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 20:30:01
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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: 0.453
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理想分布: 43/58 (74.1%)
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&s-exit_signal:
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平均值: 0.455
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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: 0.479
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理想分布: 50/58 (86.2%)
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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: 0.565
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理想分布: 15/58 (25.9%)
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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: 0.556 - ✅ 理想
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&s-exit_signal: 0.396 - ✓ 可接受
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&s-future_volatility: 0.401 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.543 - ✅ 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: 0.488 - ✅ 理想
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&s-exit_signal: 0.591 - ✅ 理想
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&s-future_volatility: 0.399 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.464 - ✅ 理想
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🪙 BARD/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: 0.559 - ✅ 理想
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&s-future_volatility: 0.406 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.965 - ⚠️ 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: 0.494 - ✅ 理想
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&s-exit_signal: 0.471 - ✅ 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: 0.392 - ✓ 可接受
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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: 0.396 - ✓ 可接受
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&s-exit_signal: 0.371 - ✓ 可接受
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&s-future_volatility: 0.590 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.221 - ⚠️ 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: 0.314 - ⚠️ 正样本过少
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&s-exit_signal: 0.340 - ⚠️ 正样本过少
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&s-future_volatility: 0.451 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.200 - ⚠️ 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: 0.519 - ✅ 理想
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&s-exit_signal: 0.546 - ✅ 理想
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&s-future_volatility: 0.600 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 1.034 - ⚠️ 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: 0.478 - ✅ 理想
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&s-exit_signal: 0.456 - ✅ 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: 0.460 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.515 - ✅ 理想
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&s-exit_signal: 0.442 - ✅ 理想
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&s-future_volatility: 0.582 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.625 - ✓ 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: 0.434 - ✅ 理想
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&s-exit_signal: 0.470 - ✅ 理想
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&s-future_volatility: 0.460 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.374 - ✓ 可接受
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🪙 FIL/USDT
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标签分布:
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&s-entry_signal: 0.599 - ✅ 理想
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&s-exit_signal: 0.601 - ✓ 可接受
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&s-future_volatility: 0.463 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.717 - ⚠️ 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: 0.553 - ✅ 理想
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&s-exit_signal: 0.543 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 1.069 - ⚠️ 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: 0.570 - ✅ 理想
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&s-exit_signal: 0.601 - ✓ 可接受
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.018 - 回归标签
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&s-stoploss_risk: 1.403 - ⚠️ 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: 0.402 - ✅ 理想
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&s-exit_signal: 0.505 - ✅ 理想
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&s-future_volatility: 0.482 - ✅ 理想
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.960 - ⚠️ 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: 0.402 - ✅ 理想
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&s-exit_signal: 0.405 - ✅ 理想
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&s-future_volatility: 0.413 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.752 - ⚠️ 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: 0.530 - ✅ 理想
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&s-exit_signal: 0.551 - ✅ 理想
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&s-future_volatility: 0.434 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.408 - ✅ 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: 0.583 - ✅ 理想
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&s-future_volatility: 0.587 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.567 - ✅ 理想
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.587 - ✅ 理想
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&s-exit_signal: 0.432 - ✅ 理想
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&s-future_volatility: 0.582 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.622 - ✓ 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: 0.547 - ✅ 理想
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&s-exit_signal: 0.450 - ✅ 理想
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&s-future_volatility: 0.447 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.803 - ⚠️ 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: 0.361 - ✓ 可接受
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&s-exit_signal: 0.404 - ✅ 理想
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&s-future_volatility: 0.595 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.306 - ⚠️ 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: 0.549 - ✅ 理想
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&s-exit_signal: 0.430 - ✅ 理想
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&s-future_volatility: 0.476 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.511 - ✅ 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: 0.469 - ✅ 理想
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&s-exit_signal: 0.509 - ✅ 理想
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&s-future_volatility: 0.485 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.371 - ✓ 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: 0.396 - ✓ 可接受
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&s-exit_signal: 0.407 - ✅ 理想
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&s-future_volatility: 0.412 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.707 - ⚠️ 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: 0.410 - ✅ 理想
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&s-exit_signal: 0.523 - ✅ 理想
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&s-future_volatility: 0.471 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.628 - ✓ 可接受
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.540 - ✅ 理想
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&s-exit_signal: 0.560 - ✅ 理想
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&s-future_volatility: 0.408 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.514 - ✅ 理想
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🪙 TRB/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: 0.586 - ✅ 理想
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&s-future_volatility: 0.401 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.640 - ✓ 可接受
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.451 - ✅ 理想
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&s-exit_signal: 0.471 - ✅ 理想
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.363 - ✓ 可接受
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🪙 TRX/USDT
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标签分布:
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&s-entry_signal: 0.425 - ✅ 理想
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&s-exit_signal: 0.342 - ⚠️ 正样本过少
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&s-future_volatility: 0.413 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.182 - ⚠️ 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: 0.575 - ✅ 理想
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&s-exit_signal: 0.465 - ✅ 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: 0.537 - ✅ 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
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&s-future_volatility: 0.399 - ✓ 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
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&s-future_volatility: 0.521 - ✅ 理想
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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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🪙 WLD/USDT
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标签分布:
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&s-entry_signal: 0.454 - ✅ 理想
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&s-exit_signal: 0.609 - ✓ 可接受
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&s-future_volatility: 0.596 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.673 - ⚠️ 正样本过多
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🪙 WLFI/USDT
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标签分布:
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&s-entry_signal: 0.574 - ✅ 理想
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&s-exit_signal: 0.601 - ✓ 可接受
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&s-future_volatility: 0.598 - ✅ 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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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.214 - ⚠️ 正样本过少
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&s-exit_signal: 0.161 - ⚠️ 正样本过少
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&s-future_volatility: 0.599 - ✅ 理想
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&-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
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标签分布:
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&s-entry_signal: 0.588 - ✅ 理想
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&s-exit_signal: 0.479 - ✅ 理想
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&s-future_volatility: 0.466 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.503 - ✅ 理想
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🪙 XPL/USDT
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标签分布:
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&s-entry_signal: 0.398 - ✓ 可接受
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&s-exit_signal: 0.461 - ✅ 理想
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.900 - ⚠️ 正样本过多
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.467 - ✅ 理想
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&s-exit_signal: 0.549 - ✅ 理想
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&s-future_volatility: 0.455 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.368 - ✓ 可接受
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🪙 XTZ/USDT
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标签分布:
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&s-entry_signal: 0.423 - ✅ 理想
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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: 0.008 - 回归标签
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&s-stoploss_risk: 0.733 - ⚠️ 正样本过多
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🪙 ZRO/USDT
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标签分布:
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&s-entry_signal: 0.433 - ✅ 理想
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&s-exit_signal: 0.468 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.602 - ✓ 可接受
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================================================================================
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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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================================================================================ |