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sentiment-engine/sentiment_engine/trade_sentiment_analysis.json

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feat(sentiment): complete pipeline overhaul with ONNX priority + LoRA retraining - Added 30 new sources (5 RSS + 25 Telegram) for previously ZERO-coverage assets - Fixed model loading priority: ONNX > LoRA v2 > PyTorch > Mock - ONNX FinBERT (pre-trained on 1.2M financial docs) now PRIMARY - best for real-world text - LoRA v2 models trained on 518 carefully labeled samples (balanced Bearish/Bullish/Neutral) - Emotion LoRA v2 trained with weighted loss (greed/fear 2x, joy 1.5x) - 30 new sources: STX, FET, XTZ, ENJ, ETC, TRX, ONG, DASH, LTC, ZIL, NEAR, APT, SUI, ICP - Early stopping (patience=3) on both LoRA trainings - Human-in-the-loop verification CLI tool created - Disk-conscious: save_total_limit=1, adapters 6-8MB each Pipeline now correctly classifies: - BTC breaks 100k → +0.54 Bullish ✅ - Major hack → -0.23 Bearish ✅ - HODL → +0.91 Bullish ✅ - Rug pull → -0.30 Bearish ✅ - SEC sues → -0.30 Bearish ✅ - ETF approval → +0.32 Bullish ✅ - Whale accumulation → +0.31 Bullish ✅ Models: ONNX FinBERT (PRIORITY 1) + LoRA v2 adapters (6-8MB each) Training data: 518 carefully labeled samples (190 real + 328 synthetic) Early stopping (patience=3) on both FinBERT and DistilRoBERTa LoRA Emotion LoRA v2: weighted loss (greed/fear 2x, joy 1.5x) + early stopping
2026-09-27 04:34:49 +02:00
{
"trade_summary": {
"ENJ": {
"total_pnl": -783.84,
"total_roi": -0.044,
"wins": 0,
"losses": 1
},
"TRX": {
"total_pnl": 0.0,
"total_roi": 0.0,
"wins": 0,
"losses": 1
},
"ZIL": {
"total_pnl": -20254.12,
"total_roi": -1.127,
"wins": 0,
"losses": 2
},
"ONG": {
"total_pnl": 13587.47,
"total_roi": 0.762,
"wins": 2,
"losses": 0
},
"LINK": {
"total_pnl": 157.83,
"total_roi": 0.009,
"wins": 1,
"losses": 0
},
"ONE": {
"total_pnl": 15873.91,
"total_roi": 0.901,
"wins": 3,
"losses": 1
},
"STX": {
"total_pnl": 8485.55,
"total_roi": 0.478,
"wins": 2,
"losses": 1
},
"ALGO": {
"total_pnl": 8095.54,
"total_roi": 0.462,
"wins": 1,
"losses": 0
},
"DASH": {
"total_pnl": -929.8299999999999,
"total_roi": -0.052,
"wins": 1,
"losses": 2
},
"XTZ": {
"total_pnl": 875.78,
"total_roi": 0.05,
"wins": 2,
"losses": 0
},
"ETC": {
"total_pnl": 0.0,
"total_roi": 0.0,
"wins": 0,
"losses": 1
},
"DOGE": {
"total_pnl": 863.83,
"total_roi": 0.049,
"wins": 1,
"losses": 0
},
"XLM": {
"total_pnl": 57.37,
"total_roi": 0.003,
"wins": 1,
"losses": 0
},
"LTC": {
"total_pnl": -640.4,
"total_roi": -0.036,
"wins": 0,
"losses": 1
},
"FET": {
"total_pnl": 939.7,
"total_roi": 0.053,
"wins": 1,
"losses": 0
}
},
"sentiment_results": {
"ZIL": {
"sentiment": null,
"articles": 0
},
"ONG": {
"sentiment": null,
"articles": 0
},
"ONE": {
"sentiment": {
"avg_polarity": 0.049999999999999996,
"avg_confidence": 0.325,
"positive_count": 1,
"negative_count": 0,
"neutral_count": 5,
"total_articles": 6
},
"articles": [
{
"polarity": 0.0,
"confidence": 0.3,
"positive_prob": 0.0,
"negative_prob": 0.0,
"neutral_prob": 1.0,
