500 lines
16 KiB
Plaintext
500 lines
16 KiB
Plaintext
================================================================================
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FreqAI 训练结果分析报告
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生成时间: 2026-01-24 12:20:09
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================================================================================
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📊 概览
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总币对数: 58
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已训练: 58
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训练率: 100.0%
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🎯 标签质量汇总
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&s-entry_signal:
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平均值: 0.450
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理想分布: 41/58 (70.7%)
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&s-exit_signal:
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平均值: 0.453
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理想分布: 43/58 (74.1%)
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&s-future_volatility:
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平均值: 0.477
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理想分布: 48/58 (82.8%)
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&-optimal_trailing_stop:
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平均值: 0.007
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理想分布: 0/58 (0.0%)
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&s-stoploss_risk:
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平均值: 0.571
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理想分布: 16/58 (27.6%)
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📈 详细币对分析
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--------------------------------------------------------------------------------
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🪙 AAVE/USDT
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标签分布:
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&s-entry_signal: 0.525 - ✅ 理想
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&s-exit_signal: 0.459 - ✅ 理想
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&s-future_volatility: 0.467 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.544 - ✅ 理想
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🪙 ADA/USDT
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标签分布:
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&s-entry_signal: 0.567 - ✅ 理想
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&s-exit_signal: 0.403 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.557 - ✅ 理想
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🪙 ATOM/USDT
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标签分布:
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&s-entry_signal: 0.421 - ✅ 理想
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&s-exit_signal: 0.410 - ✅ 理想
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&s-future_volatility: 0.437 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.572 - ✅ 理想
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🪙 AVAX/USDT
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标签分布:
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&s-entry_signal: 0.489 - ✅ 理想
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&s-exit_signal: 0.597 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.486 - ✅ 理想
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🪙 BARD/USDT
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标签分布:
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&s-entry_signal: 0.545 - ✅ 理想
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&s-exit_signal: 0.549 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.937 - ⚠️ 正样本过多
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🪙 BCH/USDT
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标签分布:
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&s-entry_signal: 0.487 - ✅ 理想
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&s-exit_signal: 0.480 - ✅ 理想
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&s-future_volatility: 0.427 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.404 - ✅ 理想
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🪙 BETH/USDT
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标签分布:
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&s-entry_signal: 0.393 - ✓ 可接受
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&s-exit_signal: 0.393 - ✓ 可接受
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&s-future_volatility: 0.399 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.233 - ⚠️ 正样本过少
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🪙 BIO/USDT
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标签分布:
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&s-entry_signal: 0.271 - ⚠️ 正样本过少
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&s-exit_signal: 0.413 - ✅ 理想
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&s-future_volatility: 0.489 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.480 - ✅ 理想
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🪙 BNB/USDT
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标签分布:
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&s-entry_signal: 0.395 - ✓ 可接受
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&s-exit_signal: 0.379 - ✓ 可接受
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&s-future_volatility: 0.591 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.233 - ⚠️ 正样本过少
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🪙 BTC/USDT
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标签分布:
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&s-entry_signal: 0.316 - ⚠️ 正样本过少
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&s-exit_signal: 0.346 - ⚠️ 正样本过少
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&s-future_volatility: 0.456 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.207 - ⚠️ 正样本过少
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🪙 CHZ/USDT
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标签分布:
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&s-entry_signal: 0.525 - ✅ 理想
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&s-exit_signal: 0.551 - ✅ 理想
