350 lines
11 KiB
Plaintext
350 lines
11 KiB
Plaintext
================================================================================
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FreqAI 训练结果分析报告
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生成时间: 2026-01-19 05:20:01
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================================================================================
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📊 概览
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总币对数: 39
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已训练: 39
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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: 0.448
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理想分布: 22/39 (56.4%)
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&s-exit_signal:
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平均值: 0.466
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理想分布: 21/39 (53.8%)
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&s-future_volatility:
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平均值: 0.556
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理想分布: 17/39 (43.6%)
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&-optimal_trailing_stop:
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平均值: 0.007
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理想分布: 0/39 (0.0%)
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&s-stoploss_risk:
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平均值: 0.323
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理想分布: 8/39 (20.5%)
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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: 0.666 - ⚠️ 正样本过多
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&s-exit_signal: 0.609 - ✓ 可接受
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&s-future_volatility: 0.992 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.283 - ⚠️ 正样本过少
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🪙 ADA/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: 0.640 - ✓ 可接受
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&s-future_volatility: 0.400 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.324 - ⚠️ 正样本过少
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🪙 AVAX/USDT
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标签分布:
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&s-entry_signal: 0.493 - ✅ 理想
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&s-exit_signal: 0.556 - ✅ 理想
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&s-future_volatility: 0.409 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.256 - ⚠️ 正样本过少
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🪙 BCH/USDT
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标签分布:
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&s-entry_signal: 0.563 - ✅ 理想
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&s-exit_signal: 0.540 - ✅ 理想
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&s-future_volatility: 0.412 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.236 - ⚠️ 正样本过少
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🪙 BETH/USDT
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标签分布:
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&s-entry_signal: 0.418 - ✅ 理想
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&s-exit_signal: 0.463 - ✅ 理想
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&s-future_volatility: 0.910 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.133 - ⚠️ 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: 0.303 - ⚠️ 正样本过少
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&s-exit_signal: 0.410 - ✅ 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: 0.477 - ✅ 理想
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🪙 BNB/USDT
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标签分布:
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&s-entry_signal: 0.412 - ✅ 理想
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&s-exit_signal: 0.392 - ✓ 可接受
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&s-future_volatility: 0.997 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.043 - ⚠️ 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: 0.328 - ⚠️ 正样本过少
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&s-exit_signal: 0.334 - ⚠️ 正样本过少
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&s-future_volatility: 0.019 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.058 - ⚠️ 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: 0.517 - ✅ 理想
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&s-exit_signal: 0.417 - ✅ 理想
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&s-future_volatility: 0.994 - ⚠️ 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: 0.494 - ✅ 理想
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🪙 CORE/USDT
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标签分布:
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&s-entry_signal: 0.277 - ⚠️ 正样本过少
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&s-exit_signal: 0.335 - ⚠️ 正样本过少
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&s-future_volatility: 0.383 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.343 - ⚠️ 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: 0.512 - ✅ 理想
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&s-exit_signal: 0.615 - ✓ 可接受
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.292 - ⚠️ 正样本过少
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🪙 DOT/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: 0.611 - ✓ 可接受
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&s-future_volatility: 0.993 - ⚠️ 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: 0.351 - ✓ 可接受
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🪙 ETH/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: 0.436 - ✅ 理想
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&s-future_volatility: 0.442 - ✅ 理想
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.145 - ⚠️ 正样本过少
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🪙 FIL/USDT
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标签分布:
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&s-entry_signal: 0.698 - ⚠️ 正样本过多
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&s-exit_signal: 0.671 - ⚠️ 正样本过多
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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: 0.430 - ✅ 理想
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🪙 KAITO/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: 0.490 - ✅ 理想
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&s-future_volatility: 0.477 - ✅ 理想
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.679 - ⚠️ 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: 0.568 - ✅ 理想
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&s-exit_signal: 0.557 - ✅ 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: 0.198 - ⚠️ 正样本过少
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🪙 LTC/USDT
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标签分布:
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&s-entry_signal: 0.539 - ✅ 理想
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&s-exit_signal: 0.591 - ✅ 理想
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&s-future_volatility: 0.989 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.261 - ⚠️ 正样本过少
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.647 - ✓ 可接受
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&s-exit_signal: 0.662 - ⚠️ 正样本过多
