312 lines
10 KiB
Plaintext
312 lines
10 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 19:40:06
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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: 0.330
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理想分布: 5/34 (14.7%)
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&s-exit_signal:
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平均值: 0.328
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理想分布: 5/34 (14.7%)
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&s-future_volatility:
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平均值: 0.380
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理想分布: 15/34 (44.1%)
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&-optimal_trailing_stop:
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平均值: 0.007
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理想分布: 0/34 (0.0%)
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&s-stoploss_risk:
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平均值: 0.327
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理想分布: 5/34 (14.7%)
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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: 0.341 - ⚠️ 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: 0.362 - ✓ 可接受
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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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🪙 ADA/USDT
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标签分布:
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&s-entry_signal: 0.326 - ⚠️ 正样本过少
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&s-exit_signal: 0.326 - ⚠️ 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: 0.337 - ⚠️ 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: 0.294 - ⚠️ 正样本过少
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&s-exit_signal: 0.308 - ⚠️ 正样本过少
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&s-future_volatility: 0.353 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.258 - ⚠️ 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: 0.317 - ⚠️ 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: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.235 - ⚠️ 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: 0.251 - ⚠️ 正样本过少
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&s-exit_signal: 0.282 - ⚠️ 正样本过少
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&s-future_volatility: 0.389 - ✓ 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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🪙 BNB/USDT
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标签分布:
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&s-entry_signal: 0.154 - ⚠️ 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: 0.347 - ⚠️ 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: 0.049 - ⚠️ 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: 0.155 - ⚠️ 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: 0.408 - ✅ 理想
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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: 0.506 - ✅ 理想
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&s-exit_signal: 0.420 - ✅ 理想
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&s-future_volatility: 0.349 - ⚠️ 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: 0.498 - ✅ 理想
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🪙 CORE/USDT
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标签分布:
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&s-entry_signal: 0.344 - ⚠️ 正样本过少
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&s-exit_signal: 0.336 - ⚠️ 正样本过少
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&s-future_volatility: 0.360 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.344 - ⚠️ 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: 0.313 - ⚠️ 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: 0.351 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.303 - ⚠️ 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: 0.338 - ⚠️ 正样本过少
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&s-exit_signal: 0.365 - ✓ 可接受
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&s-future_volatility: 0.404 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.365 - ✓ 可接受
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.235 - ⚠️ 正样本过少
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&s-exit_signal: 0.259 - ⚠️ 正样本过少
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&s-future_volatility: 0.354 - ✓ 可接受
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.151 - ⚠️ 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: 0.384 - ✓ 可接受
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&s-exit_signal: 0.371 - ✓ 可接受
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&s-future_volatility: 0.408 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.443 - ✅ 理想
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🪙 KAITO/USDT
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标签分布:
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&s-entry_signal: 0.587 - ✅ 理想
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&s-exit_signal: 0.492 - ✅ 理想
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&s-future_volatility: 0.353 - ✓ 可接受
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&-optimal_trailing_stop: 0.012 - 回归标签
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&s-stoploss_risk: 0.683 - ⚠️ 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: 0.316 - ⚠️ 正样本过少
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&s-exit_signal: 0.331 - ⚠️ 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: 0.005 - 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: 0.319 - ⚠️ 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: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.262 - ⚠️ 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: 0.343 - ⚠️ 正样本过少
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&s-exit_signal: 0.369 - ✓ 可接受
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&s-future_volatility: 0.399 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.352 - ✓ 可接受
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.387 - ✓ 可接受
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&s-exit_signal: 0.371 - ✓ 可接受
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.399 - ✓ 可接受
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🪙 PENGU/USDT
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标签分布:
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&s-entry_signal: 0.452 - ✅ 理想
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&s-exit_signal: 0.492 - ✅ 理想
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&s-future_volatility: 0.361 - ✓ 可接受
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.634 - ✓ 可接受
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🪙 PEPE/USDT
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标签分布:
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&s-entry_signal: 0.383 - ✓ 可接受
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&s-exit_signal: 0.451 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.615 - ✓ 可接受
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🪙 PUMP/USDT
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标签分布:
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&s-entry_signal: 0.574 - ✅ 理想
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&s-exit_signal: 0.584 - ✅ 理想
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&s-future_volatility: 0.407 - ✅ 理想
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&-optimal_trailing_stop: 0.015 - 回归标签
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&s-stoploss_risk: 0.913 - ⚠️ 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: 0.355 - ✓ 可接受
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&s-exit_signal: 0.388 - ✓ 可接受
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&s-future_volatility: 0.418 - ✅ 理想
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.427 - ✅ 理想
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🪙 SOL/USDT
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标签分布:
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&s-entry_signal: 0.314 - ⚠️ 正样本过少
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&s-exit_signal: 0.302 - ⚠️ 正样本过少
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&s-future_volatility: 0.354 - ✓ 可接受
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.206 - ⚠️ 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: 0.346 - ⚠️ 正样本过少
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&s-exit_signal: 0.375 - ✓ 可接受
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&s-future_volatility: 0.360 - ✓ 可接受
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.426 - ✅ 理想
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🪙 TON/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: 0.318 - ⚠️ 正样本过少
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&s-future_volatility: 0.413 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.285 - ⚠️ 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: 0.348 - ⚠️ 正样本过少
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&s-exit_signal: 0.338 - ⚠️ 正样本过少
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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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🪙 TRUMP/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: 0.328 - ⚠️ 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: 0.169 - ⚠️ 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: 0.104 - ⚠️ 正样本过少
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&s-exit_signal: 0.073 - ⚠️ 正样本过少
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&s-future_volatility: 0.401 - ✅ 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: 0.340 - ⚠️ 正样本过少
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&s-exit_signal: 0.329 - ⚠️ 正样本过少
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&s-future_volatility: 0.412 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.334 - ⚠️ 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: 0.350 - ✓ 可接受
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&s-exit_signal: 0.369 - ✓ 可接受
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&s-future_volatility: 0.350 - ✓ 可接受
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.457 - ✅ 理想
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🪙 XAUT/USDT
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标签分布:
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&s-entry_signal: 0.043 - ⚠️ 正样本过少
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&s-exit_signal: 0.026 - ⚠️ 正样本过少
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&s-future_volatility: 0.351 - ✓ 可接受
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&-optimal_trailing_stop: 0.003 - 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: 0.342 - ⚠️ 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: 0.352 - ✓ 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: 0.289 - ⚠️ 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: 0.355 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.264 - ⚠️ 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: 0.413 - ✅ 理想
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&s-exit_signal: 0.333 - ⚠️ 正样本过少
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&s-future_volatility: 0.404 - ✅ 理想
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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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================================================================================
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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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================================================================================ |