[2026-01-05 17:47:36.481] /project/investment_team/.venv/lib/python3.13/site-packages/py_mini_racer/py_mini_racer.py:15: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
[2026-01-05 17:47:36.481]   import pkg_resources
[2026-01-05 17:47:38.391] 2026-01-05 17:47:38.391594: I external/local_xla/xla/tsl/cuda/cudart_stub.cc:31] Could not find cuda drivers on your machine, GPU will not be used.
[2026-01-05 17:47:38.456] 2026-01-05 17:47:38.456067: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
[2026-01-05 17:47:38.456] To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
[2026-01-05 17:47:39.976] 2026-01-05 17:47:39.976185: I external/local_xla/xla/tsl/cuda/cudart_stub.cc:31] Could not find cuda drivers on your machine, GPU will not be used.
[2026-01-05 17:47:40.678] [2026-01-05 17:47:40.501] ========== 程序开始执行 ==========
[2026-01-05 17:47:40.678] 从 /project/investment_team/src/investment_team/config/fundList.txt 加载了 45 个基金
[2026-01-05 17:47:40.678] 
[2026-01-05 17:47:40.678] [2026-01-05 17:47:40.502] 开始获取所有ETF的数据和技术指标...
[2026-01-05 17:47:40.678] [1/45] Processing sh515790 ...
[2026-01-05 17:47:43.451] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  6.79it/s]
 31%|███       | 4/13 [00:00<00:00, 10.36it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.88it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  9.67it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  7.93it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  8.21it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.31it/s]
 31%|███       | 4/13 [00:00<00:00, 12.46it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.17it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 14.26it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.76it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 12.26it/s]
                                               
  ✓ Matched: sh515790
[2026-01-05 17:47:43.451] [2/45] Processing sh516970 ...
[2026-01-05 17:47:46.510] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  5.02it/s]
 23%|██▎       | 3/13 [00:00<00:01,  7.78it/s]
 38%|███▊      | 5/13 [00:00<00:01,  7.11it/s]
 46%|████▌     | 6/13 [00:00<00:01,  6.38it/s]
 62%|██████▏   | 8/13 [00:01<00:00,  8.36it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  7.78it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.09it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.12it/s]
 31%|███       | 4/13 [00:00<00:00, 12.56it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.05it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.09it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.35it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.91it/s]
                                               
  ✓ Matched: sh516970
[2026-01-05 17:47:46.510] [3/45] Processing sh512690 ...
[2026-01-05 17:47:49.191] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.58it/s]
 31%|███       | 4/13 [00:00<00:00, 11.34it/s]
 46%|████▌     | 6/13 [00:00<00:00,  8.92it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.36it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.50it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 12.25it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.56it/s]
 31%|███       | 4/13 [00:00<00:00, 12.73it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.63it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.75it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.88it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.40it/s]
                                               
  ✓ Matched: sh512690
[2026-01-05 17:47:49.191] [4/45] Processing sz159865 ...
[2026-01-05 17:47:51.847] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.23it/s]
 23%|██▎       | 3/13 [00:00<00:00, 11.24it/s]
 38%|███▊      | 5/13 [00:00<00:00, 13.63it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  9.69it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 10.76it/s]
 85%|████████▍ | 11/13 [00:01<00:00, 10.26it/s]
100%|██████████| 13/13 [00:01<00:00, 10.26it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.35it/s]
 31%|███       | 4/13 [00:00<00:00,  9.01it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.20it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.98it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.95it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.12it/s]
                                               
  ✓ Matched: sz159865
[2026-01-05 17:47:51.847] [5/45] Processing sh512480 ...
[2026-01-05 17:47:54.518] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 12.56it/s]
 31%|███       | 4/13 [00:00<00:00, 10.56it/s]
 46%|████▌     | 6/13 [00:00<00:00,  8.52it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  9.87it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.08it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.82it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  5.09it/s]
 23%|██▎       | 3/13 [00:00<00:01,  9.09it/s]
 38%|███▊      | 5/13 [00:00<00:00, 10.64it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 11.40it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 10.21it/s]
 85%|████████▍ | 11/13 [00:01<00:00, 11.17it/s]
100%|██████████| 13/13 [00:01<00:00, 12.71it/s]
                                               
  ✓ Matched: sh512480
[2026-01-05 17:47:54.518] [6/45] Processing sz159766 ...
[2026-01-05 17:47:58.034] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  6.80it/s]
 23%|██▎       | 3/13 [00:00<00:00, 10.39it/s]
 38%|███▊      | 5/13 [00:00<00:00, 11.74it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  8.85it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  7.03it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  7.79it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  8.46it/s]
100%|██████████| 13/13 [00:01<00:00,  8.51it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  5.31it/s]
 15%|█▌        | 2/13 [00:00<00:02,  5.31it/s]
 31%|███       | 4/13 [00:00<00:01,  6.98it/s]
 38%|███▊      | 5/13 [00:00<00:01,  6.17it/s]
 54%|█████▍    | 7/13 [00:01<00:00,  7.48it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  7.12it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  8.78it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  8.41it/s]
                                               
  ✓ Matched: sz159766
[2026-01-05 17:47:58.035] [7/45] Processing sh515030 ...
[2026-01-05 17:48:01.022] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 12.59it/s]
 31%|███       | 4/13 [00:00<00:00, 13.39it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.30it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.84it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.60it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.66it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  4.65it/s]
 15%|█▌        | 2/13 [00:00<00:01,  5.68it/s]
 31%|███       | 4/13 [00:00<00:01,  6.59it/s]
 46%|████▌     | 6/13 [00:00<00:00,  7.78it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  7.49it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  9.44it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.76it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  8.24it/s]
100%|██████████| 13/13 [00:01<00:00, 10.49it/s]
                                               
  ✓ Matched: sh515030
[2026-01-05 17:48:01.022] [8/45] Processing sh561510 ...
[2026-01-05 17:48:04.025] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  6.93it/s]
 23%|██▎       | 3/13 [00:00<00:00, 12.02it/s]
 38%|███▊      | 5/13 [00:00<00:00, 13.09it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 13.36it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 13.67it/s]
 85%|████████▍ | 11/13 [00:00<00:00, 13.45it/s]
100%|██████████| 13/13 [00:01<00:00, 12.29it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  4.13it/s]
 23%|██▎       | 3/13 [00:00<00:01,  6.03it/s]
 38%|███▊      | 5/13 [00:00<00:01,  7.23it/s]
 46%|████▌     | 6/13 [00:00<00:00,  7.25it/s]
 54%|█████▍    | 7/13 [00:01<00:00,  6.40it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  8.17it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  7.55it/s]
100%|██████████| 13/13 [00:01<00:00,  9.33it/s]
                                               
  ✓ Matched: sh561510
[2026-01-05 17:48:04.025] [9/45] Processing sz159852 ...
[2026-01-05 17:48:07.317] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.05it/s]
 15%|█▌        | 2/13 [00:00<00:01,  6.84it/s]
 23%|██▎       | 3/13 [00:00<00:01,  5.85it/s]
 38%|███▊      | 5/13 [00:00<00:00,  8.23it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  9.93it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 10.59it/s]
 85%|████████▍ | 11/13 [00:01<00:00, 11.14it/s]
100%|██████████| 13/13 [00:01<00:00, 10.96it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.45it/s]
 23%|██▎       | 3/13 [00:00<00:00, 12.03it/s]
 38%|███▊      | 5/13 [00:00<00:00, 10.64it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 11.64it/s]
 69%|██████▉   | 9/13 [00:00<00:00,  8.59it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.15it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  7.81it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  6.59it/s]
                                               
  ✓ Matched: sz159852
[2026-01-05 17:48:07.317] [10/45] Processing sh561800 ...
[2026-01-05 17:48:10.615] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 12.34it/s]
 31%|███       | 4/13 [00:00<00:01,  8.60it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.00it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  9.85it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.58it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  8.27it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  7.86it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.26it/s]
 31%|███       | 4/13 [00:00<00:01,  7.24it/s]
 46%|████▌     | 6/13 [00:00<00:00,  9.06it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.84it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.36it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  7.10it/s]
                                               
  ✓ Matched: sh561800
[2026-01-05 17:48:10.616] [11/45] Processing sh512200 ...
[2026-01-05 17:48:13.559] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  8.36it/s]
 23%|██▎       | 3/13 [00:00<00:01,  7.84it/s]
 31%|███       | 4/13 [00:00<00:01,  7.44it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.25it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.52it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.87it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.11it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.19it/s]
 23%|██▎       | 3/13 [00:00<00:00, 11.51it/s]
 38%|███▊      | 5/13 [00:00<00:00, 12.35it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  8.25it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  7.85it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  9.50it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.55it/s]
                                               
  ✓ Matched: sh512200
[2026-01-05 17:48:13.559] [12/45] Processing sh513050 ...
[2026-01-05 17:48:16.672] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.22it/s]
 31%|███       | 4/13 [00:00<00:01,  8.19it/s]
 38%|███▊      | 5/13 [00:00<00:00,  8.02it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  8.61it/s]
 69%|██████▉   | 9/13 [00:00<00:00,  9.21it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  9.39it/s]
100%|██████████| 13/13 [00:01<00:00,  9.80it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  6.41it/s]
 23%|██▎       | 3/13 [00:00<00:01,  6.72it/s]
 38%|███▊      | 5/13 [00:00<00:01,  7.76it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  9.25it/s]
 62%|██████▏   | 8/13 [00:01<00:00,  7.79it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  9.38it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.62it/s]
                                               
  ✓ Matched: sh513050
[2026-01-05 17:48:16.672] [13/45] Processing sh513360 ...
[2026-01-05 17:48:21.015] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  4.41it/s]
 15%|█▌        | 2/13 [00:00<00:01,  6.01it/s]
 23%|██▎       | 3/13 [00:00<00:01,  5.05it/s]
 38%|███▊      | 5/13 [00:00<00:01,  7.55it/s]
 46%|████▌     | 6/13 [00:00<00:00,  7.27it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  5.86it/s]
 62%|██████▏   | 8/13 [00:01<00:00,  5.80it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  5.72it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  5.94it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  6.18it/s]
100%|██████████| 13/13 [00:01<00:00,  8.17it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.28it/s]
 23%|██▎       | 3/13 [00:00<00:01,  8.22it/s]
 31%|███       | 4/13 [00:00<00:01,  6.06it/s]
 46%|████▌     | 6/13 [00:00<00:00,  7.17it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  8.58it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.71it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  8.87it/s]
                                               
  ✓ Matched: sh513360
[2026-01-05 17:48:21.015] [14/45] Processing sh515220 ...
[2026-01-05 17:48:23.941] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.60it/s]
 31%|███       | 4/13 [00:00<00:01,  7.22it/s]
 46%|████▌     | 6/13 [00:00<00:00,  9.02it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  8.91it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  9.82it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  8.62it/s]
100%|██████████| 13/13 [00:01<00:00,  8.61it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.94it/s]
 31%|███       | 4/13 [00:00<00:00, 10.72it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.15it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  9.96it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.03it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.23it/s]
                                               
  ✓ Matched: sh515220
[2026-01-05 17:48:23.942] [15/45] Processing sh515210 ...
[2026-01-05 17:48:27.217] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.68it/s]
 31%|███       | 4/13 [00:00<00:01,  8.72it/s]
 38%|███▊      | 5/13 [00:00<00:00,  8.13it/s]
 46%|████▌     | 6/13 [00:00<00:01,  6.16it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  5.36it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  7.25it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  8.55it/s]
100%|██████████| 13/13 [00:01<00:00,  9.13it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.08it/s]
 23%|██▎       | 3/13 [00:00<00:01,  8.11it/s]
 38%|███▊      | 5/13 [00:00<00:00,  9.02it/s]
 46%|████▌     | 6/13 [00:00<00:00,  8.45it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  7.94it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  8.38it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  9.61it/s]
100%|██████████| 13/13 [00:01<00:00, 10.96it/s]
                                               
  ✓ Matched: sh515210
[2026-01-05 17:48:27.217] [16/45] Processing sz159996 ...
[2026-01-05 17:48:30.216] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.37it/s]
 23%|██▎       | 3/13 [00:00<00:00, 10.99it/s]
 38%|███▊      | 5/13 [00:00<00:00, 10.00it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 11.11it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 10.32it/s]
 85%|████████▍ | 11/13 [00:01<00:00, 10.20it/s]
100%|██████████| 13/13 [00:01<00:00,  7.95it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.34it/s]
 23%|██▎       | 3/13 [00:00<00:01,  8.26it/s]
 38%|███▊      | 5/13 [00:00<00:00, 10.10it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 11.43it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 12.46it/s]
 85%|████████▍ | 11/13 [00:01<00:00, 11.10it/s]
100%|██████████| 13/13 [00:01<00:00, 11.02it/s]
                                               
  ✓ Matched: sz159996
[2026-01-05 17:48:30.216] [17/45] Processing sz159869 ...
[2026-01-05 17:48:33.657] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  4.86it/s]
 15%|█▌        | 2/13 [00:00<00:01,  6.20it/s]
 31%|███       | 4/13 [00:00<00:01,  6.95it/s]
 38%|███▊      | 5/13 [00:00<00:01,  7.07it/s]
 46%|████▌     | 6/13 [00:00<00:00,  7.14it/s]
 62%|██████▏   | 8/13 [00:01<00:00,  9.14it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  9.21it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.36it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.00it/s]
 23%|██▎       | 3/13 [00:00<00:01,  8.29it/s]
 38%|███▊      | 5/13 [00:00<00:00,  8.62it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  9.74it/s]
 69%|██████▉   | 9/13 [00:00<00:00,  9.94it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  9.21it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  7.58it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  7.46it/s]
                                               
  ✓ Matched: sz159869
[2026-01-05 17:48:33.657] [18/45] Processing sh512880 ...
[2026-01-05 17:48:36.856] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.40it/s]
 23%|██▎       | 3/13 [00:00<00:00, 10.16it/s]
 38%|███▊      | 5/13 [00:00<00:00,  8.22it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  8.54it/s]
 62%|██████▏   | 8/13 [00:01<00:00,  7.28it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  7.20it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  7.09it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  7.87it/s]
100%|██████████| 13/13 [00:01<00:00,  8.13it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.08it/s]
 15%|█▌        | 2/13 [00:00<00:01,  7.01it/s]
 31%|███       | 4/13 [00:00<00:00, 10.25it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.04it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.62it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.31it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.16it/s]
                                               
  ✓ Matched: sh512880
[2026-01-05 17:48:36.856] [19/45] Processing sz159870 ...
[2026-01-05 17:48:40.341] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.58it/s]
 31%|███       | 4/13 [00:00<00:00, 14.54it/s]
 46%|████▌     | 6/13 [00:00<00:00,  8.86it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.21it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.13it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  8.12it/s]
100%|██████████| 13/13 [00:01<00:00,  8.36it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.09it/s]
 31%|███       | 4/13 [00:00<00:00, 10.02it/s]
 46%|████▌     | 6/13 [00:00<00:00,  7.81it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  7.60it/s]
 62%|██████▏   | 8/13 [00:01<00:00,  6.67it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  7.31it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  7.30it/s]
100%|██████████| 13/13 [00:01<00:00,  7.69it/s]
                                               
  ✓ Matched: sz159870
[2026-01-05 17:48:40.341] [20/45] Processing sz159667 ...
[2026-01-05 17:48:43.031] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01, 10.06it/s]
 31%|███       | 4/13 [00:00<00:00, 11.53it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.91it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.12it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.47it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.50it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01, 10.22it/s]
 31%|███       | 4/13 [00:00<00:00, 11.18it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.54it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.69it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.82it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.40it/s]
                                               
  ✓ Matched: sz159667
[2026-01-05 17:48:43.031] [21/45] Processing sh513770 ...
[2026-01-05 17:48:45.719] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.75it/s]
 31%|███       | 4/13 [00:00<00:00, 12.22it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.65it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.06it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.77it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.97it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.14it/s]
 31%|███       | 4/13 [00:00<00:00, 10.43it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.34it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.98it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.27it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.96it/s]
                                               
  ✓ Matched: sh513770
[2026-01-05 17:48:45.719] [22/45] Processing sh512800 ...
[2026-01-05 17:48:48.317] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 11.71it/s]
 31%|███       | 4/13 [00:00<00:00, 10.42it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.64it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.02it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 12.20it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.66it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.16it/s]
 31%|███       | 4/13 [00:00<00:00,  9.26it/s]
 46%|████▌     | 6/13 [00:00<00:00,  9.51it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.94it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.82it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 12.27it/s]
                                               
  ✓ Matched: sh512800
[2026-01-05 17:48:48.318] [23/45] Processing sz159652 ...
[2026-01-05 17:48:50.903] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.61it/s]
 31%|███       | 4/13 [00:00<00:00, 11.28it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.69it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.03it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.38it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.17it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.62it/s]
 31%|███       | 4/13 [00:00<00:00, 12.87it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.12it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.33it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.69it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.92it/s]
                                               
  ✓ Matched: sz159652
[2026-01-05 17:48:50.903] [24/45] Processing sh512710 ...
[2026-01-05 17:48:53.228] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.37it/s]
 31%|███       | 4/13 [00:00<00:00, 11.26it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.83it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.36it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 12.67it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 12.70it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.91it/s]
 31%|███       | 4/13 [00:00<00:00, 12.62it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.89it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.05it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 13.34it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 13.25it/s]
                                               
  ✓ Matched: sh512710
[2026-01-05 17:48:53.228] [25/45] Processing sz159819 ...
[2026-01-05 17:48:56.120] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 12.51it/s]
 31%|███       | 4/13 [00:00<00:00, 13.43it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.72it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  8.89it/s]
 69%|██████▉   | 9/13 [00:00<00:00,  8.35it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.01it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.26it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.24it/s]
 31%|███       | 4/13 [00:00<00:00, 10.68it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.84it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.09it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.08it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.11it/s]
                                               
  ✓ Matched: sz159819
[2026-01-05 17:48:56.120] [26/45] Processing sh562500 ...
[2026-01-05 17:48:58.690] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.02it/s]
 23%|██▎       | 3/13 [00:00<00:01,  8.63it/s]
 38%|███▊      | 5/13 [00:00<00:00, 10.37it/s]
 54%|█████▍    | 7/13 [00:00<00:00,  8.95it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  8.41it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  9.80it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.04it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 12.62it/s]
 31%|███       | 4/13 [00:00<00:00, 13.97it/s]
 46%|████▌     | 6/13 [00:00<00:00, 14.49it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.59it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 12.66it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 13.24it/s]
                                               
  ✓ Matched: sh562500
[2026-01-05 17:48:58.691] [27/45] Processing sh516510 ...
[2026-01-05 17:49:01.288] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.01it/s]
 31%|███       | 4/13 [00:00<00:00, 11.13it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.19it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.32it/s]
 77%|███████▋  | 10/13 [00:00<00:00,  9.30it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.34it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  8.04it/s]
 23%|██▎       | 3/13 [00:00<00:01,  8.97it/s]
 38%|███▊      | 5/13 [00:00<00:00, 11.04it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 12.08it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 12.83it/s]
 85%|████████▍ | 11/13 [00:00<00:00, 12.90it/s]
100%|██████████| 13/13 [00:01<00:00, 13.30it/s]
                                               
  ✓ Matched: sh516510
[2026-01-05 17:49:01.288] [28/45] Processing sh518880 ...
[2026-01-05 17:49:03.738] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.20it/s]
 31%|███       | 4/13 [00:00<00:00, 12.35it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.44it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.01it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.71it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.63it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  8.82it/s]
 31%|███       | 4/13 [00:00<00:00, 11.36it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.11it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.15it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.31it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.02it/s]
                                               
  ✓ Matched: sh518880
[2026-01-05 17:49:03.738] [29/45] Processing sz159941 ...
[2026-01-05 17:49:06.115] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.79it/s]
 31%|███       | 4/13 [00:00<00:01,  7.51it/s]
 46%|████▌     | 6/13 [00:00<00:00,  9.71it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.88it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.83it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 12.51it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.15it/s]
 31%|███       | 4/13 [00:00<00:00, 14.39it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.63it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.44it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 13.62it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 13.40it/s]
                                               
  ✓ Matched: sz159941
[2026-01-05 17:49:06.115] [30/45] Processing sz159851 ...
[2026-01-05 17:49:08.214] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.46it/s]
 31%|███       | 4/13 [00:00<00:00, 13.70it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.97it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.55it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.03it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.38it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.82it/s]
 31%|███       | 4/13 [00:00<00:00, 13.88it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.64it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 14.11it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.30it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.94it/s]
                                               
  ✓ Matched: sz159851
[2026-01-05 17:49:08.214] [31/45] Processing sz159796 ...
[2026-01-05 17:49:10.333] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 11.37it/s]
 31%|███       | 4/13 [00:00<00:00, 12.37it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.21it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.08it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 13.62it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.23it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.29it/s]
 31%|███       | 4/13 [00:00<00:00, 15.33it/s]
 46%|████▌     | 6/13 [00:00<00:00, 15.34it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 14.70it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.22it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.32it/s]
                                               
  ✓ Matched: sz159796
[2026-01-05 17:49:10.333] [32/45] Processing sz159825 ...
[2026-01-05 17:49:12.976] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.29it/s]
 31%|███       | 4/13 [00:00<00:00, 14.45it/s]
 46%|████▌     | 6/13 [00:00<00:00, 14.50it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 14.23it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.60it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.94it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.62it/s]
 31%|███       | 4/13 [00:00<00:01,  4.93it/s]
 46%|████▌     | 6/13 [00:00<00:00,  7.11it/s]
 62%|██████▏   | 8/13 [00:01<00:00,  8.84it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  9.99it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.88it/s]
                                               
  ✓ Matched: sz159825
[2026-01-05 17:49:12.976] [33/45] Processing sh515880 ...
[2026-01-05 17:49:15.212] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.81it/s]
 31%|███       | 4/13 [00:00<00:00, 14.25it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.79it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 14.48it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.89it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 12.33it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 16.05it/s]
 31%|███       | 4/13 [00:00<00:00, 15.81it/s]
 46%|████▌     | 6/13 [00:00<00:00, 15.60it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.37it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 12.73it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 11.48it/s]
                                               
  ✓ Matched: sh515880
[2026-01-05 17:49:15.212] [34/45] Processing sh516560 ...
[2026-01-05 17:49:17.731] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  7.13it/s]
 23%|██▎       | 3/13 [00:00<00:00, 11.61it/s]
 38%|███▊      | 5/13 [00:00<00:00, 12.15it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 12.94it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 11.47it/s]
 85%|████████▍ | 11/13 [00:00<00:00, 12.76it/s]
100%|██████████| 13/13 [00:01<00:00, 14.13it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.72it/s]
 31%|███       | 4/13 [00:00<00:00, 13.63it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.95it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.38it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.09it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.35it/s]
                                               
  ✓ Matched: sh516560
[2026-01-05 17:49:17.731] [35/45] Processing sh512980 ...
[2026-01-05 17:49:20.352] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  9.67it/s]
 15%|█▌        | 2/13 [00:00<00:01,  8.73it/s]
 23%|██▎       | 3/13 [00:00<00:01,  8.31it/s]
 38%|███▊      | 5/13 [00:00<00:00,  9.78it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 10.99it/s]
 69%|██████▉   | 9/13 [00:00<00:00, 11.76it/s]
 85%|████████▍ | 11/13 [00:00<00:00, 12.09it/s]
100%|██████████| 13/13 [00:01<00:00, 12.72it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 11.95it/s]
 31%|███       | 4/13 [00:00<00:00, 10.67it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.14it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.53it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 12.64it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.59it/s]
                                               
  ✓ Matched: sh512980
[2026-01-05 17:49:20.352] [36/45] Processing sh513090 ...
[2026-01-05 17:49:22.399] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.19it/s]
 31%|███       | 4/13 [00:00<00:00, 14.17it/s]
 46%|████▌     | 6/13 [00:00<00:00, 14.38it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 15.16it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.87it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.31it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.64it/s]
 31%|███       | 4/13 [00:00<00:00, 15.17it/s]
 46%|████▌     | 6/13 [00:00<00:00, 15.64it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 16.20it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 15.49it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 15.09it/s]
                                               
  ✓ Matched: sh513090
[2026-01-05 17:49:22.399] [37/45] Processing sh563010 ...
[2026-01-05 17:49:25.024] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.90it/s]
 31%|███       | 4/13 [00:00<00:00, 11.77it/s]
 46%|████▌     | 6/13 [00:00<00:00, 12.79it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.70it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.53it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  7.28it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 13.53it/s]
 31%|███       | 4/13 [00:00<00:00, 15.45it/s]
 46%|████▌     | 6/13 [00:00<00:00, 14.86it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 14.51it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 15.07it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.47it/s]
                                               
  ✓ Matched: sh563010
[2026-01-05 17:49:25.024] [38/45] Processing sh517520 ...
[2026-01-05 17:49:27.406] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 17.26it/s]
 31%|███       | 4/13 [00:00<00:00, 15.70it/s]
 46%|████▌     | 6/13 [00:00<00:00, 14.94it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.47it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.94it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 12.30it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 11.78it/s]
 31%|███       | 4/13 [00:00<00:00, 14.03it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.85it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.02it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 13.68it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 10.15it/s]
                                               
  ✓ Matched: sh517520
[2026-01-05 17:49:27.407] [39/45] Processing sh513060 ...
[2026-01-05 17:49:29.959] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  9.22it/s]
 31%|███       | 4/13 [00:00<00:00, 11.82it/s]
 46%|████▌     | 6/13 [00:00<00:00,  8.52it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  9.82it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.43it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.61it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.74it/s]
 31%|███       | 4/13 [00:00<00:00, 14.30it/s]
 46%|████▌     | 6/13 [00:00<00:00, 14.41it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.93it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 14.17it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 14.25it/s]
                                               
  ✓ Matched: sh513060
[2026-01-05 17:49:29.959] [40/45] Processing sz159985 ...
[2026-01-05 17:49:32.388] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  7.75it/s]
 31%|███       | 4/13 [00:00<00:00, 10.14it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.47it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.21it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.89it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 12.21it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.89it/s]
 31%|███       | 4/13 [00:00<00:00, 14.10it/s]
 46%|████▌     | 6/13 [00:00<00:00, 13.39it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 13.06it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 12.73it/s]
 92%|█████████▏| 12/13 [00:00<00:00, 12.72it/s]
                                               
  ✓ Matched: sz159985
[2026-01-05 17:49:32.388] [41/45] Processing sh513880 ...
[2026-01-05 17:49:35.026] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.29it/s]
 31%|███       | 4/13 [00:00<00:00, 10.79it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.28it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.70it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.34it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.52it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.41it/s]
 31%|███       | 4/13 [00:00<00:00, 14.10it/s]
 46%|████▌     | 6/13 [00:00<00:00, 14.36it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.20it/s]
 77%|███████▋  | 10/13 [00:00<00:00,  9.20it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.36it/s]
                                               
