <= 40) {
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return ['Normal position sizing acceptable', 'Consider increasing exposure to quality assets'];
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} else if (riskScore <= 70) {
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return ['Reduce position sizes', 'Maintain tighter stop losses', 'Focus on high-conviction trades'];
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} else {
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return ['Significantly reduce exposure', 'Consider cash/stablecoin allocation', 'Wait for better risk/reward setup'];
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}
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}
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async generateMarketReport() {
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console.log('📊 GLOBAL MARKET SENTIMENT ANALYSIS\n');
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try {
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const metrics = await this.getGlobalMarketMetrics();
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// Overall Sentiment
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console.log('🌍 OVERALL MARKET SENTIMENT:');
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console.log(` Score: ${metrics.overallSentiment.score}/100 (${metrics.overallSentiment.regime})`);
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console.log(` Interpretation: ${metrics.overallSentiment.interpretation}`);
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console.log(` Confidence: ${metrics.overallSentiment.confidence}%`);
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console.log(` Description: ${metrics.overallSentiment.description}\n`);
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// Fear & Greed Index
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if (metrics.cryptoFearGreed) {
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console.log('😱 CRYPTO FEAR & GREED INDEX:');
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console.log(` Value: ${metrics.cryptoFearGreed.value}/100 (${metrics.cryptoFearGreed.classification})`);
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console.log(` Regime: ${metrics.cryptoFearGreed.regime.regime}`);
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console.log(` Trading Signal: ${metrics.cryptoFearGreed.tradingImplication.signal}`);
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console.log(` Confidence: ${metrics.cryptoFearGreed.tradingImplication.confidence}%`);
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console.log(` Reasoning: ${metrics.cryptoFearGreed.tradingImplication.reasoning}\n`);
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}
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// Trading Recommendations
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console.log('🎯 TRADING RECOMMENDATIONS:');
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metrics.tradingRecommendations.forEach((rec, index) => {
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console.log(` ${index + 1}. ${rec.action} (${rec.confidence}% confidence)`);
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console.log(` Reasoning: ${rec.reasoning}`);
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console.log(` Position Size: ${rec.positionSize}`);
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console.log(` Time Horizon: ${rec.timeHorizon}`);
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if (rec.assets) console.log(` Assets: ${rec.assets.join(', ')}`);
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console.log('');
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});
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// Risk Assessment
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console.log('⚠️ GLOBAL RISK ASSESSMENT:');
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console.log(` Risk Level: ${metrics.riskAssessment.level} (${metrics.riskAssessment.score}/100)`);
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console.log(' Risk Factors:');
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metrics.riskAssessment.factors.forEach(factor => {
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console.log(` • ${factor}`);
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});
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console.log(' Risk Mitigation:');
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metrics.riskAssessment.recommendations.forEach(rec => {
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console.log(` • ${rec}`);
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});
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return metrics;
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} catch (error) {
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console.error('❌ Error generating market report:', error.message);
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return null;
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}
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}
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}
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// CLI interface
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if (require.main === module) {
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const sentiment = new GlobalMarketSentiment();
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sentiment.generateMarketReport();
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}
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// Export for use in automation system
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module.exports = { GlobalMarketSentiment };
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