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&s-future_volatility: 0.599 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 1.040 - ⚠️ 正样本过多
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🪙 CORE/USDT
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标签分布:
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&s-entry_signal: 0.607 - ✓ 可接受
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&s-exit_signal: 0.503 - ✅ 理想
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&s-future_volatility: 0.572 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.753 - ⚠️ 正样本过多
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🪙 CRO/USDT
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标签分布:
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&s-entry_signal: 0.399 - ✓ 可接受
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&s-exit_signal: 0.415 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.353 - ✓ 可接受
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🪙 CRV/USDT
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标签分布:
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&s-entry_signal: 0.561 - ✅ 理想
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&s-exit_signal: 0.580 - ✅ 理想
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&s-future_volatility: 0.453 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.679 - ⚠️ 正样本过多
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🪙 DAI/USDT
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标签分布:
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&s-entry_signal: 0.000 - ⚠️ 正样本过少
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&s-exit_signal: 0.000 - ⚠️ 正样本过少
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&s-future_volatility: 0.400 - ✓ 可接受
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&-optimal_trailing_stop: 0.002 - 回归标签
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&s-stoploss_risk: 0.000 - ⚠️ 正样本过少
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🪙 DOGE/USDT
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标签分布:
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&s-entry_signal: 0.484 - ✅ 理想
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&s-exit_signal: 0.461 - ✅ 理想
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&s-future_volatility: 0.406 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.474 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.522 - ✅ 理想
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&s-exit_signal: 0.448 - ✅ 理想
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&s-future_volatility: 0.581 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.639 - ✓ 可接受
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🪙 ETC/USDT
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标签分布:
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&s-entry_signal: 0.581 - ✅ 理想
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&s-exit_signal: 0.443 - ✅ 理想
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&s-future_volatility: 0.437 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.482 - ✅ 理想
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.116 - ⚠️ 正样本过少
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&s-exit_signal: 0.186 - ⚠️ 正样本过少
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&s-future_volatility: 0.330 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.389 - ✓ 可接受
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🪙 FIL/USDT
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标签分布:
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&s-entry_signal: 0.602 - ✓ 可接受
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&s-exit_signal: 0.615 - ✓ 可接受
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&s-future_volatility: 0.466 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.734 - ⚠️ 正样本过多
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🪙 ICP/USDT
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标签分布:
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&s-entry_signal: 0.561 - ✅ 理想
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&s-exit_signal: 0.546 - ✅ 理想
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&s-future_volatility: 0.409 - ✅ 理想
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 1.081 - ⚠️ 正样本过多
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🪙 IP/USDT
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标签分布:
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&s-entry_signal: 0.578 - ✅ 理想
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&s-exit_signal: 0.606 - ✓ 可接受
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.018 - 回归标签
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&s-stoploss_risk: 1.404 - ⚠️ 正样本过多
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🪙 KAITO/USDT
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标签分布:
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&s-entry_signal: 0.408 - ✅ 理想
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&s-exit_signal: 0.501 - ✅ 理想
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&s-future_volatility: 0.479 - ✅ 理想
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.956 - ⚠️ 正样本过多
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🪙 LINEA/USDT
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标签分布:
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&s-entry_signal: 0.403 - ✅ 理想
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&s-exit_signal: 0.408 - ✅ 理想
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&s-future_volatility: 0.418 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.759 - ⚠️ 正样本过多
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🪙 LINK/USDT
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标签分布:
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&s-entry_signal: 0.535 - ✅ 理想
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&s-exit_signal: 0.558 - ✅ 理想
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&s-future_volatility: 0.436 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.425 - ✅ 理想
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🪙 LTC/USDT
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标签分布:
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&s-entry_signal: 0.598 - ✅ 理想
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&s-exit_signal: 0.587 - ✅ 理想
