/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|2026-07-08 03:15:59] 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] 2026-07-08 03:15:59,755 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-08 03:15:59,757 >> 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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    "full_attention",
    "full_attention",
    "full_attention",
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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"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
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  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-08 03:16:00,429 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-08 03:16:00,430 >> 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,
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  "num_attention_heads": 16,
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  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
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    "rope_type": "default"
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  "sliding_window": null,
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  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-08 03:16:00,430 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-08 03:16:00,431 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
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}

[INFO|2026-07-08 03:16:01] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v12_unify_replay.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: 13093 examples [00:00, 119821.31 examples/s]
Generating train split: 28928 examples [00:00, 135703.19 examples/s]
Generating train split: 44562 examples [00:00, 141230.54 examples/s]
Generating train split: 46277 examples [00:00, 138609.25 examples/s]

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training example:
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220, 176245, 155705, 161227, 172001, 11, 220, 176245, 152064, 166066, 170821, 11, 220, 176245, 158649, 166195, 172021, 11, 220, 176245, 154784, 160813, 168906, 11, 220, 176245, 153395, 163475, 171168, 11, 220, 176245, 153684, 167623, 168141, 11, 220, 176245, 153684, 161416, 171900, 11, 220, 176245, 152775, 167755, 172985, 220, 107258, 104519, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 153005, 161153, 170757, 11, 220, 176245, 157660, 166643, 171712, 11, 220, 176245, 156315, 167149, 172596, 11, 220, 176245, 155498, 165867, 176056, 11, 220, 176245, 153395, 166622, 168407, 11, 220, 176245, 154247, 160890, 172689, 11, 220, 176245, 155358, 161073, 176138, 11, 220, 176245, 157389, 162061, 172684, 11, 220, 176245, 157998, 161855, 168906, 11, 220, 176245, 153044, 163450, 169476, 11, 220, 176245, 158466, 166095, 168194, 11, 220, 176245, 156964, 165984, 175015, 11, 220, 176245, 158021, 164107, 172515, 11, 220, 176245, 153922, 166569, 171107, 11, 220, 176245, 156315, 166774, 172145, 11, 220, 176245, 158912, 163333, 168194, 220, 107258, 107377, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 159279, 162715, 168928, 220, 107258, 100020, 14, 108942, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 157572, 166303, 170351, 11, 220, 176245, 157389, 167133, 169988, 11, 220, 176245, 153395, 165702, 171168, 11, 220, 176245, 157572, 166807, 175463, 11, 220, 176245, 158627, 161191, 168081, 220, 107258, 100020, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 157572, 167432, 170423, 11, 220, 176245, 157389, 166122, 173790, 11, 220, 176245, 155301, 165748, 169040, 11, 220, 176245, 157572, 167432, 168962, 11, 220, 176245, 154247, 162660, 170721, 11, 220, 176245, 153395, 165210, 170423, 11, 220, 176245, 151685, 167133, 170583, 11, 220, 176245, 153395, 160700, 171168, 11, 220, 176245, 156315, 163759, 168906, 11, 220, 176245, 157572, 167107, 168194, 11, 220, 176245, 159548, 164810, 170583, 11, 220, 176245, 153395, 161260, 173699, 11, 220, 176245, 155358, 165234, 175675, 11, 220, 176245, 156964, 165984, 174669, 11, 220, 176245, 156284, 160269, 170621, 220, 107258, 108942, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 153659, 166095, 170317, 220, 107258, 100020, 14, 107377, 14, 45861, 75650, 101070, 3837, 106464, 87140, 220, 176245, 156315, 166240, 168906, 8997, 101927, 101070, 25, 69162, 101927, 220, 176251, 153062, 165908, 173402, 11, 220, 176251, 152455, 165328, 169362, 11, 220, 176251, 152455, 163043, 172344, 11, 220, 176251, 155689, 164059, 169421, 11, 220, 176251, 155132, 160980, 168458, 11, 220, 176251, 152455, 160661, 168680, 11, 220, 176251, 152455, 166999, 169898, 11, 220, 176251, 152455, 160275, 168642, 11, 220, 176251, 152859, 167629, 173649, 11, 220, 176251, 155689, 167316, 172179, 11, 220, 176251, 152455, 163448, 168345, 11, 220, 176251, 152455, 161227, 170547, 11, 220, 176251, 152455, 163920, 171966, 11, 220, 176251, 152455, 162003, 168680, 11, 220, 176251, 155689, 167415, 172040, 11, 220, 176251, 152455, 160713, 172594, 11, 220, 176251, 151919, 167179, 175296, 11, 220, 176251, 152455, 166961, 168174, 11, 220, 176251, 155689, 160027, 170579, 11, 220, 176251, 152455, 163254, 175296, 11, 220, 176251, 152455, 160275, 172119, 11, 220, 176251, 152455, 162240, 172594, 11, 220, 176251, 152455, 167079, 174865, 11, 220, 176251, 155689, 165919, 171397, 11, 220, 176251, 156020, 168040, 175933, 11, 220, 176251, 152455, 166156, 173730, 11, 220, 176251, 152455, 161686, 172594, 11, 220, 176251, 152455, 160275, 173326, 11, 220, 176251, 152455, 162958, 170648, 11, 220, 176251, 152455, 165477, 173145, 11, 220, 176251, 152455, 160769, 169223, 11, 220, 176251, 156484, 164922, 173726, 11, 220, 176251, 155689, 166659, 172568, 11, 220, 176251, 152455, 166999, 173032, 11, 220, 176251, 152455, 166999, 168419, 11, 220, 176251, 152455, 165624, 175786, 11, 220, 176251, 152455, 167042, 174436, 11, 220, 176251, 154019, 160558, 174909, 11, 220, 176251, 153552, 161456, 173829, 11, 220, 176251, 152455, 160275, 169223, 11, 220, 176251, 152455, 163834, 173904, 11, 220, 176251, 155689, 166659, 172568, 11, 220, 176251, 152455, 160275, 169044, 11, 220, 176251, 152455, 167026, 171655, 11, 220, 176251, 152455, 165328, 174229, 11, 220, 176251, 152455, 167042, 174599, 11, 220, 176251, 152455, 166156, 171464, 11, 220, 176251, 152455, 166443, 175621, 11, 220, 176251, 152455, 162776, 173951, 11, 220, 176251, 152455, 165030, 172568, 11, 220, 176251, 156484, 167041, 170634, 11, 220, 176251, 152455, 164614, 175845, 11, 220, 176251, 155740, 162288, 170748, 11, 220, 176251, 155197, 166095, 174560, 11, 220, 176251, 152455, 162417, 174317, 11, 220, 176251, 155689, 161601, 172344, 11, 220, 176251, 152455, 164293, 174179, 11, 220, 176251, 152455, 161093, 175952, 11, 220, 176251, 155689, 166659, 172568, 11, 220, 176251, 152455, 166999, 170985, 11, 220, 176251, 153794, 160275, 172568, 11, 220, 176251, 152455, 165477, 173145, 11, 220, 176251, 156597, 162689, 171819, 11, 220, 176251, 152455, 160776, 171064, 11, 220, 176251, 152160, 165210, 169988, 11, 220, 176251, 155689, 164439, 172265, 11, 220, 176251, 152455, 160275, 174993, 11, 220, 176251, 152455, 164402, 175977, 11, 220, 176251, 152455, 160275, 168115, 11, 220, 176251, 153377, 166095, 171416, 41479, 234, 12857, 38182, 102217, 101548, 3837, 72651, 38182, 101927, 220, 176251, 155197, 166095, 174560, 11, 220, 176251, 152592, 166095, 175893, 11, 220, 176251, 151919, 166587, 169761, 11, 220, 176251, 157629, 167203, 175094, 11, 220, 176251, 153277, 166095, 172021, 11, 220, 176251, 157342, 165210, 168985, 11, 220, 176251, 154501, 166834, 176149, 11, 220, 176251, 154501, 166095, 168672, 11, 220, 176251, 153423, 168012, 175007, 11, 220, 176251, 155826, 167122, 171010, 11, 220, 176251, 154501, 166095, 172200, 11, 220, 176251, 159608, 166095, 174669, 11, 220, 176251, 152455, 162417, 174317, 11, 220, 176251, 154738, 166095, 174288, 11, 220, 176251, 155689, 161601, 172344, 11, 220, 176251, 155689, 164851, 173129, 11, 220, 176251, 152455, 161456, 168680, 11, 220, 176251, 156020, 166296, 168751, 11, 220, 176251, 152455, 164074, 168171, 11, 220, 176251, 152455, 160299, 171224, 11, 220, 176251, 152455, 164293, 174179, 11, 220, 176251, 152455, 162009, 172594, 11, 220, 176251, 157629, 166095, 175473, 11, 220, 176251, 155689, 165315, 174047, 11, 220, 176251, 152455, 161093, 175952, 11, 220, 176251, 155689, 165908, 168055, 11, 220, 176251, 155689, 166659, 172568, 11, 220, 176251, 152455, 166999, 170985, 11, 220, 176251, 153794, 160275, 172568, 11, 220, 176251, 157629, 166095, 175386, 11, 220, 176251, 152455, 165477, 173145, 11, 220, 176251, 156597, 162689, 171819, 11, 220, 176251, 152455, 160776, 171064, 11, 220, 176251, 155689, 165908, 168055, 11, 220, 176251, 154977, 166095, 173539, 11, 220, 176251, 159782, 160481, 172488, 11, 220, 176251, 154795, 165508, 174224, 11, 220, 176251, 155689, 165908, 174345, 11, 220, 176251, 153423, 161272, 172623, 11, 220, 176251, 152160, 165210, 169988, 11, 220, 176251, 152592, 166095, 171607, 11, 220, 176251, 153377, 166095, 173402, 11, 220, 176251, 152455, 165239, 171314, 11, 220, 176251, 153377, 167203, 171416, 11, 220, 176251, 153423, 161601, 172852, 11, 220, 176251, 153423, 163372, 176156, 11, 220, 176251, 152459, 167291, 174614, 11, 220, 176251, 152455, 161869, 175786, 11, 220, 176251, 155197, 166095, 175845, 11, 220, 176251, 152455, 164402, 173896, 11, 220, 176251, 152455, 165239, 173790, 11, 220, 176251, 155689, 164439, 172265, 11, 220, 176251, 159548, 166095, 168425, 11, 220, 176251, 158246, 164740, 169492, 11, 220, 176251, 153351, 166670, 173675, 11, 220, 176251, 155582, 166095, 169135, 11, 220, 176251, 152455, 160275, 174993, 11, 220, 176251, 152459, 166999, 173170, 11, 220, 176251, 152455, 164402, 175977, 11, 220, 176251, 156020, 163793, 171444, 11, 220, 176251, 152455, 162417, 175786, 11, 220, 176251, 155329, 161149, 169510, 11, 220, 176251, 154528, 164594, 169793, 11, 220, 176251, 152455, 160275, 168115, 11, 220, 176251, 156020, 163793, 176233, 11, 220, 176251, 158627, 161067, 173616, 11, 220, 176251, 155582, 166095, 174238, 11, 220, 176251, 153377, 166095, 171416, 11, 220, 176251, 156484, 166095, 169053, 11, 220, 176251, 154514, 164432, 168960, 3407, 14880, 66017, 75882, 20002, 18493, 99604, 102122, 16872, 103124, 104820, 43815, 1773, 14, 26865, 151645, 198, 151644, 77091, 198, 151667, 99692, 3837, 104381, 101214, 109504, 1773, 100622, 101914, 72448, 101042, 110498, 3837, 35946, 44063, 100345, 20002, 100022, 101070, 71817, 101042, 90395, 99553, 97611, 113729, 57218, 104538, 3407, 10904, 100565, 112543, 10958, 198, 100345, 107494, 42140, 99390, 108221, 100022, 3837, 73670, 112543, 20221, 116420, 100185, 100565, 21515, 29732, 28311, 16, 13, 3070, 106673, 104934, 57218, 102525, 99309, 43815, 334, 5122, 100346, 20002, 31235, 102017, 100136, 108221, 31235, 99194, 104597, 113721, 1773, 20002, 18493, 59258, 107985, 31843, 18830, 105959, 32571, 101092, 106815, 101927, 9370, 102217, 101548, 33108, 72651, 101070, 29524, 176251, 152455, 163448, 168345, 5373, 176251, 152455, 160275, 169223, 3837, 43815, 42140, 23031, 2073, 103965, 104032, 14, 99534, 99418, 854, 17714, 105728, 3837, 23031, 110803, 105263, 17714, 104916, 102268, 90395, 108574, 101064, 5373, 107546, 101047, 112673, 57191, 105417, 102892, 1773, 91572, 3837, 107494, 104183, 78973, 101070, 7, 29524, 220, 17, 15, 17, 20, 12, 16, 17, 12, 18, 16, 11, 220, 17, 15, 17, 21, 12, 15, 16, 12, 15, 20, 8, 74763, 101251, 111585, 100147, 100650, 3837, 107837, 102637, 100136, 100652, 9370, 101964, 101188, 8997, 17, 13, 3070, 105106, 99722, 57218, 105436, 334, 5122, 100346, 20002, 18493, 100030, 100650, 31235, 100185, 108762, 27442, 1773, 20002, 18493, 100695, 31843, 18830, 100381, 17, 15, 32571, 103946, 33108, 72651, 101070, 101096, 34204, 105002, 109251, 108351, 5373, 99622, 102512, 5373, 101138, 112575, 49567, 105106, 114505, 7, 29524, 176247, 159843, 163027, 172446, 151668, 198, 75882, 20002, 104044, 112429, 101927, 18830, 25, 220, 176251, 152455, 162765, 172414, 151645, 198, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-07-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6005><s_b_866><s_c_2032>
