352 lines
12 KiB
Plaintext
352 lines
12 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 01:00:03
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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: 0.400
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理想分布: 15/39 (38.5%)
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&s-exit_signal:
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平均值: 0.416
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理想分布: 16/39 (41.0%)
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&s-future_volatility:
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平均值: 0.497
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理想分布: 13/39 (33.3%)
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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: 0.326
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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: 0.660 - ⚠️ 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: 0.601 - ✓ 可接受
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&s-exit_signal: 0.643 - ✓ 可接受
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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: 0.486 - ✅ 理想
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&s-exit_signal: 0.555 - ✅ 理想
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&s-future_volatility: 0.402 - ✅ 理想
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&-optimal_trailing_stop: 0.005 - 回归标签
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&s-stoploss_risk: 0.254 - ⚠️ 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: 0.558 - ✅ 理想
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&s-exit_signal: 0.544 - ✅ 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: 0.234 - ⚠️ 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: 0.424 - ✅ 理想
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&s-exit_signal: 0.474 - ✅ 理想
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&s-future_volatility: 0.800 - ⚠️ 正样本过多
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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: 0.362 - ✓ 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: 0.416 - ✅ 理想
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&s-exit_signal: 0.396 - ✓ 可接受
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&s-future_volatility: 0.997 - ⚠️ 正样本过多
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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: 0.333 - ⚠️ 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: 0.350 - ✓ 可接受
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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: 0.506 - ✅ 理想
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&s-exit_signal: 0.421 - ✅ 理想
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&s-future_volatility: 0.694 - ⚠️ 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: 0.496 - ✅ 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: 0.520 - ✅ 理想
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&s-exit_signal: 0.625 - ✓ 可接受
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&s-future_volatility: 0.405 - ✅ 理想
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.293 - ⚠️ 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: 0.653 - ⚠️ 正样本过多
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&s-exit_signal: 0.331 - ⚠️ 正样本过少
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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: 0.352 - ✓ 可接受
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.417 - ✅ 理想
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&s-exit_signal: 0.447 - ✅ 理想
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&s-future_volatility: 0.399 - ✓ 可接受
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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: 0.693 - ⚠️ 正样本过多
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&s-exit_signal: 0.677 - ⚠️ 正样本过多
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&s-future_volatility: 0.458 - ✅ 理想
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.436 - ✅ 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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🪙 PI/USDT
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标签分布:
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&s-entry_signal: 0.019 - ⚠️ 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: 0.321 - ⚠️ 正样本过少
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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: 0.570 - ✅ 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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🪙 WLD/USDT
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标签分布:
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&s-entry_signal: 0.301 - ⚠️ 正样本过少
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&s-exit_signal: 0.386 - ✓ 可接受
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&s-future_volatility: 0.340 - ⚠️ 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: 0.440 - ✅ 理想
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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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================================================================================ |