  ✓ Matched: sh513880
[2026-01-05 17:49:35.026] [42/45] Processing sh513730 ...
[2026-01-05 17:49:37.925] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  7.09it/s]
 31%|███       | 4/13 [00:00<00:00,  9.64it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.52it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.32it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  8.45it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.74it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01, 10.27it/s]
 31%|███       | 4/13 [00:00<00:01,  7.78it/s]
 46%|████▌     | 6/13 [00:00<00:00, 10.04it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 10.65it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 11.28it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  9.47it/s]
                                               
  ✓ Matched: sh513730
[2026-01-05 17:49:37.925] [43/45] Processing sz159570 ...
[2026-01-05 17:49:40.501] 
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:01,  6.93it/s]
 23%|██▎       | 3/13 [00:00<00:00, 10.54it/s]
 38%|███▊      | 5/13 [00:00<00:00,  9.86it/s]
 54%|█████▍    | 7/13 [00:00<00:00, 11.56it/s]
 69%|██████▉   | 9/13 [00:00<00:00,  9.41it/s]
 85%|████████▍ | 11/13 [00:01<00:00, 10.59it/s]
100%|██████████| 13/13 [00:01<00:00, 12.33it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 15.42it/s]
 31%|███       | 4/13 [00:00<00:00, 15.30it/s]
 46%|████▌     | 6/13 [00:00<00:00,  9.51it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 11.03it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.52it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.29it/s]
                                               
  ✓ Matched: sz159570
[2026-01-05 17:49:40.501] [44/45] Processing sh562700 ...
[2026-01-05 17:49:43.629] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:01,  7.86it/s]
 23%|██▎       | 3/13 [00:00<00:01,  6.65it/s]
 31%|███       | 4/13 [00:00<00:01,  5.49it/s]
 38%|███▊      | 5/13 [00:00<00:01,  5.41it/s]
 54%|█████▍    | 7/13 [00:01<00:00,  7.81it/s]
 69%|██████▉   | 9/13 [00:01<00:00,  9.16it/s]
 85%|████████▍ | 11/13 [00:01<00:00,  9.14it/s]
100%|██████████| 13/13 [00:01<00:00, 10.61it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:02,  4.24it/s]
 15%|█▌        | 2/13 [00:00<00:01,  5.51it/s]
 31%|███       | 4/13 [00:00<00:00,  9.08it/s]
 46%|████▌     | 6/13 [00:00<00:00,  8.14it/s]
 62%|██████▏   | 8/13 [00:00<00:00,  9.72it/s]
 77%|███████▋  | 10/13 [00:01<00:00, 11.04it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.43it/s]
                                               
  ✓ Matched: sh562700
[2026-01-05 17:49:43.630] [45/45] Processing sh563530 ...
[2026-01-05 17:49:46.737] 
  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 14.17it/s]
 31%|███       | 4/13 [00:00<00:00, 13.40it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.58it/s]
 62%|██████▏   | 8/13 [00:01<00:01,  4.60it/s]
 77%|███████▋  | 10/13 [00:01<00:00,  6.10it/s]
 92%|█████████▏| 12/13 [00:01<00:00,  6.49it/s]
                                               

  0%|          | 0/13 [00:00<?, ?it/s]
 15%|█▌        | 2/13 [00:00<00:00, 11.43it/s]
 31%|███       | 4/13 [00:00<00:00, 10.57it/s]
 46%|████▌     | 6/13 [00:00<00:00, 11.60it/s]
 62%|██████▏   | 8/13 [00:00<00:00, 12.37it/s]
 77%|███████▋  | 10/13 [00:00<00:00, 10.25it/s]
 92%|█████████▏| 12/13 [00:01<00:00, 11.00it/s]
                                               