【2025-07-17】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_5090><s_c_5642>
【2025-08-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7864><s_b_4094><s_c_4751>
【2025-08-05】
  --:-- [商品-购买] <|prod_begin|><s_a_3244><s_b_4850><s_c_5588>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_4783><s_b_3187><s_c_1786>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7689><s_b_5150><s_c_1558>
【2025-08-14】
  --:-- [商品-购买] <|prod_begin|><s_a_4792><s_b_2858><s_c_3111>
【2025-08-18】
  --:-- [商品-购买] <|prod_begin|><s_a_331><s_b_19><s_c_2455>
【2025-08-28】
  --:-- [商品-购买] <|prod_begin|><s_a_5636><s_b_5152><s_c_6719>
【2025-09-13】
  --:-- [商品-购买] <|prod_begin|><s_a_1251><s_b_4251><s_c_3639>
  --:-- [商品-购买] <|prod_begin|><s_a_1162><s_b_5649><s_c_606>
  --:-- [商品-购买] <|prod_begin|><s_a_1435><s_b_4975><s_c_174>
【2025-09-14】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4464><s_c_7938>
【2025-09-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2075><s_c_5642>
【2025-10-04】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6600><s_c_7232>
【2025-10-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7764><s_b_4692><s_c_7935>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_3132><s_b_425><s_c_7614>
【2025-10-23】
  --:-- [商品-购买] <|prod_begin|><s_a_4590><s_b_4549><s_c_2777>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_4139><s_c_7901>
【2025-11-24】
  --:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_2863><s_c_3530>
【2025-11-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7967><s_b_7515><s_c_6256>
【2025-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_1124><s_c_511>
  --:-- [商品-购买] <|prod_begin|><s_a_6637><s_b_7272><s_c_7403>
  --:-- [商品-购买] <|prod_begin|><s_a_3477><s_b_6020><s_c_7368>
【2025-12-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_1966><s_c_457>
  --:-- [商品-购买] <|prod_begin|><s_a_6494><s_b_1286><s_c_1230>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6206><s_b_4433><s_c_3875>
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_3705><s_c_4053>
【2025-12-16】
  06:11 [广告-点击] <|ad_begin|><s_a_1726><s_b_4879><s_c_7719>
  11:23 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_4879><s_c_7719>
  11:23 [广告-点击] <|ad_begin|><s_a_1726><s_b_4879><s_c_7719>
【2025-12-18】
  --:-- [商品-购买] <|prod_begin|><s_a_6733><s_b_4903><s_c_4393>
  --:-- [商品-购买] <|prod_begin|><s_a_3132><s_b_7858><s_c_2974>
【2025-12-20】
  11:00 [广告-点击] <|ad_begin|><s_a_8113><s_b_7571><s_c_5964>
【2025-12-21】
  12:04 [广告-点击] <|ad_begin|><s_a_5452><s_b_6874><s_c_6962>
  12:05 [广告-点击] <|ad_begin|><s_a_5452><s_b_7458><s_c_6785>
  12:07 [广告-点击] <|ad_begin|><s_a_5452><s_b_7458><s_c_6785>
  12:07 [广告-点击] <|ad_begin|><s_a_1883><s_b_6874><s_c_1935>
  12:07 [广告-点击] <|ad_begin|><s_a_1883><s_b_6874><s_c_1935>
【2025-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_3244><s_b_4850><s_c_767>
【2025-12-27】
  --:-- [商品-购买] <|prod_begin|><s_a_6422><s_b_2863><s_c_7101>
【2026-01-02】
  00:56 [广告-深度转化] <|ad_begin|><s_a_2537><s_b_4293><s_c_7695>
  00:56 [广告-点击] <|ad_begin|><s_a_2537><s_b_4293><s_c_7695>
【2026-01-03】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-04】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  06:17 [广告-深度转化] <|ad_begin|><s_a_4675><s_b_1413><s_c_7732>
  06:17 [广告-点击] <|ad_begin|><s_a_4675><s_b_1413><s_c_7732>
【2026-01-05】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-06】
  02:22 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1212><s_c_1708>
  02:22 [广告-点击] <|ad_begin|><s_a_2817><s_b_1212><s_c_1708>
【2026-01-08】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  11:47 [广告-点击] <|ad_begin|><s_a_1512><s_b_5631><s_c_1321>
【2026-01-09】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-12】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-14】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  11:58 [广告-点击] <|ad_begin|><s_a_4032><s_b_3185><s_c_875>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_91><s_b_1052><s_c_606>
  --:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_1801><s_c_2717>
  --:-- [商品-购买] <|prod_begin|><s_a_5027><s_b_5090><s_c_7006>
  01:58 [广告-点击] <|ad_begin|><s_a_3947><s_b_7081><s_c_5823>
【2026-01-18】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6845><s_c_6326>
【2026-01-19】
  23:28 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_876><s_c_3560>
  23:28 [广告-点击] <|ad_begin|><s_a_5687><s_b_876><s_c_3560>
【2026-01-20】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-22】
  10:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_7390><s_b_6234><s_c_5828>
  10:51 [视频-评论/长播] <|video_begin|><s_a_5058><s_b_1589><s_c_6614>
  23:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_2067><s_b_594><s_c_1275>
【2026-01-23】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_1574><s_c_705>
  --:-- [商品-购买] <|prod_begin|><s_a_7592><s_b_6184><s_c_6534>
  --:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_1801><s_c_5062>
  --:-- [商品-购买] <|prod_begin|><s_a_58><s_b_2641><s_c_4820>
  05:54 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_946><s_c_1962>
【2026-01-24】
  02:58 [视频-关注/长播] <|video_begin|><s_a_6280><s_b_980><s_c_2369>
  09:12 [视频-评论/长播] <|video_begin|><s_a_1173><s_b_4009><s_c_5543>
  09:23 [视频-评论/长播] <|video_begin|><s_a_3935><s_b_1910><s_c_4479>
  15:07 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_5715><s_c_5115>
【2026-01-25】
  23:35 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6956>
  23:35 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6956>
【2026-01-27】
  21:51 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4952>
  21:56 [视频-评论/长播] <|video_begin|><s_a_4767><s_b_697><s_c_2784>
  22:20 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_4939><s_c_47>
  22:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_5023><s_b_414><s_c_4515>
【2026-01-29】
  14:32 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_3873><s_c_1368>
【2026-01-30】
  --:-- [商品-购买] <|prod_begin|><s_a_200><s_b_4386><s_c_1392>
  04:45 [视频-评论/长播] <|video_begin|><s_a_5550><s_b_7960><s_c_5634>
【2026-01-31】
  00:37 [视频-评论/点赞/长播] <|video_begin|><s_a_4032><s_b_7455><s_c_5776>
  00:48 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6946><s_c_5452>
  00:58 [视频-评论/点赞/长播] <|video_begin|><s_a_4064><s_b_6234><s_c_2897>
  --:-- [商品-购买] <|prod_begin|><s_a_6422><s_b_6498><s_c_4307>
  01:09 [视频-收藏/长播] <|video_begin|><s_a_5023><s_b_7975><s_c_1178>
  01:28 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_5431><s_c_2530>
  01:53 [视频-评论/点赞/长播] <|video_begin|><s_a_3555><s_b_935><s_c_6390>
  02:25 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6477><s_c_1935>
  02:59 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_7571><s_c_471>
  04:09 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_5659><s_c_5416>
  04:44 [视频-评论/点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_88>
  05:31 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_7445><s_c_5554>
  05:53 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_3422><s_c_1161>
  05:53 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_1013><s_c_4003>
  05:53 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_4291><s_c_2636>
  05:59 [视频-评论/点赞/长播] <|video_begin|><s_a_6832><s_b_2251><s_c_7786>
  09:36 [视频-评论/点赞/长播] <|video_begin|><s_a_1229><s_b_7801><s_c_2460>
  09:41 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6006><s_c_2337>
  17:18 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_5926><s_c_4508>
  17:21 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_7776><s_c_1935>
【2026-02-01】
  01:11 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_7864><s_c_2568>
  01:29 [视频-点赞] <|video_begin|><s_a_5023><s_b_6924><s_c_5245>
  01:37 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_237>
  01:45 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_1411><s_c_6900>
  03:36 [视频-评论/点赞/长播] <|video_begin|><s_a_5555><s_b_8007><s_c_6124>
  03:44 [视频-评论/点赞/长播] <|video_begin|><s_a_3689><s_b_4491><s_c_1935>
  04:11 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_5672><s_c_4467>
  04:23 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_2826><s_c_7106>
  09:07 [视频-评论/长播] <|video_begin|><s_a_7841><s_b_3502><s_c_5851>
  09:31 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_5659><s_c_3793>
  09:35 [视频-点赞] <|video_begin|><s_a_1269><s_b_927><s_c_7970>
  09:43 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6435><s_c_5851>
  12:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_7038><s_b_1496><s_c_875>
  17:16 [视频-评论/点赞/长播] <|video_begin|><s_a_231><s_b_7971><s_c_7790>
  17:25 [视频-点赞] <|video_begin|><s_a_8113><s_b_4753><s_c_3217>
  17:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_3472><s_c_577>
  18:06 [视频-评论/点赞/长播] <|video_begin|><s_a_3689><s_b_5277><s_c_5186>
【2026-02-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_93><s_c_2717>
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_93><s_c_2440>
  03:30 [视频-评论/长播] <|video_begin|><s_a_2666><s_b_1230><s_c_216>
  04:22 [视频-评论/长播] <|video_begin|><s_a_2125><s_b_5707><s_c_2860>
  04:45 [视频-评论/长播] <|video_begin|><s_a_1981><s_b_6907><s_c_3998>
  05:56 [视频-评论/点赞/长播] <|video_begin|><s_a_1056><s_b_7216><s_c_4318>
  07:46 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_4460><s_c_111>
  07:54 [视频-评论/点赞/长播] <|video_begin|><s_a_8152><s_b_2799><s_c_4468>
  08:00 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_3009><s_c_7899>
  08:40 [视频-评论/点赞/长播] <|video_begin|><s_a_1881><s_b_1310><s_c_7437>
  08:40 [视频-评论/点赞/长播] <|video_begin|><s_a_1726><s_b_3009><s_c_3070>
  09:55 [视频-评论/点赞/长播] <|video_begin|><s_a_3555><s_b_8008><s_c_4825>
  10:02 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_4879><s_c_1933>
  10:32 [视频-评论/点赞/长播] <|video_begin|><s_a_5907><s_b_2828><s_c_6286>
  11:25 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_5454><s_c_5737>
