[2026-07-16 01:34:42] stage 1/1: /home/ll/llm4rec/experiments/configs/v46_v29_clean_user_evolution_lr5e7_ep045.yaml
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: 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.
  import pkg_resources
[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
[INFO|2026-07-16 01:34:44] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:769] 2026-07-16 01:34:44,788 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:34:44,792 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
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  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-16 01:34:45,456 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:34:45,457 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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  "rms_norm_eps": 1e-06,
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  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-16 01:34:45,460 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:34:45,460 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
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}

[INFO|2026-07-16 01:34:46] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v46_clean_user_evolution.jsonl...
Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.

Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 9250 examples [00:00, 116321.56 examples/s]

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Running tokenizer on dataset (num_proc=16): 100%|██████████| 9250/9250 [00:17<00:00, 533.02 examples/s]
training example:
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159050, 160442, 169057, 198, 19, 13, 508, 107886, 1457, 45943, 12, 72651, 3837, 104232, 17, 32571, 60, 220, 176247, 153280, 167450, 169563, 198, 20, 13, 508, 104352, 1457, 45943, 12, 72651, 3837, 104232, 18, 32571, 60, 220, 176247, 153280, 166929, 175231, 198, 21, 13, 508, 104352, 1457, 45943, 12, 72651, 3837, 104232, 18, 32571, 60, 220, 176247, 155112, 160607, 169152, 198, 22, 13, 508, 104352, 1457, 45943, 12, 72651, 3837, 104232, 17, 32571, 60, 220, 176247, 158157, 161078, 170493, 198, 14880, 83751, 63789, 20002, 104326, 31235, 87267, 108221, 9370, 101927, 3837, 103941, 91680, 66017, 46944, 1509, 292, 3950, 1773, 14, 26865, 151645, 198, 151644, 77091, 198, 151667, 198, 10904, 116542, 111372, 10958, 100022, 104401, 101888, 104794, 58405, 99329, 2073, 109144, 103951, 97907, 66833, 5373, 99424, 99422, 39973, 113721, 3837, 90919, 176251, 159050, 160442, 169057, 33108, 176251, 154447, 161227, 169092, 71268, 106645, 102217, 101548, 14, 101548, 14, 101548, 49567, 101966, 104757, 8997, 10904, 100565, 104324, 10958, 59879, 20450, 104005, 33071, 104324, 101124, 108341, 111015, 36987, 101888, 104794, 58405, 99329, 2073, 109144, 103951, 97907, 66833, 854, 67071, 176251, 159050, 160442, 169057, 9370, 102217, 101548, 14, 101548, 100143, 24968, 2073, 101888, 104794, 101599, 2073, 108090, 116076, 97907, 105034, 102223, 854, 67071, 176251, 154447, 161227, 169092, 9370, 101548, 100143, 24968, 2073, 99605, 99424, 65577, 854, 67071, 176251, 153395, 166095, 172912, 9370, 101548, 100143, 8997, 10904, 104651, 104317, 10958, 99792, 104352, 100069, 5373, 108221, 102217, 57218, 99960, 38989, 29732, 58364, 46451, 33447, 41505, 101888, 104794, 58405, 99329, 2073, 109144, 103951, 97907, 66833, 854, 104918, 31235, 100873, 24968, 16872, 99796, 101927, 50404, 50511, 105443, 100147, 100022, 101479, 100696, 8997, 151668, 198, 176251, 154486, 165210, 173157, 151645, 198, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2023-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_843><s_c_4694>
【2023-10-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5831>
【2023-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_3282><s_b_1002><s_c_7897>
【2023-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7084><s_c_3849>
【2023-11-11】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_4682><s_c_1414>
  --:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3428><s_c_749>
【2024-01-07】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-03-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-04-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_6522><s_c_3849>
【2024-04-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-04-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2990><s_c_7957>
【2024-04-27】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-05-05】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-07-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1884><s_b_5426><s_c_3055>
【2024-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_1638><s_c_1414>
【2024-09-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1951><s_c_3849>
【2024-09-08】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2003><s_c_368>
【2024-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
【2025-05-14】
  --:-- [直播-关注] <|living_begin|><s_a_3933><s_b_7342><s_c_3016>
【2025-06-02】
  --:-- [商品-购买] <|prod_begin|><s_a_322><s_b_2129><s_c_475>
【2025-06-03】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4692><s_c_7187>
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_864><s_c_6560>
【2025-06-04】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
【2025-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4838><s_c_2892>
【2025-06-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5779>
【2025-06-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
【2025-06-23】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3915><s_c_4512>
【2025-06-29】
  --:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_3880><s_c_2274>
【2025-07-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7058><s_b_2312><s_c_2524>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_741><s_c_5405>
【2025-08-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7755><s_c_259>
【2025-08-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_3198><s_c_1023>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7054><s_c_6387>
【2025-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_1966><s_c_5537>
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1638><s_c_3909>
【2025-10-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7725><s_c_7935>
【2025-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7547><s_c_2833>
【2025-10-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_282><s_c_2688>
【2025-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_157><s_b_3614><s_c_1835>
【2025-10-30】
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_665><s_c_7951>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_2912>
【2025-12-01】
  --:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_5654>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_284><s_c_6278>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_993><s_b_6400><s_c_875>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_8049><s_c_7257>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_5934><s_c_3852>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1925><s_c_4233>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_6676>
【2026-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_5563>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_6757><s_b_576><s_c_7951>
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_3408><s_c_1566>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_519>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7529>
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_77>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3614><s_c_4304>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5582><s_c_5558>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5532><s_c_5452>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
【2026-01-21】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5375><s_c_1957>
  22:32 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_4242><s_c_6162>
  22:32 [视频-评论/长播] <|video_begin|><s_a_7238><s_b_7146><s_c_4595>
  22:49 [视频-评论/长播] <|video_begin|><s_a_3622><s_b_6442><s_c_4200>
  22:49 [视频-长播] <|video_begin|><s_a_562><s_b_5081><s_c_997>
  22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_7952><s_c_1379>
【2026-01-22】
  12:43 [视频-评论/长播] <|video_begin|><s_a_3280><s_b_353><s_c_7612>
  12:43 [视频-长播] <|video_begin|><s_a_2912><s_b_5467><s_c_5352>
  12:43 [视频-点赞/长播] <|video_begin|><s_a_7238><s_b_3633><s_c_2369>
【2026-01-23】
  12:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_4054><s_c_7268>
【2026-01-24】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
  01:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7857><s_b_7445><s_c_291>
  13:31 [视频-长播] <|video_begin|><s_a_562><s_b_6209><s_c_3726>
  13:31 [视频-评论/点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
【2026-01-25】
  00:20 [视频-长播] <|video_begin|><s_a_4030><s_b_2966><s_c_5349>
  09:20 [视频-评论/点赞/长播] <|video_begin|><s_a_6633><s_b_4010><s_c_638>
【2026-01-26】
  04:12 [视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>
  09:38 [视频-评论/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
  09:38 [视频-长播] <|video_begin|><s_a_4193><s_b_2352><s_c_5105>
  22:42 [视频-长播] <|video_begin|><s_a_5632><s_b_123><s_c_7880>
【2026-01-27】
  12:10 [视频-长播] <|video_begin|><s_a_3280><s_b_4600><s_c_6162>
  12:21 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
  23:05 [视频-长播] <|video_begin|><s_a_5904><s_b_1822><s_c_1118>
  23:05 [视频-评论/点赞/长播] <|video_begin|><s_a_2526><s_b_1596><s_c_932>
  23:05 [视频-点赞/长播] <|video_begin|><s_a_807><s_b_5061><s_c_6162>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_433><s_b_7260><s_c_3606>
  --:-- [商品-点击] <|prod_begin|><s_a_2926><s_b_4538><s_c_708>
  11:47 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_845>
  11:47 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_728>
  23:00 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_5668><s_c_1122>
  23:00 [视频-长播] <|video_begin|><s_a_5144><s_b_6595><s_c_360>
  23:00 [视频-长播] <|video_begin|><s_a_4615><s_b_4338><s_c_8128>
  23:00 [视频-评论/点赞/长播] <|video_begin|><s_a_6867><s_b_6076><s_c_5839>
  23:19 [视频-长播] <|video_begin|><s_a_5058><s_b_1596><s_c_1306>
  23:19 [视频-长播] <|video_begin|><s_a_1726><s_b_4216><s_c_1935>
【2026-01-29】
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3776><s_c_5231>
  --:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_5781><s_c_5646>
  --:-- [商品-点击] <|prod_begin|><s_a_3027><s_b_3320><s_c_7348>
  --:-- [商品-点击] <|prod_begin|><s_a_115><s_b_6304><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_6974><s_b_6119><s_c_4431>
  --:-- [商品-点击] <|prod_begin|><s_a_5922><s_b_3152><s_c_2413>
  00:52 [视频-长播] <|video_begin|><s_a_5935><s_b_8115><s_c_5193>
  03:43 [视频-长播] <|video_begin|><s_a_6207><s_b_451><s_c_2309>
  08:29 [视频-长播] <|video_begin|><s_a_6076><s_b_886><s_c_4932>
  08:29 [视频-评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>
  22:32 [视频-长播] <|video_begin|><s_a_447><s_b_3594><s_c_7456>
  22:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>
  22:32 [视频-点赞/长播] <|video_begin|><s_a_1742><s_b_5206><s_c_7288>
  22:32 [视频-转发/长播] <|video_begin|><s_a_7176><s_b_1596><s_c_7287>
  22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_6510><s_b_3587><s_c_5839>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_4979><s_b_1807><s_c_1863>
  --:-- [商品-点击] <|prod_begin|><s_a_6402><s_b_716><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_6544><s_c_846>
  --:-- [商品-点击] <|prod_begin|><s_a_4624><s_b_2990><s_c_1882>
  --:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5805><s_c_3944>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
  03:02 [视频-评论/点赞/长播] <|video_begin|><s_a_7238><s_b_8000><s_c_1085>
  03:02 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_7811><s_c_6162>
  22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
  22:49 [视频-转发/评论/长播] <|video_begin|><s_a_562><s_b_1424><s_c_1379>
  23:08 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7391><s_c_1935>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_6780><s_c_3712>
  02:41 [视频-评论/长播] <|video_begin|><s_a_4193><s_b_6874><s_c_6227>
  02:41 [视频-长播] <|video_begin|><s_a_7268><s_b_5124><s_c_61>
  02:41 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_6726><s_c_8036>
  02:41 [视频-点赞/长播] <|video_begin|><s_a_2386><s_b_2485><s_c_889>
  02:48 [视频-点赞/长播] <|video_begin|><s_a_6755><s_b_5277><s_c_5402>
  08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_6341><s_b_2969><s_c_5563>
  08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_353><s_c_6162>
  08:05 [视频-点赞/长播] <|video_begin|><s_a_3996><s_b_839><s_c_1752>
  08:16 [视频-评论/长播] <|video_begin|><s_a_4862><s_b_5102><s_c_4994>
  23:15 [视频-长播] <|video_begin|><s_a_5374><s_b_6421><s_c_1649>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_7687><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6925><s_c_7414>
  02:09 [视频-长播] <|video_begin|><s_a_1726><s_b_5124><s_c_7297>
  02:09 [视频-长播] <|video_begin|><s_a_2577><s_b_2549><s_c_7072>
  02:09 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_594><s_c_5413>
  02:17 [视频-长播] <|video_begin|><s_a_5032><s_b_4581><s_c_4200>
  02:17 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_1021><s_c_6856>
  23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_713><s_c_655>
  23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_5206><s_c_1935>
  23:39 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_7525><s_c_7609>
【2026-02-02】
  --:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_5607><s_c_3055>
  --:-- [商品-点击] <|prod_begin|><s_a_6865><s_b_5719><s_c_136>
  --:-- [商品-点击] <|prod_begin|><s_a_744><s_b_4516><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_5798>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_1029><s_c_7325>
  06:34 [视频-评论/长播] <|video_begin|><s_a_5485><s_b_5616><s_c_3062>