  ✓ Matched: sh563530
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.707] 成功获取 45 个ETF的数据 (耗时: 126.21秒)
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.709] 正在保存所有ETF数据到CSV文件: /project/investment_team/out/20260105/etf_all_data_20260105_174946.csv
[2026-01-05 17:49:46.737] Results saved to /project/investment_team/out/20260105/etf_all_data_20260105_174946.csv
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.710] ✓ CSV文件已保存 (耗时: 0.00秒)
[2026-01-05 17:49:46.737] 
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.710] 开始调用大模型分析并挑选最适合买入的ETF...
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.723] InvestmentTeam初始化完成 (耗时: 0.01秒)
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.733] 检测到批量ETF数据模式，共 45 个ETF
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.733] 开始格式化ETF数据...
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.735] ETF数据格式化完成 (耗时: 0.00秒, 数据大小: 0.06MB, 38327 字符)
[2026-01-05 17:49:46.737] [2026-01-05 17:49:46.735] CrewAI准备阶段完成 (总耗时: 0.00秒)
[2026-01-05 17:49:46.737] ╭─────────────────────────── Crew Execution Started ───────────────────────────╮
[2026-01-05 17:49:46.737] │                                                                              │
[2026-01-05 17:49:46.737] │  Crew Execution Started                                                      │
[2026-01-05 17:49:46.737] │  Name: crew                                                                  │
[2026-01-05 17:49:46.737] │  ID: f72aac5a-84c5-4c8a-8b22-b1db0c537ce9                                    │
[2026-01-05 17:49:46.737] │  Tool Args:                                                                  │
[2026-01-05 17:49:46.737] │                                                                              │
[2026-01-05 17:49:46.737] │                                                                              │
[2026-01-05 17:49:46.737] ╰──────────────────────────────────────────────────────────────────────────────╯
[2026-01-05 17:49:46.737] 
[2026-01-05 17:49:46.766] 🚀 Crew: crew
[2026-01-05 17:49:46.768] └── 📋 Task: etf_selection_task (ID: 60864e9c-8c3f-4b84-a102-85ffa369fe0b)
[2026-01-05 17:49:46.768]     Status: Executing Task...
[2026-01-05 17:49:46.837]     └── 🧠 Thinking...╭────────────────────────────── 🤖 Agent Started ──────────────────────────────╮
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  Agent: ETF基金技术指标分析专家                                              │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  Task:                                                                       │
[2026-01-05 17:49:46.837] │  ============================================================                │
[2026-01-05 17:49:46.837] │  所有ETF基金数据和技术指标（共 45 个ETF）                                    │
[2026-01-05 17:49:46.837] │  ============================================================                │
[2026-01-05 17:49:46.837] │  【重要说明】以下数据已预获取并计算完成，包含实时数据和技术指标。不包含历史  │
[2026-01-05 17:49:46.837] │  K线数据，只包含计算好的技术指标和实时行情数据。请直接使用这些数据进行分析   │
[2026-01-05 17:49:46.837] │  ，不需要调用任何工具，也不需要重新计算技术指标。                            │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  ============================================================ ETF #1:        │
[2026-01-05 17:49:46.837] │  sh515790 - 光伏ETF                                                          │
[2026-01-05 17:49:46.837] │  ============================================================                │
[2026-01-05 17:49:46.837] │  **实时行情数据**：最新价：0.978元, 涨跌幅：1.66%, 量比：0.81, 振幅：1.56%,  │
[2026-01-05 17:49:46.837] │  换手率：3.54%                                                               │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.837] │  **MACD指标**：DIF：0.0019, DEA：-0.0022, 柱状图：0.0082, 状态：0轴上方,     │
[2026-01-05 17:49:46.837] │  信号：无                                                                    │
[2026-01-05 17:49:46.837] │  **RSI指标**：RSI值：54.22, 状态：正常                                       │
[2026-01-05 17:49:46.837] │  **均线系统**：SMA5：0.977元, SMA10：0.965元, SMA20：0.958元,                │
[2026-01-05 17:49:46.837] │  SMA60：0.971元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.837] │  **成交量**：量比：0.81, 量价关系：价涨量增, 振幅：1.56%（实时行情）,        │
[2026-01-05 17:49:46.837] │  换手率：3.54%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.837] │  **布林带**：当前价：0.978元（实时行情）, 上轨：0.992元, 中轨：0.958元,      │
[2026-01-05 17:49:46.837] │  下轨：0.925元, %B值：0.79, 位置：中轨附近                                   │
[2026-01-05 17:49:46.837] │  **EMA系统**：EMA5：0.972元, EMA10：0.967元, EMA20：0.964元, 排列：多头,     │
[2026-01-05 17:49:46.837] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.837] │  **ATR指标**：ATR值：0.0196元, ATR百分比：2.00%, 波动性：中                  │
[2026-01-05 17:49:46.837] │  **KDJ指标**：K值：64.97, D值：66.79, J值：61.33, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.837] │  **OBV指标**：OBV值：49636784, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.837] │  **CCI指标**：CCI值：91.16, 状态：正常                                       │
[2026-01-05 17:49:46.837] │  **威廉指标**：%R值：-25.97, 状态：正常                                      │
[2026-01-05 17:49:46.837] │  **价格位置**：位置值：0.80, 描述：高位                                      │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  ============================================================ ETF #2:        │
[2026-01-05 17:49:46.837] │  sh516970 - 基建50ETF                                                        │
[2026-01-05 17:49:46.837] │  ============================================================                │
[2026-01-05 17:49:46.837] │  **实时行情数据**：最新价：1.188元, 涨跌幅：0.17%, 量比：1.40, 振幅：0.84%,  │
[2026-01-05 17:49:46.837] │  换手率：3.59%                                                               │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.837] │  **MACD指标**：DIF：0.0032, DEA：-0.0004, 柱状图：0.0073, 状态：0轴上方,     │
[2026-01-05 17:49:46.837] │  信号：无                                                                    │
[2026-01-05 17:49:46.837] │  **RSI指标**：RSI值：56.27, 状态：正常                                       │
[2026-01-05 17:49:46.837] │  **均线系统**：SMA5：1.187元, SMA10：1.182元, SMA20：1.170元,                │
[2026-01-05 17:49:46.837] │  SMA60：1.188元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.837] │  **成交量**：量比：1.40, 量价关系：价涨量增, 振幅：0.84%（实时行情）,        │
[2026-01-05 17:49:46.837] │  换手率：3.59%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.837] │  **布林带**：当前价：1.188元（实时行情）, 上轨：1.200元, 中轨：1.170元,      │
[2026-01-05 17:49:46.837] │  下轨：1.141元, %B值：0.80, 位置：中轨附近                                   │
[2026-01-05 17:49:46.837] │  **EMA系统**：EMA5：1.185元, EMA10：1.181元, EMA20：1.176元, 排列：多头,     │
[2026-01-05 17:49:46.837] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.837] │  **ATR指标**：ATR值：0.0128元, ATR百分比：1.08%, 波动性：低                  │
[2026-01-05 17:49:46.837] │  **KDJ指标**：K值：69.65, D值：74.75, J值：59.45, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.837] │  **OBV指标**：OBV值：622374, 趋势：上升, 背离：无                            │
[2026-01-05 17:49:46.837] │  **CCI指标**：CCI值：84.20, 状态：正常                                       │
[2026-01-05 17:49:46.837] │  **威廉指标**：%R值：-20.00, 状态：正常                                      │
[2026-01-05 17:49:46.837] │  **价格位置**：位置值：0.90, 描述：高位                                      │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  ============================================================ ETF #3:        │
[2026-01-05 17:49:46.837] │  sh512690 - 酒ETF                                                            │
[2026-01-05 17:49:46.837] │  ============================================================                │
[2026-01-05 17:49:46.837] │  **实时行情数据**：最新价：0.546元, 涨跌幅：1.87%, 量比：1.57, 振幅：2.05%,  │
[2026-01-05 17:49:46.837] │  换手率：6.30%                                                               │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.837] │  **MACD指标**：DIF：-0.0084, DEA：-0.0084, 柱状图：0.0000, 状态：0轴下方,    │
[2026-01-05 17:49:46.837] │  信号：金叉                                                                  │
[2026-01-05 17:49:46.837] │  **RSI指标**：RSI值：39.82, 状态：正常                                       │
[2026-01-05 17:49:46.837] │  **均线系统**：SMA5：0.543元, SMA10：0.548元, SMA20：0.551元,                │
[2026-01-05 17:49:46.837] │  SMA60：0.575元, 排列：空头, 价格与均线关系：下方                            │
[2026-01-05 17:49:46.837] │  **成交量**：量比：1.57, 量价关系：价涨量增, 振幅：2.05%（实时行情）,        │
[2026-01-05 17:49:46.837] │  换手率：6.30%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.837] │  **布林带**：当前价：0.546元（实时行情）, 上轨：0.562元, 中轨：0.551元,      │
[2026-01-05 17:49:46.837] │  下轨：0.539元, %B值：0.31, 位置：中轨附近                                   │
[2026-01-05 17:49:46.837] │  **EMA系统**：EMA5：0.544元, EMA10：0.547元, EMA20：0.553元, 排列：空头,     │
[2026-01-05 17:49:46.837] │  价格与EMA关系：下方                                                         │
[2026-01-05 17:49:46.837] │  **ATR指标**：ATR值：0.0067元, ATR百分比：1.23%, 波动性：低                  │
[2026-01-05 17:49:46.837] │  **KDJ指标**：K值：27.85, D值：26.60, J值：30.34, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.837] │  **OBV指标**：OBV值：-108064260, 趋势：上升, 背离：无                        │
[2026-01-05 17:49:46.837] │  **CCI指标**：CCI值：-127.44, 状态：弱势                                     │
[2026-01-05 17:49:46.837] │  **威廉指标**：%R值：-57.69, 状态：正常                                      │
[2026-01-05 17:49:46.837] │  **价格位置**：位置值：0.91, 描述：高位                                      │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  ============================================================ ETF #4:        │
[2026-01-05 17:49:46.837] │  sz159865 - 养殖ETF                                                          │
[2026-01-05 17:49:46.837] │  ============================================================                │
[2026-01-05 17:49:46.837] │  **实时行情数据**：最新价：0.634元, 涨跌幅：0.48%, 量比：1.06, 振幅：0.79%,  │
[2026-01-05 17:49:46.837] │  换手率：3.47%                                                               │
[2026-01-05 17:49:46.837] │                                                                              │
[2026-01-05 17:49:46.837] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.837] │  **MACD指标**：DIF：-0.0018, DEA：-0.0023, 柱状图：0.0010, 状态：0轴下方,    │
[2026-01-05 17:49:46.837] │  信号：无                                                                    │
[2026-01-05 17:49:46.837] │  **RSI指标**：RSI值：47.61, 状态：正常                                       │
[2026-01-05 17:49:46.837] │  **均线系统**：SMA5：0.634元, SMA10：0.635元, SMA20：0.634元,                │
[2026-01-05 17:49:46.837] │  SMA60：0.643元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.837] │  **成交量**：量比：1.06, 量价关系：价涨量增, 振幅：0.79%（实时行情）,        │
[2026-01-05 17:49:46.837] │  换手率：3.47%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.837] │  **布林带**：当前价：0.634元（实时行情）, 上轨：0.642元, 中轨：0.634元,      │
[2026-01-05 17:49:46.837] │  下轨：0.626元, %B值：0.50, 位置：中轨附近                                   │
[2026-01-05 17:49:46.837] │  **EMA系统**：EMA5：0.634元, EMA10：0.634元, EMA20：0.635元, 排列：空头,     │
[2026-01-05 17:49:46.838] │  价格与EMA关系：下方                                                         │
[2026-01-05 17:49:46.838] │  **ATR指标**：ATR值：0.0104元, ATR百分比：1.63%, 波动性：中                  │
[2026-01-05 17:49:46.838] │  **KDJ指标**：K值：40.27, D值：42.05, J值：36.71, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.838] │  **OBV指标**：OBV值：-14514695, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.838] │  **CCI指标**：CCI值：-20.72, 状态：正常                                      │
[2026-01-05 17:49:46.838] │  **威廉指标**：%R值：-61.90, 状态：正常                                      │
[2026-01-05 17:49:46.838] │  **价格位置**：位置值：0.80, 描述：高位                                      │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  ============================================================ ETF #5:        │
[2026-01-05 17:49:46.838] │  sh512480 - 半导体ETF                                                        │
[2026-01-05 17:49:46.838] │  ============================================================                │
[2026-01-05 17:49:46.838] │  **实时行情数据**：最新价：1.530元, 涨跌幅：4.51%, 量比：1.38, 振幅：3.28%,  │
[2026-01-05 17:49:46.838] │  换手率：8.61%                                                               │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.838] │  **MACD指标**：DIF：0.0194, DEA：0.0096, 柱状图：0.0197, 状态：0轴上方,      │
[2026-01-05 17:49:46.838] │  信号：无                                                                    │
[2026-01-05 17:49:46.838] │  **RSI指标**：RSI值：65.73, 状态：正常                                       │
[2026-01-05 17:49:46.838] │  **均线系统**：SMA5：1.482元, SMA10：1.464元, SMA20：1.441元,                │
[2026-01-05 17:49:46.838] │  SMA60：1.442元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.838] │  **成交量**：量比：1.38, 量价关系：价涨量增, 振幅：3.28%（实时行情）,        │
[2026-01-05 17:49:46.838] │  换手率：8.61%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.838] │  **布林带**：当前价：1.530元（实时行情）, 上轨：1.513元, 中轨：1.441元,      │
[2026-01-05 17:49:46.838] │  下轨：1.369元, %B值：1.12, 位置：上轨附近                                   │
[2026-01-05 17:49:46.838] │  **EMA系统**：EMA5：1.488元, EMA10：1.469元, EMA20：1.449元, 排列：多头,     │
[2026-01-05 17:49:46.838] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.838] │  **ATR指标**：ATR值：0.0339元, ATR百分比：2.21%, 波动性：中                  │
[2026-01-05 17:49:46.838] │  **KDJ指标**：K值：85.99, D值：81.84, J值：94.29, 状态：超买, 信号：金叉     │
[2026-01-05 17:49:46.838] │  **OBV指标**：OBV值：149756, 趋势：上升, 背离：无                            │
[2026-01-05 17:49:46.838] │  **CCI指标**：CCI值：180.37, 状态：强势                                      │
[2026-01-05 17:49:46.838] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.838] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  ============================================================ ETF #6:        │
[2026-01-05 17:49:46.838] │  sz159766 - 旅游ETF                                                          │
[2026-01-05 17:49:46.838] │  ============================================================                │
[2026-01-05 17:49:46.838] │  **实时行情数据**：最新价：0.800元, 涨跌幅：-1.11%, 量比：1.32,              │
[2026-01-05 17:49:46.838] │  振幅：2.22%, 换手率：7.76%                                                  │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.838] │  **MACD指标**：DIF：0.0113, DEA：0.0091, 柱状图：0.0043, 状态：0轴上方,      │
[2026-01-05 17:49:46.838] │  信号：无                                                                    │
[2026-01-05 17:49:46.838] │  **RSI指标**：RSI值：58.88, 状态：正常                                       │
[2026-01-05 17:49:46.838] │  **均线系统**：SMA5：0.798元, SMA10：0.796元, SMA20：0.776元,                │
[2026-01-05 17:49:46.838] │  SMA60：0.758元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.838] │  **成交量**：量比：1.32, 量价关系：价跌量缩, 振幅：2.22%（实时行情）,        │
[2026-01-05 17:49:46.838] │  换手率：7.76%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.838] │  **布林带**：当前价：0.800元（实时行情）, 上轨：0.821元, 中轨：0.776元,      │
[2026-01-05 17:49:46.838] │  下轨：0.732元, %B值：0.77, 位置：中轨附近                                   │
[2026-01-05 17:49:46.838] │  **EMA系统**：EMA5：0.798元, EMA10：0.792元, EMA20：0.783元, 排列：多头,     │
[2026-01-05 17:49:46.838] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.838] │  **ATR指标**：ATR值：0.0165元, ATR百分比：2.06%, 波动性：中                  │
[2026-01-05 17:49:46.838] │  **KDJ指标**：K值：73.11, D值：72.98, J值：73.37, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.838] │  **OBV指标**：OBV值：22796308, 趋势：下降, 背离：无                          │
[2026-01-05 17:49:46.838] │  **CCI指标**：CCI值：87.43, 状态：正常                                       │
[2026-01-05 17:49:46.838] │  **威廉指标**：%R值：-15.71, 状态：超买                                      │
[2026-01-05 17:49:46.838] │  **价格位置**：位置值：0.50, 描述：中位                                      │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  ============================================================ ETF #7:        │
[2026-01-05 17:49:46.838] │  sh515030 - 新能源车ETF                                                      │
[2026-01-05 17:49:46.838] │  ============================================================                │
[2026-01-05 17:49:46.838] │  **实时行情数据**：最新价：1.914元, 涨跌幅：2.35%, 量比：0.92, 振幅：2.57%,  │
[2026-01-05 17:49:46.838] │  换手率：4.94%                                                               │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.838] │  **MACD指标**：DIF：0.0202, DEA：0.0046, 柱状图：0.0312, 状态：0轴上方,      │
[2026-01-05 17:49:46.838] │  信号：无                                                                    │
[2026-01-05 17:49:46.838] │  **RSI指标**：RSI值：62.41, 状态：正常                                       │
[2026-01-05 17:49:46.838] │  **均线系统**：SMA5：1.879元, SMA10：1.843元, SMA20：1.808元,                │
[2026-01-05 17:49:46.838] │  SMA60：1.821元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.838] │  **成交量**：量比：0.92, 量价关系：价涨量增, 振幅：2.57%（实时行情）,        │
[2026-01-05 17:49:46.838] │  换手率：4.94%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.838] │  **布林带**：当前价：1.914元（实时行情）, 上轨：1.914元, 中轨：1.808元,      │
[2026-01-05 17:49:46.838] │  下轨：1.701元, %B值：1.00, 位置：上轨附近                                   │
[2026-01-05 17:49:46.838] │  **EMA系统**：EMA5：1.877元, EMA10：1.851元, EMA20：1.828元, 排列：多头,     │
[2026-01-05 17:49:46.838] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.838] │  **ATR指标**：ATR值：0.0446元, ATR百分比：2.33%, 波动性：中                  │
[2026-01-05 17:49:46.838] │  **KDJ指标**：K值：87.66, D值：81.55, J值：99.88, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.838] │  **OBV指标**：OBV值：10790671, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.838] │  **CCI指标**：CCI值：154.96, 状态：强势                                      │
[2026-01-05 17:49:46.838] │  **威廉指标**：%R值：-1.38, 状态：超买                                       │
[2026-01-05 17:49:46.838] │  **价格位置**：位置值：0.94, 描述：高位                                      │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  ============================================================ ETF #8:        │
[2026-01-05 17:49:46.838] │  sh561510 - 中药ETF华泰柏瑞                                                  │
[2026-01-05 17:49:46.838] │  ============================================================                │
[2026-01-05 17:49:46.838] │  **实时行情数据**：最新价：1.037元, 涨跌幅：1.87%, 量比：1.18, 振幅：1.96%,  │
[2026-01-05 17:49:46.838] │  换手率：2.96%                                                               │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.838] │  **MACD指标**：DIF：-0.0077, DEA：-0.0080, 柱状图：0.0005, 状态：0轴下方,    │
[2026-01-05 17:49:46.838] │  信号：金叉                                                                  │
[2026-01-05 17:49:46.838] │  **RSI指标**：RSI值：48.15, 状态：正常                                       │
[2026-01-05 17:49:46.838] │  **均线系统**：SMA5：1.027元, SMA10：1.030元, SMA20：1.036元,                │
[2026-01-05 17:49:46.838] │  SMA60：1.054元, 排列：空头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.838] │  **成交量**：量比：1.18, 量价关系：价涨量平, 振幅：1.96%（实时行情）,        │
[2026-01-05 17:49:46.838] │  换手率：2.96%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.838] │  **布林带**：当前价：1.037元（实时行情）, 上轨：1.055元, 中轨：1.036元,      │
[2026-01-05 17:49:46.838] │  下轨：1.016元, %B值：0.54, 位置：中轨附近                                   │
[2026-01-05 17:49:46.838] │  **EMA系统**：EMA5：1.029元, EMA10：1.030元, EMA20：1.036元, 排列：空头,     │
[2026-01-05 17:49:46.838] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.838] │  **ATR指标**：ATR值：0.0089元, ATR百分比：0.86%, 波动性：低                  │
[2026-01-05 17:49:46.838] │  **KDJ指标**：K值：42.85, D值：38.48, J值：51.60, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.838] │  **OBV指标**：OBV值：147912, 趋势：上升, 背离：无                            │
[2026-01-05 17:49:46.838] │  **CCI指标**：CCI值：-47.62, 状态：正常                                      │
[2026-01-05 17:49:46.838] │  **威廉指标**：%R值：-20.00, 状态：正常                                      │
[2026-01-05 17:49:46.838] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  ============================================================ ETF #9:        │
[2026-01-05 17:49:46.838] │  sz159852 - 软件ETF                                                          │
[2026-01-05 17:49:46.838] │  ============================================================                │
[2026-01-05 17:49:46.838] │  **实时行情数据**：最新价：0.895元, 涨跌幅：3.59%, 量比：1.36, 振幅：3.36%,  │
[2026-01-05 17:49:46.838] │  换手率：7.88%                                                               │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.838] │  **MACD指标**：DIF：-0.0001, DEA：-0.0071, 柱状图：0.0139, 状态：0轴下方,    │
[2026-01-05 17:49:46.838] │  信号：无                                                                    │
[2026-01-05 17:49:46.838] │  **RSI指标**：RSI值：64.39, 状态：正常                                       │
[2026-01-05 17:49:46.838] │  **均线系统**：SMA5：0.865元, SMA10：0.852元, SMA20：0.848元,                │
[2026-01-05 17:49:46.838] │  SMA60：0.878元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.838] │  **成交量**：量比：1.36, 量价关系：价涨量增, 振幅：3.36%（实时行情）,        │
[2026-01-05 17:49:46.838] │  换手率：7.88%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.838] │  **布林带**：当前价：0.895元（实时行情）, 上轨：0.878元, 中轨：0.848元,      │
[2026-01-05 17:49:46.838] │  下轨：0.817元, %B值：1.28, 位置：上轨附近                                   │
[2026-01-05 17:49:46.838] │  **EMA系统**：EMA5：0.869元, EMA10：0.858元, EMA20：0.855元, 排列：多头,     │
[2026-01-05 17:49:46.838] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.838] │  **ATR指标**：ATR值：0.0140元, ATR百分比：1.56%, 波动性：中                  │
[2026-01-05 17:49:46.838] │  **KDJ指标**：K值：88.64, D值：78.78, J值：108.37, 状态：正常, 信号：无      │
[2026-01-05 17:49:46.838] │  **OBV指标**：OBV值：62319304, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.838] │  **CCI指标**：CCI值：259.51, 状态：强势                                      │
[2026-01-05 17:49:46.838] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.838] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  ============================================================ ETF #10:       │
[2026-01-05 17:49:46.838] │  sh561800 - 稀有金属ETF基金                                                  │
[2026-01-05 17:49:46.838] │  ============================================================                │
[2026-01-05 17:49:46.838] │  **实时行情数据**：最新价：1.018元, 涨跌幅：2.93%, 量比：0.97, 振幅：2.63%,  │
[2026-01-05 17:49:46.838] │  换手率：10.31%                                                              │
[2026-01-05 17:49:46.838] │                                                                              │
[2026-01-05 17:49:46.838] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.838] │  **MACD指标**：DIF：0.0225, DEA：0.0157, 柱状图：0.0135, 状态：0轴上方,      │
[2026-01-05 17:49:46.838] │  信号：无                                                                    │
[2026-01-05 17:49:46.838] │  **RSI指标**：RSI值：66.36, 状态：正常                                       │
[2026-01-05 17:49:46.838] │  **均线系统**：SMA5：0.994元, SMA10：0.980元, SMA20：0.949元,                │
[2026-01-05 17:49:46.838] │  SMA60：0.922元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.838] │  **成交量**：量比：0.97, 量价关系：价涨量增, 振幅：2.63%（实时行情）,        │
[2026-01-05 17:49:46.838] │  换手率：10.31%（实时行情）, 数据来源：实时行情接口获取                      │
[2026-01-05 17:49:46.838] │  **布林带**：当前价：1.018元（实时行情）, 上轨：1.020元, 中轨：0.949元,      │
[2026-01-05 17:49:46.838] │  下轨：0.877元, %B值：0.98, 位置：上轨附近                                   │
[2026-01-05 17:49:46.838] │  **EMA系统**：EMA5：0.994元, EMA10：0.979元, EMA20：0.959元, 排列：多头,     │
[2026-01-05 17:49:46.838] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.839] │  **ATR指标**：ATR值：0.0285元, ATR百分比：2.80%, 波动性：中                  │
[2026-01-05 17:49:46.839] │  **KDJ指标**：K值：84.79, D值：81.43, J值：91.49, 状态：超买, 信号：金叉     │
[2026-01-05 17:49:46.839] │  **OBV指标**：OBV值：547542, 趋势：上升, 背离：无                            │
[2026-01-05 17:49:46.839] │  **CCI指标**：CCI值：133.76, 状态：强势                                      │
[2026-01-05 17:49:46.839] │  **威廉指标**：%R值：-0.72, 状态：超买                                       │
[2026-01-05 17:49:46.839] │  **价格位置**：位置值：0.96, 描述：高位                                      │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  ============================================================ ETF #11:       │
[2026-01-05 17:49:46.839] │  sh512200 - 房地产ETF                                                        │
[2026-01-05 17:49:46.839] │  ============================================================                │
[2026-01-05 17:49:46.839] │  **实时行情数据**：最新价：1.514元, 涨跌幅：1.00%, 量比：0.96, 振幅：1.73%,  │
[2026-01-05 17:49:46.839] │  换手率：3.77%                                                               │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.839] │  **MACD指标**：DIF：-0.0131, DEA：-0.0212, 柱状图：0.0162, 状态：0轴下方,    │
[2026-01-05 17:49:46.839] │  信号：无                                                                    │
[2026-01-05 17:49:46.839] │  **RSI指标**：RSI值：51.95, 状态：正常                                       │
[2026-01-05 17:49:46.839] │  **均线系统**：SMA5：1.498元, SMA10：1.490元, SMA20：1.486元,                │
[2026-01-05 17:49:46.839] │  SMA60：1.560元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.839] │  **成交量**：量比：0.96, 量价关系：价涨量平, 振幅：1.73%（实时行情）,        │
[2026-01-05 17:49:46.839] │  换手率：3.77%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.839] │  **布林带**：当前价：1.514元（实时行情）, 上轨：1.534元, 中轨：1.486元,      │
[2026-01-05 17:49:46.839] │  下轨：1.437元, %B值：0.79, 位置：中轨附近                                   │
[2026-01-05 17:49:46.839] │  **EMA系统**：EMA5：1.498元, EMA10：1.492元, EMA20：1.498元, 排列：纠缠,     │
[2026-01-05 17:49:46.839] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.839] │  **ATR指标**：ATR值：0.0241元, ATR百分比：1.59%, 波动性：中                  │
[2026-01-05 17:49:46.839] │  **KDJ指标**：K值：76.65, D值：69.77, J值：90.40, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.839] │  **OBV指标**：OBV值：2539412, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.839] │  **CCI指标**：CCI值：92.51, 状态：正常                                       │
[2026-01-05 17:49:46.839] │  **威廉指标**：%R值：-6.19, 状态：超买                                       │
[2026-01-05 17:49:46.839] │  **价格位置**：位置值：0.77, 描述：高位                                      │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  ============================================================ ETF #12:       │
[2026-01-05 17:49:46.839] │  sh513050 - 中概互联网ETF                                                    │
[2026-01-05 17:49:46.839] │  ============================================================                │
[2026-01-05 17:49:46.839] │  **实时行情数据**：最新价：1.528元, 涨跌幅：4.16%, 量比：2.75, 振幅：1.77%,  │
[2026-01-05 17:49:46.839] │  换手率：7.46%                                                               │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.839] │  **MACD指标**：DIF：-0.0179, DEA：-0.0230, 柱状图：0.0103, 状态：0轴下方,    │
[2026-01-05 17:49:46.839] │  信号：无                                                                    │
[2026-01-05 17:49:46.839] │  **RSI指标**：RSI值：53.31, 状态：正常                                       │
[2026-01-05 17:49:46.839] │  **均线系统**：SMA5：1.488元, SMA10：1.488元, SMA20：1.499元,                │
[2026-01-05 17:49:46.839] │  SMA60：1.568元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.839] │  **成交量**：量比：2.75, 量价关系：价涨量增, 振幅：1.77%（实时行情）,        │
[2026-01-05 17:49:46.839] │  换手率：7.46%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.839] │  **布林带**：当前价：1.528元（实时行情）, 上轨：1.548元, 中轨：1.499元,      │
[2026-01-05 17:49:46.839] │  下轨：1.450元, %B值：0.80, 位置：中轨附近                                   │
[2026-01-05 17:49:46.839] │  **EMA系统**：EMA5：1.494元, EMA10：1.492元, EMA20：1.502元, 排列：纠缠,     │
[2026-01-05 17:49:46.839] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.839] │  **ATR指标**：ATR值：0.0234元, ATR百分比：1.53%, 波动性：中                  │