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&s-future_volatility: 0.591 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.582 - ✅ 理想
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.590 - ✅ 理想
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&s-exit_signal: 0.442 - ✅ 理想
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&s-future_volatility: 0.585 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.635 - ✓ 可接受
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.295 - ⚠️ 正样本过少
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&s-exit_signal: 0.671 - ⚠️ 正样本过多
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&s-future_volatility: 0.998 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.374 - ✓ 可接受
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🪙 ONDO/USDT
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标签分布:
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&s-entry_signal: 0.595 - ✅ 理想
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&s-exit_signal: 0.594 - ✅ 理想
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&s-future_volatility: 0.590 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.676 - ⚠️ 正样本过多
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🪙 PENGU/USDT
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标签分布:
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&s-entry_signal: 0.415 - ✅ 理想
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&s-exit_signal: 0.483 - ✅ 理想
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&s-future_volatility: 0.998 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.612 - ✓ 可接受
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.551 - ✅ 理想
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&s-exit_signal: 0.456 - ✅ 理想
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&s-future_volatility: 0.451 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.823 - ⚠️ 正样本过多
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🪙 PI/USDT
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标签分布:
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&s-entry_signal: 0.344 - ⚠️ 正样本过少
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&s-exit_signal: 0.409 - ✅ 理想
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&s-future_volatility: 0.594 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.311 - ⚠️ 正样本过少
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🪙 POL/USDT
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标签分布:
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&s-entry_signal: 0.410 - ✅ 理想
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&s-exit_signal: 0.423 - ✅ 理想
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&s-future_volatility: 0.442 - ✅ 理想
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.829 - ⚠️ 正样本过多
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🪙 PUMP/USDT
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标签分布:
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&s-entry_signal: 0.566 - ✅ 理想
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&s-exit_signal: 0.535 - ✅ 理想
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&s-future_volatility: 0.471 - ✅ 理想
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 1.104 - ⚠️ 正样本过多
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🪙 SAFE/USDT
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标签分布:
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&s-entry_signal: 0.553 - ✅ 理想
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&s-exit_signal: 0.563 - ✅ 理想
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&s-future_volatility: 0.399 - ✓ 可接受
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 1.096 - ⚠️ 正样本过多
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🪙 SAND/USDT
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标签分布:
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&s-entry_signal: 0.613 - ✓ 可接受
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&s-exit_signal: 0.534 - ✅ 理想
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&s-future_volatility: 0.410 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.941 - ⚠️ 正样本过多
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🪙 SHIB/USDT
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标签分布:
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&s-entry_signal: 0.555 - ✅ 理想
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&s-exit_signal: 0.442 - ✅ 理想
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&s-future_volatility: 0.480 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.530 - ✅ 理想
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🪙 SKY/USDT
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标签分布:
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&s-entry_signal: 0.406 - ✅ 理想
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&s-exit_signal: 0.399 - ✓ 可接受
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&s-future_volatility: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.488 - ✅ 理想
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🪙 SNX/USDT
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标签分布:
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&s-entry_signal: 0.410 - ✅ 理想
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&s-exit_signal: 0.416 - ✅ 理想
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&s-future_volatility: 0.366 - ✓ 可接受
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.473 - ✅ 理想
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🪙 SOL/USDT
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标签分布:
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&s-entry_signal: 0.470 - ✅ 理想
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&s-exit_signal: 0.520 - ✅ 理想
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&s-future_volatility: 0.470 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.390 - ✓ 可接受
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🪙 STETH/USDT
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标签分布:
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&s-entry_signal: 0.426 - ✅ 理想
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&s-exit_signal: 0.409 - ✅ 理想
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&s-future_volatility: 0.401 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.270 - ⚠️ 正样本过少
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🪙 STRK/USDT