  06:34 [视频-长播] <|video_begin|><s_a_4193><s_b_8002><s_c_5968>
  06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_639><s_b_5756><s_c_6162>
  06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
  06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
  09:10 [视频-点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
  12:13 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
  12:13 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_4293><s_c_2215>
  12:26 [视频-评论/点赞/长播] <|video_begin|><s_a_7152><s_b_7001><s_c_5732>
  22:36 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_3267>
【2026-02-03】
  01:45 [视频-点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
  06:34 [视频-点赞/长播] <|video_begin|><s_a_1351><s_b_6944><s_c_8003>
  22:30 [视频-长播] <|video_begin|><s_a_3433><s_b_3433><s_c_7510>
  22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_7176><s_b_5966><s_c_1988>
  22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_5122><s_b_123><s_c_814>
  22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
  22:30 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_1229><s_c_7650>
  22:48 [视频-长播] <|video_begin|><s_a_4522><s_b_620><s_c_116>
  22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
  22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_6726><s_c_2215>
  22:48 [视频-评论/点赞/长播] <|video_begin|><s_a_505><s_b_1596><s_c_1708>
  22:48 [视频-点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
  22:58 [视频-长播] <|video_begin|><s_a_1726><s_b_5551><s_c_4859>
  22:58 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_1002><s_c_5677>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_1290><s_c_2509>
  00:13 [广告-深度转化] <|ad_begin|><s_a_3356><s_b_3932><s_c_1100>
  00:19 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4340><s_c_1708>
  00:20 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_6380>
  00:24 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
  00:29 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
  00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
  00:44 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_2345><s_c_4548>
  00:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_357><s_c_5667>
  00:48 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  00:53 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_294>
  00:59 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
  01:04 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_372>
  01:04 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
  01:05 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5511><s_c_3998>
  03:12 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_581><s_c_6616>
  03:22 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_827><s_c_6419>
  03:34 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5727><s_c_25>
  06:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6907><s_c_2253>
  06:28 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4159>
  06:32 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5511><s_c_1935>
  06:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6962>
  06:40 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6442><s_c_7003>
  07:01 [广告-深度转化] <|ad_begin|><s_a_7584><s_b_697><s_c_5076>
  09:40 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7054><s_c_3648>
  11:47 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_8049><s_c_6805>
  11:53 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_581><s_c_5087>
  12:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1469><s_c_5668>
  12:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7342><s_c_7904>
  12:18 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_179>
  12:21 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_1322>
  13:31 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_915><s_c_3026>
  13:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
  13:40 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5419><s_c_1552>
  13:46 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3375>
  13:51 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3602><s_c_6094>
  13:55 [广告-深度转化] <|ad_begin|><s_a_1909><s_b_7342><s_c_6629>
  22:43 [视频-长播] <|video_begin|><s_a_6073><s_b_36><s_c_7274>
  22:43 [视频-长播] <|video_begin|><s_a_6627><s_b_1002><s_c_7359>
  22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7261><s_c_360>
  23:00 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_4859>
  23:00 [视频-长播] <|video_begin|><s_a_3280><s_b_3596><s_c_5169>
  23:00 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_439>
  23:03 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4463><s_c_6286>
  23:39 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_3447><s_c_6919>
【2026-02-05】
  00:00 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1224><s_c_4858>
  00:01 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_581><s_c_7945>
  00:03 [视频-长播] <|video_begin|><s_a_4522><s_b_7877><s_c_6047>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_3230><s_c_2639>
  --:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_7136><s_c_959>
  00:08 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
  00:11 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6084><s_c_5087>
  00:12 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  00:16 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
  00:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4491><s_c_2482>
  00:20 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6234><s_c_3265>
  00:23 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_3889><s_c_5563>
  00:27 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_6334><s_c_5563>
  00:32 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
  00:32 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_4180>
  01:59 [视频-评论/长播] <|video_begin|><s_a_3655><s_b_7019><s_c_5874>
  01:59 [视频-长播] <|video_begin|><s_a_7331><s_b_2667><s_c_7297>
  01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
  01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_7261><s_c_1433>
  01:59 [视频-点赞/长播] <|video_begin|><s_a_5904><s_b_4944><s_c_1743>
  02:13 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_5106><s_c_1752>
  02:23 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1717><s_c_3998>
  02:28 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
  02:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_1997>
  02:34 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6379>
  02:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1940><s_c_5502>
  02:54 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
  02:55 [广告-点击] <|ad_begin|><s_a_6057><s_b_1804><s_c_987>
  02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
  02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
  02:57 [广告-点击] <|ad_begin|><s_a_7611><s_b_6051><s_c_3026>
  03:03 [广告-深度转化] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
  03:03 [广告-点击] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
  03:06 [广告-点击] <|ad_begin|><s_a_422><s_b_5938><s_c_7668>
  03:14 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
  03:17 [广告-点击] <|ad_begin|><s_a_2711><s_b_177><s_c_2978>
  03:19 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_5932>
  03:20 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
  03:26 [广告-点击] <|ad_begin|><s_a_6298><s_b_1527><s_c_4384>
  06:02 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:04 [广告-点击] <|ad_begin|><s_a_7879><s_b_4958><s_c_5563>
  06:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
  06:05 [广告-点击] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
  06:05 [广告-点击] <|ad_begin|><s_a_6322><s_b_4812><s_c_6994>
  06:08 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
  06:13 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
  06:16 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:18 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:20 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_4860>
  06:21 [广告-点击] <|ad_begin|><s_a_5673><s_b_4944><s_c_2451>
  06:23 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6156>
  06:25 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:27 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:30 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
  06:30 [广告-点击] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
  06:31 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:32 [广告-点击] <|ad_begin|><s_a_2899><s_b_620><s_c_2568>
  06:34 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
  06:36 [广告-点击] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
  06:36 [广告-点击] <|ad_begin|><s_a_4354><s_b_513><s_c_3212>
  06:37 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
  06:37 [广告-点击] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
  06:37 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
  06:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_8160>
  06:41 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
  09:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_882>
  09:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
  09:06 [广告-点击] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
  09:06 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
  09:09 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_987>
  09:10 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
  09:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
  09:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
  09:13 [广告-点击] <|ad_begin|><s_a_7510><s_b_1065><s_c_340>
  09:14 [广告-点击] <|ad_begin|><s_a_5368><s_b_7214><s_c_6561>
  09:15 [广告-点击] <|ad_begin|><s_a_7510><s_b_3617><s_c_345>
  09:16 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
  09:17 [广告-深度转化] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
  09:17 [广告-点击] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
  09:17 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
  09:19 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
  09:22 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  09:22 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  10:51 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
  10:53 [广告-深度转化] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
  10:53 [广告-点击] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
  10:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
  10:54 [广告-点击] <|ad_begin|><s_a_4928><s_b_3589><s_c_3404>
  10:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_5551><s_c_6390>
  10:56 [广告-点击] <|ad_begin|><s_a_7931><s_b_665><s_c_1584>
  10:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_3297><s_c_607>
  12:51 [广告-点击] <|ad_begin|><s_a_1200><s_b_4240><s_c_823>
  12:54 [广告-点击] <|ad_begin|><s_a_2581><s_b_2314><s_c_3284>
  12:56 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
  12:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_1232><s_c_6523>
  12:57 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
  12:57 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
  12:58 [广告-点击] <|ad_begin|><s_a_4217><s_b_6775><s_c_837>
  12:59 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
  12:59 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
  12:59 [广告-点击] <|ad_begin|><s_a_2382><s_b_5200><s_c_5614>
  13:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
  13:01 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
  13:01 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
  13:01 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
  13:01 [广告-点击] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
  13:03 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
  13:03 [广告-点击] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
  13:04 [广告-点击] <|ad_begin|><s_a_4217><s_b_4262><s_c_1805>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_635><s_b_7547><s_c_638>
  --:-- [商品-点击] <|prod_begin|><s_a_859><s_b_2372><s_c_4685>
  --:-- [商品-点击] <|prod_begin|><s_a_5253><s_b_455><s_c_4948>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_662><s_b_5449><s_c_2447>
  --:-- [商品-点击] <|prod_begin|><s_a_1670><s_b_3923><s_c_1521>
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从被动接收汽车信息到主动探索特定车型功能

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收汽车信息到主动探索特定车型功能",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/think<|im_end|>
<|im_start|>assistant
<think>
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条从被动接收汽车信息到主动探索特定车型功能的行为逻辑链。 我首先梳理了用户的整体行为时间线，发现他在2026年1月底之前，消费行为主要集中在茶叶、酒水、服饰以及一些生活用品上，例如购买了普洱茶 <|prod_begin|><s_a_7797><s_b_843><s_c_4694>、白兰地 和冲锋裤 <|prod_begin|><s_a_2048><s_b_3428><s_c_749>。他的直播关注内容也比较宽泛，从生活分享到二手车都有涉猎。 进入2026年1月下旬，我注意到用户的兴趣点开始出现一些新的变化。在1月26日，他观看了一个关于现代汽车豪华内饰和科技配置的视频 <|video_begin|><s_a_4957><s_b_2701><s_c_1111>。这个视频内容比较泛化，主要展示了中控大屏、语音控制等通用性的高科技功能。我认为，这可以看作是用户对汽车领域兴趣的初步萌芽，他可能是在无意间被这类内容吸引，处于一个被动接收信息的阶段，对具体的品牌和车型还没有明确的概念。 紧接着，在短短三天后的1月29日，用户的行为出现了明显的递进。他观看了一个关于一汽丰田bZ5车型的视频 <|video_begin|><s_a_4078><s_b_1229><s_c_2248>，并且进行了评论和点赞的深度互动。这与之前单纯的观看行为形成了鲜明对比。这次的视频内容不再是泛泛而谈的科技配置，而是聚焦于一个具体车型，并强调了其“精准操控”、“稳定性能”和“安全设计”等核心卖点。用户的点赞和评论行为表明，他不仅仅是看到了这条信息，更是对这些具体的功能点产生了认同或好奇，从而主动地表达了自己的态度。 我推测，从1月26日的泛化浏览到1月29日的深度互动，用户的兴趣已经完成了一次关键的收敛和升级。他不再满足于了解汽车有哪些酷炫的内饰，而是开始主动关注和评估特定车型的具体性能和安全特性。这个过程清晰地展现了他从一个对汽车内容被动接收的浏览者，转变为一个对特定车型功能有主动探索意愿的潜在消费者。
</think>
{"logic_chain":{"name":"从被动接收汽车信息到主动探索特定车型功能","events":[{"date":"2026-01-26","action":"[视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>","logic":"初始阶段：被动接收关于汽车内饰、科技配置等泛化信息，兴趣尚处于发散状态。"},{"date":"2026-01-29","action":"[视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>","logic":"兴趣聚焦与深度交互：从泛化的汽车概念收敛至特定品牌型号“一汽丰田bZ5”，并对“精准操控”、“稳定性能”、“安全设计”等具体卖点产生了深度互动（评论/点赞），完成了从被动浏览到主动评估的认知升级。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-02-28】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_5673>