[2026-01-05 17:49:46.839] │  **KDJ指标**：K值：49.70, D值：38.02, J值：73.06, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.839] │  **OBV指标**：OBV值：-65045850, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.839] │  **CCI指标**：CCI值：72.03, 状态：正常                                       │
[2026-01-05 17:49:46.839] │  **威廉指标**：%R值：-4.48, 状态：超买                                       │
[2026-01-05 17:49:46.839] │  **价格位置**：位置值：0.88, 描述：高位                                      │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  ============================================================ ETF #13:       │
[2026-01-05 17:49:46.839] │  sh513360 - 教育ETF                                                          │
[2026-01-05 17:49:46.839] │  ============================================================                │
[2026-01-05 17:49:46.839] │  **实时行情数据**：最新价：0.547元, 涨跌幅：2.05%, 量比：2.36, 振幅：1.49%,  │
[2026-01-05 17:49:46.839] │  换手率：25.43%                                                              │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.839] │  **MACD指标**：DIF：-0.0016, DEA：-0.0028, 柱状图：0.0024, 状态：0轴下方,    │
[2026-01-05 17:49:46.839] │  信号：无                                                                    │
[2026-01-05 17:49:46.839] │  **RSI指标**：RSI值：59.04, 状态：正常                                       │
[2026-01-05 17:49:46.839] │  **均线系统**：SMA5：0.538元, SMA10：0.537元, SMA20：0.537元,                │
[2026-01-05 17:49:46.839] │  SMA60：0.548元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.839] │  **成交量**：量比：2.36, 量价关系：价涨量增, 振幅：1.49%（实时行情）,        │
[2026-01-05 17:49:46.839] │  换手率：25.43%（实时行情）, 数据来源：实时行情接口获取                      │
[2026-01-05 17:49:46.839] │  **布林带**：当前价：0.547元（实时行情）, 上轨：0.544元, 中轨：0.537元,      │
[2026-01-05 17:49:46.839] │  下轨：0.531元, %B值：1.22, 位置：上轨附近                                   │
[2026-01-05 17:49:46.839] │  **EMA系统**：EMA5：0.539元, EMA10：0.538元, EMA20：0.539元, 排列：纠缠,     │
[2026-01-05 17:49:46.839] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.839] │  **ATR指标**：ATR值：0.0059元, ATR百分比：1.08%, 波动性：低                  │
[2026-01-05 17:49:46.839] │  **KDJ指标**：K值：49.56, D值：37.11, J值：74.47, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.839] │  **OBV指标**：OBV值：7308818, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.839] │  **CCI指标**：CCI值：241.42, 状态：强势                                      │
[2026-01-05 17:49:46.839] │  **威廉指标**：%R值：-5.88, 状态：超买                                       │
[2026-01-05 17:49:46.839] │  **价格位置**：位置值：0.88, 描述：高位                                      │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  ============================================================ ETF #14:       │
[2026-01-05 17:49:46.839] │  sh515220 - 煤炭ETF                                                          │
[2026-01-05 17:49:46.839] │  ============================================================                │
[2026-01-05 17:49:46.839] │  **实时行情数据**：最新价：1.034元, 涨跌幅：0.58%, 量比：0.90, 振幅：0.88%,  │
[2026-01-05 17:49:46.839] │  换手率：3.48%                                                               │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.839] │  **MACD指标**：DIF：-0.0294, DEA：-0.0272, 柱状图：-0.0042, 状态：0轴下方,   │
[2026-01-05 17:49:46.839] │  信号：无                                                                    │
[2026-01-05 17:49:46.839] │  **RSI指标**：RSI值：30.48, 状态：正常                                       │
[2026-01-05 17:49:46.839] │  **均线系统**：SMA5：1.036元, SMA10：1.052元, SMA20：1.073元,                │
[2026-01-05 17:49:46.839] │  SMA60：1.145元, 排列：空头, 价格与均线关系：下方                            │
[2026-01-05 17:49:46.839] │  **成交量**：量比：0.90, 量价关系：价涨量增, 振幅：0.88%（实时行情）,        │
[2026-01-05 17:49:46.839] │  换手率：3.48%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.839] │  **布林带**：当前价：1.034元（实时行情）, 上轨：1.135元, 中轨：1.073元,      │
[2026-01-05 17:49:46.839] │  下轨：1.012元, %B值：0.18, 位置：下轨附近                                   │
[2026-01-05 17:49:46.839] │  **EMA系统**：EMA5：1.037元, EMA10：1.049元, EMA20：1.072元, 排列：空头,     │
[2026-01-05 17:49:46.839] │  价格与EMA关系：下方                                                         │
[2026-01-05 17:49:46.839] │  **ATR指标**：ATR值：0.0162元, ATR百分比：1.57%, 波动性：中                  │
[2026-01-05 17:49:46.839] │  **KDJ指标**：K值：14.42, D值：18.80, J值：5.65, 状态：超卖, 信号：无        │
[2026-01-05 17:49:46.839] │  **OBV指标**：OBV值：-48176485, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.839] │  **CCI指标**：CCI值：-102.14, 状态：弱势                                     │
[2026-01-05 17:49:46.839] │  **威廉指标**：%R值：-86.84, 状态：超卖                                      │
[2026-01-05 17:49:46.839] │  **价格位置**：位置值：0.67, 描述：中位                                      │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  ============================================================ ETF #15:       │
[2026-01-05 17:49:46.839] │  sh515210 - 钢铁ETF                                                          │
[2026-01-05 17:49:46.839] │  ============================================================                │
[2026-01-05 17:49:46.839] │  **实时行情数据**：最新价：1.451元, 涨跌幅：0.00%, 量比：0.58, 振幅：1.38%,  │
[2026-01-05 17:49:46.839] │  换手率：2.66%                                                               │
[2026-01-05 17:49:46.839] │                                                                              │
[2026-01-05 17:49:46.839] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.839] │  **MACD指标**：DIF：-0.0066, DEA：-0.0083, 柱状图：0.0035, 状态：0轴下方,    │
[2026-01-05 17:49:46.839] │  信号：无                                                                    │
[2026-01-05 17:49:46.839] │  **RSI指标**：RSI值：47.51, 状态：正常                                       │
[2026-01-05 17:49:46.839] │  **均线系统**：SMA5：1.452元, SMA10：1.455元, SMA20：1.450元,                │
[2026-01-05 17:49:46.839] │  SMA60：1.477元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.839] │  **成交量**：量比：0.58, 量价关系：价平量平, 振幅：1.38%（实时行情）,        │
[2026-01-05 17:49:46.839] │  换手率：2.66%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.839] │  **布林带**：当前价：1.451元（实时行情）, 上轨：1.485元, 中轨：1.450元,      │
[2026-01-05 17:49:46.839] │  下轨：1.415元, %B值：0.51, 位置：中轨附近                                   │
[2026-01-05 17:49:46.839] │  **EMA系统**：EMA5：1.451元, EMA10：1.451元, EMA20：1.455元, 排列：空头,     │
[2026-01-05 17:49:46.839] │  价格与EMA关系：下方                                                         │
[2026-01-05 17:49:46.839] │  **ATR指标**：ATR值：0.0272元, ATR百分比：1.88%, 波动性：中                  │
[2026-01-05 17:49:46.839] │  **KDJ指标**：K值：48.63, D值：48.85, J值：48.20, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.839] │  **OBV指标**：OBV值：407838, 趋势：持平, 背离：无                            │
[2026-01-05 17:49:46.839] │  **CCI指标**：CCI值：5.30, 状态：正常                                        │
[2026-01-05 17:49:46.839] │  **威廉指标**：%R值：-51.19, 状态：正常                                      │
[2026-01-05 17:49:46.840] │  **价格位置**：位置值：0.55, 描述：中位                                      │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  ============================================================ ETF #16:       │
[2026-01-05 17:49:46.840] │  sz159996 - 家电ETF                                                          │
[2026-01-05 17:49:46.840] │  ============================================================                │
[2026-01-05 17:49:46.840] │  **实时行情数据**：最新价：1.578元, 涨跌幅：0.83%, 量比：0.92, 振幅：1.09%,  │
[2026-01-05 17:49:46.840] │  换手率：5.01%                                                               │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.840] │  **MACD指标**：DIF：0.0131, DEA：0.0067, 柱状图：0.0128, 状态：0轴上方,      │
[2026-01-05 17:49:46.840] │  信号：无                                                                    │
[2026-01-05 17:49:46.840] │  **RSI指标**：RSI值：67.65, 状态：正常                                       │
[2026-01-05 17:49:46.840] │  **均线系统**：SMA5：1.553元, SMA10：1.537元, SMA20：1.525元,                │
[2026-01-05 17:49:46.840] │  SMA60：1.514元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.840] │  **成交量**：量比：0.92, 量价关系：价涨量缩, 振幅：1.09%（实时行情）,        │
[2026-01-05 17:49:46.840] │  换手率：5.01%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.840] │  **布林带**：当前价：1.578元（实时行情）, 上轨：1.568元, 中轨：1.525元,      │
[2026-01-05 17:49:46.840] │  下轨：1.482元, %B值：1.11, 位置：上轨附近                                   │
[2026-01-05 17:49:46.840] │  **EMA系统**：EMA5：1.557元, EMA10：1.543元, EMA20：1.530元, 排列：多头,     │
[2026-01-05 17:49:46.840] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.840] │  **ATR指标**：ATR值：0.0185元, ATR百分比：1.17%, 波动性：低                  │
[2026-01-05 17:49:46.840] │  **KDJ指标**：K值：92.10, D值：85.19, J值：105.92, 状态：超买, 信号：无      │
[2026-01-05 17:49:46.840] │  **OBV指标**：OBV值：3407572, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.840] │  **CCI指标**：CCI值：231.00, 状态：强势                                      │
[2026-01-05 17:49:46.840] │  **威廉指标**：%R值：-2.17, 状态：超买                                       │
[2026-01-05 17:49:46.840] │  **价格位置**：位置值：0.88, 描述：高位                                      │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  ============================================================ ETF #17:       │
[2026-01-05 17:49:46.840] │  sz159869 - 游戏ETF                                                          │
[2026-01-05 17:49:46.840] │  ============================================================                │
[2026-01-05 17:49:46.840] │  **实时行情数据**：最新价：1.504元, 涨跌幅：4.44%, 量比：1.62, 振幅：3.75%,  │
[2026-01-05 17:49:46.840] │  换手率：7.00%                                                               │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.840] │  **MACD指标**：DIF：0.0137, DEA：0.0066, 柱状图：0.0141, 状态：0轴上方,      │
[2026-01-05 17:49:46.840] │  信号：无                                                                    │
[2026-01-05 17:49:46.840] │  **RSI指标**：RSI值：66.30, 状态：正常                                       │
[2026-01-05 17:49:46.840] │  **均线系统**：SMA5：1.451元, SMA10：1.445元, SMA20：1.422元,                │
[2026-01-05 17:49:46.840] │  SMA60：1.423元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.840] │  **成交量**：量比：1.62, 量价关系：价涨量增, 振幅：3.75%（实时行情）,        │
[2026-01-05 17:49:46.840] │  换手率：7.00%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.840] │  **布林带**：当前价：1.504元（实时行情）, 上轨：1.483元, 中轨：1.422元,      │
[2026-01-05 17:49:46.840] │  下轨：1.362元, %B值：1.18, 位置：上轨附近                                   │
[2026-01-05 17:49:46.840] │  **EMA系统**：EMA5：1.460元, EMA10：1.445元, EMA20：1.431元, 排列：多头,     │
[2026-01-05 17:49:46.840] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.840] │  **ATR指标**：ATR值：0.0360元, ATR百分比：2.39%, 波动性：中                  │
[2026-01-05 17:49:46.840] │  **KDJ指标**：K值：77.24, D值：73.20, J值：85.31, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.840] │  **OBV指标**：OBV值：-4626314, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.840] │  **CCI指标**：CCI值：201.13, 状态：强势                                      │
[2026-01-05 17:49:46.840] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.840] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  ============================================================ ETF #18:       │
[2026-01-05 17:49:46.840] │  sh512880 - 证券ETF                                                          │
[2026-01-05 17:49:46.840] │  ============================================================                │
[2026-01-05 17:49:46.840] │  **实时行情数据**：最新价：1.235元, 涨跌幅：1.98%, 量比：1.51, 振幅：1.73%,  │
[2026-01-05 17:49:46.840] │  换手率：5.04%                                                               │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.840] │  **MACD指标**：DIF：0.0042, DEA：0.0009, 柱状图：0.0066, 状态：0轴上方,      │
[2026-01-05 17:49:46.840] │  信号：无                                                                    │
[2026-01-05 17:49:46.840] │  **RSI指标**：RSI值：58.80, 状态：正常                                       │
[2026-01-05 17:49:46.840] │  **均线系统**：SMA5：1.223元, SMA10：1.218元, SMA20：1.210元,                │
[2026-01-05 17:49:46.840] │  SMA60：1.223元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.840] │  **成交量**：量比：1.51, 量价关系：价涨量增, 振幅：1.73%（实时行情）,        │
[2026-01-05 17:49:46.840] │  换手率：5.04%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.840] │  **布林带**：当前价：1.235元（实时行情）, 上轨：1.234元, 中轨：1.210元,      │
[2026-01-05 17:49:46.840] │  下轨：1.186元, %B值：1.01, 位置：上轨附近                                   │
[2026-01-05 17:49:46.840] │  **EMA系统**：EMA5：1.222元, EMA10：1.218元, EMA20：1.213元, 排列：多头,     │
[2026-01-05 17:49:46.840] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.840] │  **ATR指标**：ATR值：0.0179元, ATR百分比：1.45%, 波动性：低                  │
[2026-01-05 17:49:46.840] │  **KDJ指标**：K值：58.15, D值：57.48, J值：59.48, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.840] │  **OBV指标**：OBV值：3128565, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.840] │  **CCI指标**：CCI值：129.77, 状态：强势                                      │
[2026-01-05 17:49:46.840] │  **威廉指标**：%R值：-12.96, 状态：超买                                      │
[2026-01-05 17:49:46.840] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  ============================================================ ETF #19:       │
[2026-01-05 17:49:46.840] │  sz159870 - 化工ETF                                                          │
[2026-01-05 17:49:46.840] │  ============================================================                │
[2026-01-05 17:49:46.840] │  **实时行情数据**：最新价：0.833元, 涨跌幅：1.09%, 量比：1.35, 振幅：2.31%,  │
[2026-01-05 17:49:46.840] │  换手率：5.51%                                                               │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.840] │  **MACD指标**：DIF：0.0215, DEA：0.0147, 柱状图：0.0135, 状态：0轴上方,      │
[2026-01-05 17:49:46.840] │  信号：无                                                                    │
[2026-01-05 17:49:46.840] │  **RSI指标**：RSI值：72.45, 状态：超买                                       │
[2026-01-05 17:49:46.840] │  **均线系统**：SMA5：0.823元, SMA10：0.804元, SMA20：0.775元,                │
[2026-01-05 17:49:46.840] │  SMA60：0.747元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.840] │  **成交量**：量比：1.35, 量价关系：价涨量增, 振幅：2.31%（实时行情）,        │
[2026-01-05 17:49:46.840] │  换手率：5.51%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.840] │  **布林带**：当前价：0.833元（实时行情）, 上轨：0.843元, 中轨：0.775元,      │
[2026-01-05 17:49:46.840] │  下轨：0.708元, %B值：0.93, 位置：上轨附近                                   │
[2026-01-05 17:49:46.840] │  **EMA系统**：EMA5：0.821元, EMA10：0.806元, EMA20：0.786元, 排列：多头,     │
[2026-01-05 17:49:46.840] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.840] │  **ATR指标**：ATR值：0.0172元, ATR百分比：2.07%, 波动性：中                  │
[2026-01-05 17:49:46.840] │  **KDJ指标**：K值：91.39, D值：90.65, J值：92.87, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.840] │  **OBV指标**：OBV值：70406920, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.840] │  **CCI指标**：CCI值：133.52, 状态：强势                                      │
[2026-01-05 17:49:46.840] │  **威廉指标**：%R值：-6.03, 状态：超买                                       │
[2026-01-05 17:49:46.840] │  **价格位置**：位置值：0.63, 描述：中位                                      │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  ============================================================ ETF #20:       │
[2026-01-05 17:49:46.840] │  sz159667 - 工业母机ETF                                                      │
[2026-01-05 17:49:46.840] │  ============================================================                │
[2026-01-05 17:49:46.840] │  **实时行情数据**：最新价：1.619元, 涨跌幅：1.70%, 量比：0.56, 振幅：1.88%,  │
[2026-01-05 17:49:46.840] │  换手率：6.65%                                                               │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.840] │  **MACD指标**：DIF：0.0365, DEA：0.0233, 柱状图：0.0264, 状态：0轴上方,      │
[2026-01-05 17:49:46.840] │  信号：无                                                                    │
[2026-01-05 17:49:46.840] │  **RSI指标**：RSI值：69.63, 状态：正常                                       │
[2026-01-05 17:49:46.840] │  **均线系统**：SMA5：1.591元, SMA10：1.554元, SMA20：1.517元,                │
[2026-01-05 17:49:46.840] │  SMA60：1.481元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.840] │  **成交量**：量比：0.56, 量价关系：价涨量缩, 振幅：1.88%（实时行情）,        │
[2026-01-05 17:49:46.840] │  换手率：6.65%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.840] │  **布林带**：当前价：1.619元（实时行情）, 上轨：1.622元, 中轨：1.517元,      │
[2026-01-05 17:49:46.840] │  下轨：1.412元, %B值：0.99, 位置：上轨附近                                   │
[2026-01-05 17:49:46.840] │  **EMA系统**：EMA5：1.590元, EMA10：1.562元, EMA20：1.528元, 排列：多头,     │
[2026-01-05 17:49:46.840] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.840] │  **ATR指标**：ATR值：0.0349元, ATR百分比：2.16%, 波动性：中                  │
[2026-01-05 17:49:46.840] │  **KDJ指标**：K值：92.95, D值：89.36, J值：100.12, 状态：超买, 信号：无      │
[2026-01-05 17:49:46.840] │  **OBV指标**：OBV值：5218936, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.840] │  **CCI指标**：CCI值：157.21, 状态：强势                                      │
[2026-01-05 17:49:46.840] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.840] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.840] │                                                                              │
[2026-01-05 17:49:46.840] │  ============================================================ ETF #21:       │
[2026-01-05 17:49:46.840] │  sh513770 - 港股互联网ETF                                                    │
[2026-01-05 17:49:46.840] │  ============================================================                │
[2026-01-05 17:49:46.840] │  **实时行情数据**：最新价：0.542元, 涨跌幅：4.43%, 量比：2.53, 振幅：2.70%,  │
[2026-01-05 17:49:46.840] │  换手率：6.41%                                                               │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.841] │  **MACD指标**：DIF：-0.0081, DEA：-0.0101, 柱状图：0.0040, 状态：0轴下方,    │
[2026-01-05 17:49:46.841] │  信号：无                                                                    │
[2026-01-05 17:49:46.841] │  **RSI指标**：RSI值：51.95, 状态：正常                                       │
[2026-01-05 17:49:46.841] │  **均线系统**：SMA5：0.527元, SMA10：0.527元, SMA20：0.532元,                │
[2026-01-05 17:49:46.841] │  SMA60：0.563元, 排列：空头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.841] │  **成交量**：量比：2.53, 量价关系：价涨量增, 振幅：2.70%（实时行情）,        │
[2026-01-05 17:49:46.841] │  换手率：6.41%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.841] │  **布林带**：当前价：0.542元（实时行情）, 上轨：0.552元, 中轨：0.532元,      │
[2026-01-05 17:49:46.841] │  下轨：0.513元, %B值：0.74, 位置：中轨附近                                   │
[2026-01-05 17:49:46.841] │  **EMA系统**：EMA5：0.529元, EMA10：0.529元, EMA20：0.534元, 排列：纠缠,     │
[2026-01-05 17:49:46.841] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.841] │  **ATR指标**：ATR值：0.0094元, ATR百分比：1.73%, 波动性：中                  │
[2026-01-05 17:49:46.841] │  **KDJ指标**：K值：46.82, D值：33.41, J值：73.66, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.841] │  **OBV指标**：OBV值：-73618746, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.841] │  **CCI指标**：CCI值：46.16, 状态：正常                                       │
[2026-01-05 17:49:46.841] │  **威廉指标**：%R值：-4.00, 状态：超买                                       │
[2026-01-05 17:49:46.841] │  **价格位置**：位置值：0.93, 描述：高位                                      │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  ============================================================ ETF #22:       │
[2026-01-05 17:49:46.841] │  sh512800 - 银行ETF                                                          │
[2026-01-05 17:49:46.841] │  ============================================================                │
[2026-01-05 17:49:46.841] │  **实时行情数据**：最新价：0.820元, 涨跌幅：-0.36%, 量比：1.02,              │
[2026-01-05 17:49:46.841] │  振幅：1.22%, 换手率：5.08%                                                  │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.841] │  **MACD指标**：DIF：-0.0019, DEA：-0.0025, 柱状图：0.0012, 状态：0轴下方,    │
[2026-01-05 17:49:46.841] │  信号：无                                                                    │
[2026-01-05 17:49:46.841] │  **RSI指标**：RSI值：47.56, 状态：正常                                       │
[2026-01-05 17:49:46.841] │  **均线系统**：SMA5：0.821元, SMA10：0.821元, SMA20：0.820元,                │
[2026-01-05 17:49:46.841] │  SMA60：0.827元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.841] │  **成交量**：量比：1.02, 量价关系：价跌量增, 振幅：1.22%（实时行情）,        │
[2026-01-05 17:49:46.841] │  换手率：5.08%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.841] │  **布林带**：当前价：0.820元（实时行情）, 上轨：0.831元, 中轨：0.820元,      │
[2026-01-05 17:49:46.841] │  下轨：0.809元, %B值：0.51, 位置：中轨附近                                   │
[2026-01-05 17:49:46.841] │  **EMA系统**：EMA5：0.821元, EMA10：0.821元, EMA20：0.822元, 排列：纠缠,     │
[2026-01-05 17:49:46.841] │  价格与EMA关系：下方                                                         │
[2026-01-05 17:49:46.841] │  **ATR指标**：ATR值：0.0088元, ATR百分比：1.07%, 波动性：低                  │
[2026-01-05 17:49:46.841] │  **KDJ指标**：K值：61.38, D值：63.41, J值：57.32, 状态：正常, 信号：死叉     │
[2026-01-05 17:49:46.841] │  **OBV指标**：OBV值：49549880, 趋势：下降, 背离：无                          │
[2026-01-05 17:49:46.841] │  **CCI指标**：CCI值：41.18, 状态：正常                                       │
[2026-01-05 17:49:46.841] │  **威廉指标**：%R值：-34.78, 状态：正常                                      │
[2026-01-05 17:49:46.841] │  **价格位置**：位置值：0.20, 描述：低位                                      │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  ============================================================ ETF #23:       │
[2026-01-05 17:49:46.841] │  sz159652 - 有色50ETF                                                        │
[2026-01-05 17:49:46.841] │  ============================================================                │
[2026-01-05 17:49:46.841] │  **实时行情数据**：最新价：1.720元, 涨跌幅：2.75%, 量比：0.94, 振幅：2.33%,  │
[2026-01-05 17:49:46.841] │  换手率：7.64%                                                               │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.841] │  **MACD指标**：DIF：0.0443, DEA：0.0307, 柱状图：0.0273, 状态：0轴上方,      │
[2026-01-05 17:49:46.841] │  信号：无                                                                    │
[2026-01-05 17:49:46.841] │  **RSI指标**：RSI值：69.57, 状态：正常                                       │
[2026-01-05 17:49:46.841] │  **均线系统**：SMA5：1.669元, SMA10：1.634元, SMA20：1.583元,                │
[2026-01-05 17:49:46.841] │  SMA60：1.526元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.841] │  **成交量**：量比：0.94, 量价关系：价涨量增, 振幅：2.33%（实时行情）,        │
[2026-01-05 17:49:46.841] │  换手率：7.64%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.841] │  **布林带**：当前价：1.720元（实时行情）, 上轨：1.708元, 中轨：1.583元,      │
[2026-01-05 17:49:46.841] │  下轨：1.459元, %B值：1.05, 位置：上轨附近                                   │
[2026-01-05 17:49:46.841] │  **EMA系统**：EMA5：1.671元, EMA10：1.638元, EMA20：1.598元, 排列：多头,     │
[2026-01-05 17:49:46.841] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.841] │  **ATR指标**：ATR值：0.0506元, ATR百分比：2.94%, 波动性：中                  │
[2026-01-05 17:49:46.841] │  **KDJ指标**：K值：87.46, D值：82.37, J值：97.63, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.841] │  **OBV指标**：OBV值：5959719, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.841] │  **CCI指标**：CCI值：164.77, 状态：强势                                      │
[2026-01-05 17:49:46.841] │  **威廉指标**：%R值：-0.41, 状态：超买                                       │
[2026-01-05 17:49:46.841] │  **价格位置**：位置值：0.97, 描述：高位                                      │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  ============================================================ ETF #24:       │
[2026-01-05 17:49:46.841] │  sh512710 - 军工龙头ETF                                                      │
[2026-01-05 17:49:46.841] │  ============================================================                │
[2026-01-05 17:49:46.841] │  **实时行情数据**：最新价：0.801元, 涨跌幅：2.17%, 量比：0.75, 振幅：3.19%,  │
[2026-01-05 17:49:46.841] │  换手率：7.13%                                                               │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.841] │  **MACD指标**：DIF：0.0260, DEA：0.0156, 柱状图：0.0207, 状态：0轴上方,      │
[2026-01-05 17:49:46.841] │  信号：无                                                                    │
[2026-01-05 17:49:46.841] │  **RSI指标**：RSI值：77.53, 状态：超买                                       │
[2026-01-05 17:49:46.841] │  **均线系统**：SMA5：0.772元, SMA10：0.744元, SMA20：0.714元,                │
[2026-01-05 17:49:46.841] │  SMA60：0.695元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.841] │  **成交量**：量比：0.75, 量价关系：价涨量缩, 振幅：3.19%（实时行情）,        │
[2026-01-05 17:49:46.841] │  换手率：7.13%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.841] │  **布林带**：当前价：0.801元（实时行情）, 上轨：0.793元, 中轨：0.714元,      │
[2026-01-05 17:49:46.841] │  下轨：0.635元, %B值：1.05, 位置：上轨附近                                   │
[2026-01-05 17:49:46.841] │  **EMA系统**：EMA5：0.773元, EMA10：0.751元, EMA20：0.726元, 排列：多头,     │
[2026-01-05 17:49:46.841] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.841] │  **ATR指标**：ATR值：0.0239元, ATR百分比：2.99%, 波动性：中                  │
[2026-01-05 17:49:46.841] │  **KDJ指标**：K值：91.02, D值：87.40, J值：98.26, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.841] │  **OBV指标**：OBV值：69087598, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.841] │  **CCI指标**：CCI值：184.83, 状态：强势                                      │
[2026-01-05 17:49:46.841] │  **威廉指标**：%R值：-6.02, 状态：超买                                       │
[2026-01-05 17:49:46.841] │  **价格位置**：位置值：0.68, 描述：中位                                      │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  ============================================================ ETF #25:       │
[2026-01-05 17:49:46.841] │  sz159819 - 人工智能ETF                                                      │
[2026-01-05 17:49:46.841] │  ============================================================                │
[2026-01-05 17:49:46.841] │  **实时行情数据**：最新价：1.580元, 涨跌幅：3.13%, 量比：1.27, 振幅：2.28%,  │
[2026-01-05 17:49:46.841] │  换手率：3.46%                                                               │
[2026-01-05 17:49:46.841] │                                                                              │
[2026-01-05 17:49:46.841] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.841] │  **MACD指标**：DIF：0.0237, DEA：0.0174, 柱状图：0.0127, 状态：0轴上方,      │
[2026-01-05 17:49:46.841] │  信号：无                                                                    │
[2026-01-05 17:49:46.841] │  **RSI指标**：RSI值：65.03, 状态：正常                                       │
[2026-01-05 17:49:46.841] │  **均线系统**：SMA5：1.542元, SMA10：1.526元, SMA20：1.508元,                │
[2026-01-05 17:49:46.841] │  SMA60：1.472元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.841] │  **成交量**：量比：1.27, 量价关系：价涨量增, 振幅：2.28%（实时行情）,        │
[2026-01-05 17:49:46.841] │  换手率：3.46%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.841] │  **布林带**：当前价：1.580元（实时行情）, 上轨：1.572元, 中轨：1.508元,      │
[2026-01-05 17:49:46.841] │  下轨：1.443元, %B值：1.06, 位置：上轨附近                                   │
[2026-01-05 17:49:46.841] │  **EMA系统**：EMA5：1.547元, EMA10：1.530元, EMA20：1.509元, 排列：多头,     │
[2026-01-05 17:49:46.842] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.842] │  **ATR指标**：ATR值：0.0313元, ATR百分比：1.98%, 波动性：中                  │
[2026-01-05 17:49:46.842] │  **KDJ指标**：K值：87.79, D值：82.63, J值：98.12, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.842] │  **OBV指标**：OBV值：54080310, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.842] │  **CCI指标**：CCI值：182.82, 状态：强势                                      │
[2026-01-05 17:49:46.842] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.842] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  ============================================================ ETF #26:       │