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&s-future_volatility: 0.989 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.346 - ⚠️ 正样本过少
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.653 - ⚠️ 正样本过多
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&s-exit_signal: 0.668 - ⚠️ 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: 0.379 - ✓ 可接受
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🪙 ONDO/USDT
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标签分布:
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&s-entry_signal: 0.225 - ⚠️ 正样本过少
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&s-exit_signal: 0.323 - ⚠️ 正样本过少
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&s-future_volatility: 0.363 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.357 - ✓ 可接受
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🪙 PENGU/USDT
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标签分布:
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&s-entry_signal: 0.428 - ✅ 理想
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&s-exit_signal: 0.484 - ✅ 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: 0.614 - ✓ 可接受
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.653 - ⚠️ 正样本过多
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&s-exit_signal: 0.442 - ✅ 理想
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&s-future_volatility: 0.018 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.009 - 回归标签
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&s-stoploss_risk: 0.602 - ✓ 可接受
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🪙 PI/USDT
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标签分布:
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&s-entry_signal: 0.210 - ⚠️ 正样本过少
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&s-exit_signal: 0.262 - ⚠️ 正样本过少
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&s-future_volatility: 0.012 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.022 - ⚠️ 正样本过少
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🪙 PUMP/USDT
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标签分布:
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&s-entry_signal: 0.585 - ✅ 理想
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&s-exit_signal: 0.574 - ✅ 理想
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&s-future_volatility: 0.476 - ✅ 理想
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 0.887 - ⚠️ 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: 0.101 - ⚠️ 正样本过少
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&s-exit_signal: 0.439 - ✅ 理想
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&s-future_volatility: 0.422 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.428 - ✅ 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: 0.537 - ✅ 理想
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&s-exit_signal: 0.520 - ✅ 理想
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&s-future_volatility: 0.997 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.196 - ⚠️ 正样本过少
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🪙 SUI/USDT
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标签分布:
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&s-entry_signal: 0.480 - ✅ 理想
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&s-exit_signal: 0.548 - ✅ 理想
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&s-future_volatility: 0.998 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.414 - ✅ 理想
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.571 - ✅ 理想
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&s-exit_signal: 0.583 - ✅ 理想
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&s-future_volatility: 0.412 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.279 - ⚠️ 正样本过少
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🪙 TRB/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: 0.011 - ⚠️ 正样本过少
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&s-future_volatility: 0.413 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.317 - ⚠️ 正样本过少
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.521 - ✅ 理想
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&s-exit_signal: 0.510 - ✅ 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: 0.167 - ⚠️ 正样本过少
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🪙 TRX/USDT
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标签分布:
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&s-entry_signal: 0.335 - ⚠️ 正样本过少
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&s-exit_signal: 0.253 - ⚠️ 正样本过少
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&s-future_volatility: 0.406 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.019 - ⚠️ 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: 0.600 - ✓ 可接受
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&s-exit_signal: 0.491 - ✅ 理想
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&s-future_volatility: 0.412 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.319 - ⚠️ 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: 0.308 - ⚠️ 正样本过少
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&s-exit_signal: 0.351 - ✓ 可接受
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&s-future_volatility: 0.009 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.436 - ✅ 理想
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🪙 WLFI/USDT
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标签分布:
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&s-entry_signal: 0.049 - ⚠️ 正样本过少
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&s-exit_signal: 0.562 - ✅ 理想
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&s-future_volatility: 0.992 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.446 - ✅ 理想
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.146 - ⚠️ 正样本过少
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&s-exit_signal: 0.162 - ⚠️ 正样本过少
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&s-future_volatility: 0.051 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.007 - ⚠️ 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: 0.329 - ⚠️ 正样本过少
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&s-exit_signal: 0.325 - ⚠️ 正样本过少
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&s-future_volatility: 0.351 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.282 - ⚠️ 正样本过少
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.500 - ✅ 理想
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&s-exit_signal: 0.569 - ✅ 理想
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&s-future_volatility: 0.996 - ⚠️ 正样本过多
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.249 - ⚠️ 正样本过少
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🪙 ZRO/USDT
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标签分布:
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&s-entry_signal: 0.407 - ✅ 理想
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&s-exit_signal: 0.337 - ⚠️ 正样本过少
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.360 - ✓ 可接受
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================================================================================
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📝 建议:
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⚠️ &s-future_volatility 标签分布不理想，建议调整阈值参数
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⚠️ &-optimal_trailing_stop 标签分布不理想，建议调整阈值参数
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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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================================================================================ |