【2025-06-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_3501>
【2025-06-05】
  --:-- [直播-打赏] <|living_begin|><s_a_1302><s_b_1227><s_c_6416>
【2025-06-10】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_1790><s_b_5727><s_c_5563>
【2025-06-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_7893>
【2025-06-22】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-07-26】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_2990><s_c_6278>
【2025-08-13】
  --:-- [直播-打赏] <|living_begin|><s_a_1659><s_b_6066><s_c_2189>
【2025-09-01】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2298>
【2025-09-04】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_870>
【2025-09-21】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7074><s_b_1089><s_c_8028>
【2025-09-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6456><s_b_4515><s_c_6059>
【2025-09-26】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3388><s_b_1258><s_c_535>
【2025-10-03】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_3790><s_c_677>
【2025-10-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3409><s_b_5727><s_c_3775>
【2025-10-09】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4407>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
【2025-11-12】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_665><s_c_602>
【2025-11-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4818><s_b_4010><s_c_4208>
【2025-11-24】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_697><s_c_4467>
【2025-11-27】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6234><s_c_6831>
【2025-11-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_3026>
【2025-12-02】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_6387>
【2025-12-10】
  14:18 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7608><s_c_3026>
【2025-12-11】
  04:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5349><s_c_7076>
  14:36 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_2419><s_c_2988>
  16:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1004>
【2025-12-12】
  16:45 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_665><s_c_8042>
  17:28 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_3475>
【2025-12-13】
  04:52 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_1740><s_c_4783>
  05:08 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3014>
  05:31 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4373>
【2025-12-14】
  13:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5714><s_c_2535>
  14:06 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_4033><s_c_294>
  17:05 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7194><s_c_77>
  17:15 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_5511><s_c_1976>
【2025-12-15】
  04:48 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_665><s_c_4548>
【2025-12-16】
  05:24 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_7246><s_c_6185>
【2025-12-17】
  05:10 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_142>
【2025-12-18】
  18:09 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_5845>
【2025-12-20】
  05:02 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_6962>
  18:41 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_1616>
【2025-12-21】
  17:20 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_834>
  17:44 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
【2025-12-22】
  11:25 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7076>
  19:03 [广告-深度转化] <|ad_begin|><s_a_5485><s_b_7181><s_c_4365>
【2025-12-23】
  04:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_7772>
  12:31 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7894><s_c_2530>
  17:02 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1141><s_c_1110>
【2025-12-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_5328><s_c_536>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1962><s_b_6270><s_c_6993>
  04:33 [广告-深度转化] <|ad_begin|><s_a_497><s_b_7342><s_c_3308>
  18:27 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_6900>
【2025-12-25】
  11:19 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_6616>
  13:16 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3518><s_c_6227>
【2025-12-26】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3854><s_c_3026>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_6477><s_c_2146>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_1036>
  04:16 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_974>
  11:06 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_1738>
【2025-12-27】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_7319>
【2025-12-29】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6973><s_c_2912>
【2025-12-30】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6704><s_b_5106><s_c_7951>
  11:36 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_7548>
  12:29 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_4216><s_c_5563>
【2025-12-31】
  05:25 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_5749>
【2026-01-01】
  05:12 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
【2026-01-03】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_2221><s_c_3676>
  13:06 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_6007>
【2026-01-04】
  11:37 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6007>
  14:14 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5647>
【2026-01-05】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_4208>
【2026-01-06】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_891>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_3713><s_b_2918><s_c_5563>
【2026-01-08】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_2513>
【2026-01-10】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_6779><s_c_236>
【2026-01-11】
  02:45 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_8003>
  02:46 [广告-点击] <|ad_begin|><s_a_6126><s_b_7200><s_c_907>
  02:49 [广告-点击] <|ad_begin|><s_a_6775><s_b_6162><s_c_2268>
  09:33 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1720>
  09:33 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1720>
  09:53 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7395>
  09:53 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7395>
  10:53 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
  10:53 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
【2026-01-13】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_7843><s_c_677>
  17:26 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_7333>
【2026-01-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_8049><s_c_1649>
  10:19 [广告-点击] <|ad_begin|><s_a_4340><s_b_6771><s_c_1462>
  10:51 [广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>
  11:50 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6368>
  11:50 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6368>
【2026-01-15】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3713><s_b_5334><s_c_589>
  11:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
  11:57 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
  12:53 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_3877>
【2026-01-16】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5946><s_b_3596><s_c_2253>
  12:01 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1082>
  12:01 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1082>
  12:25 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_1148>
【2026-01-18】
  13:25 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_2453>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1258><s_c_4512>
  10:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2225>
  10:51 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2225>
  23:48 [广告-点击] <|ad_begin|><s_a_1169><s_b_7214><s_c_173>
【2026-01-20】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_6973><s_c_3026>
【2026-01-21】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5946><s_b_7878><s_c_6509>
  05:34 [广告-点击] <|ad_begin|><s_a_1985><s_b_3504><s_c_1332>
  05:39 [广告-点击] <|ad_begin|><s_a_5296><s_b_6874><s_c_2791>
  06:35 [广告-点击] <|ad_begin|><s_a_472><s_b_1119><s_c_3062>
【2026-01-22】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_2482><s_c_3026>
  13:40 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_7264>
  14:07 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_457><s_b_665><s_c_3207>
  14:14 [视频-关注/点赞/长播] <|video_begin|><s_a_4284><s_b_3417><s_c_3424>
  18:42 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_5237><s_c_2513>
【2026-01-23】
  03:51 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
  03:51 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
  11:48 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1984><s_c_4629>
  12:17 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3062>
  12:17 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3062>
  12:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_6022><s_b_4246><s_c_7124>
  12:54 [视频-关注/点赞/长播] <|video_begin|><s_a_2135><s_b_2027><s_c_6976>
  13:08 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_6848><s_c_3116>
  13:08 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_7722>
  13:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_6924><s_c_5654>
  13:08 [视频-关注/收藏/长播] <|video_begin|><s_a_4193><s_b_6924><s_c_6589>
  13:19 [视频-关注/点赞/长播] <|video_begin|><s_a_2408><s_b_2231><s_c_5961>
  13:19 [视频-关注/点赞/长播] <|video_begin|><s_a_4284><s_b_3803><s_c_3676>
  13:48 [视频-关注/点赞/长播] <|video_begin|><s_a_532><s_b_6924><s_c_7622>
  14:05 [广告-点击] <|ad_begin|><s_a_6162><s_b_5473><s_c_907>
  14:13 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_5121><s_c_5961>
  14:13 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_5597><s_c_3111>
  20:32 [视频-收藏/长播] <|video_begin|><s_a_5452><s_b_5841><s_c_5217>
【2026-01-25】
  05:55 [视频-关注/长播] <|video_begin|><s_a_2526><s_b_581><s_c_3016>
  18:08 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_2912>
  23:48 [视频-关注/点赞/长播] <|video_begin|><s_a_7830><s_b_697><s_c_1170>
【2026-01-26】
  12:02 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_1015>
  12:02 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_1015>
  12:42 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
  14:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_6988><s_b_3803><s_c_6327>
  14:22 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_665><s_c_1000>
  18:05 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_7272><s_c_6597>
  18:05 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_4018><s_c_7244>
  18:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5146><s_b_144><s_c_2070>
  18:11 [视频-评论/长播] <|video_begin|><s_a_3829><s_b_3915><s_c_3998>
  20:41 [视频-评论/长播] <|video_begin|><s_a_2899><s_b_2799><s_c_7790>
  23:49 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_6924><s_c_4405>
  23:58 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_3363>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_6727><s_b_7342><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7823><s_b_7858><s_c_5085>
  11:55 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  12:11 [广告-点击] <|ad_begin|><s_a_5568><s_b_7016><s_c_3008>
  13:15 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_7571><s_c_1708>
  13:15 [广告-点击] <|ad_begin|><s_a_7097><s_b_7571><s_c_1708>
  13:44 [视频-关注/点赞/长播] <|video_begin|><s_a_2252><s_b_4324><s_c_3364>
  13:59 [视频-关注/点赞/长播] <|video_begin|><s_a_2335><s_b_3338><s_c_3454>
  14:22 [视频-关注/点赞/长播] <|video_begin|><s_a_7830><s_b_5373><s_c_6176>
  14:22 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_5714><s_c_6278>
  19:23 [视频-点赞/长播] <|video_begin|><s_a_5584><s_b_6234><s_c_5267>
  22:32 [广告-深度转化] <|ad_begin|><s_a_606><s_b_978><s_c_929>
  22:32 [广告-点击] <|ad_begin|><s_a_606><s_b_978><s_c_929>
  22:37 [广告-点击] <|ad_begin|><s_a_4258><s_b_1929><s_c_1803>
  22:46 [广告-点击] <|ad_begin|><s_a_3604><s_b_827><s_c_4093>
【2026-01-28】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7074><s_b_7218><s_c_6278>
  02:25 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6477><s_c_6202>
  02:46 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7342><s_c_47>
  02:46 [广告-点击] <|ad_begin|><s_a_5960><s_b_7342><s_c_47>
  05:34 [广告-点击] <|ad_begin|><s_a_4044><s_b_554><s_c_264>
  05:43 [广告-点击] <|ad_begin|><s_a_4044><s_b_2966><s_c_1166>
  09:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_5932>
  10:18 [视频-关注/点赞/长播] <|video_begin|><s_a_4113><s_b_3338><s_c_4194>
  10:18 [视频-收藏/点赞/长播] <|video_begin|><s_a_279><s_b_1277><s_c_7636>
  10:54 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5349>
  10:54 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5349>
  11:43 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
  11:43 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
  12:28 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
  12:28 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
  13:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7566>
  13:23 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2116><s_b_6436><s_c_3026>
  17:09 [广告-点击] <|ad_begin|><s_a_7479><s_b_8151><s_c_5518>
  17:23 [视频-关注/点赞/长播] <|video_begin|><s_a_7390><s_b_727><s_c_5881>
  17:26 [视频-关注/点赞/长播] <|video_begin|><s_a_2587><s_b_5646><s_c_1005>
  17:26 [视频-关注/点赞/长播] <|video_begin|><s_a_2526><s_b_6436><s_c_7003>
  17:26 [视频-关注/点赞/长播] <|video_begin|><s_a_5720><s_b_4010><s_c_1379>
【2026-01-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_3340><s_c_7951>
  00:04 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_5553>
  00:04 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_5553>
  18:50 [视频-点赞/长播] <|video_begin|><s_a_3450><s_b_1546><s_c_4194>
【2026-01-30】