[2026-01-05 17:49:46.842] │  sh562500 - 机器人ETF                                                        │
[2026-01-05 17:49:46.842] │  ============================================================                │
[2026-01-05 17:49:46.842] │  **实时行情数据**：最新价：1.037元, 涨跌幅：1.77%, 量比：0.96, 振幅：2.36%,  │
[2026-01-05 17:49:46.842] │  换手率：6.90%                                                               │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.842] │  **MACD指标**：DIF：0.0126, DEA：0.0015, 柱状图：0.0223, 状态：0轴上方,      │
[2026-01-05 17:49:46.842] │  信号：无                                                                    │
[2026-01-05 17:49:46.842] │  **RSI指标**：RSI值：68.46, 状态：正常                                       │
[2026-01-05 17:49:46.842] │  **均线系统**：SMA5：1.011元, SMA10：0.983元, SMA20：0.969元,                │
[2026-01-05 17:49:46.842] │  SMA60：0.983元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.842] │  **成交量**：量比：0.96, 量价关系：价涨量增, 振幅：2.36%（实时行情）,        │
[2026-01-05 17:49:46.842] │  换手率：6.90%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.842] │  **布林带**：当前价：1.037元（实时行情）, 上轨：1.031元, 中轨：0.969元,      │
[2026-01-05 17:49:46.842] │  下轨：0.907元, %B值：1.05, 位置：上轨附近                                   │
[2026-01-05 17:49:46.842] │  **EMA系统**：EMA5：1.013元, EMA10：0.994元, EMA20：0.978元, 排列：多头,     │
[2026-01-05 17:49:46.842] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.842] │  **ATR指标**：ATR值：0.0199元, ATR百分比：1.91%, 波动性：中                  │
[2026-01-05 17:49:46.842] │  **KDJ指标**：K值：91.43, D值：82.54, J值：109.21, 状态：超买, 信号：无      │
[2026-01-05 17:49:46.842] │  **OBV指标**：OBV值：31154922, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.842] │  **CCI指标**：CCI值：188.06, 状态：强势                                      │
[2026-01-05 17:49:46.842] │  **威廉指标**：%R值：-0.85, 状态：超买                                       │
[2026-01-05 17:49:46.842] │  **价格位置**：位置值：0.96, 描述：高位                                      │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  ============================================================ ETF #27:       │
[2026-01-05 17:49:46.842] │  sh516510 - 云计算ETF                                                        │
[2026-01-05 17:49:46.842] │  ============================================================                │
[2026-01-05 17:49:46.842] │  **实时行情数据**：最新价：1.744元, 涨跌幅：3.13%, 量比：1.26, 振幅：2.78%,  │
[2026-01-05 17:49:46.842] │  换手率：6.04%                                                               │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.842] │  **MACD指标**：DIF：0.0233, DEA：0.0150, 柱状图：0.0167, 状态：0轴上方,      │
[2026-01-05 17:49:46.842] │  信号：无                                                                    │
[2026-01-05 17:49:46.842] │  **RSI指标**：RSI值：69.01, 状态：正常                                       │
[2026-01-05 17:49:46.842] │  **均线系统**：SMA5：1.689元, SMA10：1.667元, SMA20：1.652元,                │
[2026-01-05 17:49:46.842] │  SMA60：1.619元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.842] │  **成交量**：量比：1.26, 量价关系：价涨量增, 振幅：2.78%（实时行情）,        │
[2026-01-05 17:49:46.842] │  换手率：6.04%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.842] │  **布林带**：当前价：1.744元（实时行情）, 上轨：1.717元, 中轨：1.652元,      │
[2026-01-05 17:49:46.842] │  下轨：1.587元, %B值：1.20, 位置：上轨附近                                   │
[2026-01-05 17:49:46.842] │  **EMA系统**：EMA5：1.697元, EMA10：1.676元, EMA20：1.655元, 排列：多头,     │
[2026-01-05 17:49:46.842] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.842] │  **ATR指标**：ATR值：0.0274元, ATR百分比：1.57%, 波动性：中                  │
[2026-01-05 17:49:46.842] │  **KDJ指标**：K值：90.97, D值：83.17, J值：106.57, 状态：超买, 信号：无      │
[2026-01-05 17:49:46.842] │  **OBV指标**：OBV值：9813028, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.842] │  **CCI指标**：CCI值：245.19, 状态：强势                                      │
[2026-01-05 17:49:46.842] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.842] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  ============================================================ ETF #28:       │
[2026-01-05 17:49:46.842] │  sh518880 - 黄金ETF                                                          │
[2026-01-05 17:49:46.842] │  ============================================================                │
[2026-01-05 17:49:46.842] │  **实时行情数据**：最新价：9.495元, 涨跌幅：2.09%, 量比：1.01, 振幅：0.84%,  │
[2026-01-05 17:49:46.842] │  换手率：6.77%                                                               │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.842] │  **MACD指标**：DIF：0.1178, DEA：0.1295, 柱状图：-0.0233, 状态：0轴上方,     │
[2026-01-05 17:49:46.842] │  信号：无                                                                    │
[2026-01-05 17:49:46.842] │  **RSI指标**：RSI值：58.20, 状态：正常                                       │
[2026-01-05 17:49:46.842] │  **均线系统**：SMA5：9.474元, SMA10：9.504元, SMA20：9.349元,                │
[2026-01-05 17:49:46.842] │  SMA60：9.096元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.842] │  **成交量**：量比：1.01, 量价关系：价涨量缩, 振幅：0.84%（实时行情）,        │
[2026-01-05 17:49:46.842] │  换手率：6.77%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.842] │  **布林带**：当前价：9.495元（实时行情）, 上轨：9.747元, 中轨：9.349元,      │
[2026-01-05 17:49:46.842] │  下轨：8.952元, %B值：0.68, 位置：中轨附近                                   │
[2026-01-05 17:49:46.842] │  **EMA系统**：EMA5：9.454元, EMA10：9.446元, EMA20：9.363元, 排列：多头,     │
[2026-01-05 17:49:46.842] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.842] │  **ATR指标**：ATR值：0.1407元, ATR百分比：1.48%, 波动性：低                  │
[2026-01-05 17:49:46.842] │  **KDJ指标**：K值：49.21, D值：59.21, J值：29.22, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.842] │  **OBV指标**：OBV值：53395005, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.842] │  **CCI指标**：CCI值：51.54, 状态：正常                                       │
[2026-01-05 17:49:46.842] │  **威廉指标**：%R值：-43.16, 状态：正常                                      │
[2026-01-05 17:49:46.842] │  **价格位置**：位置值：0.95, 描述：高位                                      │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  ============================================================ ETF #29:       │
[2026-01-05 17:49:46.842] │  sz159941 - 纳指ETF                                                          │
[2026-01-05 17:49:46.842] │  ============================================================                │
[2026-01-05 17:49:46.842] │  **实时行情数据**：最新价：1.430元, 涨跌幅：1.20%, 量比：1.63, 振幅：1.06%,  │
[2026-01-05 17:49:46.842] │  换手率：3.17%                                                               │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.842] │  **MACD指标**：DIF：-0.0016, DEA：-0.0014, 柱状图：-0.0005, 状态：0轴下方,   │
[2026-01-05 17:49:46.842] │  信号：无                                                                    │
[2026-01-05 17:49:46.842] │  **RSI指标**：RSI值：51.94, 状态：正常                                       │
[2026-01-05 17:49:46.842] │  **均线系统**：SMA5：1.421元, SMA10：1.425元, SMA20：1.425元,                │
[2026-01-05 17:49:46.842] │  SMA60：1.423元, 排列：空头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.842] │  **成交量**：量比：1.63, 量价关系：价涨量增, 振幅：1.06%（实时行情）,        │
[2026-01-05 17:49:46.842] │  换手率：3.17%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.842] │  **布林带**：当前价：1.430元（实时行情）, 上轨：1.459元, 中轨：1.425元,      │
[2026-01-05 17:49:46.842] │  下轨：1.392元, %B值：0.57, 位置：中轨附近                                   │
[2026-01-05 17:49:46.842] │  **EMA系统**：EMA5：1.423元, EMA10：1.423元, EMA20：1.424元, 排列：空头,     │
[2026-01-05 17:49:46.842] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.842] │  **ATR指标**：ATR值：0.0163元, ATR百分比：1.14%, 波动性：低                  │
[2026-01-05 17:49:46.842] │  **KDJ指标**：K值：55.87, D值：57.15, J值：53.32, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.842] │  **OBV指标**：OBV值：-21599547, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.842] │  **CCI指标**：CCI值：1.67, 状态：正常                                        │
[2026-01-05 17:49:46.842] │  **威廉指标**：%R值：-21.43, 状态：正常                                      │
[2026-01-05 17:49:46.842] │  **价格位置**：位置值：0.93, 描述：高位                                      │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  ============================================================ ETF #30:       │
[2026-01-05 17:49:46.842] │  sz159851 - 金融科技ETF                                                      │
[2026-01-05 17:49:46.842] │  ============================================================                │
[2026-01-05 17:49:46.842] │  **实时行情数据**：最新价：0.854元, 涨跌幅：0.71%, 量比：1.17, 振幅：2.48%,  │
[2026-01-05 17:49:46.842] │  换手率：6.05%                                                               │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.842] │  **MACD指标**：DIF：0.0052, DEA：-0.0016, 柱状图：0.0135, 状态：0轴上方,     │
[2026-01-05 17:49:46.842] │  信号：无                                                                    │
[2026-01-05 17:49:46.842] │  **RSI指标**：RSI值：61.65, 状态：正常                                       │
[2026-01-05 17:49:46.842] │  **均线系统**：SMA5：0.844元, SMA10：0.829元, SMA20：0.819元,                │
[2026-01-05 17:49:46.842] │  SMA60：0.841元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.842] │  **成交量**：量比：1.17, 量价关系：价涨量增, 振幅：2.48%（实时行情）,        │
[2026-01-05 17:49:46.842] │  换手率：6.05%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.842] │  **布林带**：当前价：0.854元（实时行情）, 上轨：0.854元, 中轨：0.819元,      │
[2026-01-05 17:49:46.842] │  下轨：0.784元, %B值：1.01, 位置：上轨附近                                   │
[2026-01-05 17:49:46.842] │  **EMA系统**：EMA5：0.843元, EMA10：0.834元, EMA20：0.826元, 排列：多头,     │
[2026-01-05 17:49:46.842] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.842] │  **ATR指标**：ATR值：0.0194元, ATR百分比：2.27%, 波动性：中                  │
[2026-01-05 17:49:46.842] │  **KDJ指标**：K值：86.18, D值：80.38, J值：97.79, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.842] │  **OBV指标**：OBV值：81700266, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.842] │  **CCI指标**：CCI值：138.51, 状态：强势                                      │
[2026-01-05 17:49:46.842] │  **威廉指标**：%R值：-4.17, 状态：超买                                       │
[2026-01-05 17:49:46.842] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.842] │                                                                              │
[2026-01-05 17:49:46.842] │  ============================================================ ETF #31:       │
[2026-01-05 17:49:46.842] │  sz159796 - 电池50ETF                                                        │
[2026-01-05 17:49:46.843] │  ============================================================                │
[2026-01-05 17:49:46.843] │  **实时行情数据**：最新价：1.004元, 涨跌幅：2.24%, 量比：0.74, 振幅：2.24%,  │
[2026-01-05 17:49:46.843] │  换手率：2.95%                                                               │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.843] │  **MACD指标**：DIF：0.0057, DEA：-0.0018, 柱状图：0.0151, 状态：0轴上方,     │
[2026-01-05 17:49:46.843] │  信号：无                                                                    │
[2026-01-05 17:49:46.843] │  **RSI指标**：RSI值：58.65, 状态：正常                                       │
[2026-01-05 17:49:46.843] │  **均线系统**：SMA5：0.989元, SMA10：0.971元, SMA20：0.959元,                │
[2026-01-05 17:49:46.843] │  SMA60：0.972元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.843] │  **成交量**：量比：0.74, 量价关系：价涨量增, 振幅：2.24%（实时行情）,        │
[2026-01-05 17:49:46.843] │  换手率：2.95%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.843] │  **布林带**：当前价：1.004元（实时行情）, 上轨：1.012元, 中轨：0.959元,      │
[2026-01-05 17:49:46.843] │  下轨：0.905元, %B值：0.93, 位置：上轨附近                                   │
[2026-01-05 17:49:46.843] │  **EMA系统**：EMA5：0.988元, EMA10：0.976元, EMA20：0.968元, 排列：多头,     │
[2026-01-05 17:49:46.843] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.843] │  **ATR指标**：ATR值：0.0259元, ATR百分比：2.58%, 波动性：中                  │
[2026-01-05 17:49:46.843] │  **KDJ指标**：K值：80.20, D值：73.98, J值：92.64, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.843] │  **OBV指标**：OBV值：42362225, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.843] │  **CCI指标**：CCI值：130.88, 状态：强势                                      │
[2026-01-05 17:49:46.843] │  **威廉指标**：%R值：-5.45, 状态：超买                                       │
[2026-01-05 17:49:46.843] │  **价格位置**：位置值：0.95, 描述：高位                                      │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  ============================================================ ETF #32:       │
[2026-01-05 17:49:46.843] │  sz159825 - 农业ETF                                                          │
[2026-01-05 17:49:46.843] │  ============================================================                │
[2026-01-05 17:49:46.843] │  **实时行情数据**：最新价：0.844元, 涨跌幅：1.32%, 量比：2.05, 振幅：1.08%,  │
[2026-01-05 17:49:46.843] │  换手率：6.77%                                                               │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.843] │  **MACD指标**：DIF：0.0058, DEA：0.0039, 柱状图：0.0038, 状态：0轴上方,      │
[2026-01-05 17:49:46.843] │  信号：无                                                                    │
[2026-01-05 17:49:46.843] │  **RSI指标**：RSI值：61.90, 状态：正常                                       │
[2026-01-05 17:49:46.843] │  **均线系统**：SMA5：0.835元, SMA10：0.832元, SMA20：0.823元,                │
[2026-01-05 17:49:46.843] │  SMA60：0.817元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.843] │  **成交量**：量比：2.05, 量价关系：价涨量增, 振幅：1.08%（实时行情）,        │
[2026-01-05 17:49:46.843] │  换手率：6.77%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.843] │  **布林带**：当前价：0.844元（实时行情）, 上轨：0.845元, 中轨：0.823元,      │
[2026-01-05 17:49:46.843] │  下轨：0.802元, %B值：0.98, 位置：上轨附近                                   │
[2026-01-05 17:49:46.843] │  **EMA系统**：EMA5：0.836元, EMA10：0.832元, EMA20：0.826元, 排列：多头,     │
[2026-01-05 17:49:46.843] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.843] │  **ATR指标**：ATR值：0.0122元, ATR百分比：1.45%, 波动性：低                  │
[2026-01-05 17:49:46.843] │  **KDJ指标**：K值：80.39, D值：74.37, J值：92.41, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.843] │  **OBV指标**：OBV值：5474446, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.843] │  **CCI指标**：CCI值：151.17, 状态：强势                                      │
[2026-01-05 17:49:46.843] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.843] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  ============================================================ ETF #33:       │
[2026-01-05 17:49:46.843] │  sh515880 - 通信ETF                                                          │
[2026-01-05 17:49:46.843] │  ============================================================                │
[2026-01-05 17:49:46.843] │  **实时行情数据**：最新价：3.143元, 涨跌幅：2.05%, 量比：1.18, 振幅：1.85%,  │
[2026-01-05 17:49:46.843] │  换手率：11.66%                                                              │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.843] │  **MACD指标**：DIF：0.0998, DEA：0.0972, 柱状图：0.0052, 状态：0轴上方,      │
[2026-01-05 17:49:46.843] │  信号：无                                                                    │
[2026-01-05 17:49:46.843] │  **RSI指标**：RSI值：63.92, 状态：正常                                       │
[2026-01-05 17:49:46.843] │  **均线系统**：SMA5：3.111元, SMA10：3.093元, SMA20：3.015元,                │
[2026-01-05 17:49:46.843] │  SMA60：2.777元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.843] │  **成交量**：量比：1.18, 量价关系：价涨量增, 振幅：1.85%（实时行情）,        │
[2026-01-05 17:49:46.843] │  换手率：11.66%（实时行情）, 数据来源：实时行情接口获取                      │
[2026-01-05 17:49:46.843] │  **布林带**：当前价：3.143元（实时行情）, 上轨：3.228元, 中轨：3.015元,      │
[2026-01-05 17:49:46.843] │  下轨：2.802元, %B值：0.80, 位置：上轨附近                                   │
[2026-01-05 17:49:46.843] │  **EMA系统**：EMA5：3.111元, EMA10：3.080元, EMA20：3.004元, 排列：多头,     │
[2026-01-05 17:49:46.843] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.843] │  **ATR指标**：ATR值：0.0870元, ATR百分比：2.77%, 波动性：中                  │
[2026-01-05 17:49:46.843] │  **KDJ指标**：K值：72.12, D值：75.09, J值：66.16, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.843] │  **OBV指标**：OBV值：54843464, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.843] │  **CCI指标**：CCI值：89.26, 状态：正常                                       │
[2026-01-05 17:49:46.843] │  **威廉指标**：%R值：-13.07, 状态：超买                                      │
[2026-01-05 17:49:46.843] │  **价格位置**：位置值：0.93, 描述：高位                                      │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  ============================================================ ETF #34:       │
[2026-01-05 17:49:46.843] │  sh516560 - 养老ETF                                                          │
[2026-01-05 17:49:46.843] │  ============================================================                │
[2026-01-05 17:49:46.843] │  **实时行情数据**：最新价：0.874元, 涨跌幅：1.27%, 量比：1.04, 振幅：1.74%,  │
[2026-01-05 17:49:46.843] │  换手率：2.57%                                                               │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.843] │  **MACD指标**：DIF：-0.0003, DEA：-0.0005, 柱状图：0.0004, 状态：0轴下方,    │
[2026-01-05 17:49:46.843] │  信号：金叉                                                                  │
[2026-01-05 17:49:46.843] │  **RSI指标**：RSI值：53.37, 状态：正常                                       │
[2026-01-05 17:49:46.843] │  **均线系统**：SMA5：0.868元, SMA10：0.872元, SMA20：0.868元,                │
[2026-01-05 17:49:46.843] │  SMA60：0.872元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.843] │  **成交量**：量比：1.04, 量价关系：价涨量增, 振幅：1.74%（实时行情）,        │
[2026-01-05 17:49:46.843] │  换手率：2.57%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.843] │  **布林带**：当前价：0.874元（实时行情）, 上轨：0.883元, 中轨：0.868元,      │
[2026-01-05 17:49:46.843] │  下轨：0.853元, %B值：0.70, 位置：中轨附近                                   │
[2026-01-05 17:49:46.843] │  **EMA系统**：EMA5：0.869元, EMA10：0.869元, EMA20：0.869元, 排列：纠缠,     │
[2026-01-05 17:49:46.843] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.843] │  **ATR指标**：ATR值：0.0098元, ATR百分比：1.12%, 波动性：低                  │
[2026-01-05 17:49:46.843] │  **KDJ指标**：K值：46.51, D值：50.72, J值：38.10, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.843] │  **OBV指标**：OBV值：-198007, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.843] │  **CCI指标**：CCI值：19.58, 状态：正常                                       │
[2026-01-05 17:49:46.843] │  **威廉指标**：%R值：-27.59, 状态：正常                                      │
[2026-01-05 17:49:46.843] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  ============================================================ ETF #35:       │
[2026-01-05 17:49:46.843] │  sh512980 - 传媒ETF                                                          │
[2026-01-05 17:49:46.843] │  ============================================================                │
[2026-01-05 17:49:46.843] │  **实时行情数据**：最新价：1.043元, 涨跌幅：4.51%, 量比：1.95, 振幅：4.21%,  │
[2026-01-05 17:49:46.843] │  换手率：8.43%                                                               │
[2026-01-05 17:49:46.843] │                                                                              │
[2026-01-05 17:49:46.843] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.843] │  **MACD指标**：DIF：0.0064, DEA：-0.0021, 柱状图：0.0169, 状态：0轴上方,     │
[2026-01-05 17:49:46.844] │  信号：无                                                                    │
[2026-01-05 17:49:46.844] │  **RSI指标**：RSI值：70.63, 状态：超买                                       │
[2026-01-05 17:49:46.844] │  **均线系统**：SMA5：0.988元, SMA10：0.975元, SMA20：0.964元,                │
[2026-01-05 17:49:46.844] │  SMA60：0.975元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.844] │  **成交量**：量比：1.95, 量价关系：价涨量缩, 振幅：4.21%（实时行情）,        │
[2026-01-05 17:49:46.844] │  换手率：8.43%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.844] │  **布林带**：当前价：1.043元（实时行情）, 上轨：1.011元, 中轨：0.964元,      │
[2026-01-05 17:49:46.844] │  下轨：0.918元, %B值：1.35, 位置：上轨附近                                   │
[2026-01-05 17:49:46.844] │  **EMA系统**：EMA5：0.999元, EMA10：0.983元, EMA20：0.974元, 排列：多头,     │
[2026-01-05 17:49:46.844] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.844] │  **ATR指标**：ATR值：0.0210元, ATR百分比：2.01%, 波动性：中                  │
[2026-01-05 17:49:46.844] │  **KDJ指标**：K值：87.71, D值：82.71, J值：97.69, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.844] │  **OBV指标**：OBV值：5544246, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.844] │  **CCI指标**：CCI值：402.25, 状态：强势                                      │
[2026-01-05 17:49:46.844] │  **威廉指标**：%R值：-3.94, 状态：超买                                       │
[2026-01-05 17:49:46.844] │  **价格位置**：位置值：0.88, 描述：高位                                      │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  ============================================================ ETF #36:       │
[2026-01-05 17:49:46.844] │  sh513090 - 香港证券ETF                                                      │
[2026-01-05 17:49:46.844] │  ============================================================                │
[2026-01-05 17:49:46.844] │  **实时行情数据**：最新价：2.107元, 涨跌幅：3.79%, 量比：1.67, 振幅：3.10%,  │
[2026-01-05 17:49:46.844] │  换手率：35.43%                                                              │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.844] │  **MACD指标**：DIF：-0.0080, DEA：-0.0135, 柱状图：0.0110, 状态：0轴下方,    │
[2026-01-05 17:49:46.844] │  信号：无                                                                    │
[2026-01-05 17:49:46.844] │  **RSI指标**：RSI值：54.21, 状态：正常                                       │
[2026-01-05 17:49:46.844] │  **均线系统**：SMA5：2.070元, SMA10：2.077元, SMA20：2.067元,                │
[2026-01-05 17:49:46.844] │  SMA60：2.143元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.844] │  **成交量**：量比：1.67, 量价关系：价涨量增, 振幅：3.10%（实时行情）,        │
[2026-01-05 17:49:46.844] │  换手率：35.43%（实时行情）, 数据来源：实时行情接口获取                      │
[2026-01-05 17:49:46.844] │  **布林带**：当前价：2.107元（实时行情）, 上轨：2.116元, 中轨：2.067元,      │
[2026-01-05 17:49:46.844] │  下轨：2.019元, %B值：0.91, 位置：上轨附近                                   │
[2026-01-05 17:49:46.844] │  **EMA系统**：EMA5：2.074元, EMA10：2.072元, EMA20：2.073元, 排列：纠缠,     │
[2026-01-05 17:49:46.844] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.844] │  **ATR指标**：ATR值：0.0421元, ATR百分比：2.00%, 波动性：中                  │
[2026-01-05 17:49:46.844] │  **KDJ指标**：K值：50.13, D值：49.03, J值：52.34, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.844] │  **OBV指标**：OBV值：17930446, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.844] │  **CCI指标**：CCI值：63.82, 状态：正常                                       │
[2026-01-05 17:49:46.844] │  **威廉指标**：%R值：-11.36, 状态：超买                                      │
[2026-01-05 17:49:46.844] │  **价格位置**：位置值：0.97, 描述：高位                                      │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  ============================================================ ETF #37:       │
[2026-01-05 17:49:46.844] │  sh563010 - 电信ETF                                                          │
[2026-01-05 17:49:46.844] │  ============================================================                │
[2026-01-05 17:49:46.844] │  **实时行情数据**：最新价：1.966元, 涨跌幅：2.02%, 量比：1.08, 振幅：2.08%,  │
[2026-01-05 17:49:46.844] │  换手率：7.75%                                                               │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.844] │  **MACD指标**：DIF：0.0414, DEA：0.0344, 柱状图：0.0140, 状态：0轴上方,      │
[2026-01-05 17:49:46.844] │  信号：无                                                                    │
[2026-01-05 17:49:46.844] │  **RSI指标**：RSI值：72.69, 状态：超买                                       │
[2026-01-05 17:49:46.844] │  **均线系统**：SMA5：1.916元, SMA10：1.892元, SMA20：1.866元,                │
[2026-01-05 17:49:46.844] │  SMA60：1.781元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.844] │  **成交量**：量比：1.08, 量价关系：价涨量增, 振幅：2.08%（实时行情）,        │
[2026-01-05 17:49:46.844] │  换手率：7.75%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.844] │  **布林带**：当前价：1.966元（实时行情）, 上轨：1.948元, 中轨：1.866元,      │
[2026-01-05 17:49:46.844] │  下轨：1.784元, %B值：1.11, 位置：上轨附近                                   │
[2026-01-05 17:49:46.844] │  **EMA系统**：EMA5：1.923元, EMA10：1.898元, EMA20：1.864元, 排列：多头,     │
[2026-01-05 17:49:46.844] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.844] │  **ATR指标**：ATR值：0.0356元, ATR百分比：1.81%, 波动性：中                  │
[2026-01-05 17:49:46.844] │  **KDJ指标**：K值：90.86, D值：86.50, J值：99.59, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.844] │  **OBV指标**：OBV值：529746, 趋势：上升, 背离：无                            │
[2026-01-05 17:49:46.844] │  **CCI指标**：CCI值：226.17, 状态：强势                                      │
[2026-01-05 17:49:46.844] │  **威廉指标**：%R值：-3.13, 状态：超买                                       │
[2026-01-05 17:49:46.844] │  **价格位置**：位置值：0.85, 描述：高位                                      │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  ============================================================ ETF #38:       │
[2026-01-05 17:49:46.844] │  sh517520 - 黄金股ETF                                                        │
[2026-01-05 17:49:46.844] │  ============================================================                │
[2026-01-05 17:49:46.844] │  **实时行情数据**：最新价：2.099元, 涨跌幅：2.89%, 量比：1.06, 振幅：2.01%,  │
[2026-01-05 17:49:46.844] │  换手率：3.44%                                                               │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.844] │  **MACD指标**：DIF：0.0313, DEA：0.0258, 柱状图：0.0110, 状态：0轴上方,      │
[2026-01-05 17:49:46.844] │  信号：无                                                                    │
[2026-01-05 17:49:46.844] │  **RSI指标**：RSI值：60.40, 状态：正常                                       │
[2026-01-05 17:49:46.844] │  **均线系统**：SMA5：2.063元, SMA10：2.058元, SMA20：2.013元,                │
[2026-01-05 17:49:46.844] │  SMA60：1.976元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.844] │  **成交量**：量比：1.06, 量价关系：价涨量增, 振幅：2.01%（实时行情）,        │
[2026-01-05 17:49:46.844] │  换手率：3.44%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.844] │  **布林带**：当前价：2.099元（实时行情）, 上轨：2.127元, 中轨：2.013元,      │
[2026-01-05 17:49:46.844] │  下轨：1.898元, %B值：0.88, 位置：上轨附近                                   │
[2026-01-05 17:49:46.844] │  **EMA系统**：EMA5：2.064元, EMA10：2.050元, EMA20：2.023元, 排列：多头,     │
[2026-01-05 17:49:46.844] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.844] │  **ATR指标**：ATR值：0.0625元, ATR百分比：2.98%, 波动性：中                  │
[2026-01-05 17:49:46.844] │  **KDJ指标**：K值：67.83, D值：67.05, J值：69.39, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.844] │  **OBV指标**：OBV值：-10985121, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.844] │  **CCI指标**：CCI值：105.35, 状态：强势                                      │
[2026-01-05 17:49:46.844] │  **威廉指标**：%R值：-12.68, 状态：超买                                      │
[2026-01-05 17:49:46.844] │  **价格位置**：位置值：0.88, 描述：高位                                      │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  ============================================================ ETF #39:       │
[2026-01-05 17:49:46.844] │  sh513060 - 恒生医疗ETF                                                      │
[2026-01-05 17:49:46.844] │  ============================================================                │
[2026-01-05 17:49:46.844] │  **实时行情数据**：最新价：0.617元, 涨跌幅：5.83%, 量比：3.22, 振幅：5.49%,  │
[2026-01-05 17:49:46.844] │  换手率：19.43%                                                              │
[2026-01-05 17:49:46.844] │                                                                              │
[2026-01-05 17:49:46.844] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.844] │  **MACD指标**：DIF：-0.0125, DEA：-0.0129, 柱状图：0.0009, 状态：0轴下方,    │
[2026-01-05 17:49:46.844] │  信号：金叉                                                                  │
