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 06:50:04
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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: 0.483
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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: 0.470
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理想分布: 22/39 (56.4%)
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&s-future_volatility:
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平均值: 0.433
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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: 0.172 - ⚠️ 正样本过少
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&s-exit_signal: 0.437 - ✅ 理想
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&s-future_volatility: 0.020 - ⚠️ 正样本过少
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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: 0.573 - ✅ 理想
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&s-exit_signal: 0.002 - ⚠️ 正样本过少
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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: 0.324 - ⚠️ 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: 0.496 - ✅ 理想
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&s-exit_signal: 0.559 - ✅ 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: 0.538 - ✅ 理想
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&s-future_volatility: 0.409 - ✅ 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: 0.416 - ✅ 理想
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&s-exit_signal: 0.462 - ✅ 理想
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&s-future_volatility: 0.078 - ⚠️ 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: 0.133 - ⚠️ 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: 0.665 - ⚠️ 正样本过多
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&s-exit_signal: 0.411 - ✅ 理想
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&s-future_volatility: 0.488 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.478 - ✅ 理想
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🪙 BNB/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: 0.392 - ✓ 可接受
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&s-future_volatility: 0.012 - ⚠️ 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: 0.043 - ⚠️ 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: 0.424 - ✅ 理想
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&s-exit_signal: 0.485 - ✅ 理想
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&s-future_volatility: 0.011 - ⚠️ 正样本过少
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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: 0.206 - ⚠️ 正样本过少
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&s-exit_signal: 0.264 - ⚠️ 正样本过少
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&s-future_volatility: 0.996 - ⚠️ 正样本过多
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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: 0.703 - ⚠️ 正样本过多
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&s-exit_signal: 0.441 - ✅ 理想
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&s-future_volatility: 0.421 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.434 - ✅ 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: 0.536 - ✅ 理想
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&s-exit_signal: 0.517 - ✅ 理想
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&s-future_volatility: 0.016 - ⚠️ 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: 0.196 - ⚠️ 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: 0.478 - ✅ 理想
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&s-exit_signal: 0.553 - ✅ 理想
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&s-future_volatility: 0.015 - ⚠️ 正样本过少
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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: 0.578 - ✅ 理想
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&s-exit_signal: 0.581 - ✅ 理想
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&s-future_volatility: 0.414 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.278 - ⚠️ 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: 0.392 - ✓ 可接受
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&s-exit_signal: 0.646 - ✓ 可接受
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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: 0.321 - ⚠️ 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: 0.515 - ✅ 理想
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&s-exit_signal: 0.509 - ✅ 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: 0.167 - ⚠️ 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: 0.343 - ⚠️ 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: 0.405 - ✅ 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: 0.596 - ✅ 理想
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&s-exit_signal: 0.490 - ✅ 理想
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&s-future_volatility: 0.411 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.321 - ⚠️ 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: 0.657 - ⚠️ 正样本过多
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&s-exit_signal: 0.702 - ⚠️ 正样本过多
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&s-future_volatility: 0.996 - ⚠️ 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: 0.437 - ✅ 理想
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🪙 WLFI/USDT
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标签分布:
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&s-entry_signal: 0.632 - ✓ 可接受
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&s-exit_signal: 0.560 - ✅ 理想
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&s-future_volatility: 0.025 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.442 - ✅ 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: 0.155 - ⚠️ 正样本过少
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&s-future_volatility: 0.963 - ⚠️ 正样本过多
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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: 0.496 - ✅ 理想
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&s-exit_signal: 0.566 - ✅ 理想
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&s-future_volatility: 0.010 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.247 - ⚠️ 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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================================================================================ |