  --:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_8150><s_c_5563>
  04:25 [视频-点赞/长播] <|video_begin|><s_a_2335><s_b_3338><s_c_3454>
  04:58 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
  04:58 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
  11:25 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_7657>
  11:25 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_7657>
  13:41 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_4032>
  13:41 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_4032>
  14:03 [视频-关注/点赞/长播] <|video_begin|><s_a_5720><s_b_6436><s_c_3753>
  14:03 [视频-关注/点赞/长播] <|video_begin|><s_a_1421><s_b_6436><s_c_6364>
  14:03 [视频-关注/点赞/长播] <|video_begin|><s_a_5023><s_b_7333><s_c_1368>
  14:03 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_7289>
  14:32 [视频-关注/点赞/长播] <|video_begin|><s_a_6510><s_b_4753><s_c_1333>
【2026-01-31】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5946><s_b_5543><s_c_6278>
  02:09 [广告-点击] <|ad_begin|><s_a_1169><s_b_2533><s_c_369>
  02:24 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_2756>
  02:24 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_2756>
  03:10 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_7792>
  03:10 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_7792>
  05:22 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6510><s_b_6550><s_c_4247>
  05:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_7244>
  05:29 [视频-关注/点赞/长播] <|video_begin|><s_a_2335><s_b_5196><s_c_3611>
  05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_7123><s_c_6676>
  05:51 [视频-关注/点赞/长播] <|video_begin|><s_a_5903><s_b_8022><s_c_141>
  05:57 [视频-关注/长播] <|video_begin|><s_a_6510><s_b_6550><s_c_7073>
  05:58 [视频-点赞/长播] <|video_begin|><s_a_7074><s_b_4018><s_c_6162>
  06:02 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_3147><s_c_2704>
  17:58 [视频-关注/点赞/长播] <|video_begin|><s_a_5058><s_b_6874><s_c_5563>
  18:20 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5349><s_c_3026>
  18:20 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_3026>
【2026-02-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_2221><s_c_3676>
  00:02 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5511><s_c_7333>
  00:02 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_7333>
  05:58 [广告-点击] <|ad_begin|><s_a_6877><s_b_3417><s_c_4859>
  06:33 [视频-浏览] <|video_begin|><s_a_3062><s_b_56><s_c_47>
  13:57 [广告-点击] <|ad_begin|><s_a_7939><s_b_4033><s_c_4636>
  14:10 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_974>
  14:10 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_974>
  19:00 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
  19:00 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
【2026-02-02】
  00:16 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6085><s_c_4512>
  00:16 [视频-关注/点赞/长播] <|video_begin|><s_a_2252><s_b_6924><s_c_510>
  00:16 [视频-关注/点赞/长播] <|video_begin|><s_a_5023><s_b_6045><s_c_3419>
  00:16 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_6550><s_c_6137>
  00:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6436><s_c_5874>
  05:24 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_4010><s_c_7838>
  12:23 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6973><s_c_8143>
  12:23 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_6532><s_c_6812>
  12:44 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_4932>
  12:44 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_4932>
  13:44 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4599>
  14:33 [视频-关注/点赞/长播] <|video_begin|><s_a_148><s_b_1029><s_c_2190>
  14:33 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_6234><s_c_5162>
  20:54 [广告-深度转化] <|ad_begin|><s_a_217><s_b_4899><s_c_6419>
  20:54 [广告-点击] <|ad_begin|><s_a_217><s_b_4899><s_c_6419>
  21:00 [广告-点击] <|ad_begin|><s_a_5687><s_b_2323><s_c_6857>
  21:20 [广告-点击] <|ad_begin|><s_a_1909><s_b_1588><s_c_7073>
  21:22 [广告-点击] <|ad_begin|><s_a_5687><s_b_2323><s_c_6857>
  21:25 [广告-点击] <|ad_begin|><s_a_5687><s_b_2323><s_c_6857>
  23:10 [广告-点击] <|ad_begin|><s_a_5632><s_b_7608><s_c_7188>
【2026-02-03】
  05:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_3632><s_b_1411><s_c_1935>
  13:29 [广告-点击] <|ad_begin|><s_a_1274><s_b_1141><s_c_77>
  13:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_1141><s_c_77>
【2026-02-04】
  04:26 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_5749>
  04:26 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_5749>
  06:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6962>
  13:18 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_665><s_c_5749>
  13:18 [广告-点击] <|ad_begin|><s_a_3308><s_b_665><s_c_5749>
  13:46 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_7342><s_c_3116>
  13:46 [视频-点赞/长播] <|video_begin|><s_a_6188><s_b_4855><s_c_5964>
  13:56 [视频-关注/点赞/长播] <|video_begin|><s_a_1013><s_b_3803><s_c_2517>
  13:56 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_1494><s_c_2480>
  14:25 [视频-点赞/长播] <|video_begin|><s_a_2135><s_b_672><s_c_1774>
  14:25 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_4753><s_c_3931>
  14:25 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_3338><s_c_3676>
  14:30 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_6891><s_c_5921>
  14:30 [视频-点赞/长播] <|video_begin|><s_a_3450><s_b_56><s_c_3495>
  23:33 [视频-长播] <|video_begin|><s_a_6219><s_b_8049><s_c_471>
  23:48 [视频-长播] <|video_begin|><s_a_6329><s_b_5489><s_c_2704>
  23:48 [视频-长播] <|video_begin|><s_a_5720><s_b_5511><s_c_708>
【2026-02-05】
  00:06 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
  00:06 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
  04:56 [视频-长播] <|video_begin|><s_a_6510><s_b_4010><s_c_2522>
  04:56 [视频-长播] <|video_begin|><s_a_5023><s_b_7756><s_c_6550>
  04:56 [视频-长播] <|video_begin|><s_a_3935><s_b_1277><s_c_1395>
  04:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3450><s_b_3417><s_c_2190>
  04:56 [视频-关注/点赞/长播] <|video_begin|><s_a_2617><s_b_6726><s_c_5667>
  05:06 [视频-长播] <|video_begin|><s_a_3689><s_b_6033><s_c_997>
  05:06 [视频-关注/点赞/长播] <|video_begin|><s_a_3430><s_b_5672><s_c_2192>
  05:06 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_6924><s_c_6278>
  05:06 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_5145><s_c_4932>
  05:06 [视频-点赞/长播] <|video_begin|><s_a_3454><s_b_6068><s_c_1306>
  05:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_6329><s_b_7670><s_c_7925>
  05:17 [视频-长播] <|video_begin|><s_a_7830><s_b_1503><s_c_1306>
  05:17 [视频-长播] <|video_begin|><s_a_5907><s_b_800><s_c_2357>
  05:17 [视频-长播] <|video_begin|><s_a_7830><s_b_169><s_c_3648>
  05:17 [视频-长播] <|video_begin|><s_a_1880><s_b_6913><s_c_3454>
  05:26 [视频-长播] <|video_begin|><s_a_3555><s_b_3235><s_c_4857>
  09:06 [视频-长播] <|video_begin|><s_a_7460><s_b_5349><s_c_8140>
  09:11 [视频-长播] <|video_begin|><s_a_4963><s_b_5961><s_c_428>
  09:11 [视频-长播] <|video_begin|><s_a_3766><s_b_7498><s_c_2695>
  09:11 [视频-长播] <|video_begin|><s_a_1985><s_b_6442><s_c_6357>
  09:17 [视频-长播] <|video_begin|><s_a_8164><s_b_5374><s_c_6419>
  09:17 [视频-长播] <|video_begin|><s_a_1985><s_b_1190><s_c_4595>
  09:22 [视频-长播] <|video_begin|><s_a_2899><s_b_6234><s_c_1332>
  09:24 [视频-长播] <|video_begin|><s_a_3062><s_b_1107><s_c_4986>
  09:24 [视频-长播] <|video_begin|><s_a_3062><s_b_4203><s_c_1178>
  09:32 [视频-长播] <|video_begin|><s_a_6219><s_b_2799><s_c_2636>
  09:32 [视频-长播] <|video_begin|><s_a_511><s_b_6771><s_c_1935>
  09:39 [广告-点击] <|ad_begin|><s_a_6188><s_b_4352><s_c_3338>
  09:43 [视频-长播] <|video_begin|><s_a_1985><s_b_3589><s_c_4267>
  09:43 [视频-长播] <|video_begin|><s_a_5368><s_b_6006><s_c_1935>
  09:43 [视频-长播] <|video_begin|><s_a_1985><s_b_7608><s_c_2530>
  09:43 [视频-长播] <|video_begin|><s_a_1909><s_b_7214><s_c_6760>
  09:43 [视频-长播] <|video_begin|><s_a_6219><s_b_6234><s_c_7383>
  09:46 [视频-长播] <|video_begin|><s_a_4963><s_b_4033><s_c_497>
  09:50 [视频-长播] <|video_begin|><s_a_4963><s_b_4432><s_c_3038>
  09:52 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_2335>
  09:52 [视频-长播] <|video_begin|><s_a_3738><s_b_6771><s_c_2341>
  10:01 [视频-长播] <|video_begin|><s_a_2899><s_b_2799><s_c_2957>
  10:01 [视频-长播] <|video_begin|><s_a_3062><s_b_123><s_c_7315>
  10:05 [视频-长播] <|video_begin|><s_a_1985><s_b_3589><s_c_851>
  10:05 [视频-长播] <|video_begin|><s_a_6219><s_b_4120><s_c_2957>
  10:05 [视频-长播] <|video_begin|><s_a_6219><s_b_2789><s_c_274>
  10:08 [视频-长播] <|video_begin|><s_a_5211><s_b_5511><s_c_4939>
  10:08 [视频-长播] <|video_begin|><s_a_6219><s_b_6434><s_c_6461>
  10:08 [视频-长播] <|video_begin|><s_a_1985><s_b_672><s_c_339>
  10:14 [视频-长播] <|video_begin|><s_a_6219><s_b_2799><s_c_4673>
  14:33 [视频-长播] <|video_begin|><s_a_4625><s_b_1471><s_c_4512>
  14:33 [视频-长播] <|video_begin|><s_a_782><s_b_7608><s_c_6419>
  14:33 [视频-长播] <|video_begin|><s_a_5720><s_b_8049><s_c_1935>
  14:33 [视频-长播] <|video_begin|><s_a_7830><s_b_4010><s_c_1148>
  14:38 [视频-长播] <|video_begin|><s_a_2067><s_b_2289><s_c_6771>
  14:38 [视频-长播] <|video_begin|><s_a_6219><s_b_6771><s_c_2369>
  14:43 [视频-长播] <|video_begin|><s_a_3632><s_b_2799><s_c_7456>
  14:43 [视频-长播] <|video_begin|><s_a_7830><s_b_4838><s_c_1206>
  14:43 [视频-长播] <|video_begin|><s_a_5023><s_b_7455><s_c_2480>
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
请针对以下主题提取行为逻辑链：
主题：从泛化动物兴趣到聚焦特定护农犬种的认知收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化动物兴趣到聚焦特定护农犬种的认知收敛",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从泛化动物兴趣到聚焦特定护农犬种的认知收敛","events":[{"date":"2026-01-22","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_457><s_b_665><s_c_3207>","logic":"初始触发：被“西北刀客”这一IP下的护农、动物保护主题吸引，表现为对团队行为的泛化兴趣。"},{"date":"2026-01-23","action":"[视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_7722>","logic":"兴趣聚焦：从关注整个团队转向关注团队中的明星犬“青海”，认知从“团队护农”收敛至“特定犬只的成长史与能力”。"},{"date":"2026-01-23","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_6924><s_c_5654>","logic":"认知深化与扩展：兴趣从“青海”个体进一步扩展到其“后代”和“家族”概念，体现了从单一IP到家族谱系追踪的深度演化，认知增量为“繁衍”与“传承”。"},{"date":"2026-01-26","action":"[视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_665><s_c_1000>","logic":"认知闭环与情感投射：通过评论行为，主动参与到对“护农犬家族”精神（如传承、牺牲）的讨论中，完成了从被动观看到主动建构情感认知的闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_708>
【2024-07-21】
  --:-- [商品-购买] <|prod_begin|><s_a_8024><s_b_3737><s_c_4626>
【2025-10-25】
  --:-- [商品-购买] <|prod_begin|><s_a_2665><s_b_3480><s_c_7590>
【2025-11-02】
  --:-- [直播-关注] <|living_begin|><s_a_3409><s_b_7342><s_c_3676>
【2025-11-12】
  --:-- [直播-关注] <|living_begin|><s_a_3409><s_b_7342><s_c_2921>
【2025-11-13】
  --:-- [直播-关注] <|living_begin|><s_a_3254><s_b_4223><s_c_2513>
  --:-- [直播-关注] <|living_begin|><s_a_3409><s_b_5727><s_c_439>
【2025-11-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3304><s_b_7342><s_c_6278>
【2025-11-16】
  --:-- [直播-关注] <|living_begin|><s_a_8006><s_b_6520><s_c_3026>
【2025-12-03】
  --:-- [商品-购买] <|prod_begin|><s_a_1510><s_b_4369><s_c_3360>
【2025-12-07】
  --:-- [商品-加购] <|prod_begin|><s_a_7707><s_b_7060><s_c_688>
【2025-12-08】
  --:-- [商品-加购] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
  --:-- [商品-加购] <|prod_begin|><s_a_513><s_b_3137><s_c_7073>
【2025-12-11】
  --:-- [商品-加购] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
【2025-12-12】
  --:-- [商品-加购] <|prod_begin|><s_a_4278><s_b_7827><s_c_678>
【2025-12-17】
  --:-- [商品-加购] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
  --:-- [商品-加购] <|prod_begin|><s_a_513><s_b_3137><s_c_7073>
【2025-12-19】
  03:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1939>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_3304><s_b_7342><s_c_7404>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4275><s_b_988><s_c_7675>
  13:37 [广告-深度转化] <|ad_begin|><s_a_8136><s_b_7184><s_c_4200>
【2025-12-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_7729><s_b_1929><s_c_677>
  03:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5800><s_c_7244>
  03:49 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5419><s_c_5673>
  10:19 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6379><s_c_4405>
  10:24 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_6084><s_c_1178>
  10:40 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6379><s_c_3501>
  11:00 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6782><s_c_2530>
  14:19 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_534>
【2025-12-24】
  05:04 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4313><s_c_3365>
  10:55 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1002><s_c_8113>
  15:43 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1206><s_c_2084>
【2025-12-25】
  --:-- [直播-关注] <|living_begin|><s_a_6727><s_b_5727><s_c_567>
【2025-12-27】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
【2025-12-28】
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3137><s_c_1128>
  --:-- [商品-点击] <|prod_begin|><s_a_647><s_b_1795><s_c_4267>
  --:-- [商品-购买] <|prod_begin|><s_a_647><s_b_1795><s_c_4267>
【2025-12-29】
  15:24 [广告-深度转化] <|ad_begin|><s_a_174><s_b_6519><s_c_4771>
【2025-12-30】
  04:16 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7214><s_c_5186>
  05:39 [广告-深度转化] <|ad_begin|><s_a_1754><s_b_3930><s_c_8037>
  14:48 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_1595><s_c_6156>
【2026-01-01】
  05:38 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_56><s_c_625>
  09:27 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_853>
  09:57 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
  --:-- [商品-点击] <|prod_begin|><s_a_4279><s_b_4538><s_c_4849>
【2026-01-02】
  05:31 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_5632><s_c_842>
  10:24 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7608><s_c_5554>
【2026-01-04】
  03:57 [广告-深度转化] <|ad_begin|><s_a_655><s_b_3691><s_c_3913>
【2026-01-06】