  11:25 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6435><s_c_1269>
  11:46 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_672><s_c_7410>
  11:46 [视频-评论/点赞/长播] <|video_begin|><s_a_3555><s_b_6442><s_c_7790>
  18:05 [广告-点击] <|ad_begin|><s_a_2675><s_b_2687><s_c_7514>
  19:53 [视频-评论/点赞/长播] <|video_begin|><s_a_1840><s_b_927><s_c_2584>
  19:58 [视频-评论/长播] <|video_begin|><s_a_6510><s_b_5840><s_c_6170>
  19:58 [视频-浏览] <|video_begin|><s_a_6510><s_b_6436><s_c_701>
  20:06 [视频-评论/点赞/长播] <|video_begin|><s_a_3338><s_b_665><s_c_6314>
  20:22 [视频-评论/点赞/长播] <|video_begin|><s_a_7014><s_b_5511><s_c_3054>
  20:59 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_3727><s_c_8112>
  21:36 [视频-评论/长播] <|video_begin|><s_a_7980><s_b_4150><s_c_2568>
  21:51 [视频-评论/点赞/长播] <|video_begin|><s_a_2393><s_b_3358><s_c_4806>
  22:27 [视频-点赞] <|video_begin|><s_a_5739><s_b_3295><s_c_6227>
【2026-02-03】
  00:25 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_5349><s_c_3014>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_2855><s_c_5331>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_1900><s_c_515>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_3072><s_c_178>
  --:-- [商品-点击] <|prod_begin|><s_a_4338><s_b_3752><s_c_4742>
  --:-- [商品-点击] <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>
  --:-- [商品-点击] <|prod_begin|><s_a_4338><s_b_5421><s_c_2510>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_3072><s_c_2717>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_1358><s_c_2807>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_866><s_c_2032>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_7725><s_c_2655>
  --:-- [商品-点击] <|prod_begin|><s_a_1896><s_b_5658><s_c_7420>
  --:-- [商品-点击] <|prod_begin|><s_a_6927><s_b_5206><s_c_5197>
  --:-- [商品-点击] <|prod_begin|><s_a_6927><s_b_4613><s_c_410>
  --:-- [商品-点击] <|prod_begin|><s_a_2261><s_b_5631><s_c_6256>
  --:-- [商品-点击] <|prod_begin|><s_a_2774><s_b_2231><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_2774><s_b_2231><s_c_7058>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_28>
  --:-- [商品-购买] <|prod_begin|><s_a_4338><s_b_2065><s_c_231>
  --:-- [商品-购买] <|prod_begin|><s_a_4279><s_b_4516><s_c_3118>
  --:-- [商品-购买] <|prod_begin|><s_a_670><s_b_3072><s_c_178>
  08:20 [视频-评论/长播] <|video_begin|><s_a_3140><s_b_2427><s_c_2029>
  08:31 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_4252><s_c_6419>
  09:13 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_5952><s_c_4952>
  09:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_4571><s_c_887>
  09:59 [视频-评论/长播] <|video_begin|><s_a_7774><s_b_6451><s_c_308>
  10:14 [视频-评论/点赞/长播] <|video_begin|><s_a_5548><s_b_3422><s_c_5589>
  10:20 [视频-评论/长播] <|video_begin|><s_a_6425><s_b_3952><s_c_6659>
  10:20 [视频-长播] <|video_begin|><s_a_8113><s_b_3006><s_c_2636>
  10:45 [视频-评论/点赞/长播] <|video_begin|><s_a_3338><s_b_1469><s_c_7235>
  10:51 [视频-长播] <|video_begin|><s_a_3766><s_b_2828><s_c_1015>
  11:12 [视频-长播] <|video_begin|><s_a_1981><s_b_1720><s_c_5881>
  11:15 [视频-长播] <|video_begin|><s_a_7385><s_b_978><s_c_3010>
  11:20 [视频-长播] <|video_begin|><s_a_3766><s_b_4746><s_c_1774>
  11:20 [视频-长播] <|video_begin|><s_a_1880><s_b_2817><s_c_237>
  11:20 [视频-长播] <|video_begin|><s_a_8113><s_b_4666><s_c_5416>
  11:42 [视频-长播] <|video_begin|><s_a_8113><s_b_6761><s_c_99>
  11:45 [视频-长播] <|video_begin|><s_a_8113><s_b_6123><s_c_2530>
  11:45 [视频-长播] <|video_begin|><s_a_3300><s_b_6442><s_c_959>
  11:53 [视频-长播] <|video_begin|><s_a_4598><s_b_3447><s_c_5746>
  12:00 [视频-长播] <|video_begin|><s_a_3655><s_b_5647><s_c_4479>
  12:11 [视频-长播] <|video_begin|><s_a_3766><s_b_3760><s_c_5563>
  12:48 [视频-长播] <|video_begin|><s_a_8113><s_b_2846><s_c_1642>
  13:01 [视频-评论/点赞/长播] <|video_begin|><s_a_3356><s_b_588><s_c_1100>
  13:42 [视频-长播] <|video_begin|><s_a_7642><s_b_5238><s_c_4115>
  14:41 [视频-长播] <|video_begin|><s_a_5166><s_b_2221><s_c_4209>
  15:08 [视频-长播] <|video_begin|><s_a_1981><s_b_104><s_c_5944>
  15:08 [视频-长播] <|video_begin|><s_a_5720><s_b_876><s_c_535>
  15:08 [视频-长播] <|video_begin|><s_a_7466><s_b_4404><s_c_540>
  15:19 [视频-长播] <|video_begin|><s_a_5023><s_b_5467><s_c_6870>
  15:32 [视频-长播] <|video_begin|><s_a_8113><s_b_1413><s_c_6057>
  15:36 [视频-长播] <|video_begin|><s_a_1512><s_b_4916><s_c_6407>
  15:48 [视频-长播] <|video_begin|><s_a_3555><s_b_5760><s_c_677>
  16:27 [视频-长播] <|video_begin|><s_a_8113><s_b_2545><s_c_5851>
  16:27 [视频-长播] <|video_begin|><s_a_3915><s_b_8150><s_c_7754>
  16:27 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_7718>
  16:36 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5904><s_c_141>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7246><s_c_3845>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4879><s_c_4794>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4252><s_c_8085>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_581><s_c_6156>
  16:43 [视频-长播] <|video_begin|><s_a_3766><s_b_4915><s_c_3777>
  16:48 [视频-点赞/长播] <|video_begin|><s_a_5100><s_b_4205><s_c_4487>
  16:48 [视频-长播] <|video_begin|><s_a_8113><s_b_4134><s_c_146>
  16:53 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_2130><s_c_7899>
  16:54 [视频-长播] <|video_begin|><s_a_1726><s_b_2347><s_c_5864>
  16:56 [视频-长播] <|video_begin|><s_a_8113><s_b_7246><s_c_78>
  16:59 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_7333><s_c_6915>
  17:00 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_7457><s_c_1817>
【2026-02-04】
  00:10 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_2455>
  00:14 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_2458><s_c_4605>
  00:14 [视频-点赞/长播] <|video_begin|><s_a_7939><s_b_7184><s_c_1935>
  00:14 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_5876><s_c_1935>
  00:23 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_1527><s_c_8091>
  00:23 [视频-点赞/长播] <|video_begin|><s_a_6704><s_b_6234><s_c_2808>
  00:23 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_2357><s_c_4543>
  00:24 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4552><s_c_2530>
  00:24 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_2262>
  --:-- [商品-点击] <|prod_begin|><s_a_2628><s_b_2085><s_c_4412>
  --:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_1966><s_c_5640>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
  --:-- [商品-点击] <|prod_begin|><s_a_4739><s_b_7874><s_c_1841>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_1297><s_c_6816>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_6084><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  --:-- [商品-点击] <|prod_begin|><s_a_5460><s_b_4368><s_c_3789>
  --:-- [商品-点击] <|prod_begin|><s_a_4383><s_b_5974><s_c_3477>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_883><s_c_3389>
  --:-- [商品-购买] <|prod_begin|><s_a_5829><s_b_1297><s_c_6816>
  06:41 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3930><s_c_8037>
  06:42 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_4404><s_c_2321>
  06:43 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_7551><s_c_6390>
  07:25 [视频-点赞/长播] <|video_begin|><s_a_1943><s_b_2206><s_c_6122>
  07:25 [视频-长播] <|video_begin|><s_a_4180><s_b_1469><s_c_1100>
  09:17 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_4959><s_c_6881>
  09:17 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_2347><s_c_2319>
  09:17 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1310><s_c_6881>
  09:27 [视频-点赞/长播] <|video_begin|><s_a_1375><s_b_1638><s_c_2063>
  11:04 [视频-点赞/长播] <|video_begin|><s_a_3887><s_b_7952><s_c_1935>
  11:04 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4295><s_c_141>
  16:08 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6244><s_c_7439>
  16:08 [视频-长播] <|video_begin|><s_a_1349><s_b_3338><s_c_5472>
  16:08 [视频-长播] <|video_begin|><s_a_4032><s_b_6451><s_c_259>
  16:19 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1212><s_c_6881>
  16:24 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_3898><s_c_4647>
  16:24 [视频-长播] <|video_begin|><s_a_5818><s_b_8058><s_c_6278>
  16:24 [视频-长播] <|video_begin|><s_a_1726><s_b_7498><s_c_1817>
  16:24 [视频-长播] <|video_begin|><s_a_7075><s_b_1230><s_c_7754>
  16:32 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6234><s_c_4543>
  16:32 [视频-长播] <|video_begin|><s_a_3766><s_b_1369><s_c_4693>
  16:37 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_8142>
  16:37 [视频-长播] <|video_begin|><s_a_3689><s_b_2485><s_c_7383>
  16:46 [视频-长播] <|video_begin|><s_a_3140><s_b_4338><s_c_774>
  16:52 [视频-长播] <|video_begin|><s_a_2764><s_b_1089><s_c_5252>
  16:54 [视频-长播] <|video_begin|><s_a_8113><s_b_3952><s_c_3606>
  16:58 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_946><s_c_2530>
  16:59 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_876><s_c_1148>
  16:59 [视频-长播] <|video_begin|><s_a_3766><s_b_254><s_c_6227>
  17:01 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_5511><s_c_2699>
  17:01 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_7897><s_c_5851>
  17:05 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_7455><s_c_47>
  23:52 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6045><s_c_7888>
  23:52 [视频-点赞/长播] <|video_begin|><s_a_3751><s_b_6234><s_c_7096>
  23:56 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_5399><s_c_141>
  23:56 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3132><s_c_3998>
  23:56 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_59><s_c_6122>
  23:56 [视频-长播] <|video_begin|><s_a_8113><s_b_5551><s_c_987>
  23:56 [视频-长播] <|video_begin|><s_a_1387><s_b_3451><s_c_4944>
  23:56 [视频-长播] <|video_begin|><s_a_2845><s_b_4746><s_c_7383>
【2026-02-05】
  00:01 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1645><s_c_4611>
  00:01 [视频-评论/点赞/长播] <|video_begin|><s_a_7774><s_b_4915><s_c_5259>
  00:01 [视频-评论/点赞/长播] <|video_begin|><s_a_4035><s_b_2817><s_c_728>
  00:05 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_1013><s_c_1761>
  00:05 [视频-长播] <|video_begin|><s_a_3555><s_b_1013><s_c_4543>
  00:09 [视频-长播] <|video_begin|><s_a_3555><s_b_6202><s_c_6557>
  --:-- [商品-点击] <|prod_begin|><s_a_272><s_b_3607><s_c_4742>
  --:-- [商品-点击] <|prod_begin|><s_a_2336><s_b_5442><s_c_3438>
  --:-- [商品-点击] <|prod_begin|><s_a_107><s_b_7746><s_c_4751>
  --:-- [商品-点击] <|prod_begin|><s_a_107><s_b_202><s_c_126>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1910><s_c_1012>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1910><s_c_1012>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
  --:-- [商品-购买] <|prod_begin|><s_a_107><s_b_7746><s_c_4751>
  04:44 [广告-点击] <|ad_begin|><s_a_2257><s_b_3059><s_c_1>
  05:08 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_6436><s_c_6881>
  05:08 [视频-点赞/长播] <|video_begin|><s_a_4403><s_b_6234><s_c_4654>
  11:20 [视频-长播] <|video_begin|><s_a_2764><s_b_4198><s_c_1935>
  12:33 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_5511><s_c_8085>
  12:33 [视频-点赞/长播] <|video_begin|><s_a_7841><s_b_1795><s_c_1451>