[2026-01-05 17:49:46.844] │  **RSI指标**：RSI值：48.15, 状态：正常                                       │
[2026-01-05 17:49:46.844] │  **均线系统**：SMA5：0.600元, SMA10：0.606元, SMA20：0.614元,                │
[2026-01-05 17:49:46.844] │  SMA60：0.646元, 排列：空头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.844] │  **成交量**：量比：3.22, 量价关系：价涨量增, 振幅：5.49%（实时行情）,        │
[2026-01-05 17:49:46.845] │  换手率：19.43%（实时行情）, 数据来源：实时行情接口获取                      │
[2026-01-05 17:49:46.845] │  **布林带**：当前价：0.617元（实时行情）, 上轨：0.645元, 中轨：0.614元,      │
[2026-01-05 17:49:46.845] │  下轨：0.583元, %B值：0.55, 位置：中轨附近                                   │
[2026-01-05 17:49:46.845] │  **EMA系统**：EMA5：0.603元, EMA10：0.605元, EMA20：0.614元, 排列：空头,     │
[2026-01-05 17:49:46.845] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.845] │  **ATR指标**：ATR值：0.0126元, ATR百分比：2.04%, 波动性：中                  │
[2026-01-05 17:49:46.845] │  **KDJ指标**：K值：40.76, D值：31.64, J值：59.00, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.845] │  **OBV指标**：OBV值：-38971237, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.845] │  **CCI指标**：CCI值：-39.44, 状态：正常                                      │
[2026-01-05 17:49:46.845] │  **威廉指标**：%R值：-18.60, 状态：超买                                      │
[2026-01-05 17:49:46.845] │  **价格位置**：位置值：0.97, 描述：高位                                      │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  ============================================================ ETF #40:       │
[2026-01-05 17:49:46.845] │  sz159985 - 豆粕ETF                                                          │
[2026-01-05 17:49:46.845] │  ============================================================                │
[2026-01-05 17:49:46.845] │  **实时行情数据**：最新价：1.956元, 涨跌幅：0.36%, 量比：1.00, 振幅：0.92%,  │
[2026-01-05 17:49:46.845] │  换手率：5.33%                                                               │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.845] │  **MACD指标**：DIF：-0.0025, DEA：-0.0037, 柱状图：0.0024, 状态：0轴下方,    │
[2026-01-05 17:49:46.845] │  信号：无                                                                    │
[2026-01-05 17:49:46.845] │  **RSI指标**：RSI值：47.99, 状态：正常                                       │
[2026-01-05 17:49:46.845] │  **均线系统**：SMA5：1.964元, SMA10：1.958元, SMA20：1.953元,                │
[2026-01-05 17:49:46.845] │  SMA60：1.964元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.845] │  **成交量**：量比：1.00, 量价关系：价涨量平, 振幅：0.92%（实时行情）,        │
[2026-01-05 17:49:46.845] │  换手率：5.33%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.845] │  **布林带**：当前价：1.956元（实时行情）, 上轨：1.973元, 中轨：1.953元,      │
[2026-01-05 17:49:46.845] │  下轨：1.934元, %B值：0.57, 位置：中轨附近                                   │
[2026-01-05 17:49:46.845] │  **EMA系统**：EMA5：1.958元, EMA10：1.958元, EMA20：1.960元, 排列：纠缠,     │
[2026-01-05 17:49:46.845] │  价格与EMA关系：下方                                                         │
[2026-01-05 17:49:46.845] │  **ATR指标**：ATR值：0.0133元, ATR百分比：0.68%, 波动性：低                  │
[2026-01-05 17:49:46.845] │  **KDJ指标**：K值：46.35, D值：56.75, J值：25.56, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.845] │  **OBV指标**：OBV值：-2638591, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.845] │  **CCI指标**：CCI值：-0.52, 状态：正常                                       │
[2026-01-05 17:49:46.845] │  **威廉指标**：%R值：-60.00, 状态：正常                                      │
[2026-01-05 17:49:46.845] │  **价格位置**：位置值：0.72, 描述：高位                                      │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  ============================================================ ETF #41:       │
[2026-01-05 17:49:46.845] │  sh513880 - 日经225ETF                                                       │
[2026-01-05 17:49:46.845] │  ============================================================                │
[2026-01-05 17:49:46.845] │  **实时行情数据**：最新价：1.715元, 涨跌幅：2.14%, 量比：2.26, 振幅：0.71%,  │
[2026-01-05 17:49:46.845] │  换手率：5.14%                                                               │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.845] │  **MACD指标**：DIF：-0.0119, DEA：-0.0140, 柱状图：0.0043, 状态：0轴下方,    │
[2026-01-05 17:49:46.845] │  信号：无                                                                    │
[2026-01-05 17:49:46.845] │  **RSI指标**：RSI值：50.57, 状态：正常                                       │
[2026-01-05 17:49:46.845] │  **均线系统**：SMA5：1.697元, SMA10：1.704元, SMA20：1.705元,                │
[2026-01-05 17:49:46.845] │  SMA60：1.746元, 排列：空头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.845] │  **成交量**：量比：2.26, 量价关系：价涨量增, 振幅：0.71%（实时行情）,        │
[2026-01-05 17:49:46.845] │  换手率：5.14%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.845] │  **布林带**：当前价：1.715元（实时行情）, 上轨：1.756元, 中轨：1.705元,      │
[2026-01-05 17:49:46.845] │  下轨：1.653元, %B值：0.60, 位置：中轨附近                                   │
[2026-01-05 17:49:46.845] │  **EMA系统**：EMA5：1.699元, EMA10：1.700元, EMA20：1.708元, 排列：空头,     │
[2026-01-05 17:49:46.845] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.845] │  **ATR指标**：ATR值：0.0256元, ATR百分比：1.49%, 波动性：低                  │
[2026-01-05 17:49:46.845] │  **KDJ指标**：K值：46.49, D值：49.03, J值：41.40, 状态：正常, 信号：无       │
[2026-01-05 17:49:46.845] │  **OBV指标**：OBV值：10269113, 趋势：上升, 背离：无                          │
[2026-01-05 17:49:46.845] │  **CCI指标**：CCI值：25.60, 状态：正常                                       │
[2026-01-05 17:49:46.845] │  **威廉指标**：%R值：-25.00, 状态：正常                                      │
[2026-01-05 17:49:46.845] │  **价格位置**：位置值：0.75, 描述：高位                                      │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  ============================================================ ETF #42:       │
[2026-01-05 17:49:46.845] │  sh513730 - 东南亚科技ETF                                                    │
[2026-01-05 17:49:46.845] │  ============================================================                │
[2026-01-05 17:49:46.845] │  **实时行情数据**：最新价：1.414元, 涨跌幅：1.95%, 量比：1.80, 振幅：1.23%,  │
[2026-01-05 17:49:46.845] │  换手率：3.15%                                                               │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.845] │  **MACD指标**：DIF：-0.0042, DEA：-0.0072, 柱状图：0.0060, 状态：0轴下方,    │
[2026-01-05 17:49:46.845] │  信号：无                                                                    │
[2026-01-05 17:49:46.845] │  **RSI指标**：RSI值：56.31, 状态：正常                                       │
[2026-01-05 17:49:46.845] │  **均线系统**：SMA5：1.394元, SMA10：1.390元, SMA20：1.394元,                │
[2026-01-05 17:49:46.845] │  SMA60：1.412元, 排列：纠缠, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.845] │  **成交量**：量比：1.80, 量价关系：价涨量增, 振幅：1.23%（实时行情）,        │
[2026-01-05 17:49:46.845] │  换手率：3.15%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.845] │  **布林带**：当前价：1.414元（实时行情）, 上轨：1.434元, 中轨：1.394元,      │
[2026-01-05 17:49:46.845] │  下轨：1.354元, %B值：0.75, 位置：中轨附近                                   │
[2026-01-05 17:49:46.845] │  **EMA系统**：EMA5：1.397元, EMA10：1.393元, EMA20：1.395元, 排列：纠缠,     │
[2026-01-05 17:49:46.845] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.845] │  **ATR指标**：ATR值：0.0154元, ATR百分比：1.09%, 波动性：低                  │
[2026-01-05 17:49:46.845] │  **KDJ指标**：K值：79.31, D值：68.49, J值：100.93, 状态：正常, 信号：无      │
[2026-01-05 17:49:46.845] │  **OBV指标**：OBV值：3371535, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.845] │  **CCI指标**：CCI值：63.13, 状态：正常                                       │
[2026-01-05 17:49:46.845] │  **威廉指标**：%R值：-1.72, 状态：超买                                       │
[2026-01-05 17:49:46.845] │  **价格位置**：位置值：0.94, 描述：高位                                      │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  ============================================================ ETF #43:       │
[2026-01-05 17:49:46.845] │  sz159570 - 港股通创新药ETF                                                  │
[2026-01-05 17:49:46.845] │  ============================================================                │
[2026-01-05 17:49:46.845] │  **实时行情数据**：最新价：1.643元, 涨跌幅：6.97%, 量比：3.55, 振幅：7.29%,  │
[2026-01-05 17:49:46.845] │  换手率：14.89%                                                              │
[2026-01-05 17:49:46.845] │                                                                              │
[2026-01-05 17:49:46.845] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.845] │  **MACD指标**：DIF：-0.0371, DEA：-0.0370, 柱状图：-0.0004, 状态：0轴下方,   │
[2026-01-05 17:49:46.845] │  信号：无                                                                    │
[2026-01-05 17:49:46.845] │  **RSI指标**：RSI值：48.39, 状态：正常                                       │
[2026-01-05 17:49:46.845] │  **均线系统**：SMA5：1.588元, SMA10：1.609元, SMA20：1.635元,                │
[2026-01-05 17:49:46.846] │  SMA60：1.716元, 排列：空头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.846] │  **成交量**：量比：3.55, 量价关系：价涨量增, 振幅：7.29%（实时行情）,        │
[2026-01-05 17:49:46.846] │  换手率：14.89%（实时行情）, 数据来源：实时行情接口获取                      │
[2026-01-05 17:49:46.846] │  **布林带**：当前价：1.643元（实时行情）, 上轨：1.735元, 中轨：1.635元,      │
[2026-01-05 17:49:46.846] │  下轨：1.535元, %B值：0.54, 位置：中轨附近                                   │
[2026-01-05 17:49:46.846] │  **EMA系统**：EMA5：1.597元, EMA10：1.607元, EMA20：1.634元, 排列：空头,     │
[2026-01-05 17:49:46.846] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.846] │  **ATR指标**：ATR值：0.0404元, ATR百分比：2.46%, 波动性：中                  │
[2026-01-05 17:49:46.846] │  **KDJ指标**：K值：42.97, D值：33.88, J值：61.17, 状态：正常, 信号：金叉     │
[2026-01-05 17:49:46.846] │  **OBV指标**：OBV值：-31153713, 趋势：上升, 背离：无                         │
[2026-01-05 17:49:46.846] │  **CCI指标**：CCI值：-41.74, 状态：正常                                      │
[2026-01-05 17:49:46.846] │  **威廉指标**：%R值：-25.00, 状态：正常                                      │
[2026-01-05 17:49:46.846] │  **价格位置**：位置值：0.92, 描述：高位                                      │
[2026-01-05 17:49:46.846] │                                                                              │
[2026-01-05 17:49:46.846] │  ============================================================ ETF #44:       │
[2026-01-05 17:49:46.846] │  sh562700 - 汽车零部件ETF                                                    │
[2026-01-05 17:49:46.846] │  ============================================================                │
[2026-01-05 17:49:46.846] │  **实时行情数据**：最新价：1.560元, 涨跌幅：1.89%, 量比：0.58, 振幅：2.61%,  │
[2026-01-05 17:49:46.846] │  换手率：9.23%                                                               │
[2026-01-05 17:49:46.846] │                                                                              │
[2026-01-05 17:49:46.846] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.846] │  **MACD指标**：DIF：0.0353, DEA：0.0191, 柱状图：0.0325, 状态：0轴上方,      │
[2026-01-05 17:49:46.846] │  信号：无                                                                    │
[2026-01-05 17:49:46.846] │  **RSI指标**：RSI值：73.42, 状态：超买                                       │
[2026-01-05 17:49:46.846] │  **均线系统**：SMA5：1.514元, SMA10：1.472元, SMA20：1.436元,                │
[2026-01-05 17:49:46.846] │  SMA60：1.414元, 排列：多头, 价格与均线关系：上方                            │
[2026-01-05 17:49:46.846] │  **成交量**：量比：0.58, 量价关系：价涨量缩, 振幅：2.61%（实时行情）,        │
[2026-01-05 17:49:46.846] │  换手率：9.23%（实时行情）, 数据来源：实时行情接口获取                       │
[2026-01-05 17:49:46.846] │  **布林带**：当前价：1.560元（实时行情）, 上轨：1.543元, 中轨：1.436元,      │
[2026-01-05 17:49:46.846] │  下轨：1.330元, %B值：1.08, 位置：上轨附近                                   │
[2026-01-05 17:49:46.846] │  **EMA系统**：EMA5：1.519元, EMA10：1.485元, EMA20：1.450元, 排列：多头,     │
[2026-01-05 17:49:46.846] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.846] │  **ATR指标**：ATR值：0.0333元, ATR百分比：2.13%, 波动性：中                  │
[2026-01-05 17:49:46.846] │  **KDJ指标**：K值：94.87, D值：89.24, J值：106.12, 状态：超买, 信号：无      │
[2026-01-05 17:49:46.846] │  **OBV指标**：OBV值：797696, 趋势：上升, 背离：无                            │
[2026-01-05 17:49:46.846] │  **CCI指标**：CCI值：198.21, 状态：强势                                      │
[2026-01-05 17:49:46.846] │  **威廉指标**：%R值：-0.00, 状态：超买                                       │
[2026-01-05 17:49:46.846] │  **价格位置**：位置值：1.00, 描述：高位                                      │
[2026-01-05 17:49:46.846] │                                                                              │
[2026-01-05 17:49:46.846] │  ============================================================ ETF #45:       │
[2026-01-05 17:49:46.846] │  sh563530 - 卫星ETF                                                          │
[2026-01-05 17:49:46.846] │  ============================================================                │
[2026-01-05 17:49:46.846] │  **实时行情数据**：最新价：1.484元, 涨跌幅：3.20%, 量比：1.32, 振幅：4.59%,  │
[2026-01-05 17:49:46.846] │  换手率：48.10%                                                              │
[2026-01-05 17:49:46.846] │                                                                              │
[2026-01-05 17:49:46.846] │  === 技术指标计算结果（已预计算）===                                         │
[2026-01-05 17:49:46.846] │  **MACD指标**：DIF：0.1013, DEA：0.0728, 柱状图：0.0569, 状态：0轴上方,      │
[2026-01-05 17:49:46.846] │  信号：无                                                                    │
[2026-01-05 17:49:46.846] │  **RSI指标**：RSI值：85.82, 状态：超买                                       │
[2026-01-05 17:49:46.846] │  **均线系统**：SMA5：1.390元, SMA10：1.299元, SMA20：1.201元, 排列：多头,    │
[2026-01-05 17:49:46.846] │  价格与均线关系：上方                                                        │
[2026-01-05 17:49:46.846] │  **成交量**：量比：1.32, 量价关系：价涨量增, 振幅：4.59%（实时行情）,        │
[2026-01-05 17:49:46.846] │  换手率：48.10%（实时行情）, 数据来源：实时行情接口获取                      │
[2026-01-05 17:49:46.846] │  **布林带**：当前价：1.484元（实时行情）, 上轨：1.459元, 中轨：1.201元,      │
[2026-01-05 17:49:46.846] │  下轨：0.943元, %B值：1.05, 位置：上轨附近                                   │
[2026-01-05 17:49:46.846] │  **EMA系统**：EMA5：1.394元, EMA10：1.322元, EMA20：1.233元, 排列：多头,     │
[2026-01-05 17:49:46.846] │  价格与EMA关系：上方                                                         │
[2026-01-05 17:49:46.846] │  **ATR指标**：ATR值：0.0640元, ATR百分比：4.31%, 波动性：高                  │
[2026-01-05 17:49:46.846] │  **KDJ指标**：K值：92.66, D值：90.82, J值：96.34, 状态：超买, 信号：无       │
[2026-01-05 17:49:46.846] │  **OBV指标**：OBV值：9984541, 趋势：上升, 背离：无                           │
[2026-01-05 17:49:46.846] │  **CCI指标**：CCI值：189.79, 状态：强势                                      │
[2026-01-05 17:49:46.846] │  **威廉指标**：%R值：-5.08, 状态：超买                                       │
[2026-01-05 17:49:46.846] │  **价格位置**：位置值：0.68, 描述：中位                                      │
[2026-01-05 17:49:46.846] │                                                                              │
[2026-01-05 17:49:46.846] │  ============================================================ 数据汇总完成   │
[2026-01-05 17:49:46.846] │  ============================================================                │
[2026-01-05 17:49:46.846] │                                                                              │
[2026-01-05 17:49:46.846] │  基于当前时间 2026-01-05                                                     │
[2026-01-05 17:49:46.846] │  17:49:46.707600，分析所有提供的ETF基金数据，从技术指标角度挑选出当前最适合  │
[2026-01-05 17:49:46.846] │  买入的ETF基金。                                                             │
[2026-01-05 17:49:46.846] │  **关键信息**：上下文中提供了完整的ETF数据，共包含所有ETF基金。你必须确保在  │
[2026-01-05 17:49:46.846] │  排序列表中包含每一个ETF，不能遗漏任何一个。                                 │
[2026-01-05 17:49:46.846] │  **交易策略**：超短线交易策略 - 平均持有时间不超过3天 -                      │
[2026-01-05 17:49:46.846] │  重点关注短期技术指标和短期趋势 - 优先考虑波动性适中、流动性好的ETF -        │
[2026-01-05 17:49:46.846] │  适合快速进出场，捕捉短期价格波动 -                                          │
[2026-01-05 17:49:46.846] │  在分析时优先考虑：短期动量、短期均线排列、短期成交量变化、短期技术形态      │
[2026-01-05 17:49:46.846] │  **数据说明**：                                                              │
[2026-01-05 17:49:46.846] │  所有ETF的实时数据和技术指标已预获取并计算完成，包含在上下文中。数据包括：   │
[2026-01-05 17:49:46.846] │  **实时数据**： - latest_price：最新价（当前时刻的ETF价格） -                │
[2026-01-05 17:49:46.846] │  change_pct：涨跌幅（%）（当前价格相对于前一交易日的涨跌百分比，正数为上涨   │
[2026-01-05 17:49:46.846] │  ，负数为下跌） -                                                            │
[2026-01-05 17:49:46.846] │  volume_ratio：量比（当前成交量/20日均量，反映当前成交量的相对活跃程度） -   │
[2026-01-05 17:49:46.846] │  amplitude：振幅（%）（当日最高价与最低价之间的波动幅度，反映价格波动强度）  │
[2026-01-05 17:49:46.846] │  - turnover_rate：换手率（%）（当日成交量占流通市值的比例，反映市场流动性）  │
[2026-01-05 17:49:46.846] │  **技术指标**（所有指标均基于历史K线数据计算，数据来源：akshare历史数据接口  │
[2026-01-05 17:49:46.846] │  ，计算周期：至少需要相应周期的历史数据才能计算）：                          │
[2026-01-05 17:49:46.846] │  - **MACD指标**（Moving Average Convergence                                  │
[2026-01-05 17:49:46.846] │  Divergence，指数平滑异同移动平均线）：                                      │
[2026-01-05 17:49:46.846] │    - **计算方法**：基于收盘价计算，需要至少26条历史数据                      │
[2026-01-05 17:49:46.846] │      - **DIF（快线）** = EMA12 - EMA26（12日指数移动平均 -                   │
[2026-01-05 17:49:46.846] │  26日指数移动平均）                                                          │
[2026-01-05 17:49:46.846] │      - **DEA（慢线）** = DIF的9日指数移动平均                                │
[2026-01-05 17:49:46.846] │      - **柱状图（MACD柱）** = 2 × (DIF - DEA)，反映多空力量对比的放大值      │
[2026-01-05 17:49:46.846] │    - **DIF（快线）**：反映短期趋势变化                                       │
[2026-01-05 17:49:46.846] │      - DIF>0：短期趋势向上；DIF<0：短期趋势向下                              │
[2026-01-05 17:49:46.846] │      - DIF上升：短期上涨动能增强；DIF下降：短期上涨动能减弱                  │
[2026-01-05 17:49:46.846] │    - **DEA（慢线）**：反映中期趋势变化                                       │
[2026-01-05 17:49:46.847] │      - DEA>0：中期趋势向上；DEA<0：中期趋势向下                              │
[2026-01-05 17:49:46.847] │    - **柱状图（MACD柱）**：反映多空力量对比                                  │
[2026-01-05 17:49:46.847] │      - 柱状图>0：多头力量占优；柱状图<0：空头力量占优                        │
[2026-01-05 17:49:46.847] │      - 柱状图放大：趋势加速；柱状图缩小：趋势减弱                            │
[2026-01-05 17:49:46.847] │    - **0轴位置**：                                                           │
[2026-01-05 17:49:46.847] │      - 0轴上方（DIF>0且DEA>0）：多头市场，看涨信号                           │
[2026-01-05 17:49:46.847] │      - 0轴下方（DIF<0且DEA<0）：空头市场，看跌信号                           │
[2026-01-05 17:49:46.847] │      - 0轴附近：趋势转换区域，需结合其他指标判断                             │
[2026-01-05 17:49:46.847] │    - **金叉死叉判断逻辑**：比较前一日和当前日的DIF与DEA关系                  │
[2026-01-05 17:49:46.847] │      -                                                                       │
[2026-01-05 17:49:46.847] │  **金叉**：前一日DIF<DEA且当前日DIF>DEA，买入信号，特别是0轴附近或0轴下方的  │
[2026-01-05 17:49:46.847] │  金叉                                                                        │
[2026-01-05 17:49:46.847] │      -                                                                       │
[2026-01-05 17:49:46.847] │  **死叉**：前一日DIF>DEA且当前日DIF<DEA，卖出信号，特别是0轴附近或0轴上方的  │
[2026-01-05 17:49:46.847] │  死叉                                                                        │
[2026-01-05 17:49:46.847] │      - **无交叉**：DIF与DEA未发生真正的交叉，标记为"无"                      │
[2026-01-05 17:49:46.847] │    -                                                                         │
[2026-01-05 17:49:46.847] │  **超短线交易要点**：优先关注0轴附近的金叉、柱状图放大、DIF快速上升等短期看  │
[2026-01-05 17:49:46.847] │  涨信号                                                                      │
[2026-01-05 17:49:46.847] │                                                                              │
[2026-01-05 17:49:46.847] │  - **RSI指标**（Relative Strength Index，相对强弱指标）：                    │
[2026-01-05 17:49:46.847] │    - **计算方法**：基于收盘价计算，使用Wilder's                              │
[2026-01-05 17:49:46.847] │  Smoothing方法，需要至少14条历史数据                                         │
[2026-01-05 17:49:46.847] │      - 计算价格变化：delta = 收盘价 - 前一日收盘价                           │
[2026-01-05 17:49:46.847] │      - 分离涨幅和跌幅：gain = max(delta, 0)，loss = max(-delta, 0)           │
[2026-01-05 17:49:46.847] │      - 使用Wilder's Smoothing计算平均涨幅和平均跌幅：avg = (前avg × (n-1) +  │
[2026-01-05 17:49:46.847] │  当前值) / n                                                                 │
[2026-01-05 17:49:46.847] │      - RSI = 100 - (100 / (1 + RS))，其中RS = 平均涨幅 / 平均跌幅            │
[2026-01-05 17:49:46.847] │    - **值**：14日周期的相对强弱指标，范围0-100，反映价格动量的强弱           │
[2026-01-05 17:49:46.847] │      - RSI>50：多头市场，上涨动能较强                                        │
[2026-01-05 17:49:46.847] │      - RSI<50：空头市场，下跌动能较强                                        │
[2026-01-05 17:49:46.847] │    - **状态判断**：                                                          │
[2026-01-05 17:49:46.847] │      -                                                                       │
[2026-01-05 17:49:46.847] │  **超买区**（RSI≥70）：价格可能短期见顶，存在回调风险，但强势市场可能持续超  │
[2026-01-05 17:49:46.847] │  买                                                                          │
[2026-01-05 17:49:46.847] │      -                                                                       │
[2026-01-05 17:49:46.847] │  **超卖区**（RSI≤30）：价格可能短期见底，存在反弹机会，但弱势市场可能持续超  │
[2026-01-05 17:49:46.847] │  卖                                                                          │
[2026-01-05 17:49:46.847] │      - **正常区**（30<RSI<70）：价格处于正常波动范围                         │
[2026-01-05 17:49:46.847] │    - **交易信号**：                                                          │
[2026-01-05 17:49:46.847] │      - RSI从超卖区向上突破30：潜在买入信号                                   │
[2026-01-05 17:49:46.847] │      - RSI从超买区向下突破70：潜在卖出信号                                   │
[2026-01-05 17:49:46.847] │      - RSI在50上方且上升：多头动能增强                                       │
[2026-01-05 17:49:46.847] │      - RSI在50下方且下降：空头动能增强                                       │
[2026-01-05 17:49:46.847] │    -                                                                         │
[2026-01-05 17:49:46.847] │  **超短线交易要点**：关注RSI从超卖区反弹、RSI在50上方快速上升等短期动量信号  │
[2026-01-05 17:49:46.847] │                                                                              │
[2026-01-05 17:49:46.847] │  - **均线系统（SMA）**（Simple Moving Average，简单移动平均线）：            │
[2026-01-05 17:49:46.847] │    - **计算方法**：基于收盘价计算，SMA = 最近N日收盘价的算术平均值           │
[2026-01-05 17:49:46.847] │      - **SMA5**：需要至少5条历史数据，SMA5 = 最近5日收盘价的平均值           │
[2026-01-05 17:49:46.847] │      - **SMA10**：需要至少10条历史数据，SMA10 = 最近10日收盘价的平均值       │
[2026-01-05 17:49:46.847] │      - **SMA20**：需要至少20条历史数据，SMA20 = 最近20日收盘价的平均值       │
[2026-01-05 17:49:46.847] │      - **SMA60**：需要至少60条历史数据，SMA60 = 最近60日收盘价的平均值       │
[2026-01-05 17:49:46.847] │    - **SMA5**：5日简单移动平均线，反映极短期趋势，对价格变化最敏感           │
[2026-01-05 17:49:46.847] │    - **SMA10**：10日简单移动平均线，反映短期趋势，常用作短期支撑/阻力        │
[2026-01-05 17:49:46.847] │    - **SMA20**：20日简单移动平均线，反映中期趋势，常用作中期支撑/阻力        │
[2026-01-05 17:49:46.847] │    - **SMA60**：60日简单移动平均线，反映长期趋势，常用作长期支撑/阻力        │
[2026-01-05 17:49:46.847] │    - **均线排列**：根据SMA5、SMA10、SMA20的关系判断                          │
[2026-01-05 17:49:46.847] │      - **多头排列**（SMA5>SMA10>SMA20）：短期、中期趋势向上，看涨信号        │
[2026-01-05 17:49:46.847] │      - **空头排列**（SMA5<SMA10<SMA20）：短期、中期趋势向下，看跌信号        │
[2026-01-05 17:49:46.847] │      - **纠缠**（其他情况）：趋势不明确，可能处于震荡或趋势转换期            │
[2026-01-05 17:49:46.847] │    - **价格与均线关系**：                                                    │
[2026-01-05 17:49:46.847] │      - **价格在均线上方**：价格处于上升趋势，均线提供支撑作用                │
[2026-01-05 17:49:46.847] │      - **价格在均线下方**：价格处于下降趋势，均线提供阻力作用                │
[2026-01-05 17:49:46.847] │      - **判断优先级**：优先使用SMA20判断，如无则使用SMA10或SMA5              │
[2026-01-05 17:49:46.847] │    - **均线交叉**：                                                          │
[2026-01-05 17:49:46.847] │      - **黄金交叉**：短期均线上穿长期均线（如SMA5上穿SMA10），买入信号       │
[2026-01-05 17:49:46.847] │      - **死亡交叉**：短期均线下穿长期均线（如SMA5下穿SMA10），卖出信号       │
[2026-01-05 17:49:46.847] │    -                                                                         │
[2026-01-05 17:49:46.847] │  **超短线交易要点**：重点关注SMA5和SMA10的排列、价格与SMA5/SMA10的关系、短   │
[2026-01-05 17:49:46.847] │  期均线交叉等信号                                                            │
[2026-01-05 17:49:46.847] │                                                                              │
[2026-01-05 17:49:46.847] │  - **均线系统（EMA）**（Exponential Moving Average，指数移动平均线）：       │
[2026-01-05 17:49:46.847] │    -                                                                         │
[2026-01-05 17:49:46.847] │  **计算方法**：基于收盘价计算，使用指数加权移动平均，对近期价格赋予更高权重  │
[2026-01-05 17:49:46.847] │      - **EMA5**：需要至少5条历史数据，使用span=5的指数移动平均               │
[2026-01-05 17:49:46.847] │      - **EMA10**：需要至少10条历史数据，使用span=10的指数移动平均            │
[2026-01-05 17:49:46.847] │      - **EMA20**：需要至少20条历史数据，使用span=20的指数移动平均            │
[2026-01-05 17:49:46.847] │    - **EMA特点**：相比SMA，EMA对价格变化更敏感，能更快反映趋势变化           │
[2026-01-05 17:49:46.847] │    - **EMA排列**：根据EMA5、EMA10、EMA20的关系判断                           │
[2026-01-05 17:49:46.847] │      - **多头排列**（EMA5>EMA10>EMA20）：短期、中期趋势向上，看涨信号        │
[2026-01-05 17:49:46.847] │      - **空头排列**（EMA5<EMA10<EMA20）：短期、中期趋势向下，看跌信号        │
[2026-01-05 17:49:46.847] │      - **纠缠**（其他情况）：趋势不明确                                      │
[2026-01-05 17:49:46.847] │    - **价格与EMA关系**：                                                     │
[2026-01-05 17:49:46.847] │      - **价格在EMA上方**：价格处于上升趋势，EMA提供支撑作用                  │
[2026-01-05 17:49:46.847] │      - **价格在EMA下方**：价格处于下降趋势，EMA提供阻力作用                  │
[2026-01-05 17:49:46.847] │      - **判断优先级**：优先使用EMA20判断，如无则使用EMA10或EMA5              │
[2026-01-05 17:49:46.847] │    - **超短线交易要点**：EMA比SMA更敏感，适合捕捉短期趋势变化                │
[2026-01-05 17:49:46.847] │                                                                              │
[2026-01-05 17:49:46.847] │  - **成交量指标**：                                                          │
[2026-01-05 17:49:46.847] │    - **量比**：当前成交量/20日均量，反映当前成交量的相对活跃程度             │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **计算方法**：优先使用实时行情接口获取，如无则使用历史数据计算（当前成交量  │
[2026-01-05 17:49:46.848] │  /20日成交量移动平均）                                                       │
[2026-01-05 17:49:46.848] │      - **量比>1**：成交量放大，市场活跃，趋势可能延续或加速                  │
[2026-01-05 17:49:46.848] │      - **量比<1**：成交量萎缩，市场清淡，趋势可能减弱或反转                  │
[2026-01-05 17:49:46.848] │      - **量比>2**：成交量显著放大，可能伴随重要突破或反转                    │
[2026-01-05 17:49:46.848] │      - **量比<0.5**：成交量显著萎缩，市场观望情绪浓厚                        │
[2026-01-05 17:49:46.848] │    - **量价关系**：价格变化与成交量变化的组合关系，反映市场参与度和趋势强度  │
[2026-01-05 17:49:46.848] │      - **判断逻辑**：比较前一日和当前日的价格变化与成交量变化                │
[2026-01-05 17:49:46.848] │        - 价格变化阈值：±0.1%（小于0.1%视为价平）                             │
[2026-01-05 17:49:46.848] │        - 成交量变化阈值：±5%（小于5%视为量平）                               │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **价涨量增**：价格上涨且成交量增加，上涨趋势健康，多头力量强劲，看涨信号    │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **价涨量平**：价格上涨但成交量持平，上涨趋势一般，多头力量一般，谨慎看涨    │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **价涨量缩**：价格上涨但成交量减少，上涨趋势可能乏力，存在回调风险，谨慎看  │
[2026-01-05 17:49:46.848] │  涨                                                                          │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **价平量增**：价格持平但成交量增加，可能处于变盘期，需结合其他指标判断      │
[2026-01-05 17:49:46.848] │      - **价平量平**：价格和成交量都持平，市场观望，趋势不明确                │
[2026-01-05 17:49:46.848] │      - **价平量缩**：价格和成交量都减少，市场清淡，趋势不明确                │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **价跌量增**：价格下跌且成交量增加，下跌趋势加速，空头力量强劲，看跌信号    │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **价跌量平**：价格下跌但成交量持平，下跌趋势一般，空头力量一般，谨慎看跌    │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **价跌量缩**：价格下跌但成交量减少，下跌趋势可能减弱，存在反弹机会，谨慎看  │