  03:51 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_876><s_c_3560>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_7262><s_c_3534>
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
【2026-01-07】
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_5543>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1795><s_c_5543>
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_7471><s_b_855><s_c_557>
  --:-- [商品-点击] <|prod_begin|><s_a_647><s_b_3072><s_c_4267>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_2002><s_b_3137><s_c_1251>
【2026-01-12】
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3137><s_c_7295>
  --:-- [商品-点击] <|prod_begin|><s_a_3923><s_b_200><s_c_3643>
  --:-- [商品-点击] <|prod_begin|><s_a_6545><s_b_2323><s_c_378>
  --:-- [商品-点击] <|prod_begin|><s_a_5947><s_b_741><s_c_2306>
  --:-- [商品-点击] <|prod_begin|><s_a_6249><s_b_649><s_c_2785>
  --:-- [商品-点击] <|prod_begin|><s_a_3923><s_b_2171><s_c_1099>
  --:-- [商品-点击] <|prod_begin|><s_a_6238><s_b_2323><s_c_6945>
  --:-- [商品-点击] <|prod_begin|><s_a_6545><s_b_7236><s_c_1786>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_4614><s_b_6861><s_c_7978>
【2026-01-14】
  03:59 [广告-深度转化] <|ad_begin|><s_a_8143><s_b_513><s_c_2509>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_746><s_c_5000>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_2404><s_b_3185><s_c_6712>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5844><s_c_3232>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1002><s_c_4740>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_5543>
  --:-- [商品-加购] <|prod_begin|><s_a_513><s_b_3137><s_c_7073>
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1002><s_c_4740>
【2026-01-16】
  04:02 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5093><s_c_7106>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1968><s_c_6792>
  --:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5515><s_c_3928>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_5429><s_c_1708>
  --:-- [商品-点击] <|prod_begin|><s_a_4446><s_b_1966><s_c_5159>
【2026-01-18】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_315><s_b_7342><s_c_4043>
【2026-01-19】
  --:-- [直播-打赏] <|living_begin|><s_a_7396><s_b_765><s_c_7616>
  11:25 [广告-点击] <|ad_begin|><s_a_3689><s_b_2799><s_c_2309>
  12:03 [广告-点击] <|ad_begin|><s_a_5632><s_b_978><s_c_3637>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4916><s_c_3923>
【2026-01-20】
  03:56 [广告-点击] <|ad_begin|><s_a_1584><s_b_2918><s_c_4405>
  10:11 [广告-点击] <|ad_begin|><s_a_8113><s_b_6946><s_c_6173>
  15:08 [广告-点击] <|ad_begin|><s_a_5632><s_b_4932><s_c_4718>
【2026-01-21】
  03:39 [广告-点击] <|ad_begin|><s_a_6738><s_b_798><s_c_6008>
  05:52 [广告-点击] <|ad_begin|><s_a_1088><s_b_315><s_c_5245>
  13:37 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7073>
  13:58 [广告-点击] <|ad_begin|><s_a_759><s_b_3137><s_c_7904>
  16:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_7679><s_b_6234><s_c_5315>
【2026-01-22】
  03:27 [视频-收藏/长播] <|video_begin|><s_a_7679><s_b_6234><s_c_6674>
  03:27 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_4033><s_c_7548>
  03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7679><s_b_4323><s_c_5197>
  03:40 [广告-点击] <|ad_begin|><s_a_6738><s_b_798><s_c_6008>
  14:09 [视频-收藏/长播] <|video_begin|><s_a_7679><s_b_7184><s_c_5563>
  14:38 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1000>
  14:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_6321><s_b_1704><s_c_1614>
  17:18 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_4265><s_c_3998>
  17:23 [广告-点击] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
  17:27 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_631><s_c_5679>
  17:38 [视频-关注/点赞/长播] <|video_begin|><s_a_4032><s_b_978><s_c_3026>
  17:38 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_978><s_c_5563>
【2026-01-23】
  03:45 [视频-点赞/长播] <|video_begin|><s_a_6188><s_b_3338><s_c_4243>
  05:32 [视频-评论/点赞/长播] <|video_begin|><s_a_5903><s_b_876><s_c_7003>
  09:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_3555><s_b_5893><s_c_4467>
  09:59 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_5102><s_c_871>
  15:12 [广告-点击] <|ad_begin|><s_a_4327><s_b_6234><s_c_7414>
  15:18 [广告-深度转化] <|ad_begin|><s_a_825><s_b_1288><s_c_208>
  15:18 [广告-点击] <|ad_begin|><s_a_825><s_b_1288><s_c_208>
  15:52 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_631><s_c_2146>
  15:52 [视频-关注/点赞/长播] <|video_begin|><s_a_3836><s_b_6234><s_c_7244>
  15:52 [视频-关注/长播] <|video_begin|><s_a_1472><s_b_5511><s_c_2568>
  15:52 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2561><s_b_3899><s_c_3676>
  16:02 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_581><s_c_7244>
  --:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_3626>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
  18:02 [广告-点击] <|ad_begin|><s_a_2817><s_b_4996><s_c_2704>
【2026-01-24】
  06:28 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_978><s_c_1000>
  06:37 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_775><s_c_2370>
  08:55 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_2817><s_b_5935><s_c_1339>
  09:35 [视频-评论/长播] <|video_begin|><s_a_2402><s_b_5893><s_c_6962>
  10:06 [视频-收藏/长播] <|video_begin|><s_a_655><s_b_3009><s_c_3370>
  14:38 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_3952><s_c_2309>
  14:38 [广告-点击] <|ad_begin|><s_a_1726><s_b_3952><s_c_2309>
  16:38 [视频-转发/收藏/长播] <|video_begin|><s_a_7679><s_b_620><s_c_7790>
【2026-01-25】
  06:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_6234><s_c_5217>
  07:27 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6456>
  07:27 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6456>
  08:37 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_1069><s_c_7244>
  08:37 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_5833><s_c_7073>
  09:19 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5893><s_c_2568>
  09:19 [广告-点击] <|ad_begin|><s_a_8127><s_b_5893><s_c_2568>
  09:22 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
  09:22 [广告-点击] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
  09:39 [广告-点击] <|ad_begin|><s_a_5632><s_b_5632><s_c_7333>
  09:58 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2643>
  09:58 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2643>
  10:26 [广告-点击] <|ad_begin|><s_a_1151><s_b_5727><s_c_7900>
  11:56 [视频-关注/长播] <|video_begin|><s_a_4393><s_b_6047><s_c_7548>
  11:56 [视频-转发/收藏/长播] <|video_begin|><s_a_717><s_b_7342><s_c_5851>
  12:09 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_1752><s_c_7096>
  12:09 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6372><s_b_1701><s_c_907>
  12:09 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_620><s_c_3555>
  15:54 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_6727><s_c_6900>
  16:13 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5840><s_c_2370>
  16:13 [广告-点击] <|ad_begin|><s_a_8127><s_b_5840><s_c_2370>
  16:13 [广告-点击] <|ad_begin|><s_a_606><s_b_5431><s_c_2370>
  16:18 [广告-深度转化] <|ad_begin|><s_a_606><s_b_7181><s_c_4913>
  16:18 [广告-点击] <|ad_begin|><s_a_606><s_b_7181><s_c_4913>
  16:24 [广告-点击] <|ad_begin|><s_a_606><s_b_7655><s_c_5115>
  16:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_646><s_b_4916><s_c_5553>
  16:41 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_800><s_c_6857>
  17:05 [视频-关注/转发/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_2799><s_c_4212>
  17:17 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3836><s_b_3688><s_c_143>
  20:05 [广告-点击] <|ad_begin|><s_a_6031><s_b_7024><s_c_7261>
【2026-01-26】
  03:42 [广告-点击] <|ad_begin|><s_a_5632><s_b_7608><s_c_2038>
  03:45 [视频-转发/收藏/长播] <|video_begin|><s_a_7679><s_b_2497><s_c_2460>
  04:35 [广告-点击] <|ad_begin|><s_a_5632><s_b_3589><s_c_7160>
  04:39 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7073>
  11:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_4733><s_c_1719>
【2026-01-27】
  03:32 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_4679><s_c_3716>
  03:54 [广告-点击] <|ad_begin|><s_a_294><s_b_1878><s_c_6292>
  04:54 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_2221><s_c_3047>
  04:54 [广告-点击] <|ad_begin|><s_a_4403><s_b_2221><s_c_3047>
  05:20 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5749>
  05:20 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5749>
  10:10 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_5511><s_c_5217>
  10:27 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_2221><s_c_5563>
  10:27 [广告-点击] <|ad_begin|><s_a_4403><s_b_2221><s_c_5563>
  10:54 [广告-点击] <|ad_begin|><s_a_4403><s_b_2221><s_c_5563>
【2026-01-28】
  04:20 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_8113>
  04:20 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_8113>
  05:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_6234><s_c_987>
  05:40 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_7344><s_c_6777>
  12:32 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6258>
  14:39 [视频-点赞/长播] <|video_begin|><s_a_7812><s_b_4358><s_c_3672>
  14:39 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_2513>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3137><s_c_7295>
  --:-- [商品-点击] <|prod_begin|><s_a_889><s_b_4230><s_c_3670>
  --:-- [商品-点击] <|prod_begin|><s_a_3201><s_b_5431><s_c_5191>
【2026-01-29】
  03:29 [视频-收藏/长播] <|video_begin|><s_a_7841><s_b_3337><s_c_6873>
  03:49 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_2323><s_c_5932>
  03:49 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_620><s_c_6686>
  05:13 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_3009><s_c_3522>
  05:13 [广告-点击] <|ad_begin|><s_a_5863><s_b_3009><s_c_3522>
  05:31 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_2789><s_c_2543>
  09:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_799><s_c_6962>
  09:29 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1584><s_b_2817><s_c_6676>
  09:29 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1584><s_b_3137><s_c_6497>
  09:44 [广告-深度转化] <|ad_begin|><s_a_2299><s_b_6234><s_c_1339>
  09:44 [广告-点击] <|ad_begin|><s_a_2299><s_b_6234><s_c_1339>
  10:09 [广告-点击] <|ad_begin|><s_a_8113><s_b_631><s_c_6419>
  15:48 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7608><s_c_5563>
  15:48 [广告-点击] <|ad_begin|><s_a_655><s_b_7608><s_c_5563>
  15:50 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6160><s_c_5901>
  15:50 [广告-点击] <|ad_begin|><s_a_5687><s_b_6160><s_c_5901>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_3705><s_c_6250>
  16:11 [广告-点击] <|ad_begin|><s_a_8127><s_b_7608><s_c_5209>
【2026-01-30】
  03:59 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2826><s_c_6067>
  03:59 [广告-点击] <|ad_begin|><s_a_5687><s_b_2826><s_c_6067>
  04:10 [广告-点击] <|ad_begin|><s_a_3014><s_b_2815><s_c_7676>
  04:21 [广告-点击] <|ad_begin|><s_a_6548><s_b_5707><s_c_7173>
  05:17 [视频-点赞/长播] <|video_begin|><s_a_3836><s_b_2799><s_c_4252>
  05:17 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_6690><s_c_4405>
  05:39 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_4636>
  09:10 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5727><s_c_3010>
  09:32 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3137><s_c_8042>
  09:32 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_7622>
  09:43 [广告-点击] <|ad_begin|><s_a_6760><s_b_4996><s_c_4932>
  10:01 [广告-点击] <|ad_begin|><s_a_3308><s_b_2182><s_c_1708>
  11:34 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_5329><s_c_7806>
  13:07 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_7342><s_c_2636>
  13:07 [广告-点击] <|ad_begin|><s_a_1393><s_b_7342><s_c_2636>
  14:20 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_7342><s_c_4807>
  14:20 [视频-关注/评论/收藏/点赞/长播] <|video_begin|><s_a_1088><s_b_5727><s_c_557>
  14:29 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_3137><s_c_143>
  14:29 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_7214><s_c_6757>
  15:51 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3137><s_c_3338>
  15:53 [广告-点击] <|ad_begin|><s_a_7841><s_b_2918><s_c_178>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
  --:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_5934><s_c_3367>
  16:08 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_855><s_c_640>
  16:15 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_5727><s_c_6057>
  16:15 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_6890>
  16:15 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_2595>
  16:15 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_2817><s_c_3709>
  16:22 [广告-点击] <|ad_begin|><s_a_7841><s_b_2918><s_c_2337>
  16:24 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_7608><s_c_2551>
  16:24 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_2799><s_c_5256>
  16:29 [视频-评论/收藏/长播] <|video_begin|><s_a_4393><s_b_1740><s_c_2988>
  16:32 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_6358><s_c_5673>
  16:32 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_3589><s_c_6278>
【2026-01-31】
  04:09 [视频-点赞/长播] <|video_begin|><s_a_7584><s_b_2206><s_c_3003>
  04:09 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_5233><s_c_2513>
  04:21 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_1085>
  04:44 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5085>
  06:24 [广告-深度转化] <|ad_begin|><s_a_6027><s_b_6946><s_c_6173>
  06:24 [广告-点击] <|ad_begin|><s_a_6027><s_b_6946><s_c_6173>
  06:45 [广告-点击] <|ad_begin|><s_a_7328><s_b_3417><s_c_1462>
  07:00 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3836><s_b_3916><s_c_7244>
  07:41 [广告-点击] <|ad_begin|><s_a_606><s_b_2299><s_c_1935>
  08:00 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_5172><s_c_2949>
  08:03 [广告-点击] <|ad_begin|><s_a_5452><s_b_6874><s_c_6881>
