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[0s] 載入推文...
[0s] 1863 天, 44,791 篇
[0s] 下載市場數據...
[2s] TSLA: 1254 交易日
[2s] DOGE 失敗: HTTP Error 401: Unauthorized
[2s] 計算特徵...
[4s] 有用特徵: 61 個
[4s] ============================================================
[4s] 🚀 MUSK CODE 過夜暴力搜索 開始
[4s] ============================================================
[4s]
============================================================
[4s] 🔍 TSLA ±1.5%: 400 漲 + 375 跌
[4s] 2-combo: 3,660 → 13 候選
[4s] 3-combo: 71,980 → 累計 302 候選
[4s] ✅ 總計 75,640 組, 302 候選
[4s]
============================================================
[4s] 🔍 TSLA ±2.0%: 326 漲 + 313 跌
[4s] 2-combo: 3,660 → 2 候選
[4s] 3-combo: 71,980 → 累計 96 候選
[4s] ✅ 總計 75,640 組, 96 候選
[4s]
============================================================
[4s] 🔍 TSLA ±3.0%: 239 漲 + 218 跌
[4s] 2-combo: 3,660 → 0 候選
[5s] 3-combo: 71,980 → 累計 13 候選
[5s] ✅ 總計 75,640 組, 13 候選
[5s]
============================================================
[5s] 🔍 TSLA ±5.0%: 94 漲 + 89 跌
[5s] 2-combo: 3,660 → 0 候選
[5s] 3-combo: 71,980 → 累計 0 候選
[5s] ✅ 總計 75,640 組, 0 候選
[5s]
============================================================
[5s] 🏁 完成！耗時 0.1 分鐘
[5s] 總候選: 411 組
[5s] TSLA: 411 組
[5s] DOGE: 0 組
[5s]
🏆 TOP 20:
[5s] 1. 💥 [TSLA ±1.5%] money_minor + negative_day + personal_absent
[5s] → BIG_DOWN | 訓練: 3/4=75.0% | 驗證: 3/3=100.0% | 綜合: 87.5%
[5s] 2. 💥 [TSLA ±1.5%] personal_absent + politics_minor + positive_absent
[5s] → BIG_DOWN | 訓練: 3/4=75.0% | 驗證: 2/2=100.0% | 綜合: 87.5%
[5s] 3. 💥 [TSLA ±2.0%] personal_absent + politics_minor + positive_absent
[5s] → BIG_DOWN | 訓練: 3/4=75.0% | 驗證: 2/2=100.0% | 綜合: 87.5%
[5s] 4. 🚀 [TSLA ±1.5%] negative_day + personal_minor + positive_absent
[5s] → BIG_UP | 訓練: 5/7=71.4% | 驗證: 2/2=100.0% | 綜合: 85.7%
[5s] 5. 🚀 [TSLA ±1.5%] hyper_day + money_talk
[5s] → BIG_UP | 訓練: 2/3=66.7% | 驗證: 4/4=100.0% | 綜合: 83.3%
[5s] 6. 🚀 [TSLA ±1.5%] ai_minor + hyper_day + money_talk
[5s] → BIG_UP | 訓練: 2/3=66.7% | 驗證: 3/3=100.0% | 綜合: 83.3%
[5s] 7. 🚀 [TSLA ±1.5%] doge_minor + hyper_day + money_talk
[5s] → BIG_UP | 訓練: 2/3=66.7% | 驗證: 4/4=100.0% | 綜合: 83.3%
[5s] 8. 🚀 [TSLA ±1.5%] doge_pump + money_talk + product_minor
[5s] → BIG_UP | 訓練: 4/6=66.7% | 驗證: 2/2=100.0% | 綜合: 83.3%
[5s] 9. 🚀 [TSLA ±1.5%] hyper_day + money_minor + money_talk
[5s] → BIG_UP | 訓練: 2/3=66.7% | 驗證: 4/4=100.0% | 綜合: 83.3%
[5s] 10. 🚀 [TSLA ±1.5%] hyper_day + politics_absent + short_tweets
[5s] → BIG_UP | 訓練: 10/15=66.7% | 驗證: 4/4=100.0% | 綜合: 83.3%
[5s] 11. 💥 [TSLA ±1.5%] ai_minor + personal_absent + spacex_absent
[5s] → BIG_DOWN | 訓練: 5/8=62.5% | 驗證: 3/3=100.0% | 綜合: 81.2%
[5s] 12. 💥 [TSLA ±1.5%] doge_absent + money_minor + personal_absent
[5s] → BIG_DOWN | 訓練: 5/8=62.5% | 驗證: 2/2=100.0% | 綜合: 81.2%
[5s] 13. 🚀 [TSLA ±2.0%] hyper_day + politics_absent + short_tweets
[5s] → BIG_UP | 訓練: 8/15=53.3% | 驗證: 4/4=100.0% | 綜合: 76.7%
[5s] 14. 🚀 [TSLA ±1.5%] attack_minor + doge_pump + money_talk
[5s] → BIG_UP | 訓練: 3/6=50.0% | 驗證: 3/3=100.0% | 綜合: 75.0%
[5s] 15. 🚀 [TSLA ±1.5%] attack_minor + money_talk + product_absent
[5s] → BIG_UP | 訓練: 2/4=50.0% | 驗證: 3/3=100.0% | 綜合: 75.0%
[5s] 16. 💥 [TSLA ±1.5%] bearish_combo + money_minor + personal_absent
[5s] → BIG_DOWN | 訓練: 3/4=75.0% | 驗證: 3/4=75.0% | 綜合: 75.0%
[5s] 17. 💥 [TSLA ±1.5%] crypto_day + money_minor + negative_minor
[5s] → BIG_DOWN | 訓練: 2/4=50.0% | 驗證: 2/2=100.0% | 綜合: 75.0%
[5s] 18. 💥 [TSLA ±1.5%] crypto_day + money_minor + personal_absent
[5s] → BIG_DOWN | 訓練: 2/4=50.0% | 驗證: 2/2=100.0% | 綜合: 75.0%
[5s] 19. 💥 [TSLA ±1.5%] crypto_day + money_minor + serious_day
[5s] → BIG_DOWN | 訓練: 3/6=50.0% | 驗證: 2/2=100.0% | 綜合: 75.0%
[5s] 20. 💥 [TSLA ±1.5%] doge_absent + personal_absent + politics_minor
[5s] → BIG_DOWN | 訓練: 4/8=50.0% | 驗證: 5/5=100.0% | 綜合: 75.0%
/home/ubuntu/trump-code/musk_overnight.py:333: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
'run_at': datetime.utcnow().isoformat() + 'Z',
[5s] 💾 /home/ubuntu/trump-code/data/results_musk_overnight.json