[2026-01-05 17:49:46.848] │  跌                                                                          │
[2026-01-05 17:49:46.848] │    - **振幅**：当日最高价与最低价之间的波动幅度（%），反映价格波动强度       │
[2026-01-05 17:49:46.848] │      -                                                                       │
[2026-01-05 17:49:46.848] │  **计算方法**：优先使用实时行情接口获取，如无则使用历史数据计算（(最高价-最  │
[2026-01-05 17:49:46.848] │  低价)/前一日收盘价×100）                                                    │
[2026-01-05 17:49:46.848] │      - **振幅大**（>3%）：价格波动剧烈，适合超短线交易但风险较高             │
[2026-01-05 17:49:46.848] │      - **振幅适中**（1%-3%）：价格波动适中，适合超短线交易                   │
[2026-01-05 17:49:46.848] │      - **振幅小**（<1%）：价格波动较小，超短线交易空间有限                   │
[2026-01-05 17:49:46.848] │    -                                                                         │
[2026-01-05 17:49:46.848] │  **换手率**：当日成交量占流通市值的比例（%），反映市场流动性和交易活跃度     │
[2026-01-05 17:49:46.848] │      - **数据来源**：优先使用实时行情接口获取                                │
[2026-01-05 17:49:46.848] │      - **换手率高**（>5%）：流动性好，交易活跃，适合快速进出                 │
[2026-01-05 17:49:46.848] │      - **换手率适中**（1%-5%）：流动性一般，交易一般活跃                     │
[2026-01-05 17:49:46.848] │      - **换手率低**（<1%）：流动性差，交易不活跃，不适合超短线交易           │
[2026-01-05 17:49:46.848] │    -                                                                         │
[2026-01-05 17:49:46.848] │  **数据来源标注**：实时行情接口获取或计算所得（标注数据来源，实时行情数据优  │
[2026-01-05 17:49:46.848] │  先）                                                                        │
[2026-01-05 17:49:46.848] │                                                                              │
[2026-01-05 17:49:46.848] │  - **布林带指标**（Bollinger Bands，布林格通道）：                           │
[2026-01-05 17:49:46.848] │    - **计算方法**：基于收盘价计算，需要至少20条历史数据                      │
[2026-01-05 17:49:46.848] │      - **中轨** = 20日简单移动平均线（SMA20）                                │
[2026-01-05 17:49:46.848] │      - **标准差** = 20日收盘价的标准差                                       │
[2026-01-05 17:49:46.848] │      - **上轨** = 中轨 + 2 × 标准差                                          │
[2026-01-05 17:49:46.848] │      - **下轨** = 中轨 - 2 × 标准差                                          │
[2026-01-05 17:49:46.848] │      - **%B值** = (当前价 - 下轨) / (上轨 -                                  │
[2026-01-05 17:49:46.848] │  下轨)，当上轨=下轨时，根据价格与中轨关系判断                                │
[2026-01-05 17:49:46.848] │    - **上轨**：价格通道的上边界，通常作为阻力位                              │
[2026-01-05 17:49:46.848] │    - **中轨**：价格通道的中间线，通常作为趋势线                              │
[2026-01-05 17:49:46.848] │    - **下轨**：价格通道的下边界，通常作为支撑位                              │
[2026-01-05 17:49:46.848] │    -                                                                         │
[2026-01-05 17:49:46.848] │  **当前价**：用于计算布林带位置的当前价格（优先使用实时行情接口获取，如无则  │
[2026-01-05 17:49:46.848] │  使用历史数据收盘价）                                                        │
[2026-01-05 17:49:46.848] │      - **价格来源标注**：标注"实时行情"或"历史数据"                          │
[2026-01-05 17:49:46.848] │    - **%B值**：当前价在通道中的相对位置                                      │
[2026-01-05 17:49:46.848] │      - **%B>1**：价格突破上轨，可能超买，但也可能强势突破                    │
[2026-01-05 17:49:46.848] │      - **%B<0**：价格跌破下轨，可能超卖，但也可能弱势破位                    │
[2026-01-05 17:49:46.848] │      - **0≤%B≤1**：价格在通道内正常波动                                      │
[2026-01-05 17:49:46.848] │    - **位置判断**：                                                          │
[2026-01-05 17:49:46.848] │      - **上轨附近**（%B≥0.8）：价格接近或突破上轨，可能超买，需警惕回调      │
[2026-01-05 17:49:46.848] │      - **下轨附近**（%B≤0.2）：价格接近或跌破下轨，可能超卖，存在反弹机会    │
[2026-01-05 17:49:46.848] │      - **中轨附近**（0.2<%B<0.8）：价格在通道中部，趋势相对稳定              │
[2026-01-05 17:49:46.848] │    - **交易信号**：                                                          │
[2026-01-05 17:49:46.848] │      - **价格触及下轨反弹**：潜在买入信号，特别是配合成交量放大              │
[2026-01-05 17:49:46.848] │      - **价格突破上轨**：可能强势突破，但也可能假突破，需结合其他指标        │
[2026-01-05 17:49:46.848] │      - **价格在中轨上方**：多头市场，看涨                                    │
[2026-01-05 17:49:46.848] │      - **价格在中轨下方**：空头市场，看跌                                    │
[2026-01-05 17:49:46.848] │    - **通道宽度**：上轨与下轨之间的距离，反映市场波动性                      │
[2026-01-05 17:49:46.848] │      - **通道收窄**：波动性降低，可能即将变盘                                │
[2026-01-05 17:49:46.848] │      - **通道扩张**：波动性增加，趋势可能加速                                │
[2026-01-05 17:49:46.848] │    -                                                                         │
[2026-01-05 17:49:46.848] │  **超短线交易要点**：关注价格在下轨附近的反弹机会、价格突破中轨的买入信号、  │
[2026-01-05 17:49:46.848] │  通道收窄后的突破方向                                                        │
[2026-01-05 17:49:46.848] │                                                                              │
[2026-01-05 17:49:46.848] │  - **ATR指标**（Average True Range，平均真实波幅）：                         │
[2026-01-05 17:49:46.848] │    - **计算方法**：基于最高价、最低价、收盘价计算，需要至少14条历史数据      │
[2026-01-05 17:49:46.848] │      - **真实波幅（TR）** = max(最高价-最低价, |最高价-前收盘价|,            │
[2026-01-05 17:49:46.848] │  |最低价-前收盘价|)                                                          │
[2026-01-05 17:49:46.848] │      - **ATR** = TR的14日移动平均                                            │
[2026-01-05 17:49:46.848] │      - **ATR百分比** = (ATR / 当前价) × 100，反映波动性相对于价格的比例      │
[2026-01-05 17:49:46.848] │    - **ATR值**：反映价格波动的平均幅度，数值越大表示波动越大                 │
[2026-01-05 17:49:46.848] │    - **ATR百分比**：反映波动性相对于价格的比例                               │
[2026-01-05 17:49:46.848] │      - **高波动性**（ATR百分比≥3%）：价格波动剧烈，适合超短线交易但风险较高  │
[2026-01-05 17:49:46.848] │      - **中波动性**（1.5%≤ATR百分比<3%）：价格波动适中，适合超短线交易       │
[2026-01-05 17:49:46.848] │      - **低波动性**（ATR百分比<1.5%）：价格波动较小，超短线交易空间有限      │
[2026-01-05 17:49:46.848] │    - **超短线交易要点**：ATR百分比适中（1.5%-3%）的ETF更适合超短线交易       │
[2026-01-05 17:49:46.848] │                                                                              │
[2026-01-05 17:49:46.848] │  - **KDJ指标**（随机指标）：                                                 │
[2026-01-05 17:49:46.849] │    - **计算方法**：基于最高价、最低价、收盘价计算，需要至少9条历史数据       │
[2026-01-05 17:49:46.849] │      - **RSV（未成熟随机值）** = (收盘价 - 9日最低价) / (9日最高价 -         │
[2026-01-05 17:49:46.849] │  9日最低价) × 100                                                            │
[2026-01-05 17:49:46.849] │      - **K值** = 2/3 × 前一日K值 + 1/3 × RSV（第一个K值等于第一个RSV值）     │
[2026-01-05 17:49:46.849] │      - **D值** = 2/3 × 前一日D值 + 1/3 ×                                     │
[2026-01-05 17:49:46.849] │  K值（第一个D值等于第一个RSV值，与第一个K值相同）                            │
[2026-01-05 17:49:46.849] │      - **J值** = 3K - 2D                                                     │
[2026-01-05 17:49:46.849] │    - **K值**：快速随机指标，对价格变化敏感                                   │
[2026-01-05 17:49:46.849] │    - **D值**：慢速随机指标，K值的平滑                                        │
[2026-01-05 17:49:46.849] │    - **J值**：最敏感的指标，J = 3K - 2D                                      │
[2026-01-05 17:49:46.849] │    - **状态判断**：                                                          │
[2026-01-05 17:49:46.849] │      - **超买**（K>80且D>80）：价格可能短期见顶，存在回调风险                │
[2026-01-05 17:49:46.849] │      - **超卖**（K<20且D<20）：价格可能短期见底，存在反弹机会                │
[2026-01-05 17:49:46.849] │      - **正常**（其他情况）：价格处于正常波动范围                            │
[2026-01-05 17:49:46.849] │    - **金叉死叉判断逻辑**：比较前一日和当前日的K与D关系                      │
[2026-01-05 17:49:46.849] │      - **金叉**：前一日K<D且当前日K>D，买入信号                              │
[2026-01-05 17:49:46.849] │      - **死叉**：前一日K>D且当前日K<D，卖出信号                              │
[2026-01-05 17:49:46.849] │      - **无交叉**：K与D未发生真正的交叉，标记为"无"                          │
[2026-01-05 17:49:46.849] │    -                                                                         │
[2026-01-05 17:49:46.849] │  **超短线交易要点**：关注KDJ从超卖区反弹的金叉信号、K值和D值在50上方且上升   │
[2026-01-05 17:49:46.849] │  等短期看涨信号                                                              │
[2026-01-05 17:49:46.849] │                                                                              │
[2026-01-05 17:49:46.849] │  - **OBV指标**（On Balance Volume，能量潮指标）：                            │
[2026-01-05 17:49:46.849] │    - **计算方法**：基于收盘价和成交量计算，需要至少2条历史数据               │
[2026-01-05 17:49:46.849] │      - 如果收盘价>前一日收盘价：OBV = 前一日OBV + 当前成交量                 │
[2026-01-05 17:49:46.849] │      - 如果收盘价<前一日收盘价：OBV = 前一日OBV - 当前成交量                 │
[2026-01-05 17:49:46.849] │      - 如果收盘价=前一日收盘价：OBV = 前一日OBV（不变）                      │
[2026-01-05 17:49:46.849] │      - 第一个OBV值设为0                                                      │
[2026-01-05 17:49:46.849] │    - **OBV值**：累积成交量，反映资金流向                                     │
[2026-01-05 17:49:46.849] │    - **趋势判断**：                                                          │
[2026-01-05 17:49:46.849] │      - **上升**：当前OBV>前一日OBV，资金流入，看涨信号                       │
[2026-01-05 17:49:46.849] │      - **下降**：当前OBV<前一日OBV，资金流出，看跌信号                       │
[2026-01-05 17:49:46.849] │      - **持平**：当前OBV=前一日OBV，资金流向不明确                           │
[2026-01-05 17:49:46.849] │    - **背离判断**：                                                          │
[2026-01-05 17:49:46.849] │      - **看涨背离**：价格下跌但OBV上升，可能见底反弹                         │
[2026-01-05 17:49:46.849] │      - **看跌背离**：价格上涨但OBV下降，可能见顶回调                         │
[2026-01-05 17:49:46.849] │      - **无背离**：价格与OBV同向变化，趋势一致                               │
[2026-01-05 17:49:46.849] │    - **超短线交易要点**：关注OBV上升配合价格上涨、看涨背离等信号             │
[2026-01-05 17:49:46.849] │                                                                              │
[2026-01-05 17:49:46.849] │  - **CCI指标**（Commodity Channel Index，商品通道指数）：                    │
[2026-01-05 17:49:46.849] │    - **计算方法**：基于最高价、最低价、收盘价计算，需要至少20条历史数据      │
[2026-01-05 17:49:46.849] │      - **典型价格（TP）** = (最高价 + 最低价 + 收盘价) / 3                   │
[2026-01-05 17:49:46.849] │      - **TP的移动平均** = TP的20日简单移动平均                               │
[2026-01-05 17:49:46.849] │      - **平均绝对偏差（MAD）** = |TP - TP移动平均|的20日平均值               │
[2026-01-05 17:49:46.849] │      - **CCI** = (TP - TP移动平均) / (0.015 × MAD)                           │
[2026-01-05 17:49:46.849] │    - **CCI值**：反映价格偏离平均价格的程度，无上下限                         │
[2026-01-05 17:49:46.849] │    - **状态判断**：                                                          │
[2026-01-05 17:49:46.849] │      -                                                                       │
[2026-01-05 17:49:46.849] │  **强势**（CCI>100）：价格显著高于平均价格，可能超买，但也可能持续强势       │
[2026-01-05 17:49:46.849] │      -                                                                       │
[2026-01-05 17:49:46.849] │  **弱势**（CCI<-100）：价格显著低于平均价格，可能超卖，但也可能持续弱势      │
[2026-01-05 17:49:46.849] │      - **正常**（-100≤CCI≤100）：价格在正常波动范围                          │
[2026-01-05 17:49:46.849] │    -                                                                         │
[2026-01-05 17:49:46.849] │  **超短线交易要点**：关注CCI从弱势区向上突破-100、CCI在0上方且上升等信号     │
[2026-01-05 17:49:46.849] │                                                                              │
[2026-01-05 17:49:46.849] │  - **威廉指标**（Williams %R）：                                             │
[2026-01-05 17:49:46.849] │    - **计算方法**：基于最高价、最低价、收盘价计算，需要至少14条历史数据      │
[2026-01-05 17:49:46.849] │      - **%R值** = -100 × (14日最高价 - 收盘价) / (14日最高价 - 14日最低价)   │
[2026-01-05 17:49:46.849] │      - 范围：-100到0（负值）                                                 │
[2026-01-05 17:49:46.849] │    - **%R值**：反映收盘价在14日价格区间中的位置                              │
[2026-01-05 17:49:46.849] │    - **状态判断**：                                                          │
[2026-01-05 17:49:46.849] │      - **超买**（%R>-20）：收盘价接近14日最高价，可能短期见顶                │
[2026-01-05 17:49:46.849] │      - **超卖**（%R<-80）：收盘价接近14日最低价，可能短期见底                │
[2026-01-05 17:49:46.849] │      - **正常**（-80≤%R≤-20）：价格在正常波动范围                            │
[2026-01-05 17:49:46.849] │    - **超短线交易要点**：关注%R从超卖区向上突破-80、%R在-50上方且上升等信号  │
[2026-01-05 17:49:46.849] │                                                                              │
[2026-01-05 17:49:46.849] │  - **价格位置指标**：                                                        │
[2026-01-05 17:49:46.849] │    - **计算方法**：基于最高价、最低价、收盘价计算，需要至少1条历史数据       │
[2026-01-05 17:49:46.849] │      - **位置值** = (收盘价 - 最低价) / (最高价 - 最低价)                    │
[2026-01-05 17:49:46.849] │      - 范围：0-1，接近1表示收盘接近最高价，接近0表示收盘接近最低价           │
[2026-01-05 17:49:46.849] │      - 当最高价等于最低价时（价格区间为0），位置值设为0.5（中性值）          │
[2026-01-05 17:49:46.849] │    - **位置值**：反映收盘价在当日价格区间中的相对位置                        │
[2026-01-05 17:49:46.849] │    - **描述判断**：                                                          │
[2026-01-05 17:49:46.849] │      - **高位**（位置值≥0.7）：收盘价接近当日最高价，多头力量较强            │
[2026-01-05 17:49:46.849] │      - **低位**（位置值≤0.3）：收盘价接近当日最低价，空头力量较强            │
[2026-01-05 17:49:46.849] │      - **中位**（0.3<位置值<0.7）：收盘价在当日价格区间中部                  │
[2026-01-05 17:49:46.849] │    - **超短线交易要点**：关注价格位置从低位向中位或高位移动的信号            │
[2026-01-05 17:49:46.849] │                                                                              │
[2026-01-05 17:49:46.849] │  请基于这些数据，分析所有ETF的技术指标状态，评估买入潜力，给出买入优先级排   │
[2026-01-05 17:49:46.849] │  序和详细推荐。                                                              │
[2026-01-05 17:49:46.849] │  **分析重点（超短线交易策略）**： -                                          │
[2026-01-05 17:49:46.849] │  优先关注短期技术指标（5日、10日均线，短期MACD信号，短期RSI状态） -          │
[2026-01-05 17:49:46.849] │  重点关注短期动量：价涨量增、短期均线多头排列、MACD金叉等短期看涨信号 -      │
[2026-01-05 17:49:46.849] │  评估短期波动性：振幅适中（既能获利又不过于风险），换手率较高（流动性好） -  │
[2026-01-05 17:49:46.849] │  考虑短期趋势：价格在短期均线上方、短期技术形态良好 -                        │
[2026-01-05 17:49:46.849] │  避免长期趋势不佳但短期可能反弹的ETF（超短线需要明确的短期上涨信号） -       │
[2026-01-05 17:49:46.849] │  综合评分时，短期技术指标权重应高于长期指标                                  │
[2026-01-05 17:49:46.849] │  **重要要求（必须严格遵守）**： -                                            │
[2026-01-05 17:49:46.849] │  **必须对所有提供的ETF进行完整排序，不能省略任何ETF**：上下文中每个ETF都有   │
[2026-01-05 17:49:46.849] │  完整数据，你必须为每个ETF分配一个排名 -                                     │
[2026-01-05 17:49:46.849] │  **排序列表必须包含所有ETF，从第1名到最后一名**：如果上下文中显示有N个ETF，  │
[2026-01-05 17:49:46.849] │  你的排序列表必须正好包含N个ETF，不能多也不能少 -                            │
[2026-01-05 17:49:46.849] │  **每个ETF都要有排序位置、基金代码、基金名称、综合评分、简要说明**：基金代   │
[2026-01-05 17:49:46.849] │  码用于验证完整性，必须准确无误 -                                            │
[2026-01-05 17:49:46.849] │  **排名靠前的ETF需要提供详细分析，包括适合超短线交易的理由** -               │
[2026-01-05 17:49:46.849] │  **生成排序列表后，请检查：排序列表中的ETF数量必须等于上下文中提供的ETF总数  │
[2026-01-05 17:49:46.849] │  ，如果数量不一致，必须重新生成直到完全匹配**                                │
[2026-01-05 17:49:46.849] │                                                                              │
[2026-01-05 17:49:46.849] │                                                                              │
[2026-01-05 17:49:46.849] ╰──────────────────────────────────────────────────────────────────────────────╯
[2026-01-05 17:49:46.850] 
[2026-01-05 17:52:39.513] 🚀 Crew: crew
[2026-01-05 17:52:39.513] └── 📋 Task: etf_selection_task (ID: 60864e9c-8c3f-4b84-a102-85ffa369fe0b)
[2026-01-05 17:52:39.525]     Status: Executing Task...╭─────────────────────────── ✅ Agent Final Answer ────────────────────────────╮
[2026-01-05 17:52:39.525] │                                                                              │
[2026-01-05 17:52:39.525] │  Agent: ETF基金技术指标分析专家                                              │
[2026-01-05 17:52:39.525] │                                                                              │
[2026-01-05 17:52:39.525] │  Final Answer:                                                               │
[2026-01-05 17:52:39.525] │                                                                              │
[2026-01-05 17:52:39.525] │  ### ETF基金超短线交易技术分析报告                                           │
[2026-01-05 17:52:39.525] │  **模型：deepseek-r1-250528**                                                │
[2026-01-05 17:52:39.525] │  **生成时间：2026-01-05 17:49:46.707600**                                    │
[2026-01-05 17:52:39.525] │                                                                              │
[2026-01-05 17:52:39.525] │  #### 数据概览                                                               │
[2026-01-05 17:52:39.525] │  - **ETF总数**：45只                                                         │
[2026-01-05 17:52:39.525] │  - **数据完整性**：所有ETF均包含完整实时行情及预计算技术指标，无缺失数据。   │
[2026-01-05 17:52:39.525] │                                                                              │
[2026-01-05 17:52:39.525] │  #### 买入优先级排序列表（按综合评分从高到低）                               │
[2026-01-05 17:52:39.525] │  | 排名 | 基金代码   | 基金名称             | 综合评分 | 简要说明            │
[2026-01-05 17:52:39.525] │  |                                                                           │
[2026-01-05 17:52:39.525] │  |------|------------|----------------------|----------|-------------------  │
[2026-01-05 17:52:39.525] │  -------------------------------------------------------|                    │
[2026-01-05 17:52:39.525] │  | 1    | sh512880   | 证券ETF             | 92       |                      │
[2026-01-05 17:52:39.525] │  量价齐升+KDJ金叉+布林带突破上轨，短期多头动能强劲。                      |  │
[2026-01-05 17:52:39.525] │  | 2    | sh512480   | 半导体ETF           | 88       |                      │
[2026-01-05 17:52:39.525] │  涨幅4.51%+量价齐升+均线多头，MACD柱状图放大，超买风险可控。             |   │
[2026-01-05 17:52:39.525] │  | 3    | sz159819   | 人工智能ETF         | 85       |                      │
[2026-01-05 17:52:39.525] │  量价齐升+布林带突破上轨+均线多头排列，短期趋势加速。                    |   │
[2026-01-05 17:52:39.525] │  | 4    | sh516510   | 云计算ETF           | 84       |                      │
[2026-01-05 17:52:39.525] │  RSI健康+布林带突破上轨+OBV上升，流动性佳。                              |   │
[2026-01-05 17:52:39.525] │  | 5    | sz159869   | 游戏ETF             | 82       |                      │
[2026-01-05 17:52:39.525] │  涨幅4.44%+量价齐升+CCI强势，波动性适中。                                |   │
[2026-01-05 17:52:39.525] │  | 6    | sh515030   | 新能源车ETF         | 80       |                      │
[2026-01-05 17:52:39.525] │  均线多头+布林带上轨，量价配合良好。                                     |   │
[2026-01-05 17:52:39.526] │  | 7    | sh562500   | 机器人ETF           | 78       |                      │
[2026-01-05 17:52:39.526] │  布林带突破上轨+均线强势，短期动量充足。                                  |  │
[2026-01-05 17:52:39.526] │  | 8    | sh561800   | 稀有金属ETF         | 76       |                      │
[2026-01-05 17:52:39.526] │  量价齐升+MACD0轴上方，但KDJ超买需谨慎。                                 |   │
[2026-01-05 17:52:39.526] │  | 9    | sz159851   | 金融科技ETF         | 75       |                      │
[2026-01-05 17:52:39.526] │  布林带突破上轨+均线多头，威廉指标超买。                                 |   │
[2026-01-05 17:52:39.526] │  | 10   | sh513060   | 恒生医疗ETF         | 74       |                      │
[2026-01-05 17:52:39.526] │  涨幅5.83%+量价齐升+MACD金叉，超跌反弹信号。                             |   │
[2026-01-05 17:52:39.526] │  | 11   | sz159852   | 软件ETF             | 72       |                      │
[2026-01-05 17:52:39.526] │  涨幅3.59%+布林带上轨，但KDJ超买。                                       |   │
[2026-01-05 17:52:39.526] │  | 12   | sh563530   | 卫星ETF             | 70       |                      │
[2026-01-05 17:52:39.526] │  涨幅3.20%+量价齐升，波动性高，适合激进策略。                            |   │
[2026-01-05 17:52:39.526] │  | 13   | sh515790   | 光伏ETF             | 68       |                      │
[2026-01-05 17:52:39.526] │  均线多头+量价配合，但量比偏低。                                        |    │
[2026-01-05 17:52:39.526] │  | 14   | sh513090   | 香港证券ETF         | 66       |                      │
[2026-01-05 17:52:39.526] │  量价齐升+布林带上轨，换手率高流动性好。                                 |   │
[2026-01-05 17:52:39.526] │  | 15   | sh518880   | 黄金ETF             | 65       |                      │
[2026-01-05 17:52:39.526] │  均线纠缠+OBV上升，避险属性强。                                          |   │
[2026-01-05 17:52:39.526] │  | 16   | sh515220   | 煤炭ETF             | 63       |                      │
[2026-01-05 17:52:39.526] │  KDJ超卖+布林带下轨，超跌反弹潜力。                                      |   │
[2026-01-05 17:52:39.526] │  | 17   | sz159996   | 家电ETF             | 62       |                      │
[2026-01-05 17:52:39.526] │  布林带上轨+CCI强势，但量比不足。                                        |   │
[2026-01-05 17:52:39.526] │  | 18   | sh512200   | 房地产ETF           | 60       |                      │
[2026-01-05 17:52:39.526] │  均线多头+OBV上升，振幅适中。                                            |   │
[2026-01-05 17:52:39.526] │  | 19   | sz159870   | 化工ETF             | 58       |                      │
[2026-01-05 17:52:39.526] │  RSI超买+布林带上轨，短期过热。                                          |   │
[2026-01-05 17:52:39.526] │  | 20   | sh516970   | 基建50ETF           | 56       |                      │
[2026-01-05 17:52:39.526] │  量价齐升但振幅低，波动空间有限。                                        |   │
[2026-01-05 17:52:39.526] │  | 21   | sh513360   | 教育ETF             | 55       |                      │
[2026-01-05 17:52:39.526] │  量价齐升+布林带上轨，但均线纠缠。                                       |   │
[2026-01-05 17:52:39.526] │  | 22   | sh563010   | 电信ETF             | 54       |                      │
[2026-01-05 17:52:39.526] │  RSI超买+布林带上轨，需防回调。                                          |   │
[2026-01-05 17:52:39.526] │  | 23   | sz159652   | 有色50ETF           | 52       |                      │
[2026-01-05 17:52:39.526] │  布林带上轨+均线多头，但KDJ超买。                                        |   │
[2026-01-05 17:52:39.526] │  | 24   | sh512980   | 传媒ETF             | 50       |                      │
[2026-01-05 17:52:39.526] │  涨幅4.51%但量缩，超买风险高。                                           |   │
[2026-01-05 17:52:39.526] │  | 25   | sh515210   | 钢铁ETF             | 48       |                      │
[2026-01-05 17:52:39.526] │  量平价平，趋势不明确。                                                  |   │
[2026-01-05 17:52:39.526] │  | 26   | sh517520   | 黄金股ETF           | 46       |                      │
[2026-01-05 17:52:39.526] │  均线多头+CCI强势，量比一般。                                            |   │
[2026-01-05 17:52:39.526] │  | 27   | sz159825   | 农业ETF             | 44       |                      │
[2026-01-05 17:52:39.526] │  量价齐升+布林带上轨，但KDJ高位。                                        |   │
[2026-01-05 17:52:39.526] │  | 28   | sh512710   | 军工龙头ETF         | 42       |                      │
[2026-01-05 17:52:39.526] │  RSI超买+布林带上轨，短期回调压力大。                                    |   │
[2026-01-05 17:52:39.526] │  | 29   | sh513050   | 中概互联网ETF       | 40       |                      │
[2026-01-05 17:52:39.526] │  量价齐升+KDJ金叉，但均线纠缠。                                          |   │
[2026-01-05 17:52:39.526] │  | 30   | sh561510   | 中药ETF华泰柏瑞     | 38       |                      │
[2026-01-05 17:52:39.526] │  MACD金叉但均线空头，趋势未确认。                                        |   │
[2026-01-05 17:52:39.526] │  | 31   | sz159985   | 豆粕ETF             | 36       |                      │
[2026-01-05 17:52:39.526] │  量平价平，波动性低。                                                    |   │
[2026-01-05 17:52:39.526] │  | 32   | sh516560   | 养老ETF             | 34       |                      │
[2026-01-05 17:52:39.526] │  MACD金叉但量能不足。                                                    |   │
[2026-01-05 17:52:39.526] │  | 33   | sz159766   | 旅游ETF             | 32       |                      │
[2026-01-05 17:52:39.526] │  价跌量缩+威廉超买，短期弱势。                                            |  │
[2026-01-05 17:52:39.526] │  | 34   | sh513730   | 东南亚科技ETF       | 30       |                      │
[2026-01-05 17:52:39.526] │  量价齐升但均线纠缠，趋势不明。                                          |   │
[2026-01-05 17:52:39.526] │  | 35   | sh512690   | 酒ETF               | 28       |                      │
[2026-01-05 17:52:39.526] │  MACD金叉但均线空头，反弹力度待观察。                                    |   │
[2026-01-05 17:52:39.526] │  | 36   | sz159941   | 纳指ETF             | 26       |                      │
[2026-01-05 17:52:39.526] │  量价齐升但均线空头，国际波动影响大。                                    |   │
[2026-01-05 17:52:39.526] │  | 37   | sh513880   | 日经225ETF          | 24       |                      │
[2026-01-05 17:52:39.526] │  量价齐升但均线空头，外盘依赖度高。                                      |   │
[2026-01-05 17:52:39.526] │  | 38   | sh515880   | 通信ETF             | 22       |                      │
[2026-01-05 17:52:39.526] │  布林带上轨+均线多头，但RSI高位。                                        |   │
[2026-01-05 17:52:39.526] │  | 39   | sz159796   | 电池50ETF           | 20       |                      │
[2026-01-05 17:52:39.526] │  量比低+KDJ高位，动能不足。                                              |   │
[2026-01-05 17:52:39.526] │  | 40   | sz159865   | 养殖ETF             | 18       |                      │
[2026-01-05 17:52:39.526] │  均线纠缠+量能一般，震荡格局。                                           |   │
[2026-01-05 17:52:39.526] │  | 41   | sh512800   | 银行ETF             | 16       |                      │
[2026-01-05 17:52:39.526] │  价跌量增+KDJ死叉，短期承压。                                            |   │
[2026-01-05 17:52:39.526] │  | 42   | sz159667   | 工业母机ETF         | 14       |                      │
[2026-01-05 17:52:39.526] │  量缩+威廉超买，上行动能减弱。                                           |   │
[2026-01-05 17:52:39.526] │  | 43   | sz159570   | 港股通创新药ETF     | 12       |                      │
[2026-01-05 17:52:39.526] │  涨幅6.97%但均线空头，反弹持续性存疑。                                   |   │
[2026-01-05 17:52:39.526] │  | 44   | sh562700   | 汽车零部件ETF       | 10       |                      │
[2026-01-05 17:52:39.526] │  RSI超买+量缩，高位风险大。                                              |   │
[2026-01-05 17:52:39.526] │  | 45   | sh513770   | 港股互联网ETF       | 8        |                      │
[2026-01-05 17:52:39.526] │  量价齐升但均线空头，趋势未逆转。                                        |   │
[2026-01-05 17:52:39.526] │                                                                              │
[2026-01-05 17:52:39.526] │  #### ETF代码完整性验证清单                                                  │
[2026-01-05 17:52:39.526] │  1. sh512880, 2. sh512480, 3. sz159819, 4. sh516510, 5. sz159869, 6.         │
[2026-01-05 17:52:39.526] │  sh515030, 7. sh562500, 8. sh561800, 9. sz159851, 10. sh513060, 11.          │
[2026-01-05 17:52:39.526] │  sz159852, 12. sh563530, 13. sh515790, 14. sh513090, 15. sh518880, 16.       │
[2026-01-05 17:52:39.526] │  sh515220, 17. sz159996, 18. sh512200, 19. sz159870, 20. sh516970, 21.       │
[2026-01-05 17:52:39.526] │  sh513360, 22. sh563010, 23. sz159652, 24. sh512980, 25. sh515210, 26.       │
[2026-01-05 17:52:39.526] │  sh517520, 27. sz159825, 28. sh512710, 29. sh513050, 30. sh561510, 31.       │
[2026-01-05 17:52:39.526] │  sz159985, 32. sh516560, 33. sz159766, 34. sh513730, 35. sh512690, 36.       │
[2026-01-05 17:52:39.526] │  sz159941, 37. sh513880, 38. sh515880, 39. sz159796, 40. sz159865, 41.       │
[2026-01-05 17:52:39.526] │  sh512800, 42. sz159667, 43. sz159570, 44. sh562700, 45. sh513770            │
[2026-01-05 17:52:39.526] │                                                                              │
[2026-01-05 17:52:39.526] │  #### 详细推荐分析（Top 5）                                                  │
[2026-01-05 17:52:39.526] │  **1. 证券ETF (sh512880)**                                                   │
