328 lines
11 KiB
Plaintext
328 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 21:57:37
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================================================================================
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📊 概览
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总币对数: 36
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已训练: 36
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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: 0.278
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理想分布: 5/36 (13.9%)
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&s-exit_signal:
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平均值: 0.313
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理想分布: 8/36 (22.2%)
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&s-future_volatility:
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平均值: 0.349
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理想分布: 0/36 (0.0%)
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&-optimal_trailing_stop:
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平均值: 0.007
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理想分布: 0/36 (0.0%)
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&s-stoploss_risk:
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平均值: 0.367
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理想分布: 8/36 (22.2%)
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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: 0.288 - ⚠️ 正样本过少
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&s-exit_signal: 0.305 - ⚠️ 正样本过少
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&s-future_volatility: 0.330 - ⚠️ 正样本过少
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.320 - ⚠️ 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: 0.256 - ⚠️ 正样本过少
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&s-exit_signal: 0.315 - ⚠️ 正样本过少
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&s-future_volatility: 0.345 - ⚠️ 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: 0.366 - ✓ 可接受
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🪙 ARB/USDT
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标签分布:
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&s-entry_signal: 0.290 - ⚠️ 正样本过少
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&s-exit_signal: 0.339 - ⚠️ 正样本过少
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&s-future_volatility: 0.347 - ⚠️ 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: 0.373 - ✓ 可接受
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🪙 AVAX/USDT
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标签分布:
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&s-entry_signal: 0.185 - ⚠️ 正样本过少
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&s-exit_signal: 0.241 - ⚠️ 正样本过少
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&s-future_volatility: 0.343 - ⚠️ 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: 0.274 - ⚠️ 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: 0.204 - ⚠️ 正样本过少
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&s-exit_signal: 0.225 - ⚠️ 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: 0.255 - ⚠️ 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: 0.137 - ⚠️ 正样本过少
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&s-exit_signal: 0.178 - ⚠️ 正样本过少
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&s-future_volatility: 0.376 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.154 - ⚠️ 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: 0.070 - ⚠️ 正样本过少
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&s-exit_signal: 0.093 - ⚠️ 正样本过少
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&s-future_volatility: 0.350 - ⚠️ 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: 0.063 - ⚠️ 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: 0.086 - ⚠️ 正样本过少
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&s-exit_signal: 0.090 - ⚠️ 正样本过少
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&s-future_volatility: 0.351 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.077 - ⚠️ 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: 0.506 - ✅ 理想
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&s-exit_signal: 0.418 - ✅ 理想
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&s-future_volatility: 0.344 - ⚠️ 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: 0.497 - ✅ 理想
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🪙 CORE/USDT
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标签分布:
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&s-entry_signal: 0.279 - ⚠️ 正样本过少
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&s-exit_signal: 0.341 - ⚠️ 正样本过少
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&s-future_volatility: 0.335 - ⚠️ 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: 0.376 - ✓ 可接受
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🪙 DOGE/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: 0.276 - ⚠️ 正样本过少
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&s-future_volatility: 0.343 - ⚠️ 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: 0.328 - ⚠️ 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: 0.306 - ⚠️ 正样本过少
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&s-exit_signal: 0.351 - ✓ 可接受
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&s-future_volatility: 0.362 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.397 - ✓ 可接受
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.135 - ⚠️ 正样本过少
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&s-exit_signal: 0.169 - ⚠️ 正样本过少
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&s-future_volatility: 0.343 - ⚠️ 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: 0.169 - ⚠️ 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: 0.375 - ✓ 可接受
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&s-exit_signal: 0.362 - ✓ 可接受
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&s-future_volatility: 0.351 - ✓ 可接受
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.467 - ✅ 理想
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🪙 GALA/USDT
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标签分布:
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&s-entry_signal: 0.334 - ⚠️ 正样本过少
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&s-exit_signal: 0.407 - ✅ 理想
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&s-future_volatility: 0.346 - ⚠️ 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: 0.467 - ✅ 理想
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🪙 KAITO/USDT
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标签分布:
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&s-entry_signal: 0.583 - ✅ 理想
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&s-exit_signal: 0.496 - ✅ 理想
