312 lines
11 KiB
Plaintext
312 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: 2026-01-18 14:46:13
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================================================================================
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📊 概览
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总币对数: 34
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已训练: 34
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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: 0.258
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理想分布: 3/34 (8.8%)
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&s-exit_signal:
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平均值: 0.281
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理想分布: 4/34 (11.8%)
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&s-future_volatility:
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平均值: 0.197
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理想分布: 0/34 (0.0%)
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&-optimal_trailing_stop:
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平均值: 0.011
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理想分布: 0/34 (0.0%)
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&s-stoploss_risk:
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平均值: 0.414
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理想分布: 16/34 (47.1%)
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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: 0.266 - ⚠️ 正样本过少
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&s-exit_signal: 0.274 - ⚠️ 正样本过少
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&s-future_volatility: 0.177 - ⚠️ 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: 0.372 - ✓ 可接受
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🪙 ADA/USDT
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标签分布:
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&s-entry_signal: 0.240 - ⚠️ 正样本过少
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&s-exit_signal: 0.283 - ⚠️ 正样本过少
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&s-future_volatility: 0.187 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.410 - ✅ 理想
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🪙 AVAX/USDT
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标签分布:
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&s-entry_signal: 0.197 - ⚠️ 正样本过少
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&s-exit_signal: 0.244 - ⚠️ 正样本过少
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&s-future_volatility: 0.190 - ⚠️ 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: 0.380 - ✓ 可接受
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🪙 BCH/USDT
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标签分布:
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&s-entry_signal: 0.192 - ⚠️ 正样本过少
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&s-exit_signal: 0.217 - ⚠️ 正样本过少
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&s-future_volatility: 0.207 - ⚠️ 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: 0.328 - ⚠️ 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: 0.142 - ⚠️ 正样本过少
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&s-exit_signal: 0.157 - ⚠️ 正样本过少
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&s-future_volatility: 0.261 - ⚠️ 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: 0.197 - ⚠️ 正样本过少
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🪙 BNB/USDT
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标签分布:
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&s-entry_signal: 0.046 - ⚠️ 正样本过少
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&s-exit_signal: 0.066 - ⚠️ 正样本过少
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&s-future_volatility: 0.203 - ⚠️ 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: 0.083 - ⚠️ 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: 0.120 - ⚠️ 正样本过少
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&s-exit_signal: 0.043 - ⚠️ 正样本过少
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&s-future_volatility: 0.199 - ⚠️ 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: 0.072 - ⚠️ 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: 0.502 - ✅ 理想
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&s-exit_signal: 0.363 - ✓ 可接受
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&s-future_volatility: 0.198 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.015 - 回归标签
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&s-stoploss_risk: 0.527 - ✅ 理想
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🪙 CORE/USDT
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标签分布:
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&s-entry_signal: 0.251 - ⚠️ 正样本过少
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&s-exit_signal: 0.327 - ⚠️ 正样本过少
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&s-future_volatility: 0.171 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.448 - ✅ 理想
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🪙 DOGE/USDT
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标签分布:
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&s-entry_signal: 0.230 - ⚠️ 正样本过少
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&s-exit_signal: 0.309 - ⚠️ 正样本过少
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&s-future_volatility: 0.188 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.434 - ✅ 理想
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🪙 DOT/USDT
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标签分布:
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&s-entry_signal: 0.283 - ⚠️ 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: 0.193 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.012 - 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: 0.141 - ⚠️ 正样本过少
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&s-exit_signal: 0.158 - ⚠️ 正样本过少
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&s-future_volatility: 0.191 - ⚠️ 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: 0.222 - ⚠️ 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: 0.387 - ✓ 可接受
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&s-exit_signal: 0.323 - ⚠️ 正样本过少
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&s-future_volatility: 0.193 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 0.527 - ✅ 理想
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🪙 GALA/USDT
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标签分布:
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&s-entry_signal: 0.313 - ⚠️ 正样本过少
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&s-exit_signal: 0.394 - ✓ 可接受
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&s-future_volatility: 0.204 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.578 - ✅ 理想
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🪙 KAITO/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: 0.479 - ✅ 理想
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&s-future_volatility: 0.199 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.018 - 回归标签
