312 lines
11 KiB
Plaintext
312 lines
11 KiB
Plaintext
================================================================================
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FreqAI 训练结果分析报告
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生成时间: 2026-01-18 20:01:33
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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: 0.275
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理想分布: 4/34 (11.8%)
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&s-exit_signal:
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平均值: 0.306
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理想分布: 7/34 (20.6%)
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&s-future_volatility:
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平均值: 0.350
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理想分布: 0/34 (0.0%)
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&-optimal_trailing_stop:
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平均值: 0.007
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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: 0.358
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理想分布: 8/34 (23.5%)
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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: 0.289 - ⚠️ 正样本过少
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&s-exit_signal: 0.303 - ⚠️ 正样本过少
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&s-future_volatility: 0.329 - ⚠️ 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: 0.316 - ⚠️ 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: 0.258 - ⚠️ 正样本过少
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&s-exit_signal: 0.312 - ⚠️ 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: 0.007 - 回归标签
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&s-stoploss_risk: 0.361 - ✓ 可接受
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🪙 ARB/USDT
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标签分布:
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&s-entry_signal: 0.293 - ⚠️ 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: 0.346 - ⚠️ 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: 0.368 - ✓ 可接受
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🪙 AVAX/USDT
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标签分布:
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&s-entry_signal: 0.190 - ⚠️ 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: 0.344 - ⚠️ 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: 0.266 - ⚠️ 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: 0.199 - ⚠️ 正样本过少
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&s-exit_signal: 0.226 - ⚠️ 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: 0.257 - ⚠️ 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: 0.175 - ⚠️ 正样本过少
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&s-future_volatility: 0.374 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.150 - ⚠️ 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: 0.092 - ⚠️ 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: 0.353 - ✓ 可接受
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&-optimal_trailing_stop: 0.004 - 回归标签
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&s-stoploss_risk: 0.076 - ⚠️ 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: 0.499 - ✅ 理想
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&s-exit_signal: 0.413 - ✅ 理想
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&s-future_volatility: 0.342 - ⚠️ 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: 0.491 - ✅ 理想
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🪙 CORE/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: 0.340 - ⚠️ 正样本过少
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&s-future_volatility: 0.336 - ⚠️ 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: 0.374 - ✓ 可接受
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🪙 DOGE/USDT
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标签分布:
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&s-entry_signal: 0.215 - ⚠️ 正样本过少
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&s-exit_signal: 0.275 - ⚠️ 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: 0.007 - 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: 0.311 - ⚠️ 正样本过少
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&s-exit_signal: 0.349 - ⚠️ 正样本过少
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&s-future_volatility: 0.362 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.394 - ✓ 可接受
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🪙 ETH/USDT
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标签分布:
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&s-entry_signal: 0.136 - ⚠️ 正样本过少
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&s-exit_signal: 0.168 - ⚠️ 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: 0.005 - 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: 0.378 - ✓ 可接受
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&s-exit_signal: 0.360 - ✓ 可接受
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&s-future_volatility: 0.352 - ✓ 可接受
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&-optimal_trailing_stop: 0.008 - 回归标签
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&s-stoploss_risk: 0.466 - ✅ 理想
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🪙 GALA/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: 0.404 - ✅ 理想
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&s-future_volatility: 0.348 - ⚠️ 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: 0.464 - ✅ 理想
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🪙 KAITO/USDT
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标签分布:
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&s-entry_signal: 0.588 - ✅ 理想
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&s-exit_signal: 0.493 - ✅ 理想
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&s-future_volatility: 0.346 - ⚠️ 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: 0.684 - ⚠️ 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: 0.202 - ⚠️ 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: 0.346 - ⚠️ 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: 0.172 - ⚠️ 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: 0.362 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.281 - ⚠️ 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: 0.297 - ⚠️ 正样本过少
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&s-exit_signal: 0.357 - ✓ 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: 0.373 - ✓ 可接受
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🪙 NEAR/USDT
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标签分布:
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&s-entry_signal: 0.355 - ✓ 可接受
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&s-exit_signal: 0.380 - ✓ 可接受
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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: 0.426 - ✅ 理想
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🪙 PEPE/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: 0.465 - ✅ 理想
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&s-future_volatility: 0.353 - ✓ 可接受
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&-optimal_trailing_stop: 0.010 - 回归标签
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&s-stoploss_risk: 0.645 - ✓ 可接受
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🪙 PUMP/USDT
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标签分布:
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&s-entry_signal: 0.577 - ✅ 理想
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&s-exit_signal: 0.579 - ✅ 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: 0.915 - ⚠️ 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: 0.348 - ⚠️ 正样本过少
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&s-exit_signal: 0.401 - ✅ 理想
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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: 0.454 - ✅ 理想
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🪙 SNX/USDT
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标签分布:
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&s-entry_signal: 0.376 - ✓ 可接受
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&s-exit_signal: 0.440 - ✅ 理想
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&s-future_volatility: 0.337 - ⚠️ 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: 0.521 - ✅ 理想
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🪙 SOL/USDT
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标签分布:
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&s-entry_signal: 0.205 - ⚠️ 正样本过少
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&s-exit_signal: 0.205 - ⚠️ 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: 0.225 - ⚠️ 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: 0.314 - ⚠️ 正样本过少
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&s-exit_signal: 0.377 - ✓ 可接受
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&s-future_volatility: 0.338 - ⚠️ 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: 0.461 - ✅ 理想
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🪙 TON/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: 0.282 - ⚠️ 正样本过少
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&s-future_volatility: 0.349 - ⚠️ 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: 0.305 - ⚠️ 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: 0.281 - ⚠️ 正样本过少
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&s-exit_signal: 0.309 - ⚠️ 正样本过少
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&s-future_volatility: 0.355 - ✓ 可接受
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&-optimal_trailing_stop: 0.006 - 回归标签
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&s-stoploss_risk: 0.353 - ✓ 可接受
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🪙 TRUMP/USDT
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标签分布:
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&s-entry_signal: 0.190 - ⚠️ 正样本过少
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&s-exit_signal: 0.210 - ⚠️ 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: 0.198 - ⚠️ 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: 0.370 - ✓ 可接受
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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: 0.238 - ⚠️ 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: 0.354 - ✓ 可接受
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&-optimal_trailing_stop: 0.007 - 回归标签
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&s-stoploss_risk: 0.362 - ✓ 可接受
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🪙 WLFI/USDT
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标签分布:
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&s-entry_signal: 0.332 - ⚠️ 正样本过少
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&s-exit_signal: 0.380 - ✓ 可接受
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&s-future_volatility: 0.349 - ⚠️ 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: 0.484 - ✅ 理想
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🪙 XRP/USDT
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标签分布:
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&s-entry_signal: 0.178 - ⚠️ 正样本过少
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&s-exit_signal: 0.279 - ⚠️ 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: 0.295 - ⚠️ 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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================================================================================ |