  08:44 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_5102><s_c_1817>
  08:52 [广告-点击] <|ad_begin|><s_a_7112><s_b_6334><s_c_1935>
  17:05 [视频-评论/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_4189>
  17:08 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_631><s_c_4307>
  17:08 [视频-评论/点赞/长播] <|video_begin|><s_a_1472><s_b_631><s_c_5015>
【2026-02-01】
  09:55 [广告-点击] <|ad_begin|><s_a_759><s_b_3137><s_c_7904>
  10:38 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_7295><s_c_6962>
  10:56 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_3417><s_c_6815>
  10:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4258><s_b_3137><s_c_707>
  11:03 [视频-评论/点赞/长播] <|video_begin|><s_a_4393><s_b_4996><s_c_5253>
  15:07 [广告-点击] <|ad_begin|><s_a_1351><s_b_123><s_c_5807>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1798><s_c_1401>
【2026-02-02】
  04:21 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5727><s_c_7616>
  04:21 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_6379><s_c_3265>
  05:12 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_1002><s_c_3047>
  07:03 [视频-关注/点赞/长播] <|video_begin|><s_a_3836><s_b_7894><s_c_853>
  07:03 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_7295><s_c_907>
  13:06 [视频-收藏/长播] <|video_begin|><s_a_3836><s_b_7655><s_c_4810>
  13:06 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5727><s_c_1940>
  13:06 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_6114><s_c_6057>
  13:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7460><s_b_4265><s_c_143>
  --:-- [商品-点击] <|prod_begin|><s_a_5917><s_b_3129><s_c_202>
  20:31 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>
  21:39 [视频-关注/长播] <|video_begin|><s_a_3062><s_b_978><s_c_47>
  21:54 [广告-点击] <|ad_begin|><s_a_5632><s_b_699><s_c_497>
【2026-02-03】
  05:49 [广告-点击] <|ad_begin|><s_a_2817><s_b_5454><s_c_5798>
  06:01 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4949><s_c_932>
  06:01 [广告-点击] <|ad_begin|><s_a_7468><s_b_4949><s_c_932>
  09:20 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1472><s_b_5511><s_c_5662>
  13:30 [视频-长播] <|video_begin|><s_a_1726><s_b_5800><s_c_939>
  13:30 [视频-收藏/长播] <|video_begin|><s_a_1576><s_b_1002><s_c_7945>
  13:47 [视频-长播] <|video_begin|><s_a_1726><s_b_1282><s_c_6561>
  13:47 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_7342><s_c_7719>
  13:47 [视频-点赞/长播] <|video_begin|><s_a_3836><s_b_6047><s_c_853>
  14:18 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3189><s_c_3338>
  14:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_3189><s_c_3338>
  14:42 [视频-长播] <|video_begin|><s_a_7679><s_b_6234><s_c_3742>
  14:42 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_2419><s_c_1423>
  15:02 [视频-长播] <|video_begin|><s_a_7679><s_b_6234><s_c_7926>
  15:55 [视频-长播] <|video_begin|><s_a_1726><s_b_7024><s_c_1858>
  15:55 [视频-长播] <|video_begin|><s_a_3836><s_b_4148><s_c_4405>
  15:55 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5511><s_c_6240>
  --:-- [商品-点击] <|prod_begin|><s_a_5244><s_b_483><s_c_3670>
  --:-- [商品-点击] <|prod_begin|><s_a_2665><s_b_3480><s_c_7590>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5044><s_c_1664>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5044><s_c_1664>
  16:14 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_1111>
  16:47 [视频-长播] <|video_begin|><s_a_6073><s_b_3150><s_c_640>
  16:47 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_57><s_c_1658>
  16:52 [视频-长播] <|video_begin|><s_a_1246><s_b_6550><s_c_77>
  16:52 [视频-长播] <|video_begin|><s_a_1088><s_b_3727><s_c_2313>
  16:55 [广告-点击] <|ad_begin|><s_a_3766><s_b_2497><s_c_4859>
  17:52 [视频-长播] <|video_begin|><s_a_620><s_b_827><s_c_1933>
  17:52 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_4033><s_c_8143>
  17:52 [视频-关注/点赞/长播] <|video_begin|><s_a_2524><s_b_3137><s_c_4580>
  18:29 [视频-长播] <|video_begin|><s_a_3818><s_b_3417><s_c_3709>
  18:29 [视频-长播] <|video_begin|><s_a_1584><s_b_3417><s_c_2190>
  18:29 [视频-转发/收藏/长播] <|video_begin|><s_a_7841><s_b_7225><s_c_5917>
  18:37 [广告-点击] <|ad_begin|><s_a_8113><s_b_581><s_c_1542>
  18:40 [视频-长播] <|video_begin|><s_a_4393><s_b_5445><s_c_6486>
  18:40 [视频-长播] <|video_begin|><s_a_1472><s_b_7302><s_c_3914>
  18:49 [视频-长播] <|video_begin|><s_a_1726><s_b_852><s_c_439>
  18:49 [视频-长播] <|video_begin|><s_a_892><s_b_6334><s_c_6648>
  18:49 [视频-长播] <|video_begin|><s_a_3829><s_b_5916><s_c_5061>
  18:49 [视频-长播] <|video_begin|><s_a_1088><s_b_1822><s_c_3016>
【2026-02-04】
  02:15 [视频-长播] <|video_begin|><s_a_7679><s_b_6006><s_c_2454>
  02:40 [视频-长播] <|video_begin|><s_a_4284><s_b_3417><s_c_1178>
  04:30 [视频-长播] <|video_begin|><s_a_7584><s_b_6170><s_c_4487>
  04:30 [视频-长播] <|video_begin|><s_a_1584><s_b_2690><s_c_4355>
  04:31 [视频-长播] <|video_begin|><s_a_3062><s_b_6973><s_c_5162>
  04:31 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_47>
  10:18 [视频-长播] <|video_begin|><s_a_5254><s_b_3472><s_c_1933>
  10:18 [视频-长播] <|video_begin|><s_a_3836><s_b_6642><s_c_853>
  10:18 [视频-长播] <|video_begin|><s_a_3300><s_b_631><s_c_1707>
  10:23 [视频-长播] <|video_begin|><s_a_1088><s_b_2221><s_c_8085>
  10:23 [视频-长播] <|video_begin|><s_a_7460><s_b_1411><s_c_3899>
  10:23 [视频-收藏/长播] <|video_begin|><s_a_7841><s_b_127><s_c_619>
  10:23 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_546><s_c_3780>
  11:01 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_1614>
  11:01 [视频-长播] <|video_begin|><s_a_1383><s_b_4733><s_c_4451>
  11:01 [视频-长播] <|video_begin|><s_a_4393><s_b_978><s_c_1442>
  12:59 [视频-长播] <|video_begin|><s_a_7679><s_b_2918><s_c_141>
  13:25 [视频-长播] <|video_begin|><s_a_3862><s_b_3137><s_c_4771>
  13:25 [视频-长播] <|video_begin|><s_a_1726><s_b_2828><s_c_6557>
  13:25 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_5419><s_c_853>
  13:47 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1620>
  13:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1620>
  14:52 [视频-长播] <|video_begin|><s_a_3062><s_b_6234><s_c_5823>
  14:52 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_5061><s_c_2551>
  15:57 [视频-长播] <|video_begin|><s_a_7038><s_b_6202><s_c_6419>
  16:40 [视频-长播] <|video_begin|><s_a_1481><s_b_1968><s_c_3356>
  16:40 [视频-长播] <|video_begin|><s_a_1726><s_b_6197><s_c_7517>
  16:40 [视频-长播] <|video_begin|><s_a_4393><s_b_3137><s_c_2530>
  16:47 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_1717><s_c_2465>
  16:57 [视频-长播] <|video_begin|><s_a_1088><s_b_5727><s_c_3555>
  16:57 [视频-长播] <|video_begin|><s_a_1088><s_b_203><s_c_5054>
  17:03 [视频-长播] <|video_begin|><s_a_4393><s_b_6451><s_c_2480>
  17:03 [视频-长播] <|video_begin|><s_a_4393><s_b_5419><s_c_853>
  17:03 [视频-长播] <|video_begin|><s_a_1088><s_b_6774><s_c_4595>
  17:03 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_2799><s_c_853>
  17:08 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_4265><s_c_2530>
  17:08 [视频-转发/收藏/长播] <|video_begin|><s_a_7679><s_b_1595><s_c_3659>
  17:24 [视频-长播] <|video_begin|><s_a_1088><s_b_2817><s_c_2341>
  17:24 [视频-收藏/长播] <|video_begin|><s_a_1088><s_b_3063><s_c_4171>
  17:24 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_7899>
【2026-02-05】
  03:40 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
  03:40 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
  04:41 [视频-长播] <|video_begin|><s_a_4393><s_b_4325><s_c_7244>
  05:05 [视频-长播] <|video_begin|><s_a_3836><s_b_6234><s_c_4807>
  05:05 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_800><s_c_2030>
  05:39 [视频-长播] <|video_begin|><s_a_4393><s_b_4033><s_c_8057>
  05:39 [视频-长播] <|video_begin|><s_a_1584><s_b_4932><s_c_5555>
  05:39 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_978><s_c_870>
  14:28 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_47>
  14:34 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_7608><s_c_7609>

角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从被动游戏内容消费到主动探索游戏内虚拟资产交易

输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|living_begin|><s_a_3409><s_b_7342><s_c_2921>","<|living_begin|><s_a_3409><s_b_5727><s_c_439>","<|living_begin|><s_a_3304><s_b_7342><s_c_6278>","<|prod_begin|><s_a_513><s_b_3137><s_c_7073>","<|living_begin|><s_a_3304><s_b_7342><s_c_7404>","<|ad_begin|><s_a_5632><s_b_6084><s_c_1178>","<|prod_begin|><s_a_513><s_b_3137><s_c_1128>","<|prod_begin|><s_a_2002><s_b_3137><s_c_1251>","<|prod_begin|><s_a_513><s_b_3137><s_c_7295>","<|living_begin|><s_a_7396><s_b_765><s_c_7616>","<|ad_begin|><s_a_5632><s_b_978><s_c_3637>","<|ad_begin|><s_a_5632><s_b_4932><s_c_4718>","<|ad_begin|><s_a_5632><s_b_4733><s_c_7073>","<|ad_begin|><s_a_759><s_b_3137><s_c_7904>","<|video_begin|><s_a_3062><s_b_4033><s_c_7548>","<|video_begin|><s_a_6219><s_b_775><s_c_2370>","<|video_begin|><s_a_1584><s_b_6234><s_c_5217>","<|ad_begin|><s_a_5632><s_b_5632><s_c_7333>","<|video_begin|><s_a_4393><s_b_620><s_c_3555>","<|ad_begin|><s_a_5632><s_b_3589><s_c_7160>","<|video_begin|><s_a_5632><s_b_4733><s_c_1719>","<|video_begin|><s_a_1584><s_b_5511><s_c_5217>","<|video_begin|><s_a_1584><s_b_6234><s_c_987>","<|video_begin|><s_a_3062><s_b_7608><s_c_2513>","<|video_begin|><s_a_4393><s_b_620><s_c_6686>","<|video_begin|><s_a_1584><s_b_2817><s_c_6676>","<|video_begin|><s_a_3836><s_b_2799><s_c_4252>","<|video_begin|><s_a_3409><s_b_5727><s_c_3010>","<|video_begin|><s_a_3300><s_b_3137><s_c_8042>","<|video_begin|><s_a_4393><s_b_3137><s_c_7622>","<|video_begin|><s_a_3409><s_b_7342><s_c_4807>","<|video_begin|><s_a_3062><s_b_3137><s_c_143>","<|video_begin|><s_a_3300><s_b_3137><s_c_3338>","<|video_begin|><s_a_4393><s_b_3137><s_c_2595>","<|video_begin|><s_a_4393><s_b_2817><s_c_3709>","<|video_begin|><s_a_4393><s_b_1740><s_c_2988>","<|video_begin|><s_a_7584><s_b_2206><s_c_3003>","<|video_begin|><s_a_4393><s_b_5233><s_c_2513>","<|video_begin|><s_a_4393><s_b_3137><s_c_1085>","<|video_begin|><s_a_1584><s_b_5172><s_c_2949>","<|video_begin|><s_a_4393><s_b_3137><s_c_4189>","<|video_begin|><s_a_4393><s_b_7295><s_c_6962>","<|video_begin|><s_a_4258><s_b_3137><s_c_707>","<|video_begin|><s_a_3409><s_b_5727><s_c_7616>","<|video_begin|><s_a_3062><s_b_6379><s_c_3265>","<|video_begin|><s_a_4393><s_b_7295><s_c_907>","<|video_begin|><s_a_3409><s_b_5727><s_c_1940>","<|video_begin|><s_a_3062><s_b_978><s_c_47>","<|video_begin|><s_a_6219><s_b_7342><s_c_7719>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_843><s_c_4694>
【2023-10-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5831>
【2023-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_3282><s_b_1002><s_c_7897>
【2023-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7084><s_c_3849>
【2023-11-11】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_4682><s_c_1414>
  --:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3428><s_c_749>
【2024-01-07】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-03-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-04-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_6522><s_c_3849>
【2024-04-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-04-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2990><s_c_7957>
【2024-04-27】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-05-05】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-07-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1884><s_b_5426><s_c_3055>
【2024-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_1638><s_c_1414>
【2024-09-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1951><s_c_3849>
【2024-09-08】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2003><s_c_368>
【2024-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
【2025-05-14】
  --:-- [直播-关注] <|living_begin|><s_a_3933><s_b_7342><s_c_3016>
【2025-06-02】
  --:-- [商品-购买] <|prod_begin|><s_a_322><s_b_2129><s_c_475>
【2025-06-03】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4692><s_c_7187>
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_864><s_c_6560>
【2025-06-04】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
【2025-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4838><s_c_2892>
【2025-06-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5779>
【2025-06-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
【2025-06-23】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3915><s_c_4512>
【2025-06-29】
  --:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_3880><s_c_2274>
【2025-07-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7058><s_b_2312><s_c_2524>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_741><s_c_5405>
【2025-08-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7755><s_c_259>
【2025-08-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_3198><s_c_1023>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7054><s_c_6387>
【2025-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_1966><s_c_5537>
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1638><s_c_3909>
【2025-10-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7725><s_c_7935>
【2025-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7547><s_c_2833>
【2025-10-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_282><s_c_2688>
【2025-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_157><s_b_3614><s_c_1835>
【2025-10-30】
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_665><s_c_7951>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_2912>
【2025-12-01】
  --:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_5654>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_284><s_c_6278>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_993><s_b_6400><s_c_875>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_8049><s_c_7257>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_5934><s_c_3852>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1925><s_c_4233>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_6676>