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&s-stoploss_risk: 0.743 - ⚠️ 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: 0.193 - ⚠️ 正样本过少
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&s-exit_signal: 0.214 - ⚠️ 正样本过少
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&s-future_volatility: 0.196 - ⚠️ 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: 0.279 - ⚠️ 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: 0.144 - ⚠️ 正样本过少
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&s-exit_signal: 0.234 - ⚠️ 正样本过少
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&s-future_volatility: 0.210 - ⚠️ 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: 0.354 - ✓ 可接受
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🪙 MASK/USDT
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标签分布:
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&s-entry_signal: 0.248 - ⚠️ 正样本过少
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&s-exit_signal: 0.330 - ⚠️ 正样本过少
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&s-future_volatility: 0.211 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.442 - ✅ 理想
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.346 - ⚠️ 正样本过少
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&s-exit_signal: 0.349 - ⚠️ 正样本过少
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&s-future_volatility: 0.212 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.502 - ✅ 理想
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.333 - ⚠️ 正样本过少
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&s-exit_signal: 0.474 - ✅ 理想
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&s-future_volatility: 0.181 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.016 - 回归标签
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&s-stoploss_risk: 0.793 - ⚠️ 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: 0.619 - ✓ 可接受
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&s-exit_signal: 0.571 - ✅ 理想
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&s-future_volatility: 0.204 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.022 - 回归标签
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&s-stoploss_risk: 0.992 - ⚠️ 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: 0.335 - ⚠️ 正样本过少
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&s-exit_signal: 0.368 - ✓ 可接受
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&s-future_volatility: 0.200 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.532 - ✅ 理想
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🪙 SNX/USDT
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标签分布:
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&s-entry_signal: 0.312 - ⚠️ 正样本过少
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&s-exit_signal: 0.442 - ✅ 理想
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&s-future_volatility: 0.173 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 0.641 - ✓ 可接受
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🪙 SOL/USDT
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标签分布:
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&s-entry_signal: 0.235 - ⚠️ 正样本过少
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&s-exit_signal: 0.214 - ⚠️ 正样本过少
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&s-future_volatility: 0.193 - ⚠️ 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: 0.267 - ⚠️ 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: 0.304 - ⚠️ 正样本过少
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&s-exit_signal: 0.376 - ✓ 可接受
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&s-future_volatility: 0.182 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.013 - 回归标签
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&s-stoploss_risk: 0.550 - ✅ 理想
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.200 - ⚠️ 正样本过少
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&s-exit_signal: 0.269 - ⚠️ 正样本过少
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&s-future_volatility: 0.193 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.401 - ✅ 理想
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🪙 TRB/USDT
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标签分布:
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&s-entry_signal: 0.259 - ⚠️ 正样本过少
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&s-exit_signal: 0.289 - ⚠️ 正样本过少
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&s-future_volatility: 0.209 - ⚠️ 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: 0.415 - ✅ 理想
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.174 - ⚠️ 正样本过少
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&s-exit_signal: 0.202 - ⚠️ 正样本过少
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&s-future_volatility: 0.198 - ⚠️ 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: 0.270 - ⚠️ 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: 0.013 - ⚠️ 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: 0.234 - ⚠️ 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: 0.003 - ⚠️ 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: 0.212 - ⚠️ 正样本过少
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&s-exit_signal: 0.311 - ⚠️ 正样本过少
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&s-future_volatility: 0.195 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.011 - 回归标签
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&s-stoploss_risk: 0.469 - ✅ 理想
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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: 0.141 - ⚠️ 正样本过少
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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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🪙 WLFI/USDT
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标签分布:
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&s-entry_signal: 0.319 - ⚠️ 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: 0.189 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.014 - 回归标签
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&s-stoploss_risk: 0.541 - ✅ 理想
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.181 - ⚠️ 正样本过少
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&s-exit_signal: 0.285 - ⚠️ 正样本过少
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&s-future_volatility: 0.186 - ⚠️ 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: 0.364 - ✓ 可接受
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🪙 ZRO/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: 0.318 - ⚠️ 正样本过少
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&s-future_volatility: 0.222 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.451 - ✅ 理想
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================================================================================
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📝 建议:
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⚠️ &s-entry_signal 标签分布不理想，建议调整阈值参数
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⚠️ &s-exit_signal 标签分布不理想，建议调整阈值参数
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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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================================================================================ |