  12:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_7888><s_c_5628>
  13:19 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_800><s_c_6611>
  13:19 [视频-长播] <|video_begin|><s_a_8113><s_b_2130><s_c_6078>
  13:19 [视频-长播] <|video_begin|><s_a_6200><s_b_4600><s_c_2205>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，根据以上用户交互历史，针对目标主题抽取兼具行为递进性与内在关联性的交互行为逻辑链。
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
核心逻辑要求（递进性准则）：
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
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。
请围绕以下主题提取行为逻辑链：
主题：从被动接收信息到主动实践的手工兴趣唤醒

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收信息到主动实践的手工兴趣唤醒",
    "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"
      }
    ]
  }
}/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信息到主动实践的手工兴趣唤醒的行为链。我需要重点关注行为之间的时间顺序和逻辑关联，确保后续行为是由前序行为引发的。

我首先对用户的整体行为进行了梳理。从2025年7月到2026年初，我注意到这位用户的消费行为非常丰富，涵盖了食品零食、服饰鞋包、美妆护肤、家居日用以及一些健身器材等多个品类。这表明她是一位乐于尝试和消费的年轻女性。在内容消费方面，尤其是在2026年1月底到2月初，她密集地观看了大量视频，内容五花八门，包括搞笑短剧、明星八卦、社会新闻、情感故事、影视剪辑和生活技巧等，显示出她兴趣广泛，但似乎没有特别聚焦的领域。

我的分析重点放在了寻找一个从“看”到“做”的转变点上。在浏览2026年2月3日的行为时，我发现了一个非常清晰的信号。在当天上午08:20，用户观看并评论了一个展示手工编织围巾的视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>。这个视频强调了手工制品所蕴含的“情感价值”和“人情味”，这是一种情感层面的触动，而不仅仅是展示商品。我推测，这种情感化的内容很可能激发了用户自己动手制作的念头。

紧接着，我发现用户的行为立刻印证了我的推测。就在观看完视频之后，同一天内，她开始密集地点击与“手工编织”相关的商品。例如，她点击了标题中包含“手工长绒毛围巾diy自制编织心意礼物”的商品 <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，以及多款以“蜡笔小新”为主题的DIY围巾材料包。这些点击行为中的关键词，如“diy”、“手工编织”、“心意礼物”，与她刚刚观看的视频内容高度契合。这表明她的兴趣已经从被动的观看，迅速转化为主动的、有明确目的的商品调研。她不再只是欣赏成品，而是在寻找能够让她亲身实践的工具和材料。

最终，在经过一番浏览和比较之后，用户在当天就完成了购买决策。她购买了一款名为“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包”的商品 <|prod_begin|><s_a_4338><s_b_2065><s_c_231>。这个购买行为是整个兴趣链条的关键闭环，标志着她完成了从被动的信息接收者到主动的实践者的身份转变。整个过程从看到视频激发兴趣，到搜索和比较DIY材料，再到最终下单购买，逻辑清晰，时间紧凑，构成了一条完整的兴趣唤醒与实践路径。

综合以上分析，我认为用户的行为清晰地展示了从被动接收信息到主动实践的手工兴趣唤醒过程。这个过程始于观看一个强调情感价值的手工编织视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>，这激发了她的制作兴趣；随后，她立即开始浏览具体的DIY围巾材料包商品，例如点击了“手工长绒毛围巾diy自制编织心意礼物” <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，将模糊的兴趣转化为明确的行动意图；最终，通过购买“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包” <|prod_begin|><s_a_4338><s_b_2065><s_c_231>，完成了从认知到行为的转化。因此，未来向她推荐更多DIY手工制作类的内容或商品，有较大概率被吸引。</think>
{"logic_chain": {"name": "从被动接收信息到主动实践的手工兴趣唤醒", "events": [{"date": "2026-02-03", "action": "[视频-评论/长播] <|video_begin|><s_a_3140><s_b_2427><s_c_2029>", "logic": "兴趣触发：被动观看到手工编织围巾的视频，内容强调“情感价值”和“人情味”，可能激发了用户的制作兴趣。"}, {"date": "2026-02-03", "action": "[商品-点击] <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>", "logic": "意图确认与调研：观看视频后，用户立即开始浏览具体的“DIY材料包”商品，关键词“手工”、“diy自制”、“心意礼物”与视频内容高度关联，表明兴趣已转化为具体行动意图。"}, {"date": "2026-02-03", "action": "[商品-购买] <|prod_begin|><s_a_4338><s_b_2065><s_c_231>", "logic": "决策闭环：在浏览了多种DIY围巾材料包后，用户最终完成购买，实现了从“被动观看”到“主动实践”的认知与行为跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-09-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7154><s_b_7897><s_c_2163>
【2024-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6426><s_c_5713>
【2024-09-21】
  --:-- [商品-购买] <|prod_begin|><s_a_3439><s_b_3206><s_c_8057>
【2024-09-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_746><s_c_6806>
【2024-10-01】
  --:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_2016><s_c_2273>
【2024-10-18】
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_1101><s_c_597>
  --:-- [商品-购买] <|prod_begin|><s_a_7630><s_b_3840><s_c_3482>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_3840><s_c_7994>
【2024-10-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3278><s_c_2273>
【2024-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3651><s_c_4586>
【2024-11-05】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5612><s_c_2881>
【2025-02-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2904><s_b_202><s_c_5190>
【2025-03-16】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_3882>
  --:-- [直播-关注] <|living_begin|><s_a_4591><s_b_1583><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_529><s_c_909>
【2025-03-17】
  --:-- [直播-关注] <|living_begin|><s_a_5548><s_b_3885><s_c_5956>
【2025-03-19】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1801><s_c_6278>
【2025-03-23】
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_7178><s_c_6328>
【2025-03-29】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_5349>
【2025-04-02】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-04-05】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6462><s_c_4721>
  --:-- [商品-购买] <|prod_begin|><s_a_5902><s_b_3965><s_c_6011>
【2025-04-10】
  --:-- [直播-关注] <|living_begin|><s_a_1109><s_b_3032><s_c_5372>
【2025-04-24】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_8049><s_c_6278>
【2025-05-02】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-05-21】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_2824><s_c_7716>
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_647><s_c_7366>
【2025-05-24】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-05-27】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6311><s_c_677>
【2025-06-12】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_5839>
【2025-06-15】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6202>
【2025-06-21】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>
【2025-06-25】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7373>
【2025-07-02】
  --:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_7517><s_c_7366>
【2025-08-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5598><s_b_1557><s_c_4734>
【2025-08-14】
  --:-- [直播-关注] <|living_begin|><s_a_4092><s_b_1488><s_c_677>
【2025-09-01】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_1576>
【2025-09-25】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5727><s_c_4722>
【2025-10-06】
  --:-- [商品-购买] <|prod_begin|><s_a_635><s_b_1713><s_c_4049>
【2025-10-08】
  --:-- [商品-购买] <|prod_begin|><s_a_328><s_b_2376><s_c_5983>
【2025-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_3297><s_c_4266>
【2025-10-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_6758>
【2025-10-24】
  --:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_1966><s_c_2484>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_6599><s_c_1848>
【2025-11-05】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5237><s_c_3692>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1277><s_c_7395>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1443><s_c_7716>
【2025-11-06】
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_6462><s_c_1125>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6284><s_c_3118>
【2025-11-24】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4252><s_c_2298>
【2025-11-25】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_8049><s_c_846>
【2025-11-28】
  --:-- [商品-购买] <|prod_begin|><s_a_1048><s_b_7279><s_c_1076>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_341><s_c_4423>
【2025-12-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_1796><s_c_511>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_1863>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_1307><s_b_1227><s_c_7264>
【2025-12-18】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7888><s_c_5555>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7664><s_c_5054>
【2025-12-19】
  --:-- [商品-购买] <|prod_begin|><s_a_4672><s_b_7646><s_c_958>
【2025-12-20】
  --:-- [直播-关注] <|living_begin|><s_a_8006><s_b_1765><s_c_677>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_875>
【2025-12-28】
  --:-- [商品-购买] <|prod_begin|><s_a_3315><s_b_4516><s_c_5186>
【2025-12-29】
  --:-- [商品-购买] <|prod_begin|><s_a_3439><s_b_1679><s_c_6480>
【2025-12-30】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_1804><s_c_3568>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7897><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_301><s_b_3436><s_c_173>
【2026-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_6733><s_b_2725><s_c_4079>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7337><s_c_2364>
【2026-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_3439><s_b_1679><s_c_2158>
  --:-- [商品-购买] <|prod_begin|><s_a_4576><s_b_5576><s_c_2892>
  --:-- [商品-购买] <|prod_begin|><s_a_4641><s_b_1099><s_c_1023>
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_2588><s_c_3584>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_1297><s_c_7986>
【2026-01-13】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_2498><s_c_3530>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_2828><s_c_398>
  --:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7342><s_c_2145>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_8049><s_c_3973>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_875>
【2026-01-19】
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_4538><s_c_5291>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6477><s_c_7257>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5343><s_c_2298>
【2026-01-21】
  19:18 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_6379><s_c_1767>
【2026-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_2189><s_b_5343><s_c_6278>
【2026-01-23】
  04:51 [视频-关注/长播] <|video_begin|><s_a_5693><s_b_2547><s_c_3074>
  05:40 [视频-关注/长播] <|video_begin|><s_a_5693><s_b_2547><s_c_3074>
【2026-01-24】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_4910>
  06:44 [视频-关注/长播] <|video_begin|><s_a_4076><s_b_727><s_c_1946>
  06:58 [视频-关注/长播] <|video_begin|><s_a_7532><s_b_631><s_c_3093>
  --:-- [商品-购买] <|prod_begin|><s_a_8180><s_b_5171><s_c_2032>
  --:-- [商品-购买] <|prod_begin|><s_a_2595><s_b_5852><s_c_295>
  --:-- [商品-购买] <|prod_begin|><s_a_2388><s_b_1266><s_c_7525>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3072><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_3026>
  04:15 [视频-点赞/长播] <|video_begin|><s_a_7007><s_b_5892><s_c_2475>
  19:04 [视频-浏览] <|video_begin|><s_a_268><s_b_2854><s_c_8042>
【2026-01-26】
  00:03 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_5687>
  00:24 [广告-深度转化] <|ad_begin|><s_a_174><s_b_6006><s_c_5687>
  00:31 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_2921>
  00:32 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  05:45 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_581><s_c_3356>
  07:49 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_5061><s_c_8005>
  07:50 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5087><s_c_6038>
  08:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1141><s_c_1708>
  08:14 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1940><s_c_7904>
  08:31 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6600><s_c_1533>
  08:46 [广告-深度转化] <|ad_begin|><s_a_250><s_b_59><s_c_5898>
  08:46 [广告-深度转化] <|ad_begin|><s_a_4515><s_b_1940><s_c_5076>
  08:46 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7138><s_c_4194>
  08:46 [广告-深度转化] <|ad_begin|><s_a_6705><s_b_612><s_c_6047>
  08:47 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
  08:56 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  08:56 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_4033><s_c_401>