【2026-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_5563>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_6757><s_b_576><s_c_7951>
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_3408><s_c_1566>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_519>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7529>
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_77>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3614><s_c_4304>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5582><s_c_5558>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5532><s_c_5452>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
【2026-01-21】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5375><s_c_1957>
  22:32 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_4242><s_c_6162>
  22:32 [视频-评论/长播] <|video_begin|><s_a_7238><s_b_7146><s_c_4595>
  22:49 [视频-评论/长播] <|video_begin|><s_a_3622><s_b_6442><s_c_4200>
  22:49 [视频-长播] <|video_begin|><s_a_562><s_b_5081><s_c_997>
  22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_7952><s_c_1379>
【2026-01-22】
  12:43 [视频-评论/长播] <|video_begin|><s_a_3280><s_b_353><s_c_7612>
  12:43 [视频-长播] <|video_begin|><s_a_2912><s_b_5467><s_c_5352>
  12:43 [视频-点赞/长播] <|video_begin|><s_a_7238><s_b_3633><s_c_2369>
【2026-01-23】
  12:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_4054><s_c_7268>
【2026-01-24】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
  01:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7857><s_b_7445><s_c_291>
  13:31 [视频-长播] <|video_begin|><s_a_562><s_b_6209><s_c_3726>
  13:31 [视频-评论/点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
【2026-01-25】
  00:20 [视频-长播] <|video_begin|><s_a_4030><s_b_2966><s_c_5349>
  09:20 [视频-评论/点赞/长播] <|video_begin|><s_a_6633><s_b_4010><s_c_638>
【2026-01-26】
  04:12 [视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>
  09:38 [视频-评论/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
  09:38 [视频-长播] <|video_begin|><s_a_4193><s_b_2352><s_c_5105>
  22:42 [视频-长播] <|video_begin|><s_a_5632><s_b_123><s_c_7880>
【2026-01-27】
  12:10 [视频-长播] <|video_begin|><s_a_3280><s_b_4600><s_c_6162>
  12:21 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
  23:05 [视频-长播] <|video_begin|><s_a_5904><s_b_1822><s_c_1118>
  23:05 [视频-评论/点赞/长播] <|video_begin|><s_a_2526><s_b_1596><s_c_932>
  23:05 [视频-点赞/长播] <|video_begin|><s_a_807><s_b_5061><s_c_6162>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_433><s_b_7260><s_c_3606>
  --:-- [商品-点击] <|prod_begin|><s_a_2926><s_b_4538><s_c_708>
  11:47 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_845>
  11:47 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_728>
  23:00 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_5668><s_c_1122>
  23:00 [视频-长播] <|video_begin|><s_a_5144><s_b_6595><s_c_360>
  23:00 [视频-长播] <|video_begin|><s_a_4615><s_b_4338><s_c_8128>
  23:00 [视频-评论/点赞/长播] <|video_begin|><s_a_6867><s_b_6076><s_c_5839>
  23:19 [视频-长播] <|video_begin|><s_a_5058><s_b_1596><s_c_1306>
  23:19 [视频-长播] <|video_begin|><s_a_1726><s_b_4216><s_c_1935>
【2026-01-29】
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3776><s_c_5231>
  --:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_5781><s_c_5646>
  --:-- [商品-点击] <|prod_begin|><s_a_3027><s_b_3320><s_c_7348>
  --:-- [商品-点击] <|prod_begin|><s_a_115><s_b_6304><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_6974><s_b_6119><s_c_4431>
  --:-- [商品-点击] <|prod_begin|><s_a_5922><s_b_3152><s_c_2413>
  00:52 [视频-长播] <|video_begin|><s_a_5935><s_b_8115><s_c_5193>
  03:43 [视频-长播] <|video_begin|><s_a_6207><s_b_451><s_c_2309>
  08:29 [视频-长播] <|video_begin|><s_a_6076><s_b_886><s_c_4932>
  08:29 [视频-评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>
  22:32 [视频-长播] <|video_begin|><s_a_447><s_b_3594><s_c_7456>
  22:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>
  22:32 [视频-点赞/长播] <|video_begin|><s_a_1742><s_b_5206><s_c_7288>
  22:32 [视频-转发/长播] <|video_begin|><s_a_7176><s_b_1596><s_c_7287>
  22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_6510><s_b_3587><s_c_5839>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_4979><s_b_1807><s_c_1863>
  --:-- [商品-点击] <|prod_begin|><s_a_6402><s_b_716><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_6544><s_c_846>
  --:-- [商品-点击] <|prod_begin|><s_a_4624><s_b_2990><s_c_1882>
  --:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5805><s_c_3944>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
  03:02 [视频-评论/点赞/长播] <|video_begin|><s_a_7238><s_b_8000><s_c_1085>
  03:02 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_7811><s_c_6162>
  22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
  22:49 [视频-转发/评论/长播] <|video_begin|><s_a_562><s_b_1424><s_c_1379>
  23:08 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7391><s_c_1935>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_6780><s_c_3712>
  02:41 [视频-评论/长播] <|video_begin|><s_a_4193><s_b_6874><s_c_6227>
  02:41 [视频-长播] <|video_begin|><s_a_7268><s_b_5124><s_c_61>
  02:41 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_6726><s_c_8036>
  02:41 [视频-点赞/长播] <|video_begin|><s_a_2386><s_b_2485><s_c_889>
  02:48 [视频-点赞/长播] <|video_begin|><s_a_6755><s_b_5277><s_c_5402>
  08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_6341><s_b_2969><s_c_5563>
  08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_353><s_c_6162>
  08:05 [视频-点赞/长播] <|video_begin|><s_a_3996><s_b_839><s_c_1752>
  08:16 [视频-评论/长播] <|video_begin|><s_a_4862><s_b_5102><s_c_4994>
  23:15 [视频-长播] <|video_begin|><s_a_5374><s_b_6421><s_c_1649>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_7687><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6925><s_c_7414>
  02:09 [视频-长播] <|video_begin|><s_a_1726><s_b_5124><s_c_7297>
  02:09 [视频-长播] <|video_begin|><s_a_2577><s_b_2549><s_c_7072>
  02:09 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_594><s_c_5413>
  02:17 [视频-长播] <|video_begin|><s_a_5032><s_b_4581><s_c_4200>
  02:17 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_1021><s_c_6856>
  23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_713><s_c_655>
  23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_5206><s_c_1935>
  23:39 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_7525><s_c_7609>
【2026-02-02】
  --:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_5607><s_c_3055>
  --:-- [商品-点击] <|prod_begin|><s_a_6865><s_b_5719><s_c_136>
  --:-- [商品-点击] <|prod_begin|><s_a_744><s_b_4516><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_5798>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_1029><s_c_7325>
  06:34 [视频-评论/长播] <|video_begin|><s_a_5485><s_b_5616><s_c_3062>
  06:34 [视频-长播] <|video_begin|><s_a_4193><s_b_8002><s_c_5968>
  06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_639><s_b_5756><s_c_6162>
  06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
  06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
  09:10 [视频-点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
  12:13 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
  12:13 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_4293><s_c_2215>
  12:26 [视频-评论/点赞/长播] <|video_begin|><s_a_7152><s_b_7001><s_c_5732>
  22:36 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_3267>
【2026-02-03】
  01:45 [视频-点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
  06:34 [视频-点赞/长播] <|video_begin|><s_a_1351><s_b_6944><s_c_8003>
  22:30 [视频-长播] <|video_begin|><s_a_3433><s_b_3433><s_c_7510>
  22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_7176><s_b_5966><s_c_1988>
  22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_5122><s_b_123><s_c_814>
  22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
  22:30 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_1229><s_c_7650>
  22:48 [视频-长播] <|video_begin|><s_a_4522><s_b_620><s_c_116>
  22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
  22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_6726><s_c_2215>
  22:48 [视频-评论/点赞/长播] <|video_begin|><s_a_505><s_b_1596><s_c_1708>
  22:48 [视频-点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
  22:58 [视频-长播] <|video_begin|><s_a_1726><s_b_5551><s_c_4859>
  22:58 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_1002><s_c_5677>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_1290><s_c_2509>
  00:13 [广告-深度转化] <|ad_begin|><s_a_3356><s_b_3932><s_c_1100>
  00:19 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4340><s_c_1708>
  00:20 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_6380>
  00:24 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
  00:29 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
  00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
  00:44 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_2345><s_c_4548>
  00:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_357><s_c_5667>
  00:48 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  00:53 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_294>
  00:59 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
  01:04 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_372>
  01:04 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
  01:05 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5511><s_c_3998>
  03:12 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_581><s_c_6616>
  03:22 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_827><s_c_6419>
  03:34 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5727><s_c_25>
  06:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6907><s_c_2253>
  06:28 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4159>
  06:32 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5511><s_c_1935>
  06:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6962>
  06:40 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6442><s_c_7003>
  07:01 [广告-深度转化] <|ad_begin|><s_a_7584><s_b_697><s_c_5076>
  09:40 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7054><s_c_3648>
  11:47 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_8049><s_c_6805>
  11:53 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_581><s_c_5087>
  12:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1469><s_c_5668>
  12:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7342><s_c_7904>
  12:18 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_179>
  12:21 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_1322>
  13:31 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_915><s_c_3026>
  13:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
  13:40 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5419><s_c_1552>
  13:46 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3375>
  13:51 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3602><s_c_6094>
  13:55 [广告-深度转化] <|ad_begin|><s_a_1909><s_b_7342><s_c_6629>
  22:43 [视频-长播] <|video_begin|><s_a_6073><s_b_36><s_c_7274>
  22:43 [视频-长播] <|video_begin|><s_a_6627><s_b_1002><s_c_7359>
  22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7261><s_c_360>
  23:00 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_4859>
  23:00 [视频-长播] <|video_begin|><s_a_3280><s_b_3596><s_c_5169>
  23:00 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_439>
  23:03 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4463><s_c_6286>
  23:39 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_3447><s_c_6919>
【2026-02-05】
  00:00 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1224><s_c_4858>
  00:01 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_581><s_c_7945>
  00:03 [视频-长播] <|video_begin|><s_a_4522><s_b_7877><s_c_6047>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_3230><s_c_2639>
  --:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_7136><s_c_959>
  00:08 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
  00:11 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6084><s_c_5087>
  00:12 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  00:16 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
  00:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4491><s_c_2482>
  00:20 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6234><s_c_3265>
  00:23 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_3889><s_c_5563>
  00:27 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_6334><s_c_5563>
  00:32 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
  00:32 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_4180>
  01:59 [视频-评论/长播] <|video_begin|><s_a_3655><s_b_7019><s_c_5874>
  01:59 [视频-长播] <|video_begin|><s_a_7331><s_b_2667><s_c_7297>
  01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
  01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_7261><s_c_1433>
  01:59 [视频-点赞/长播] <|video_begin|><s_a_5904><s_b_4944><s_c_1743>
  02:13 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_5106><s_c_1752>
  02:23 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1717><s_c_3998>
  02:28 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
  02:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_1997>
  02:34 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6379>
  02:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1940><s_c_5502>
  02:54 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
  02:55 [广告-点击] <|ad_begin|><s_a_6057><s_b_1804><s_c_987>
  02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
  02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
  02:57 [广告-点击] <|ad_begin|><s_a_7611><s_b_6051><s_c_3026>
  03:03 [广告-深度转化] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
  03:03 [广告-点击] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
  03:06 [广告-点击] <|ad_begin|><s_a_422><s_b_5938><s_c_7668>