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&s-future_volatility: 0.343 - ⚠️ 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: 0.687 - ⚠️ 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: 0.204 - ⚠️ 正样本过少
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&s-exit_signal: 0.224 - ⚠️ 正样本过少
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&s-future_volatility: 0.346 - ⚠️ 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: 0.239 - ⚠️ 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: 0.174 - ⚠️ 正样本过少
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&s-exit_signal: 0.258 - ⚠️ 正样本过少
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&s-future_volatility: 0.361 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.281 - ⚠️ 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: 0.292 - ⚠️ 正样本过少
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&s-exit_signal: 0.361 - ✓ 可接受
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&s-future_volatility: 0.357 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.379 - ✓ 可接受
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.353 - ✓ 可接受
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&s-exit_signal: 0.384 - ✓ 可接受
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&s-future_volatility: 0.351 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.429 - ✅ 理想
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🪙 PENGU/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: 0.509 - ✅ 理想
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&s-future_volatility: 0.334 - ⚠️ 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: 0.667 - ⚠️ 正样本过多
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.370 - ✓ 可接受
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&s-exit_signal: 0.462 - ✅ 理想
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&s-future_volatility: 0.352 - ✓ 可接受
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.640 - ✓ 可接受
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🪙 PUMP/USDT
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标签分布:
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&s-entry_signal: 0.576 - ✅ 理想
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&s-exit_signal: 0.583 - ✅ 理想
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&s-future_volatility: 0.351 - ✓ 可接受
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&-optimal_trailing_stop: 0.015 - 回归标签
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&s-stoploss_risk: 0.921 - ⚠️ 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: 0.350 - ⚠️ 正样本过少
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&s-exit_signal: 0.402 - ✅ 理想
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&s-future_volatility: 0.353 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.455 - ✅ 理想
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🪙 SNX/USDT
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标签分布:
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&s-entry_signal: 0.372 - ✓ 可接受
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&s-exit_signal: 0.441 - ✅ 理想
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&s-future_volatility: 0.335 - ⚠️ 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: 0.522 - ✅ 理想
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🪙 SOL/USDT
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标签分布:
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&s-entry_signal: 0.202 - ⚠️ 正样本过少
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&s-exit_signal: 0.207 - ⚠️ 正样本过少
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&s-future_volatility: 0.344 - ⚠️ 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: 0.228 - ⚠️ 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: 0.312 - ⚠️ 正样本过少
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&s-exit_signal: 0.374 - ✓ 可接受
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&s-future_volatility: 0.336 - ⚠️ 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: 0.458 - ✅ 理想
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.213 - ⚠️ 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: 0.350 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.308 - ⚠️ 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: 0.276 - ⚠️ 正样本过少
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&s-exit_signal: 0.310 - ⚠️ 正样本过少
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&s-future_volatility: 0.356 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.354 - ✓ 可接受
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.186 - ⚠️ 正样本过少
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&s-exit_signal: 0.213 - ⚠️ 正样本过少
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&s-future_volatility: 0.353 - ✓ 可接受
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.200 - ⚠️ 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: 0.025 - ⚠️ 正样本过少
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&s-exit_signal: 0.031 - ⚠️ 正样本过少
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&s-future_volatility: 0.371 - ✓ 可接受
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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: 0.237 - ⚠️ 正样本过少
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&s-exit_signal: 0.316 - ⚠️ 正样本过少
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&s-future_volatility: 0.354 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.363 - ✓ 可接受
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🪙 WLFI/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: 0.384 - ✓ 可接受
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&s-future_volatility: 0.347 - ⚠️ 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: 0.489 - ✅ 理想
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🪙 XLM/USDT
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标签分布:
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&s-entry_signal: 0.242 - ⚠️ 正样本过少
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&s-exit_signal: 0.292 - ⚠️ 正样本过少
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&s-future_volatility: 0.342 - ⚠️ 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: 0.314 - ⚠️ 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: 0.174 - ⚠️ 正样本过少
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&s-exit_signal: 0.278 - ⚠️ 正样本过少
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&s-future_volatility: 0.341 - ⚠️ 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: 0.294 - ⚠️ 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: 0.410 - ✅ 理想
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&s-exit_signal: 0.344 - ⚠️ 正样本过少
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&s-future_volatility: 0.358 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.387 - ✓ 可接受
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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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================================================================================ |