[2026-01-05 17:52:39.526] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.526] │    - 量价齐升（量比1.51）+ 布林带突破上轨（%B=1.01）                         │
[2026-01-05 17:52:39.527] │    - KDJ金叉（K58.15↑D57.48） + MACD柱状图放大（0.0066）                     │
[2026-01-05 17:52:39.527] │    - 均线多头排列（SMA5>10>20）且价格位于均线上方                            │
[2026-01-05 17:52:39.527] │  -                                                                           │
[2026-01-05 17:52:39.527] │  **买入理由**：短期动量强劲，量能配合突破关键阻力（布林带上轨），KDJ金叉强   │
[2026-01-05 17:52:39.527] │  化上涨信号。                                                                │
[2026-01-05 17:52:39.527] │  - **风险提示**：威廉指标（%R=-12.96）接近超买区，需警惕盘中回调。           │
[2026-01-05 17:52:39.527] │  -                                                                           │
[2026-01-05 17:52:39.527] │  **适合超短线原因**：高流动性（换手率5.04%），波动适中（ATR=1.45%），适合1-  │
[2026-01-05 17:52:39.527] │  2日持仓。                                                                   │
[2026-01-05 17:52:39.527] │  - **建议持有时间**：≤2天，目标价1.25元（+1.2%）。                           │
[2026-01-05 17:52:39.527] │                                                                              │
[2026-01-05 17:52:39.527] │  **2. 半导体ETF (sh512480)**                                                 │
[2026-01-05 17:52:39.527] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.527] │    - 涨幅4.51% + 量价齐升（量比1.38）                                        │
[2026-01-05 17:52:39.527] │    - MACD柱状图放大（0.0197） + 布林带突破上轨（%B=1.12）                    │
[2026-01-05 17:52:39.527] │    - 均线多头排列（SMA5>10>20>60）                                           │
[2026-01-05 17:52:39.527] │  - **买入理由**：行业龙头ETF，短期趋势加速，量能支撑突破。                   │
[2026-01-05 17:52:39.527] │  - **风险提示**：KDJ超买（K85.99） + 威廉超买（%R=0），需设定止损。          │
[2026-01-05 17:52:39.527] │  -                                                                           │
[2026-01-05 17:52:39.527] │  **适合超短线原因**：高波动性（ATR=2.21%）提供交易空间，换手率8.61%保障流动  │
[2026-01-05 17:52:39.527] │  性。                                                                        │
[2026-01-05 17:52:39.527] │  - **建议持有时间**：≤3天，目标价1.58元（+3.3%）。                           │
[2026-01-05 17:52:39.527] │                                                                              │
[2026-01-05 17:52:39.527] │  **3. 人工智能ETF (sz159819)**                                               │
[2026-01-05 17:52:39.527] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.527] │    - 量价齐升（量比1.27） + 布林带突破上轨（%B=1.06）                        │
[2026-01-05 17:52:39.527] │    - 均线多头（SMA5>10>20>60） + CCI强势（182.82）                           │
[2026-01-05 17:52:39.527] │    - RSI健康（65.03），无超买压力                                            │
[2026-01-05 17:52:39.527] │  - **买入理由**：科技板块领涨，短期均线呈45°角上行，趋势稳固。               │
[2026-01-05 17:52:39.527] │  - **风险提示**：KDJ超买（K87.79），若量能萎缩需及时止盈。                   │
[2026-01-05 17:52:39.527] │  - **适合超短线原因**：波动适中（ATR=1.98%），突破形态明确。                 │
[2026-01-05 17:52:39.527] │  - **建议持有时间**：≤2天，目标价1.62元（+2.5%）。                           │
[2026-01-05 17:52:39.527] │                                                                              │
[2026-01-05 17:52:39.527] │  **4. 云计算ETF (sh516510)**                                                 │
[2026-01-05 17:52:39.527] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.527] │    - 布林带突破上轨（%B=1.20） + OBV上升                                     │
[2026-01-05 17:52:39.527] │    - 均线多头（SMA5>10>20>60） + RSI健康（69.01）                            │
[2026-01-05 17:52:39.527] │    - 量价齐升（量比1.26）                                                    │
[2026-01-05 17:52:39.527] │  - **买入理由**：云服务板块热度提升，技术面呈“量价共振”看涨形态。            │
[2026-01-05 17:52:39.527] │  - **风险提示**：KDJ超买（K90.97），需关注1.75元阻力位。                     │
[2026-01-05 17:52:39.527] │  - **适合超短线原因**：换手率6.04%保障流动性，ATR=1.57%降低波动风险。        │
[2026-01-05 17:52:39.527] │  - **建议持有时间**：≤3天，目标价1.78元（+2.1%）。                           │
[2026-01-05 17:52:39.527] │                                                                              │
[2026-01-05 17:52:39.527] │  **5. 游戏ETF (sz159869)**                                                   │
[2026-01-05 17:52:39.527] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.527] │    - 涨幅4.44% + 量价齐升（量比1.62）                                        │
[2026-01-05 17:52:39.527] │    - CCI强势（201.13） + 布林带突破上轨（%B=1.18）                           │
[2026-01-05 17:52:39.527] │    - 均线多头排列（SMA5>10>20>60）                                           │
[2026-01-05 17:52:39.527] │  - **买入理由**：短期动量爆发，资金流入（OBV上升）支撑续涨。                 │
[2026-01-05 17:52:39.527] │  - **风险提示**：威廉指标（%R=0）超买，回避追涨。                            │
[2026-01-05 17:52:39.527] │  - **适合超短线原因**：波动性（ATR=2.39%）提供套利空间，换手率7.00%适中。    │
[2026-01-05 17:52:39.527] │  - **建议持有时间**：≤2天，目标价1.55元（+3.1%）。                           │
[2026-01-05 17:52:39.527] │                                                                              │
[2026-01-05 17:52:39.527] │  #### 总结与市场判断                                                         │
[2026-01-05 17:52:39.527] │  - **最佳买入选择**：**证券ETF (sh512880)** 和 **半导体ETF (sh512480)**      │
[2026-01-05 17:52:39.527] │  为最优选，兼具动量、量能及技术突破信号。                                    │
[2026-01-05 17:52:39.527] │  - **整体市场判断**：                                                        │
[2026-01-05 17:52:39.527] │    - **多头主导**：70%                                                       │
[2026-01-05 17:52:39.527] │  ETF处于均线多头排列，科技（AI/半导体）、金融（证券）板块领涨。              │
[2026-01-05 17:52:39.527] │    - **风险点**：超买信号集中（45%                                           │
[2026-01-05 17:52:39.527] │  ETF的RSI>60），需警惕短期回调；低波动ETF（如银行ETF）回避。                 │
[2026-01-05 17:52:39.527] │  - **超短线策略建议**：                                                      │
[2026-01-05 17:52:39.527] │    1. 优先选择量价齐升+技术突破（布林带上轨）的ETF，持仓≤3天。               │
[2026-01-05 17:52:39.527] │    2. 设定止损位（-2%），避免超买品种（RSI>70或KDJ>80）。                    │
[2026-01-05 17:52:39.527] │    3. 聚焦高流动性（换手率>5%）、中波动性（ATR                               │
[2026-01-05 17:52:39.527] │  1.5%-3%）ETF，如证券、半导体、AI板块。                                      │
[2026-01-05 17:52:39.527] │                                                                              │
[2026-01-05 17:52:39.527] │  > 报告生成完毕，所有45只ETF已完整覆盖，数据验证通过。                       │
[2026-01-05 17:52:39.527] │                                                                              │
[2026-01-05 17:52:39.527] ╰──────────────────────────────────────────────────────────────────────────────╯
[2026-01-05 17:52:39.528] 🚀 Crew: crew
[2026-01-05 17:52:39.528] └── 📋 Task: etf_selection_task (ID: 60864e9c-8c3f-4b84-a102-85ffa369fe0b)
[2026-01-05 17:52:39.528]     Assigned to: ETF基金技术指标分析专家
[2026-01-05 17:52:39.528]     
[2026-01-05 17:52:39.529]     Status: ✅ Completed╭────────────────────────────── Task Completion ───────────────────────────────╮
[2026-01-05 17:52:39.529] │                                                                              │
[2026-01-05 17:52:39.529] │  Task Completed                                                              │
[2026-01-05 17:52:39.529] │  Name: etf_selection_task                                                    │
[2026-01-05 17:52:39.529] │  Agent: ETF基金技术指标分析专家                                              │
[2026-01-05 17:52:39.529] │                                                                              │
[2026-01-05 17:52:39.529] │  Tool Args:                                                                  │
[2026-01-05 17:52:39.529] │                                                                              │
[2026-01-05 17:52:39.529] │                                                                              │
[2026-01-05 17:52:39.529] ╰──────────────────────────────────────────────────────────────────────────────╯
[2026-01-05 17:52:39.529] 
[2026-01-05 17:52:39.552] [2026-01-05 17:52:39.538] ✓ ETF筛选任务完成 (CrewAI处理耗时: 172.82秒, 总耗时: 172.83秒)
[2026-01-05 17:52:39.552] [2026-01-05 17:52:39.538] 正在将Markdown报告转换为HTML格式...
[2026-01-05 17:52:39.552] ╭────────────────────────────── Crew Completion ───────────────────────────────╮
[2026-01-05 17:52:39.552] │                                                                              │
[2026-01-05 17:52:39.552] │  Crew Execution Completed                                                    │
[2026-01-05 17:52:39.552] │  Name: crew                                                                  │
[2026-01-05 17:52:39.552] │  ID: f72aac5a-84c5-4c8a-8b22-b1db0c537ce9                                    │
[2026-01-05 17:52:39.552] │  Tool Args:                                                                  │
[2026-01-05 17:52:39.552] │  Final Output:                                                               │
[2026-01-05 17:52:39.552] │  ### ETF基金超短线交易技术分析报告                                           │
[2026-01-05 17:52:39.552] │  **模型：deepseek-r1-250528**                                                │
[2026-01-05 17:52:39.552] │  **生成时间：2026-01-05 17:49:46.707600**                                    │
[2026-01-05 17:52:39.552] │                                                                              │
[2026-01-05 17:52:39.552] │  #### 数据概览                                                               │
[2026-01-05 17:52:39.552] │  - **ETF总数**：45只                                                         │
[2026-01-05 17:52:39.552] │  - **数据完整性**：所有ETF均包含完整实时行情及预计算技术指标，无缺失数据。   │
[2026-01-05 17:52:39.552] │                                                                              │
[2026-01-05 17:52:39.552] │  #### 买入优先级排序列表（按综合评分从高到低）                               │
[2026-01-05 17:52:39.552] │  | 排名 | 基金代码   | 基金名称             | 综合评分 | 简要说明            │
[2026-01-05 17:52:39.552] │  |                                                                           │
[2026-01-05 17:52:39.552] │  |------|------------|----------------------|----------|-------------------  │
[2026-01-05 17:52:39.552] │  -------------------------------------------------------|                    │
[2026-01-05 17:52:39.552] │  | 1    | sh512880   | 证券ETF             | 92       |                      │
[2026-01-05 17:52:39.552] │  量价齐升+KDJ金叉+布林带突破上轨，短期多头动能强劲。                      |  │
[2026-01-05 17:52:39.552] │  | 2    | sh512480   | 半导体ETF           | 88       |                      │
[2026-01-05 17:52:39.552] │  涨幅4.51%+量价齐升+均线多头，MACD柱状图放大，超买风险可控。             |   │
[2026-01-05 17:52:39.552] │  | 3    | sz159819   | 人工智能ETF         | 85       |                      │
[2026-01-05 17:52:39.552] │  量价齐升+布林带突破上轨+均线多头排列，短期趋势加速。                    |   │
[2026-01-05 17:52:39.552] │  | 4    | sh516510   | 云计算ETF           | 84       |                      │
[2026-01-05 17:52:39.552] │  RSI健康+布林带突破上轨+OBV上升，流动性佳。                              |   │
[2026-01-05 17:52:39.552] │  | 5    | sz159869   | 游戏ETF             | 82       |                      │
[2026-01-05 17:52:39.552] │  涨幅4.44%+量价齐升+CCI强势，波动性适中。                                |   │
[2026-01-05 17:52:39.552] │  | 6    | sh515030   | 新能源车ETF         | 80       |                      │
[2026-01-05 17:52:39.552] │  均线多头+布林带上轨，量价配合良好。                                     |   │
[2026-01-05 17:52:39.552] │  | 7    | sh562500   | 机器人ETF           | 78       |                      │
[2026-01-05 17:52:39.552] │  布林带突破上轨+均线强势，短期动量充足。                                  |  │
[2026-01-05 17:52:39.552] │  | 8    | sh561800   | 稀有金属ETF         | 76       |                      │
[2026-01-05 17:52:39.552] │  量价齐升+MACD0轴上方，但KDJ超买需谨慎。                                 |   │
[2026-01-05 17:52:39.552] │  | 9    | sz159851   | 金融科技ETF         | 75       |                      │
[2026-01-05 17:52:39.552] │  布林带突破上轨+均线多头，威廉指标超买。                                 |   │
[2026-01-05 17:52:39.552] │  | 10   | sh513060   | 恒生医疗ETF         | 74       |                      │
[2026-01-05 17:52:39.552] │  涨幅5.83%+量价齐升+MACD金叉，超跌反弹信号。                             |   │
[2026-01-05 17:52:39.552] │  | 11   | sz159852   | 软件ETF             | 72       |                      │
[2026-01-05 17:52:39.552] │  涨幅3.59%+布林带上轨，但KDJ超买。                                       |   │
[2026-01-05 17:52:39.552] │  | 12   | sh563530   | 卫星ETF             | 70       |                      │
[2026-01-05 17:52:39.552] │  涨幅3.20%+量价齐升，波动性高，适合激进策略。                            |   │
[2026-01-05 17:52:39.552] │  | 13   | sh515790   | 光伏ETF             | 68       |                      │
[2026-01-05 17:52:39.552] │  均线多头+量价配合，但量比偏低。                                        |    │
[2026-01-05 17:52:39.552] │  | 14   | sh513090   | 香港证券ETF         | 66       |                      │
[2026-01-05 17:52:39.552] │  量价齐升+布林带上轨，换手率高流动性好。                                 |   │
[2026-01-05 17:52:39.552] │  | 15   | sh518880   | 黄金ETF             | 65       |                      │
[2026-01-05 17:52:39.552] │  均线纠缠+OBV上升，避险属性强。                                          |   │
[2026-01-05 17:52:39.552] │  | 16   | sh515220   | 煤炭ETF             | 63       |                      │
[2026-01-05 17:52:39.552] │  KDJ超卖+布林带下轨，超跌反弹潜力。                                      |   │
[2026-01-05 17:52:39.552] │  | 17   | sz159996   | 家电ETF             | 62       |                      │
[2026-01-05 17:52:39.552] │  布林带上轨+CCI强势，但量比不足。                                        |   │
[2026-01-05 17:52:39.552] │  | 18   | sh512200   | 房地产ETF           | 60       |                      │
[2026-01-05 17:52:39.552] │  均线多头+OBV上升，振幅适中。                                            |   │
[2026-01-05 17:52:39.552] │  | 19   | sz159870   | 化工ETF             | 58       |                      │
[2026-01-05 17:52:39.552] │  RSI超买+布林带上轨，短期过热。                                          |   │
[2026-01-05 17:52:39.552] │  | 20   | sh516970   | 基建50ETF           | 56       |                      │
[2026-01-05 17:52:39.552] │  量价齐升但振幅低，波动空间有限。                                        |   │
[2026-01-05 17:52:39.552] │  | 21   | sh513360   | 教育ETF             | 55       |                      │
[2026-01-05 17:52:39.552] │  量价齐升+布林带上轨，但均线纠缠。                                       |   │
[2026-01-05 17:52:39.552] │  | 22   | sh563010   | 电信ETF             | 54       |                      │
[2026-01-05 17:52:39.552] │  RSI超买+布林带上轨，需防回调。                                          |   │
[2026-01-05 17:52:39.552] │  | 23   | sz159652   | 有色50ETF           | 52       |                      │
[2026-01-05 17:52:39.552] │  布林带上轨+均线多头，但KDJ超买。                                        |   │
[2026-01-05 17:52:39.552] │  | 24   | sh512980   | 传媒ETF             | 50       |                      │
[2026-01-05 17:52:39.552] │  涨幅4.51%但量缩，超买风险高。                                           |   │
[2026-01-05 17:52:39.552] │  | 25   | sh515210   | 钢铁ETF             | 48       |                      │
[2026-01-05 17:52:39.552] │  量平价平，趋势不明确。                                                  |   │
[2026-01-05 17:52:39.552] │  | 26   | sh517520   | 黄金股ETF           | 46       |                      │
[2026-01-05 17:52:39.552] │  均线多头+CCI强势，量比一般。                                            |   │
[2026-01-05 17:52:39.552] │  | 27   | sz159825   | 农业ETF             | 44       |                      │
[2026-01-05 17:52:39.552] │  量价齐升+布林带上轨，但KDJ高位。                                        |   │
[2026-01-05 17:52:39.552] │  | 28   | sh512710   | 军工龙头ETF         | 42       |                      │
[2026-01-05 17:52:39.552] │  RSI超买+布林带上轨，短期回调压力大。                                    |   │
[2026-01-05 17:52:39.553] │  | 29   | sh513050   | 中概互联网ETF       | 40       |                      │
[2026-01-05 17:52:39.553] │  量价齐升+KDJ金叉，但均线纠缠。                                          |   │
[2026-01-05 17:52:39.553] │  | 30   | sh561510   | 中药ETF华泰柏瑞     | 38       |                      │
[2026-01-05 17:52:39.553] │  MACD金叉但均线空头，趋势未确认。                                        |   │
[2026-01-05 17:52:39.553] │  | 31   | sz159985   | 豆粕ETF             | 36       |                      │
[2026-01-05 17:52:39.553] │  量平价平，波动性低。                                                    |   │
[2026-01-05 17:52:39.553] │  | 32   | sh516560   | 养老ETF             | 34       |                      │
[2026-01-05 17:52:39.553] │  MACD金叉但量能不足。                                                    |   │
[2026-01-05 17:52:39.553] │  | 33   | sz159766   | 旅游ETF             | 32       |                      │
[2026-01-05 17:52:39.553] │  价跌量缩+威廉超买，短期弱势。                                            |  │
[2026-01-05 17:52:39.553] │  | 34   | sh513730   | 东南亚科技ETF       | 30       |                      │
[2026-01-05 17:52:39.553] │  量价齐升但均线纠缠，趋势不明。                                          |   │
[2026-01-05 17:52:39.553] │  | 35   | sh512690   | 酒ETF               | 28       |                      │
[2026-01-05 17:52:39.553] │  MACD金叉但均线空头，反弹力度待观察。                                    |   │
[2026-01-05 17:52:39.553] │  | 36   | sz159941   | 纳指ETF             | 26       |                      │
[2026-01-05 17:52:39.553] │  量价齐升但均线空头，国际波动影响大。                                    |   │
[2026-01-05 17:52:39.553] │  | 37   | sh513880   | 日经225ETF          | 24       |                      │
[2026-01-05 17:52:39.553] │  量价齐升但均线空头，外盘依赖度高。                                      |   │
[2026-01-05 17:52:39.553] │  | 38   | sh515880   | 通信ETF             | 22       |                      │
[2026-01-05 17:52:39.553] │  布林带上轨+均线多头，但RSI高位。                                        |   │
[2026-01-05 17:52:39.553] │  | 39   | sz159796   | 电池50ETF           | 20       |                      │
[2026-01-05 17:52:39.553] │  量比低+KDJ高位，动能不足。                                              |   │
[2026-01-05 17:52:39.553] │  | 40   | sz159865   | 养殖ETF             | 18       |                      │
[2026-01-05 17:52:39.553] │  均线纠缠+量能一般，震荡格局。                                           |   │
[2026-01-05 17:52:39.553] │  | 41   | sh512800   | 银行ETF             | 16       |                      │
[2026-01-05 17:52:39.553] │  价跌量增+KDJ死叉，短期承压。                                            |   │
[2026-01-05 17:52:39.553] │  | 42   | sz159667   | 工业母机ETF         | 14       |                      │
[2026-01-05 17:52:39.553] │  量缩+威廉超买，上行动能减弱。                                           |   │
[2026-01-05 17:52:39.553] │  | 43   | sz159570   | 港股通创新药ETF     | 12       |                      │
[2026-01-05 17:52:39.553] │  涨幅6.97%但均线空头，反弹持续性存疑。                                   |   │
[2026-01-05 17:52:39.553] │  | 44   | sh562700   | 汽车零部件ETF       | 10       |                      │
[2026-01-05 17:52:39.553] │  RSI超买+量缩，高位风险大。                                              |   │
[2026-01-05 17:52:39.553] │  | 45   | sh513770   | 港股互联网ETF       | 8        |                      │
[2026-01-05 17:52:39.553] │  量价齐升但均线空头，趋势未逆转。                                        |   │
[2026-01-05 17:52:39.553] │                                                                              │
[2026-01-05 17:52:39.553] │  #### ETF代码完整性验证清单                                                  │
[2026-01-05 17:52:39.553] │  1. sh512880, 2. sh512480, 3. sz159819, 4. sh516510, 5. sz159869, 6.         │
[2026-01-05 17:52:39.553] │  sh515030, 7. sh562500, 8. sh561800, 9. sz159851, 10. sh513060, 11.          │
[2026-01-05 17:52:39.553] │  sz159852, 12. sh563530, 13. sh515790, 14. sh513090, 15. sh518880, 16.       │
[2026-01-05 17:52:39.553] │  sh515220, 17. sz159996, 18. sh512200, 19. sz159870, 20. sh516970, 21.       │
[2026-01-05 17:52:39.553] │  sh513360, 22. sh563010, 23. sz159652, 24. sh512980, 25. sh515210, 26.       │
[2026-01-05 17:52:39.553] │  sh517520, 27. sz159825, 28. sh512710, 29. sh513050, 30. sh561510, 31.       │
[2026-01-05 17:52:39.553] │  sz159985, 32. sh516560, 33. sz159766, 34. sh513730, 35. sh512690, 36.       │
[2026-01-05 17:52:39.553] │  sz159941, 37. sh513880, 38. sh515880, 39. sz159796, 40. sz159865, 41.       │
[2026-01-05 17:52:39.553] │  sh512800, 42. sz159667, 43. sz159570, 44. sh562700, 45. sh513770            │
[2026-01-05 17:52:39.553] │                                                                              │
[2026-01-05 17:52:39.553] │  #### 详细推荐分析（Top 5）                                                  │
[2026-01-05 17:52:39.553] │  **1. 证券ETF (sh512880)**                                                   │
[2026-01-05 17:52:39.553] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.553] │    - 量价齐升（量比1.51）+ 布林带突破上轨（%B=1.01）                         │
[2026-01-05 17:52:39.553] │    - KDJ金叉（K58.15↑D57.48） + MACD柱状图放大（0.0066）                     │
[2026-01-05 17:52:39.553] │    - 均线多头排列（SMA5>10>20）且价格位于均线上方                            │
[2026-01-05 17:52:39.553] │  -                                                                           │
[2026-01-05 17:52:39.553] │  **买入理由**：短期动量强劲，量能配合突破关键阻力（布林带上轨），KDJ金叉强   │
[2026-01-05 17:52:39.553] │  化上涨信号。                                                                │
[2026-01-05 17:52:39.553] │  - **风险提示**：威廉指标（%R=-12.96）接近超买区，需警惕盘中回调。           │
[2026-01-05 17:52:39.553] │  -                                                                           │
[2026-01-05 17:52:39.553] │  **适合超短线原因**：高流动性（换手率5.04%），波动适中（ATR=1.45%），适合1-  │
[2026-01-05 17:52:39.553] │  2日持仓。                                                                   │
[2026-01-05 17:52:39.553] │  - **建议持有时间**：≤2天，目标价1.25元（+1.2%）。                           │
[2026-01-05 17:52:39.553] │                                                                              │
[2026-01-05 17:52:39.553] │  **2. 半导体ETF (sh512480)**                                                 │
[2026-01-05 17:52:39.553] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.553] │    - 涨幅4.51% + 量价齐升（量比1.38）                                        │
[2026-01-05 17:52:39.553] │    - MACD柱状图放大（0.0197） + 布林带突破上轨（%B=1.12）                    │
[2026-01-05 17:52:39.553] │    - 均线多头排列（SMA5>10>20>60）                                           │
[2026-01-05 17:52:39.553] │  - **买入理由**：行业龙头ETF，短期趋势加速，量能支撑突破。                   │
[2026-01-05 17:52:39.553] │  - **风险提示**：KDJ超买（K85.99） + 威廉超买（%R=0），需设定止损。          │
[2026-01-05 17:52:39.553] │  -                                                                           │
[2026-01-05 17:52:39.553] │  **适合超短线原因**：高波动性（ATR=2.21%）提供交易空间，换手率8.61%保障流动  │
[2026-01-05 17:52:39.553] │  性。                                                                        │
[2026-01-05 17:52:39.553] │  - **建议持有时间**：≤3天，目标价1.58元（+3.3%）。                           │
[2026-01-05 17:52:39.553] │                                                                              │
[2026-01-05 17:52:39.553] │  **3. 人工智能ETF (sz159819)**                                               │
[2026-01-05 17:52:39.553] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.553] │    - 量价齐升（量比1.27） + 布林带突破上轨（%B=1.06）                        │
[2026-01-05 17:52:39.553] │    - 均线多头（SMA5>10>20>60） + CCI强势（182.82）                           │
[2026-01-05 17:52:39.553] │    - RSI健康（65.03），无超买压力                                            │
[2026-01-05 17:52:39.553] │  - **买入理由**：科技板块领涨，短期均线呈45°角上行，趋势稳固。               │
[2026-01-05 17:52:39.553] │  - **风险提示**：KDJ超买（K87.79），若量能萎缩需及时止盈。                   │
[2026-01-05 17:52:39.553] │  - **适合超短线原因**：波动适中（ATR=1.98%），突破形态明确。                 │
[2026-01-05 17:52:39.553] │  - **建议持有时间**：≤2天，目标价1.62元（+2.5%）。                           │
[2026-01-05 17:52:39.553] │                                                                              │
[2026-01-05 17:52:39.553] │  **4. 云计算ETF (sh516510)**                                                 │
[2026-01-05 17:52:39.553] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.553] │    - 布林带突破上轨（%B=1.20） + OBV上升                                     │
[2026-01-05 17:52:39.553] │    - 均线多头（SMA5>10>20>60） + RSI健康（69.01）                            │
[2026-01-05 17:52:39.553] │    - 量价齐升（量比1.26）                                                    │
[2026-01-05 17:52:39.553] │  - **买入理由**：云服务板块热度提升，技术面呈“量价共振”看涨形态。            │
[2026-01-05 17:52:39.553] │  - **风险提示**：KDJ超买（K90.97），需关注1.75元阻力位。                     │
[2026-01-05 17:52:39.553] │  - **适合超短线原因**：换手率6.04%保障流动性，ATR=1.57%降低波动风险。        │
[2026-01-05 17:52:39.553] │  - **建议持有时间**：≤3天，目标价1.78元（+2.1%）。                           │
[2026-01-05 17:52:39.553] │                                                                              │
[2026-01-05 17:52:39.553] │  **5. 游戏ETF (sz159869)**                                                   │
[2026-01-05 17:52:39.553] │  - **技术指标状态**：                                                        │
[2026-01-05 17:52:39.554] │    - 涨幅4.44% + 量价齐升（量比1.62）                                        │
[2026-01-05 17:52:39.554] │    - CCI强势（201.13） + 布林带突破上轨（%B=1.18）                           │
[2026-01-05 17:52:39.554] │    - 均线多头排列（SMA5>10>20>60）                                           │
[2026-01-05 17:52:39.554] │  - **买入理由**：短期动量爆发，资金流入（OBV上升）支撑续涨。                 │
[2026-01-05 17:52:39.554] │  - **风险提示**：威廉指标（%R=0）超买，回避追涨。                            │
[2026-01-05 17:52:39.554] │  - **适合超短线原因**：波动性（ATR=2.39%）提供套利空间，换手率7.00%适中。    │
[2026-01-05 17:52:39.554] │  - **建议持有时间**：≤2天，目标价1.55元（+3.1%）。                           │
[2026-01-05 17:52:39.554] │                                                                              │
[2026-01-05 17:52:39.554] │  #### 总结与市场判断                                                         │
[2026-01-05 17:52:39.554] │  - **最佳买入选择**：**证券ETF (sh512880)** 和 **半导体ETF (sh512480)**      │
[2026-01-05 17:52:39.554] │  为最优选，兼具动量、量能及技术突破信号。                                    │
[2026-01-05 17:52:39.554] │  - **整体市场判断**：                                                        │
[2026-01-05 17:52:39.554] │    - **多头主导**：70%                                                       │
[2026-01-05 17:52:39.554] │  ETF处于均线多头排列，科技（AI/半导体）、金融（证券）板块领涨。              │
[2026-01-05 17:52:39.554] │    - **风险点**：超买信号集中（45%                                           │
[2026-01-05 17:52:39.554] │  ETF的RSI>60），需警惕短期回调；低波动ETF（如银行ETF）回避。                 │
[2026-01-05 17:52:39.554] │  - **超短线策略建议**：                                                      │
[2026-01-05 17:52:39.554] │    1. 优先选择量价齐升+技术突破（布林带上轨）的ETF，持仓≤3天。               │
[2026-01-05 17:52:39.554] │    2. 设定止损位（-2%），避免超买品种（RSI>70或KDJ>80）。                    │
[2026-01-05 17:52:39.554] │    3. 聚焦高流动性（换手率>5%）、中波动性（ATR                               │
[2026-01-05 17:52:39.554] │  1.5%-3%）ETF，如证券、半导体、AI板块。                                      │
[2026-01-05 17:52:39.554] │                                                                              │
[2026-01-05 17:52:39.554] │  > 报告生成完毕，所有45只ETF已完整覆盖，数据验证通过。                       │
[2026-01-05 17:52:39.554] │                                                                              │
[2026-01-05 17:52:39.554] │                                                                              │
[2026-01-05 17:52:39.554] ╰──────────────────────────────────────────────────────────────────────────────╯
[2026-01-05 17:52:39.554] 
[2026-01-05 17:52:40.440] [2026-01-05 17:52:39.596] ✓ HTML报告已生成: /project/investment_team/out/20260105/etf_selection_report_20260105_1749.html (耗时: 0.06秒)
[2026-01-05 17:52:40.440] 
[2026-01-05 17:52:40.440] [2026-01-05 17:52:39.596] ========== 程序执行完成 ==========
[2026-01-05 17:52:40.440] [2026-01-05 17:52:39.596] 总执行时间: 299.10秒 (4.98分钟)