  03:14 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
  03:17 [广告-点击] <|ad_begin|><s_a_2711><s_b_177><s_c_2978>
  03:19 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_5932>
  03:20 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
  03:26 [广告-点击] <|ad_begin|><s_a_6298><s_b_1527><s_c_4384>
  06:02 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:04 [广告-点击] <|ad_begin|><s_a_7879><s_b_4958><s_c_5563>
  06:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
  06:05 [广告-点击] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
  06:05 [广告-点击] <|ad_begin|><s_a_6322><s_b_4812><s_c_6994>
  06:08 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
  06:13 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
  06:16 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:18 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:20 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_4860>
  06:21 [广告-点击] <|ad_begin|><s_a_5673><s_b_4944><s_c_2451>
  06:23 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6156>
  06:25 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:27 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
  06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:30 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
  06:30 [广告-点击] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
  06:31 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:32 [广告-点击] <|ad_begin|><s_a_2899><s_b_620><s_c_2568>
  06:34 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
  06:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
  06:36 [广告-点击] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
  06:36 [广告-点击] <|ad_begin|><s_a_4354><s_b_513><s_c_3212>
  06:37 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
  06:37 [广告-点击] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
  06:37 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
  06:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_8160>
  06:41 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
  09:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_882>
  09:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
  09:06 [广告-点击] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
  09:06 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
  09:09 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_987>
  09:10 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
  09:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
  09:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
  09:13 [广告-点击] <|ad_begin|><s_a_7510><s_b_1065><s_c_340>
  09:14 [广告-点击] <|ad_begin|><s_a_5368><s_b_7214><s_c_6561>
  09:15 [广告-点击] <|ad_begin|><s_a_7510><s_b_3617><s_c_345>
  09:16 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
  09:17 [广告-深度转化] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
  09:17 [广告-点击] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
  09:17 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
  09:19 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
  09:22 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  09:22 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  10:51 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
  10:53 [广告-深度转化] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
  10:53 [广告-点击] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
  10:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
  10:54 [广告-点击] <|ad_begin|><s_a_4928><s_b_3589><s_c_3404>
  10:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_5551><s_c_6390>
  10:56 [广告-点击] <|ad_begin|><s_a_7931><s_b_665><s_c_1584>
  10:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_3297><s_c_607>
  12:51 [广告-点击] <|ad_begin|><s_a_1200><s_b_4240><s_c_823>
  12:54 [广告-点击] <|ad_begin|><s_a_2581><s_b_2314><s_c_3284>
  12:56 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
  12:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_1232><s_c_6523>
  12:57 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
  12:57 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
  12:58 [广告-点击] <|ad_begin|><s_a_4217><s_b_6775><s_c_837>
  12:59 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
  12:59 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
  12:59 [广告-点击] <|ad_begin|><s_a_2382><s_b_5200><s_c_5614>
  13:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
  13:01 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
  13:01 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
  13:01 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
  13:01 [广告-点击] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
  13:03 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
  13:03 [广告-点击] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
  13:04 [广告-点击] <|ad_begin|><s_a_4217><s_b_4262><s_c_1805>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_635><s_b_7547><s_c_638>
  --:-- [商品-点击] <|prod_begin|><s_a_859><s_b_2372><s_c_4685>
  --:-- [商品-点击] <|prod_begin|><s_a_5253><s_b_455><s_c_4948>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
  --:-- [商品-点击] <|prod_begin|><s_a_662><s_b_5449><s_c_2447>
  --:-- [商品-点击] <|prod_begin|><s_a_1670><s_b_3923><s_c_1521>
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从被动接收汽车信息到主动探索特定车型功能

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收汽车信息到主动探索特定车型功能",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从被动接收汽车信息到主动探索特定车型功能","events":[{"date":"2026-01-26","action":"[视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>","logic":"初始阶段：被动接收关于汽车内饰、科技配置等泛化信息，兴趣尚处于发散状态。"},{"date":"2026-01-29","action":"[视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>","logic":"兴趣聚焦与深度交互：从泛化的汽车概念收敛至特定品牌型号“一汽丰田bZ5”，并对“精准操控”、“稳定性能”、“安全设计”等具体卖点产生了深度互动（评论/点赞），完成了从被动浏览到主动评估的认知升级。"}]}}<|im_end|>
<|im_start|>user
你是推荐系统助手，需要基于多域时序行为进行证据充分、无目标泄漏的下一交互预测。
用户多域历史行为（已按时间从早到晚排列）：
1. [较早][广告-转化] <|ad_begin|><s_a_1726><s_b_6234><s_c_4859>
2. [较早][广告-转化] <|ad_begin|><s_a_2778><s_b_1366><s_c_1039>
3. [中期][广告-深度转化/转化，累计2次] <|ad_begin|><s_a_7381><s_b_581><s_c_1004>
4. [中期][商品-点击，累计2次] <|prod_begin|><s_a_1611><s_b_7589><s_c_1510>
5. [近期][商品-点击，累计3次] <|prod_begin|><s_a_1611><s_b_7068><s_c_7178>
6. [近期][商品-点击，累计3次] <|prod_begin|><s_a_3443><s_b_746><s_c_1099>
7. [近期][商品-点击，累计2次] <|prod_begin|><s_a_6488><s_b_1217><s_c_2440>
请推断用户接下来最可能交互的广告，最终只输出一个 itemic token。/think<|im_end|>
<|im_start|>assistant
<think>
【画像抽象】历史呈现关于一款手机游戏“纯粹软件”的详、生活纪实偏好，其中<|ad_begin|><s_a_7381><s_b_581><s_c_1004>和<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>都产生了深度转化/转化/转化等主动信号。
【兴趣展开】按时间连续性展开三个以内候选：“关于一款手机游戏“纯粹软件”的详”由<|ad_begin|><s_a_7381><s_b_581><s_c_1004>的深度转化/转化支持；“关于一款名为“治愈猫咪”的热门赚”由<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>的转化支持；“个人生活记录”由<|ad_begin|><s_a_1726><s_b_6234><s_c_4859>的转化支持。
【转移判断】比较近期程度、交互深度与跨条目复现后，“关于一款手机游戏“纯粹软件”的详”证据最完整；下一次广告选择应延续这一历史可见方向。
</think>
<|ad_begin|><s_a_2817><s_b_5349><s_c_5104><|im_end|>
<|endoftext|>
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<think>
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条从被动接收汽车信息到主动探索特定车型功能的行为逻辑链。 我首先梳理了用户的整体行为时间线，发现他在2026年1月底之前，消费行为主要集中在茶叶、酒水、服饰以及一些生活用品上，例如购买了普洱茶 <|prod_begin|><s_a_7797><s_b_843><s_c_4694>、白兰地 和冲锋裤 <|prod_begin|><s_a_2048><s_b_3428><s_c_749>。他的直播关注内容也比较宽泛，从生活分享到二手车都有涉猎。 进入2026年1月下旬，我注意到用户的兴趣点开始出现一些新的变化。在1月26日，他观看了一个关于现代汽车豪华内饰和科技配置的视频 <|video_begin|><s_a_4957><s_b_2701><s_c_1111>。这个视频内容比较泛化，主要展示了中控大屏、语音控制等通用性的高科技功能。我认为，这可以看作是用户对汽车领域兴趣的初步萌芽，他可能是在无意间被这类内容吸引，处于一个被动接收信息的阶段，对具体的品牌和车型还没有明确的概念。 紧接着，在短短三天后的1月29日，用户的行为出现了明显的递进。他观看了一个关于一汽丰田bZ5车型的视频 <|video_begin|><s_a_4078><s_b_1229><s_c_2248>，并且进行了评论和点赞的深度互动。这与之前单纯的观看行为形成了鲜明对比。这次的视频内容不再是泛泛而谈的科技配置，而是聚焦于一个具体车型，并强调了其“精准操控”、“稳定性能”和“安全设计”等核心卖点。用户的点赞和评论行为表明，他不仅仅是看到了这条信息，更是对这些具体的功能点产生了认同或好奇，从而主动地表达了自己的态度。 我推测，从1月26日的泛化浏览到1月29日的深度互动，用户的兴趣已经完成了一次关键的收敛和升级。他不再满足于了解汽车有哪些酷炫的内饰，而是开始主动关注和评估特定车型的具体性能和安全特性。这个过程清晰地展现了他从一个对汽车内容被动接收的浏览者，转变为一个对特定车型功能有主动探索意愿的潜在消费者。
</think>
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{"logic_chain":{"name":"从泛化动物兴趣到聚焦特定护农犬种的认知收敛","events":[{"date":"2026-01-22","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_457><s_b_665><s_c_3207>","logic":"初始触发：被“西北刀客”这一IP下的护农、动物保护主题吸引，表现为对团队行为的泛化兴趣。"},{"date":"2026-01-23","action":"[视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_7722>","logic":"兴趣聚焦：从关注整个团队转向关注团队中的明星犬“青海”，认知从“团队护农”收敛至“特定犬只的成长史与能力”。"},{"date":"2026-01-23","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_6924><s_c_5654>","logic":"认知深化与扩展：兴趣从“青海”个体进一步扩展到其“后代”和“家族”概念，体现了从单一IP到家族谱系追踪的深度演化，认知增量为“繁衍”与“传承”。"},{"date":"2026-01-26","action":"[视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_665><s_c_1000>","logic":"认知闭环与情感投射：通过评论行为，主动参与到对“护农犬家族”精神（如传承、牺牲）的讨论中，完成了从被动观看到主动建构情感认知的闭环。"}]}}<|im_end|>
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{"logic_chain":{"name":"从被动接收汽车信息到主动探索特定车型功能","events":[{"date":"2026-01-26","action":"[视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>","logic":"初始阶段：被动接收关于汽车内饰、科技配置等泛化信息，兴趣尚处于发散状态。"},{"date":"2026-01-29","action":"[视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>","logic":"兴趣聚焦与深度交互：从泛化的汽车概念收敛至特定品牌型号“一汽丰田bZ5”，并对“精准操控”、“稳定性能”、“安全设计”等具体卖点产生了深度互动（评论/点赞），完成了从被动浏览到主动评估的认知升级。"}]}}<|im_end|>
<think>
【画像抽象】历史呈现关于一款手机游戏“纯粹软件”的详、生活纪实偏好，其中<|ad_begin|><s_a_7381><s_b_581><s_c_1004>和<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>都产生了深度转化/转化/转化等主动信号。
【兴趣展开】按时间连续性展开三个以内候选：“关于一款手机游戏“纯粹软件”的详”由<|ad_begin|><s_a_7381><s_b_581><s_c_1004>的深度转化/转化支持；“关于一款名为“治愈猫咪”的热门赚”由<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>的转化支持；“个人生活记录”由<|ad_begin|><s_a_1726><s_b_6234><s_c_4859>的转化支持。
【转移判断】比较近期程度、交互深度与跨条目复现后，“关于一款手机游戏“纯粹软件”的详”证据最完整；下一次广告选择应延续这一历史可见方向。
</think>
<|ad_begin|><s_a_2817><s_b_5349><s_c_5104><|im_end|>
[INFO|configuration_utils.py:769] 2026-07-16 01:35:06,190 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:35:06,191 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}


[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-16 01:35:06,608 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-16 01:35:06,608 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-16 01:35:06,658 >> Generate config GenerationConfig {
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "pad_token_id": 151643,
  "use_cache": false
}


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[INFO|configuration_utils.py:978] 2026-07-16 01:35:06,943 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-16 01:35:06,944 >> Generate config GenerationConfig {
  "do_sample": true,
  "eos_token_id": [
    151645,
    151643
  ],
  "pad_token_id": 151643,
  "temperature": 0.6,
  "top_k": 20,
  "top_p": 0.95
}

[INFO|dynamic_module_utils.py:406] 2026-07-16 01:35:06,944 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-16 01:35:06] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-16 01:35:06] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-16 01:35:06] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-16 01:35:07,072 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-16 01:35:07,072 >>   Num examples = 530
[INFO|trainer.py:1471] 2026-07-16 01:35:07,072 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-16 01:35:07,072 >>   Num update steps per epoch = 133
[INFO|trainer.py:1473] 2026-07-16 01:35:07,072 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-16 01:35:07,072 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-16 01:35:07,072 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-16 01:35:07,072 >>   Total optimization steps = 60
[INFO|trainer.py:1479] 2026-07-16 01:35:07,072 >>   Number of trainable parameters = 801,433,600

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Training completed. Do not forget to share your model on huggingface.co/models =)



                                               

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[INFO|trainer.py:3815] 2026-07-16 01:43:43,131 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045
[INFO|configuration_utils.py:533] 2026-07-16 01:43:43,132 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/config.json
[INFO|configuration_utils.py:816] 2026-07-16 01:43:43,133 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/generation_config.json
{'loss': '1.778', 'grad_norm': '22.5', 'learning_rate': '4.822e-07', 'epoch': '0.07547'}
{'loss': '1.72', 'grad_norm': '6.906', 'learning_rate': '4.013e-07', 'epoch': '0.1509'}
{'loss': '1.737', 'grad_norm': '15.88', 'learning_rate': '2.77e-07', 'epoch': '0.2264'}
{'loss': '1.73', 'grad_norm': '9.062', 'learning_rate': '1.45e-07', 'epoch': '0.3019'}
{'loss': '1.787', 'grad_norm': '9.938', 'learning_rate': '4.308e-08', 'epoch': '0.3774'}
{'loss': '1.915', 'grad_norm': '20.88', 'learning_rate': '3.666e-10', 'epoch': '0.4528'}
{'train_runtime': '516.1', 'train_samples_per_second': '0.462', 'train_steps_per_second': '0.116', 'train_loss': '1.778', 'epoch': '0.4528'}

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[INFO|modeling_utils.py:3471] 2026-07-16 01:43:43,985 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-16 01:43:44,096 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-16 01:43:44,117 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/tokenizer_config.json
***** train metrics *****
  epoch                    =     0.4528
  total_flos               = 26956621GF
  train_loss               =     1.7778
  train_runtime            = 0:08:36.05
  train_samples_per_second =      0.462
  train_steps_per_second   =      0.116
Figure saved at: /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/training_loss.png
[WARNING|2026-07-16 01:43:44] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-16 01:43:44] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-16 01:43:44,216 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}