336 lines
11 KiB
Plaintext
336 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 00:20:05
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================================================================================
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📊 概览
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总币对数: 37
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已训练: 37
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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: 0.336
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理想分布: 9/37 (24.3%)
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&s-exit_signal:
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平均值: 0.360
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理想分布: 12/37 (32.4%)
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&s-future_volatility:
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平均值: 0.446
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理想分布: 11/37 (29.7%)
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&-optimal_trailing_stop:
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平均值: 0.007
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理想分布: 0/37 (0.0%)
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&s-stoploss_risk:
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平均值: 0.334
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理想分布: 7/37 (18.9%)
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📈 详细币对分析
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--------------------------------------------------------------------------------
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🪙 AAVE/USDT
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标签分布:
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&s-entry_signal: 0.660 - ⚠️ 正样本过多
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&s-exit_signal: 0.616 - ✓ 可接受
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&s-future_volatility: 0.820 - ⚠️ 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: 0.287 - ⚠️ 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: 0.264 - ⚠️ 正样本过少
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&s-exit_signal: 0.317 - ⚠️ 正样本过少
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&s-future_volatility: 0.400 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.336 - ⚠️ 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: 0.211 - ⚠️ 正样本过少
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&s-exit_signal: 0.257 - ⚠️ 正样本过少
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&s-future_volatility: 0.398 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.257 - ⚠️ 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: 0.221 - ⚠️ 正样本过少
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&s-exit_signal: 0.237 - ⚠️ 正样本过少
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&s-future_volatility: 0.348 - ⚠️ 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: 0.238 - ⚠️ 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: 0.199 - ⚠️ 正样本过少
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&s-exit_signal: 0.211 - ⚠️ 正样本过少
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&s-future_volatility: 0.379 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.137 - ⚠️ 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: 0.362 - ✓ 可接受
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&s-exit_signal: 0.412 - ✅ 理想
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&s-future_volatility: 0.403 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.480 - ✅ 理想
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🪙 BNB/USDT
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标签分布:
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&s-entry_signal: 0.141 - ⚠️ 正样本过少
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&s-exit_signal: 0.165 - ⚠️ 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: 0.049 - ⚠️ 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: 0.144 - ⚠️ 正样本过少
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&s-exit_signal: 0.156 - ⚠️ 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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🪙 CHZ/USDT
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标签分布:
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&s-entry_signal: 0.504 - ✅ 理想
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&s-exit_signal: 0.423 - ✅ 理想
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&s-future_volatility: 0.343 - ⚠️ 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: 0.499 - ✅ 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: 0.227 - ⚠️ 正样本过少
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&s-exit_signal: 0.281 - ⚠️ 正样本过少
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&s-future_volatility: 0.406 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.303 - ⚠️ 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: 0.303 - ⚠️ 正样本过少
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&s-exit_signal: 0.350 - ⚠️ 正样本过少
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&s-future_volatility: 0.356 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.364 - ✓ 可接受
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.200 - ⚠️ 正样本过少
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&s-exit_signal: 0.209 - ⚠️ 正样本过少
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&s-future_volatility: 0.400 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.150 - ⚠️ 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: 0.372 - ✓ 可接受
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&s-exit_signal: 0.367 - ✓ 可接受
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&s-future_volatility: 0.348 - ⚠️ 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: 0.445 - ✅ 理想
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🪙 KAITO/USDT
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标签分布:
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&s-entry_signal: 0.574 - ✅ 理想
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&s-exit_signal: 0.494 - ✅ 理想
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&s-future_volatility: 0.397 - ✓ 可接受
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.686 - ⚠️ 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: 0.214 - ⚠️ 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: 0.348 - ⚠️ 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: 0.212 - ⚠️ 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: 0.208 - ⚠️ 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: 0.358 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.267 - ⚠️ 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: 0.299 - ⚠️ 正样本过少
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&s-exit_signal: 0.365 - ✓ 可接受
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&s-future_volatility: 0.358 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.355 - ✓ 可接受
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.351 - ✓ 可接受
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&s-exit_signal: 0.377 - ✓ 可接受
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&s-future_volatility: 0.350 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.393 - ✓ 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: 0.431 - ✅ 理想
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&s-exit_signal: 0.490 - ✅ 理想
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&s-future_volatility: 0.613 - ✓ 可接受
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.625 - ✓ 可接受
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.364 - ✓ 可接受
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&s-exit_signal: 0.450 - ✅ 理想
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&s-future_volatility: 0.350 - ⚠️ 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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🪙 PUMP/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: 0.586 - ✅ 理想
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&s-future_volatility: 0.348 - ⚠️ 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: 0.915 - ⚠️ 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: 0.520 - ✅ 理想
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&s-exit_signal: 0.428 - ✅ 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: 0.293 - ⚠️ 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: 0.665 - ⚠️ 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: 0.181 - ⚠️ 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: 0.448 - ✅ 理想
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&s-exit_signal: 0.521 - ✅ 理想
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&s-future_volatility: 0.875 - ⚠️ 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: 0.417 - ✅ 理想
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🪙 TON/USDT
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标签分布:
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&s-entry_signal: 0.315 - ⚠️ 正样本过少
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&s-exit_signal: 0.390 - ✓ 可接受
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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: 0.279 - ⚠️ 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: 0.304 - ⚠️ 正样本过少
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&s-exit_signal: 0.352 - ✓ 可接受
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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: 0.322 - ⚠️ 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: 0.356 - ✓ 可接受
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&s-exit_signal: 0.346 - ⚠️ 正样本过少
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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: 0.166 - ⚠️ 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: 0.332 - ⚠️ 正样本过少
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&s-exit_signal: 0.246 - ⚠️ 正样本过少
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.018 - ⚠️ 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: 0.392 - ✓ 可接受
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&s-exit_signal: 0.443 - ✅ 理想
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&s-future_volatility: 0.410 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.326 - ⚠️ 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: 0.368 - ✓ 可接受
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&s-exit_signal: 0.528 - ✅ 理想
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&s-future_volatility: 0.888 - ⚠️ 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: 0.448 - ✅ 理想
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.145 - ⚠️ 正样本过少
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&s-exit_signal: 0.167 - ⚠️ 正样本过少
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&s-future_volatility: 0.367 - ✓ 可接受
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&-optimal_trailing_stop: 0.003 - 回归标签
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&s-stoploss_risk: 0.006 - ⚠️ 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: 0.503 - ✅ 理想
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&s-exit_signal: 0.576 - ✅ 理想
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&s-future_volatility: 0.939 - ⚠️ 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: 0.255 - ⚠️ 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-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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================================================================================ |