  09:04 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
  09:05 [广告-深度转化] <|ad_begin|><s_a_250><s_b_7218><s_c_6171>
  11:08 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_839><s_c_1708>
【2026-01-27】
  14:08 [广告-深度转化] <|ad_begin|><s_a_6705><s_b_7762><s_c_5186>
  14:20 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_3042><s_c_7615>
【2026-01-28】
  02:51 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_800><s_c_7671>
  10:12 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  10:14 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_4340><s_c_5839>
  10:22 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_1906><s_c_1588>
  10:23 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_3026>
  10:31 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7472><s_c_1030>
  10:34 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_8151><s_c_7099>
  12:49 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1310><s_c_1583>
  22:59 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_581><s_c_3955>
【2026-01-29】
  13:14 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6973><s_c_6222>
  13:16 [广告-深度转化] <|ad_begin|><s_a_217><s_b_5707><s_c_6154>
  13:20 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_927>
  15:41 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_6234><s_c_1170>
  --:-- [商品-点击] <|prod_begin|><s_a_747><s_b_397><s_c_5300>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2730><s_c_7517>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3278><s_c_1726>
  --:-- [商品-点击] <|prod_begin|><s_a_8180><s_b_5171><s_c_2032>
  --:-- [商品-点击] <|prod_begin|><s_a_936><s_b_2744><s_c_7667>
【2026-01-30】
  01:33 [广告-深度转化] <|ad_begin|><s_a_740><s_b_5646><s_c_1148>
  06:15 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_3319><s_c_7999>
  08:23 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_4949><s_c_5553>
  08:27 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_581><s_c_1588>
  09:32 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>
  10:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6084><s_c_4421>
  10:32 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7342><s_c_5186>
  11:02 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_697><s_c_535>
  11:02 [广告-点击] <|ad_begin|><s_a_403><s_b_5473><s_c_3552>
  11:03 [广告-点击] <|ad_begin|><s_a_2817><s_b_581><s_c_987>
  11:03 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  11:05 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  11:05 [广告-点击] <|ad_begin|><s_a_786><s_b_4939><s_c_3021>
  11:08 [广告-点击] <|ad_begin|><s_a_4928><s_b_7391><s_c_2280>
  14:49 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1310><s_c_3014>
  14:49 [广告-点击] <|ad_begin|><s_a_1210><s_b_1310><s_c_3014>
  15:20 [广告-点击] <|ad_begin|><s_a_2817><s_b_581><s_c_987>
  15:25 [广告-点击] <|ad_begin|><s_a_2796><s_b_8151><s_c_2205>
  22:15 [广告-点击] <|ad_begin|><s_a_4351><s_b_7498><s_c_1129>
  --:-- [商品-点击] <|prod_begin|><s_a_6919><s_b_5050><s_c_749>
  --:-- [商品-点击] <|prod_begin|><s_a_810><s_b_6617><s_c_550>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2586><s_c_8075>
  --:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_2504><s_c_7145>
  --:-- [商品-点击] <|prod_begin|><s_a_2388><s_b_1266><s_c_7525>
  --:-- [商品-点击] <|prod_begin|><s_a_7376><s_b_5044><s_c_2873>
  --:-- [商品-点击] <|prod_begin|><s_a_5938><s_b_6454><s_c_3239>
  --:-- [商品-点击] <|prod_begin|><s_a_2184><s_b_483><s_c_5925>
  --:-- [商品-点击] <|prod_begin|><s_a_4692><s_b_5375><s_c_422>
  --:-- [商品-点击] <|prod_begin|><s_a_7111><s_b_4411><s_c_6223>
  --:-- [商品-点击] <|prod_begin|><s_a_714><s_b_7205><s_c_3692>
  --:-- [商品-点击] <|prod_begin|><s_a_4543><s_b_2034><s_c_6009>
  --:-- [商品-点击] <|prod_begin|><s_a_4857><s_b_6186><s_c_3997>
  --:-- [商品-点击] <|prod_begin|><s_a_4720><s_b_483><s_c_1059>
  --:-- [商品-点击] <|prod_begin|><s_a_714><s_b_5755><s_c_1626>
  --:-- [商品-点击] <|prod_begin|><s_a_4720><s_b_5151><s_c_4547>
  --:-- [商品-点击] <|prod_begin|><s_a_2201><s_b_5658><s_c_3483>
  --:-- [商品-点击] <|prod_begin|><s_a_4235><s_b_5151><s_c_82>
  --:-- [商品-点击] <|prod_begin|><s_a_7768><s_b_7829><s_c_7911>
  --:-- [商品-点击] <|prod_begin|><s_a_502><s_b_4692><s_c_5925>
  23:07 [广告-深度转化] <|ad_begin|><s_a_7247><s_b_5511><s_c_6173>
  23:07 [广告-点击] <|ad_begin|><s_a_7247><s_b_5511><s_c_6173>
【2026-01-31】
  00:22 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5672><s_c_2584>
  00:22 [广告-点击] <|ad_begin|><s_a_5894><s_b_5672><s_c_2584>
  00:32 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5841><s_c_3555>
  00:32 [广告-点击] <|ad_begin|><s_a_1210><s_b_5841><s_c_3555>
  03:30 [广告-点击] <|ad_begin|><s_a_7679><s_b_3952><s_c_3913>
  05:25 [广告-点击] <|ad_begin|><s_a_4684><s_b_2485><s_c_401>
  08:40 [视频-浏览] <|video_begin|><s_a_16><s_b_3795><s_c_2756>
  09:51 [视频-浏览] <|video_begin|><s_a_3935><s_b_6477><s_c_7315>
  10:40 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  10:40 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  12:42 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_800><s_c_7456>
  12:42 [广告-点击] <|ad_begin|><s_a_4928><s_b_800><s_c_7456>
  12:46 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  12:48 [广告-点击] <|ad_begin|><s_a_2817><s_b_6006><s_c_6879>
  12:48 [广告-点击] <|ad_begin|><s_a_1909><s_b_1822><s_c_589>
  12:48 [广告-深度转化] <|ad_begin|><s_a_7981><s_b_1747><s_c_1215>
  12:48 [广告-点击] <|ad_begin|><s_a_7981><s_b_1747><s_c_1215>
  12:49 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_581><s_c_3616>
  12:49 [广告-点击] <|ad_begin|><s_a_2817><s_b_581><s_c_3616>
  12:50 [广告-深度转化] <|ad_begin|><s_a_5146><s_b_2924><s_c_405>
  12:50 [广告-点击] <|ad_begin|><s_a_5146><s_b_2924><s_c_405>
  12:51 [广告-点击] <|ad_begin|><s_a_786><s_b_6966><s_c_4580>
  13:00 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5238><s_c_4952>
  13:00 [广告-点击] <|ad_begin|><s_a_5368><s_b_5238><s_c_4952>
  13:01 [广告-点击] <|ad_begin|><s_a_3641><s_b_4733><s_c_1129>
  13:37 [广告-点击] <|ad_begin|><s_a_1041><s_b_4033><s_c_4388>
  13:47 [广告-点击] <|ad_begin|><s_a_2918><s_b_6334><s_c_907>
  --:-- [商品-点击] <|prod_begin|><s_a_7768><s_b_7578><s_c_5559>
  --:-- [商品-点击] <|prod_begin|><s_a_2926><s_b_5151><s_c_3623>
  --:-- [商品-点击] <|prod_begin|><s_a_7768><s_b_1264><s_c_6543>
  --:-- [商品-点击] <|prod_begin|><s_a_7768><s_b_7829><s_c_7586>
  --:-- [商品-点击] <|prod_begin|><s_a_7768><s_b_7829><s_c_7911>
  --:-- [商品-点击] <|prod_begin|><s_a_8154><s_b_2771><s_c_1912>
  --:-- [商品-点击] <|prod_begin|><s_a_4593><s_b_1266><s_c_7418>
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_1227><s_c_4462>
  23:28 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_3271><s_c_2370>
  23:28 [广告-点击] <|ad_begin|><s_a_1210><s_b_3271><s_c_2370>
  23:29 [广告-点击] <|ad_begin|><s_a_585><s_b_985><s_c_656>
【2026-02-01】
  00:13 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_876><s_c_917>
  00:13 [广告-点击] <|ad_begin|><s_a_5115><s_b_876><s_c_917>
  00:14 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1232><s_c_6468>
  00:14 [广告-点击] <|ad_begin|><s_a_5115><s_b_1232><s_c_6468>
  09:10 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_7175><s_c_2636>
  09:10 [广告-点击] <|ad_begin|><s_a_7240><s_b_7175><s_c_2636>
  09:50 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_4340><s_c_779>
  09:50 [广告-点击] <|ad_begin|><s_a_7240><s_b_4340><s_c_779>
  10:35 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4340><s_c_2596>
  10:35 [广告-点击] <|ad_begin|><s_a_5115><s_b_4340><s_c_2596>
  10:42 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_5994>
  10:42 [广告-点击] <|ad_begin|><s_a_5115><s_b_3042><s_c_5994>
  11:21 [广告-点击] <|ad_begin|><s_a_4746><s_b_2865><s_c_1935>
  11:22 [广告-点击] <|ad_begin|><s_a_1584><s_b_3932><s_c_5553>
  11:23 [广告-点击] <|ad_begin|><s_a_3641><s_b_123><s_c_7180>
  19:54 [视频-浏览] <|video_begin|><s_a_6321><s_b_6202><s_c_4923>
  21:36 [广告-点击] <|ad_begin|><s_a_3510><s_b_581><s_c_607>
  --:-- [商品-点击] <|prod_begin|><s_a_1371><s_b_7578><s_c_3250>
  --:-- [商品-点击] <|prod_begin|><s_a_4543><s_b_227><s_c_767>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3857><s_c_1303>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5884><s_c_1259>
  --:-- [商品-点击] <|prod_begin|><s_a_4641><s_b_4743><s_c_1828>
  --:-- [商品-点击] <|prod_begin|><s_a_7576><s_b_7829><s_c_7911>
  --:-- [商品-点击] <|prod_begin|><s_a_4593><s_b_1266><s_c_7418>
  --:-- [商品-点击] <|prod_begin|><s_a_311><s_b_1847><s_c_919>
  --:-- [商品-点击] <|prod_begin|><s_a_5426><s_b_7829><s_c_7018>
  --:-- [商品-点击] <|prod_begin|><s_a_7576><s_b_7829><s_c_7768>
【2026-02-02】
  03:55 [视频-点赞/长播] <|video_begin|><s_a_7892><s_b_6234><s_c_6254>
  05:14 [广告-点击] <|ad_begin|><s_a_3977><s_b_6051><s_c_1935>
  05:42 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_985><s_c_4707>
  05:42 [广告-点击] <|ad_begin|><s_a_4818><s_b_985><s_c_4707>
  07:03 [视频-收藏/长播] <|video_begin|><s_a_3069><s_b_6234><s_c_4978>
  09:28 [广告-点击] <|ad_begin|><s_a_1210><s_b_1288><s_c_8037>
  14:20 [广告-点击] <|ad_begin|><s_a_1596><s_b_5511><s_c_3998>
  14:20 [广告-点击] <|ad_begin|><s_a_3536><s_b_5163><s_c_5076>
  14:21 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_6479>
  14:21 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_6479>
  14:21 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1642><s_c_2785>
  14:21 [广告-点击] <|ad_begin|><s_a_1584><s_b_1642><s_c_2785>
  14:23 [广告-点击] <|ad_begin|><s_a_3641><s_b_4056><s_c_74>
  14:23 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_843>
  14:24 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1659>
  14:25 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  21:47 [视频-关注/转发/点赞/长播] <|video_begin|><s_a_6258><s_b_6477><s_c_1148>
  22:52 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_7181><s_c_7738>
  22:52 [广告-点击] <|ad_begin|><s_a_5368><s_b_7181><s_c_7738>
  23:48 [视频-点赞/长播] <|video_begin|><s_a_6258><s_b_6477><s_c_142>
【2026-02-03】
  15:52 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_4487>
  15:52 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_4487>
  18:02 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
  18:02 [广告-点击] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
  18:08 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  18:08 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_4393>
【2026-02-04】
  00:05 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7342><s_c_5120>
  00:05 [广告-点击] <|ad_begin|><s_a_4928><s_b_7342><s_c_5120>
  00:05 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7218><s_c_3424>
  00:05 [广告-点击] <|ad_begin|><s_a_2817><s_b_7218><s_c_3424>
  10:20 [广告-点击] <|ad_begin|><s_a_7679><s_b_6234><s_c_6022>
  10:58 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_5734>
  10:58 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_5734>
  13:52 [视频-长播] <|video_begin|><s_a_1853><s_b_7608><s_c_6250>
  16:04 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_2865><s_c_5675>
  16:04 [广告-点击] <|ad_begin|><s_a_1210><s_b_2865><s_c_5675>
  16:48 [广告-点击] <|ad_begin|><s_a_4746><s_b_7107><s_c_5563>
  21:58 [视频-长播] <|video_begin|><s_a_6321><s_b_6123><s_c_8003>