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标签分布:
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&s-entry_signal: 0.400 - ✅ 理想
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&s-exit_signal: 0.399 - ✓ 可接受
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&s-future_volatility: 0.416 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.694 - ⚠️ 正样本过多
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🪙 SUI/USDT
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标签分布:
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&s-entry_signal: 0.419 - ✅ 理想
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&s-exit_signal: 0.525 - ✅ 理想
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&s-future_volatility: 0.472 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.645 - ✓ 可接受
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.553 - ✅ 理想
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&s-exit_signal: 0.553 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.515 - ✅ 理想
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🪙 TRB/USDT
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标签分布:
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&s-entry_signal: 0.593 - ✅ 理想
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&s-exit_signal: 0.590 - ✅ 理想
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.653 - ⚠️ 正样本过多
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.464 - ✅ 理想
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&s-exit_signal: 0.476 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.373 - ✓ 可接受
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🪙 TRX/USDT
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标签分布:
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&s-entry_signal: 0.414 - ✅ 理想
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&s-exit_signal: 0.335 - ⚠️ 正样本过少
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&s-future_volatility: 0.415 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.178 - ⚠️ 正样本过少
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🪙 UNI/USDT
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标签分布:
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&s-entry_signal: 0.579 - ✅ 理想
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&s-exit_signal: 0.475 - ✅ 理想
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.561 - ✅ 理想
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🪙 USD1/USDT
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标签分布:
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&s-entry_signal: 0.000 - ⚠️ 正样本过少
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&s-exit_signal: 0.000 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.378 - ✓ 可接受
|
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&-optimal_trailing_stop: 0.002 - 回归标签
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&s-stoploss_risk: 0.000 - ⚠️ 正样本过少
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🪙 USDG/USDT
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标签分布:
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&s-entry_signal: 0.000 - ⚠️ 正样本过少
|
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&s-exit_signal: 0.000 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.519 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.002 - 回归标签
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&s-stoploss_risk: 0.000 - ⚠️ 正样本过少
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🪙 WLD/USDT
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标签分布:
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&s-entry_signal: 0.458 - ✅ 理想
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&s-exit_signal: 0.651 - ⚠️ 正样本过多
|
|
&s-future_volatility: 0.601 - ✓ 可接受
|
|
&-optimal_trailing_stop: 0.007 - 回归标签
|
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&s-stoploss_risk: 0.696 - ⚠️ 正样本过多
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🪙 WLFI/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.600 - ✓ 可接受
|
|
&s-exit_signal: 0.593 - ✅ 理想
|
|
&s-future_volatility: 0.601 - ✓ 可接受
|
|
&-optimal_trailing_stop: 0.007 - 回归标签
|
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&s-stoploss_risk: 0.629 - ✓ 可接受
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🪙 XAUT/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.196 - ⚠️ 正样本过少
|
|
&s-exit_signal: 0.165 - ⚠️ 正样本过少
|
|
&s-future_volatility: 0.597 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.003 - 回归标签
|
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&s-stoploss_risk: 0.059 - ⚠️ 正样本过少
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🪙 XLM/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.594 - ✅ 理想
|
|
&s-exit_signal: 0.485 - ✅ 理想
|
|
&s-future_volatility: 0.468 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.006 - 回归标签
|
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&s-stoploss_risk: 0.516 - ✅ 理想
|
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🪙 XPL/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.398 - ✓ 可接受
|
|
&s-exit_signal: 0.462 - ✅ 理想
|
|
&s-future_volatility: 0.407 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.010 - 回归标签
|
|
&s-stoploss_risk: 0.901 - ⚠️ 正样本过多
|
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|
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🪙 XRP/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.473 - ✅ 理想
|
|
&s-exit_signal: 0.545 - ✅ 理想
|
|
&s-future_volatility: 0.458 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.005 - 回归标签
|
|
&s-stoploss_risk: 0.379 - ✓ 可接受
|
|
|
|
🪙 XTZ/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.423 - ✅ 理想
|
|
&s-exit_signal: 0.415 - ✅ 理想
|
|
&s-future_volatility: 0.403 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.008 - 回归标签
|
|
&s-stoploss_risk: 0.733 - ⚠️ 正样本过多
|
|
|
|
🪙 ZRO/USDT
|
|
标签分布:
|
|
&s-entry_signal: 0.433 - ✅ 理想
|
|
&s-exit_signal: 0.468 - ✅ 理想
|
|
&s-future_volatility: 0.407 - ✅ 理想
|
|
&-optimal_trailing_stop: 0.007 - 回归标签
|
|
&s-stoploss_risk: 0.602 - ✓ 可接受
|
|
|
|
================================================================================
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📝 建议:
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⚠️ &s-stoploss_risk 标签分布不理想，建议调整阈值参数
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================================================================================ |