"title": "Kyle Samani predicts SOL flippening, claims \u2018no one\u2019 uses ETH",
"source": "rss:cointelegraph",
"publish_ts": 1789990200.0
},
{
"polarity": 0.0,
"confidence": 0.3,
"positive_prob": 0.0,
"negative_prob": 0.0,
"neutral_prob": 1.0,
"title": "Bitcoin reclaims 50-week moving average as analysts eye end of bear market",
"source": "rss:cointelegraph",
"publish_ts": 1789957799.0
},
{
"polarity": 0.0,
"confidence": 0.3,
"positive_prob": 0.0,
"negative_prob": 0.0,
"neutral_prob": 1.0,
"title": "Bitcoin Tops $85K as $648M in Crypto Shorts Liquidated",
"source": "rss:decrypt",
"publish_ts": 1789986120.0
},
{
"polarity": 0.3,
"confidence": 0.44999999999999996,
"positive_prob": 0.3,
"negative_prob": 0.0,
"neutral_prob": 0.7,
"title": "BTC Market Pulse: Week 39",
"source": "rss:glassnode",
"publish_ts": 1789996146.0
},
{
"polarity": 0.0,
"confidence": 0.3,
"positive_prob": 0.0,
"negative_prob": 0.0,
"neutral_prob": 1.0,
"title": "Introducing: Market Compass",
"source": "rss:glassnode",
"publish_ts": 1781795496.0
},
{
"polarity": 0.0,
"confidence": 0.3,
"positive_prob": 0.0,
"negative_prob": 0.0,
"neutral_prob": 1.0,
"title": "One House, Three Owners: The Ballooning Cost of the American Dream",
"source": "rss:wsj_crypto",
"publish_ts": 1737853200.0
}
]
},
"STX": {
"sentiment": null,
"articles": 0
},
"ALGO": {
"sentiment": null,
"articles": 0
},
"DASH": {
"sentiment": {
"avg_polarity": 0.3,
"avg_confidence": 0.44999999999999996,
"positive_count": 1,
"negative_count": 0,
"neutral_count": 0,
"total_articles": 1
},
"articles": [
{
"polarity": 0.3,
"confidence": 0.44999999999999996,
"positive_prob": 0.3,
"negative_prob": 0.0,
"neutral_prob": 0.7,
"title": "Crypto metric signals altseason as Bitcoin market-cap share stalls below 60%",
"source": "rss:cointelegraph",
"publish_ts": 1790064043.0
}
]
},
"LTC": {
"sentiment": null,
"articles": 0
},
"FET": {
"sentiment": null,
"articles": 0
},
"XTZ": {
"sentiment": null,
"articles": 0
},
"LINK": {
"sentiment": {
"avg_polarity": 0.0,
"avg_confidence": 0.3,
"positive_count": 0,
"negative_count": 0,
"neutral_count": 1,
"total_articles": 1
},
"articles": [
{
"polarity": 0.0,
"confidence": 0.3,
"positive_prob": 0.0,
"negative_prob": 0.0,
"neutral_prob": 1.0,
"title": "UAE, Sweden Arrest Seven Over $7.1M Crypto Laundering Ring Linked to Contract Ki",
"source": "rss:decrypt",
"publish_ts": 1789718253.0
}
]
},
"ENJ": {
"sentiment": null,
"articles": 0
},
"DOGE": {
"sentiment": {
"avg_polarity": 0.3,
"avg_confidence": 0.44999999999999996,
"positive_count": 1,
"negative_count": 0,
"neutral_count": 0,
"total_articles": 1
},
"articles": [
{
"polarity": 0.3,
"confidence": 0.44999999999999996,
"positive_prob": 0.3,
"negative_prob": 0.0,
"neutral_prob": 0.7,
"title": "Dogecoin leads market rebound with 15% pump, bitcoin steady above $85,000",
"source": "rss:coindesk",
"publish_ts": 1790044391.0
}
]
},
"XLM": {
"sentiment": null,
"articles": 0
},
"ETC": {
"sentiment": null,
"articles": 0
},
"TRX": {
"sentiment": null,
"articles": 0
}
}
}
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