  21:58 [视频-长播] <|video_begin|><s_a_6321><s_b_6123><s_c_4318>
  22:10 [视频-长播] <|video_begin|><s_a_4646><s_b_1292><s_c_1337>
  22:10 [视频-长播] <|video_begin|><s_a_116><s_b_800><s_c_4467>
  22:10 [视频-长播] <|video_begin|><s_a_5907><s_b_6123><s_c_1093>
  22:12 [视频-长播] <|video_begin|><s_a_6510><s_b_1531><s_c_5839>
  22:12 [视频-长播] <|video_begin|><s_a_4646><s_b_843><s_c_3955>
  22:12 [视频-长播] <|video_begin|><s_a_6258><s_b_6477><s_c_3998>
  22:12 [视频-长播] <|video_begin|><s_a_4795><s_b_800><s_c_1309>
  22:12 [视频-长播] <|video_begin|><s_a_6704><s_b_3614><s_c_2522>
  22:12 [视频-长播] <|video_begin|><s_a_4646><s_b_3618><s_c_2513>
  22:17 [视频-长播] <|video_begin|><s_a_2015><s_b_1212><s_c_308>
  22:17 [视频-长播] <|video_begin|><s_a_6321><s_b_1411><s_c_6857>
  22:20 [视频-长播] <|video_begin|><s_a_6321><s_b_3795><s_c_4519>
  22:20 [视频-长播] <|video_begin|><s_a_4795><s_b_1292><s_c_1697>
  22:20 [视频-长播] <|video_begin|><s_a_3450><s_b_6642><s_c_4647>
  22:20 [视频-长播] <|video_begin|><s_a_6258><s_b_7458><s_c_286>
  22:20 [视频-长播] <|video_begin|><s_a_4193><s_b_2485><s_c_4212>
  22:23 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_4647>
  22:23 [视频-长播] <|video_begin|><s_a_6843><s_b_4879><s_c_3355>
  22:23 [视频-长播] <|video_begin|><s_a_6958><s_b_6234><s_c_6956>
  22:23 [视频-长播] <|video_begin|><s_a_2015><s_b_1595><s_c_2513>
  22:23 [视频-长播] <|video_begin|><s_a_2252><s_b_6582><s_c_523>
  22:26 [视频-长播] <|video_begin|><s_a_3001><s_b_6358><s_c_8003>
  22:26 [视频-长播] <|video_begin|><s_a_7879><s_b_2486><s_c_3913>
  22:32 [视频-长播] <|video_begin|><s_a_3532><s_b_4324><s_c_1933>
  22:32 [视频-长播] <|video_begin|><s_a_6510><s_b_7975><s_c_7797>
  22:32 [视频-长播] <|video_begin|><s_a_2441><s_b_1952><s_c_1708>
  22:32 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_401>
  22:32 [视频-长播] <|video_begin|><s_a_2015><s_b_4163><s_c_6916>
  22:34 [视频-长播] <|video_begin|><s_a_2853><s_b_952><s_c_1588>
  22:34 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_1591>
  22:34 [视频-长播] <|video_begin|><s_a_5818><s_b_6234><s_c_7311>
  22:37 [视频-长播] <|video_begin|><s_a_4646><s_b_6123><s_c_6962>
  22:37 [视频-长播] <|video_begin|><s_a_3069><s_b_6234><s_c_1099>
  22:37 [视频-长播] <|video_begin|><s_a_2125><s_b_6972><s_c_853>
  22:37 [视频-长播] <|video_begin|><s_a_2153><s_b_5786><s_c_7525>
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_5444><s_c_7517>
  22:42 [视频-长播] <|video_begin|><s_a_4646><s_b_6151><s_c_405>
  22:42 [视频-长播] <|video_begin|><s_a_2135><s_b_4173><s_c_2522>
  22:42 [视频-长播] <|video_begin|><s_a_4646><s_b_7261><s_c_4859>
  22:42 [视频-长播] <|video_begin|><s_a_4646><s_b_6379><s_c_4466>
【2026-02-05】
  00:08 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  00:08 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  06:19 [广告-点击] <|ad_begin|><s_a_7261><s_b_3589><s_c_607>
  06:46 [广告-点击] <|ad_begin|><s_a_5452><s_b_4033><s_c_8075>
  11:33 [视频-长播] <|video_begin|><s_a_5019><s_b_5925><s_c_5687>
  11:33 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_1740>
  11:33 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_6873>
  12:00 [视频-长播] <|video_begin|><s_a_3430><s_b_5445><s_c_1471>
  12:00 [视频-长播] <|video_begin|><s_a_304><s_b_1259><s_c_1338>
  12:04 [视频-长播] <|video_begin|><s_a_3687><s_b_8163><s_c_4923>
  12:04 [视频-长播] <|video_begin|><s_a_4651><s_b_620><s_c_6881>
  12:04 [视频-长播] <|video_begin|><s_a_5295><s_b_3280><s_c_2988>
  14:35 [广告-点击] <|ad_begin|><s_a_3047><s_b_7391><s_c_3540>
  14:36 [广告-点击] <|ad_begin|><s_a_4632><s_b_7946><s_c_7410>
  14:36 [广告-点击] <|ad_begin|><s_a_606><s_b_1795><s_c_1840>
  14:36 [广告-点击] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
  15:32 [广告-点击] <|ad_begin|><s_a_698><s_b_1656><s_c_7616>
  15:42 [广告-点击] <|ad_begin|><s_a_5368><s_b_6973><s_c_7719>
  --:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_1443><s_c_912>
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，根据以上用户交互历史，针对目标主题抽取兼具行为递进性与内在关联性的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（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 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
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 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请针对下列主题提取行为逻辑链：
主题：从泛化需求到精准定位的染发产品探索

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化需求到精准定位的染发产品探索",
    "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"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从泛化需求到精准定位的染发产品探索", "events": [{"date": "2025-10-10", "action": "[商品-购买] <|prod_begin|><s_a_3035><s_b_3297><s_c_4266>", "logic": "初始行为：购买通用型染发产品，满足基础的染发需求。"}, {"date": "2026-01-04", "action": "[商品-购买] <|prod_begin|><s_a_6462><s_b_2588><s_c_3584>", "logic": "需求聚焦与路径修正：意识到常规染发无法应对即时的白发问题，转向购买“遮盖白发神器”这种功能更具体、使用更便捷的“美发棒”产品，体现了对“补染”这一细分场景的认知增量。"}, {"date": "2026-01-05", "action": "[商品-购买] <|prod_begin|><s_a_936><s_b_1297><s_c_7986>", "logic": "决策优化与品质升级：在尝试了便捷性产品后，回归到染发膏品类，但选择了带有“二代升级”、“单剂”、“护染”等关键词的产品，表明用户在追求便捷的同时，开始关注产品的升级换代和养护功能，需求从“遮盖”深化为“便捷且护发”的更高阶需求。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-04-26】
  --:-- [商品-购买] <|prod_begin|><s_a_5022><s_b_6065><s_c_3483>
【2024-08-04】
  --:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_3497><s_c_7556>
【2024-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_4744><s_b_4292><s_c_7547>
【2024-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_7727><s_c_2524>
【2024-10-31】
  --:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_4250><s_c_7523>
  --:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_5658><s_c_7599>
【2024-12-07】
  --:-- [商品-购买] <|prod_begin|><s_a_3955><s_b_6499><s_c_7802>
【2025-01-06】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_7264>
【2025-01-31】
  --:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_3335><s_c_2587>
【2025-02-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_7304><s_c_5150>
【2025-02-06】
  --:-- [商品-购买] <|prod_begin|><s_a_502><s_b_3158><s_c_1982>
【2025-03-22】
  --:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_5426><s_c_7926>
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7096><s_c_4890>
【2025-03-25】
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7096><s_c_4890>
【2025-03-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_5426><s_c_7926>
【2025-04-05】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3092><s_b_665><s_c_2699>
【2025-05-08】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4579><s_b_8035><s_c_3038>
【2025-05-13】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_4724>
【2025-06-12】
  --:-- [商品-购买] <|prod_begin|><s_a_4995><s_b_7912><s_c_7180>
  --:-- [商品-购买] <|prod_begin|><s_a_5474><s_b_1590><s_c_2868>
【2025-06-21】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5760><s_c_7548>
【2025-07-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4000><s_c_5452>
【2025-07-07】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5727><s_c_3026>
【2025-07-09】
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_6234><s_c_2298>
【2025-07-11】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_1434><s_c_909>
【2025-07-15】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3614><s_c_2513>
【2025-07-17】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_6737>
【2025-07-18】
  --:-- [直播-关注] <|living_begin|><s_a_1302><s_b_6973><s_c_4141>
【2025-07-19】
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_4000><s_c_3026>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7894><s_c_1433>
【2025-07-24】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6202><s_c_875>
【2025-07-29】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_875>
【2025-07-30】
  --:-- [直播-关注] <|living_begin|><s_a_4579><s_b_7052><s_c_3373>
  --:-- [直播-打赏] <|living_begin|><s_a_2050><s_b_1399><s_c_7462>
  --:-- [商品-购买] <|prod_begin|><s_a_778><s_b_5699><s_c_1993>
【2025-07-31】
  --:-- [直播-关注] <|living_begin|><s_a_933><s_b_8035><s_c_3038>
  --:-- [直播-关注] <|living_begin|><s_a_1445><s_b_5961><s_c_6778>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1025><s_c_1272>
【2025-08-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7270><s_c_7421>
【2025-08-09】
  --:-- [直播-关注] <|living_begin|><s_a_1258><s_b_4344><s_c_1379>
【2025-08-11】
  --:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_4538><s_c_1184>
【2025-08-22】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7809><s_c_7790>
【2025-08-23】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_5352>
【2025-08-24】
  --:-- [直播-关注] <|living_begin|><s_a_417><s_b_5328><s_c_4247>
【2025-08-28】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_875>
【2025-09-01】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_6944><s_c_6278>
【2025-09-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_4467>
【2025-09-11】
  --:-- [商品-购买] <|prod_begin|><s_a_4294><s_b_2792><s_c_7556>
【2025-09-17】
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_6234><s_c_7241>
  --:-- [商品-购买] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
【2025-09-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_6202>
【2025-09-25】
  --:-- [商品-购买] <|prod_begin|><s_a_4239><s_b_7302><s_c_6783>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7349><s_b_3335><s_c_3861>
【2025-11-06】
  --:-- [商品-购买] <|prod_begin|><s_a_3158><s_b_1654><s_c_2072>
【2025-11-13】
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_746><s_c_6712>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3676>
【2025-11-24】
  --:-- [直播-关注] <|living_begin|><s_a_5131><s_b_6803><s_c_6416>
【2025-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_3497><s_c_2215>
【2025-11-30】
  --:-- [直播-关注] <|living_begin|><s_a_3751><s_b_451><s_c_4631>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_5476><s_b_3586><s_c_616>
【2025-12-04】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_1399><s_c_2568>
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_7342><s_c_1834>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_5304>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_8049><s_c_2653>
  --:-- [直播-关注] <|living_begin|><s_a_5476><s_b_3915><s_c_6278>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_3915><s_c_5563>
  --:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_5908><s_c_111>
【2025-12-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
  02:08 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_8003>
【2025-12-13】
  21:37 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_3191>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3456><s_c_4631>
  07:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1265>
【2025-12-17】
  --:-- [商品-购买] <|prod_begin|><s_a_6688><s_b_5050><s_c_55>
【2025-12-18】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3280><s_c_3589>
【2025-12-21】
  --:-- [商品-购买] <|prod_begin|><s_a_4299><s_b_425><s_c_5347>
【2025-12-22】
  06:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
  09:03 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_46>
【2025-12-23】
  06:14 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1741>
  07:47 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_143>
  13:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6436><s_c_5563>
【2025-12-24】
  22:47 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5277><s_c_7616>
【2025-12-25】
  03:35 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7264>
  08:09 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_1206><s_c_8091>
  09:42 [广告-深度转化] <|ad_begin|><s_a_3430><s_b_1141><s_c_681>
  10:50 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_77>
【2025-12-26】
  --:-- [商品-购买] <|prod_begin|><s_a_6853><s_b_4133><s_c_5785>
  07:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4949><s_c_4978>
  12:32 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_8113>
  12:32 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_8113>
  19:18 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3026>
  19:23 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_3026>
  19:23 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3026>
  21:14 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6022>
  21:14 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6022>
【2025-12-27】
  01:07 [广告-点击] <|ad_begin|><s_a_3069><s_b_6779><s_c_1935>
  01:28 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2522>
  01:28 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2522>
  07:53 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
  07:53 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
  23:21 [广告-点击] <|ad_begin|><s_a_4403><s_b_2497><s_c_3363>
  23:40 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6879>
  23:40 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6879>
【2025-12-28】
  13:59 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_4586>
  14:06 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4058>
  14:09 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1402>
【2025-12-30】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_5627><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_1275><s_b_5511><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_3026>
  01:00 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1402>
  01:00 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1402>
  04:59 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4373>
  04:59 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4373>
  06:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2497><s_c_1935>
  06:38 [广告-点击] <|ad_begin|><s_a_3091><s_b_2497><s_c_1935>
  14:32 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7811><s_c_439>
  14:32 [广告-点击] <|ad_begin|><s_a_3091><s_b_7811><s_c_439>
【2025-12-31】
  17:59 [广告-点击] <|ad_begin|><s_a_3510><s_b_6874><s_c_4859>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3096>
  23:33 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_581><s_c_7066>
  23:33 [广告-点击] <|ad_begin|><s_a_4815><s_b_581><s_c_7066>
【2026-01-02】
  00:50 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_1000>
  00:50 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_1000>
  11:36 [广告-点击] <|ad_begin|><s_a_3091><s_b_1715><s_c_2482>
  14:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_646>
  14:38 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_646>
【2026-01-03】
  07:14 [广告-点击] <|ad_begin|><s_a_4157><s_b_7919><s_c_8042>
【2026-01-04】
  04:03 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_3659>
  04:03 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_3659>
  04:23 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
  04:23 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
  04:52 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_3775>
  04:52 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_3775>
  09:24 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5119><s_c_1935>
  09:24 [广告-点击] <|ad_begin|><s_a_4815><s_b_5119><s_c_1935>
  09:52 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6903><s_c_6390>
  09:52 [广告-点击] <|ad_begin|><s_a_2832><s_b_6903><s_c_6390>
【2026-01-05】
  10:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_5543><s_c_6559>
  12:26 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
  12:26 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
【2026-01-06】
  06:52 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2460>
  06:54 [广告-点击] <|ad_begin|><s_a_7097><s_b_4173><s_c_6390>
  12:14 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
  12:14 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_954>
  03:37 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
  03:37 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
  03:49 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
  03:49 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
  11:34 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_133>
  11:34 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_133>
  22:11 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4671>
  22:11 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4671>
【2026-01-08】
  03:46 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_853>
  10:21 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2828><s_c_1935>
  10:21 [广告-点击] <|ad_begin|><s_a_4815><s_b_2828><s_c_1935>
  10:42 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_1307><s_b_6039><s_c_5388>
【2026-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_5476><s_b_3189><s_c_5563>
  03:25 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4058>
【2026-01-11】
  --:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_746><s_c_2118>
【2026-01-12】
  00:38 [广告-点击] <|ad_begin|><s_a_1351><s_b_7608><s_c_7945>
  10:03 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_876><s_c_7076>
  10:03 [广告-点击] <|ad_begin|><s_a_1708><s_b_876><s_c_7076>
  16:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
  16:29 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_8006><s_b_6234><s_c_7137>
【2026-01-14】
  21:34 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
  21:34 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_7205><s_c_2357>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1337><s_c_1935>
  --:-- [商品-购买] <|prod_begin|><s_a_3234><s_b_48><s_c_4539>
【2026-01-17】
  01:19 [广告-点击] <|ad_begin|><s_a_447><s_b_620><s_c_7106>
  07:49 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1082>
  21:05 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7106>
  21:05 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7106>
  22:23 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7395>
  22:23 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7395>
【2026-01-18】
  --:-- [商品-购买] <|prod_begin|><s_a_3865><s_b_5714><s_c_5404>
  09:20 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4177>
【2026-01-20】
  20:46 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_3261>
  20:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6334><s_c_7638>
  20:57 [广告-点击] <|ad_begin|><s_a_5863><s_b_6334><s_c_7638>
  21:18 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3330>
  21:18 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_3330>
【2026-01-21】
  19:50 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1738>
【2026-01-22】
  17:49 [视频-收藏/长播] <|video_begin|><s_a_7385><s_b_1822><s_c_5452>
  20:35 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1009>
  20:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1009>
【2026-01-23】
  01:17 [广告-点击] <|ad_begin|><s_a_7097><s_b_1141><s_c_2678>
  01:39 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2579>
  01:39 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2579>
  06:10 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_5714><s_c_3501>
  06:10 [广告-点击] <|ad_begin|><s_a_5998><s_b_5714><s_c_3501>
【2026-01-24】
  06:07 [视频-点赞/长播] <|video_begin|><s_a_599><s_b_4305><s_c_2455>
【2026-01-25】
  13:36 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_2422><s_c_853>
  21:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2082>
  21:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2082>
【2026-01-27】
  00:05 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_3189><s_c_5961>
  09:19 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2586>
  09:19 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2586>
  09:53 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_7145>
  09:53 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_7145>
  22:20 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_2960><s_c_6185>
  22:20 [广告-点击] <|ad_begin|><s_a_4024><s_b_2960><s_c_6185>
【2026-01-28】
  00:59 [视频-评论/点赞/长播] <|video_begin|><s_a_5568><s_b_4305><s_c_7815>
  01:40 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7549><s_c_2568>
  01:40 [广告-点击] <|ad_begin|><s_a_8127><s_b_7549><s_c_2568>
  21:02 [视频-收藏/长播] <|video_begin|><s_a_2051><s_b_2074><s_c_4783>
  21:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1752>
  21:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1752>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6861><s_c_4784>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_5908><s_c_111>
  00:49 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_6227>
  22:17 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5633>
  22:17 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_5633>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_366><s_b_24><s_c_3055>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1103><s_c_3923>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_4516><s_c_5985>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
  --:-- [商品-点击] <|prod_begin|><s_a_1671><s_b_3435><s_c_5135>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1465><s_c_7072>
  --:-- [商品-点击] <|prod_begin|><s_a_7377><s_b_3435><s_c_7377>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
  22:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_7934>
  23:23 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6674>
  23:23 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_6674>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_4459>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_4839><s_c_6095>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5348><s_c_7506>
  --:-- [商品-点击] <|prod_begin|><s_a_7377><s_b_3435><s_c_7377>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6861><s_c_4784>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2360>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2638><s_c_875>
  02:37 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_6771>
  02:37 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_6771>
  07:31 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
  22:06 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
  22:06 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
  22:37 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_3589><s_c_3501>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_5331>
  --:-- [商品-点击] <|prod_begin|><s_a_7056><s_b_5952><s_c_937>
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_2639>
  --:-- [商品-点击] <|prod_begin|><s_a_433><s_b_7864><s_c_5147>
  --:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_3348><s_c_939>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_8101><s_c_1282>
  --:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_3348><s_c_2674>
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_1056>
  --:-- [商品-点击] <|prod_begin|><s_a_4695><s_b_4613><s_c_4428>
  --:-- [商品-点击] <|prod_begin|><s_a_5396><s_b_7971><s_c_3267>
  --:-- [商品-点击] <|prod_begin|><s_a_5107><s_b_5449><s_c_519>
  --:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_8061><s_c_1783>
  --:-- [商品-点击] <|prod_begin|><s_a_1827><s_b_4348><s_c_2490>
  --:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_4516><s_c_4360>
  --:-- [商品-点击] <|prod_begin|><s_a_3760><s_b_4211><s_c_2496>
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_868><s_c_1343>
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_4459>
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5487><s_c_4459>
  --:-- [商品-购买] <|prod_begin|><s_a_4695><s_b_4613><s_c_4428>
  --:-- [商品-购买] <|prod_begin|><s_a_4885><s_b_5487><s_c_4459>
  00:30 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_7257>
  00:33 [视频-长播] <|video_begin|><s_a_5910><s_b_4410><s_c_1986>
  00:33 [视频-长播] <|video_begin|><s_a_5115><s_b_5119><s_c_4451>
  00:33 [视频-长播] <|video_begin|><s_a_575><s_b_5025><s_c_6978>
  00:51 [视频-长播] <|video_begin|><s_a_2135><s_b_2828><s_c_6973>
  01:02 [视频-长播] <|video_begin|><s_a_8164><s_b_57><s_c_4212>
  02:18 [视频-长播] <|video_begin|><s_a_1369><s_b_7877><s_c_4318>
  02:18 [视频-长播] <|video_begin|><s_a_3510><s_b_1595><s_c_535>
  02:23 [视频-长播] <|video_begin|><s_a_1883><s_b_3589><s_c_4631>
  02:26 [视频-长播] <|video_begin|><s_a_2367><s_b_3009><s_c_141>
  02:26 [视频-长播] <|video_begin|><s_a_5254><s_b_4259><s_c_25>
  02:26 [视频-长播] <|video_begin|><s_a_2367><s_b_1002><s_c_141>
  02:26 [视频-长播] <|video_begin|><s_a_3091><s_b_2941><s_c_4636>
  02:40 [视频-长播] <|video_begin|><s_a_5254><s_b_6973><s_c_25>
  02:40 [视频-长播] <|video_begin|><s_a_16><s_b_4127><s_c_1148>
  08:04 [视频-长播] <|video_begin|><s_a_6586><s_b_8101><s_c_1957>
  08:10 [视频-长播] <|video_begin|><s_a_8164><s_b_7246><s_c_360>
  08:10 [视频-长播] <|video_begin|><s_a_2342><s_b_6495><s_c_2313>
  08:10 [视频-长播] <|video_begin|><s_a_4522><s_b_7457><s_c_4977>
  09:32 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_1740>
  09:32 [视频-长播] <|video_begin|><s_a_532><s_b_6234><s_c_2568>
  09:32 [视频-转发/长播] <|video_begin|><s_a_4646><s_b_7180><s_c_6047>
  09:43 [视频-长播] <|video_begin|><s_a_4843><s_b_2865><s_c_7683>
  10:50 [视频-长播] <|video_begin|><s_a_7385><s_b_6234><s_c_5964>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  02:27 [视频-长播] <|video_begin|><s_a_5254><s_b_3153><s_c_6379>
  02:27 [视频-长播] <|video_begin|><s_a_5254><s_b_2572><s_c_5061>
  02:36 [视频-长播] <|video_begin|><s_a_6140><s_b_4864><s_c_853>
  02:36 [视频-关注/长播] <|video_begin|><s_a_7246><s_b_7246><s_c_6313>
  02:43 [视频-长播] <|video_begin|><s_a_2526><s_b_1227><s_c_7598>
  02:46 [视频-长播] <|video_begin|><s_a_3363><s_b_2808><s_c_2262>
  02:46 [视频-长播] <|video_begin|><s_a_2526><s_b_4278><s_c_3616>
  06:46 [视频-长播] <|video_begin|><s_a_3510><s_b_581><s_c_4654>
  06:46 [视频-长播] <|video_begin|><s_a_2616><s_b_1645><s_c_2873>
  06:51 [视频-长播] <|video_begin|><s_a_5991><s_b_3589><s_c_7466>
  06:51 [视频-长播] <|video_begin|><s_a_7390><s_b_7180><s_c_141>
  06:52 [视频-长播] <|video_begin|><s_a_3373><s_b_6426><s_c_6583>
  06:52 [视频-长播] <|video_begin|><s_a_6958><s_b_404><s_c_4636>
  06:52 [视频-长播] <|video_begin|><s_a_7385><s_b_3235><s_c_987>
  06:57 [视频-长播] <|video_begin|><s_a_7984><s_b_6234><s_c_5209>
  06:57 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_677>
  06:57 [视频-长播] <|video_begin|><s_a_6995><s_b_5952><s_c_2205>
  07:09 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_2262>
  07:09 [视频-长播] <|video_begin|><s_a_1336><s_b_2865><s_c_7506>
  07:09 [视频-长播] <|video_begin|><s_a_1106><s_b_6818><s_c_5776>
  20:16 [视频-长播] <|video_begin|><s_a_532><s_b_2555><s_c_853>
【2026-02-05】
  01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_8008><s_c_3026>
  01:20 [视频-长播] <|video_begin|><s_a_4646><s_b_800><s_c_7900>
  01:20 [视频-长播] <|video_begin|><s_a_4392><s_b_5841><s_c_237>
  01:20 [视频-长播] <|video_begin|><s_a_4918><s_b_4460><s_c_2199>
  08:16 [视频-长播] <|video_begin|><s_a_532><s_b_6234><s_c_3616>
  08:16 [视频-长播] <|video_begin|><s_a_7004><s_b_6033><s_c_4318>
  09:00 [视频-长播] <|video_begin|><s_a_4913><s_b_8018><s_c_1004>
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心抽取逻辑（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B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，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
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。
请针对以下主题提取行为逻辑链：
主题：从娱乐消遣到寻求专业法律咨询的认知跃迁

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从娱乐消遣到寻求专业法律咨询的认知跃迁",
    "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"
      }
    ]
  }
}/think

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。<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain":{"name":"从娱乐消遣到寻求专业法律咨询的认知跃迁","events":[{"date":"2025-12-22","action":"[广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>","logic":"问题域接触：通过观看大量关于“出轨”、“情感纠葛”、“家庭矛盾”等主题的短剧广告，被动地接触并沉浸在相关问题情境中。"},{"date":"2026-01-06","action":"[直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_7264>","logic":"认知跃迁与路径修正：用户的兴趣点从虚构的剧情消费，转向了现实中的专业解决方案。主动对提供“刑案咨询”和“实务讲解”的直播主进行打赏，表明其需求从娱乐消遣升级为获取专业法律知识，是典型的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-04】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_4372><s_b_3614><s_c_6439>
【2025-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_6552><s_b_2221><s_c_5563>
【2025-02-09】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_2880>
【2025-03-28】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6311><s_c_677>
【2025-04-05】
  --:-- [直播-打赏] <|living_begin|><s_a_4843><s_b_6234><s_c_7548>
【2025-04-13】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_5452>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1206><s_c_5209>
【2025-04-28】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
【2025-05-10】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7096><s_c_5563>
【2025-05-31】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5496><s_c_3363>
【2025-06-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5934><s_c_6278>
【2025-07-01】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7554><s_c_2513>
【2025-07-05】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_6278>
【2025-08-27】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_153>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_2403>
【2025-08-29】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
【2025-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_3679><s_c_2770>
  --:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_5492><s_c_3055>
【2025-12-01】
  --:-- [商品-购买] <|prod_begin|><s_a_1519><s_b_7144><s_c_7101>
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_8125><s_c_5589>
【2025-12-02】
  --:-- [直播-打赏] <|living_begin|><s_a_4843><s_b_6234><s_c_5956>
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_746><s_c_1720>
【2025-12-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6960><s_b_5802><s_c_5146>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_5934><s_c_5563>
  --:-- [商品-购买] <|prod_begin|><s_a_4769><s_b_6713><s_c_5779>
【2025-12-07】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_7216><s_c_7323>
【2025-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_5638><s_c_3225>
【2025-12-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6910><s_b_2388><s_c_1205>
【2025-12-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_6696><s_c_993>
  --:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_1532><s_c_2154>
  --:-- [商品-购买] <|prod_begin|><s_a_2049><s_b_1799><s_c_6631>
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
【2025-12-19】
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_810><s_c_3568>
  --:-- [商品-购买] <|prod_begin|><s_a_4436><s_b_3679><s_c_5770>
  --:-- [商品-购买] <|prod_begin|><s_a_2032><s_b_2296><s_c_1938>
【2025-12-20】
  --:-- [直播-打赏] <|living_begin|><s_a_3751><s_b_7342><s_c_2881>
【2025-12-22】
  --:-- [直播-打赏] <|living_begin|><s_a_375><s_b_2221><s_c_5563>
【2025-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_4618><s_c_3712>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5805><s_c_4348>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_4241><s_c_398>
【2025-12-28】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_7602>
【2025-12-29】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_5658><s_c_6074>
  --:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_1113><s_c_5461>
  --:-- [商品-购买] <|prod_begin|><s_a_3381><s_b_6713><s_c_5353>
  --:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_5805><s_c_993>
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_3206><s_c_790>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_5363><s_c_7420>
  --:-- [商品-购买] <|prod_begin|><s_a_5653><s_b_6434><s_c_5312>
【2026-01-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2599><s_b_7068><s_c_369>
【2026-01-03】
  --:-- [商品-购买] <|prod_begin|><s_a_4938><s_b_7279><s_c_5784>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_1052><s_c_7420>
  --:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_5298><s_c_7420>
【2026-01-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3712><s_c_5240>
  --:-- [商品-购买] <|prod_begin|><s_a_5801><s_b_1334><s_c_1076>
【2026-01-08】
  --:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_2021><s_c_3033>
【2026-01-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7803><s_b_4433><s_c_7536>
【2026-01-10】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4843><s_b_7888><s_c_5555>
  --:-- [商品-购买] <|prod_begin|><s_a_6910><s_b_5805><s_c_2224>
  --:-- [商品-购买] <|prod_begin|><s_a_4270><s_b_746><s_c_6318>
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_3019><s_c_7673>
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_4645><s_c_3230>
  --:-- [商品-购买] <|prod_begin|><s_a_5360><s_b_3253><s_c_974>
【2026-01-11】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5934><s_c_5036>
  --:-- [商品-购买] <|prod_begin|><s_a_3381><s_b_1704><s_c_7145>
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_5805><s_c_5087>
【2026-01-12】
  --:-- [商品-购买] <|prod_begin|><s_a_3141><s_b_6454><s_c_5090>
【2026-01-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7013><s_b_3065><s_c_2890>
【2026-01-15】
  22:39 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_7566>
  23:18 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_7566>
【2026-01-16】
  02:46 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
  03:09 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_5851>
【2026-01-17】
  00:24 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_7548>
  01:11 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  05:46 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3047>
  --:-- [商品-购买] <|prod_begin|><s_a_1831><s_b_879><s_c_5725>
  --:-- [商品-购买] <|prod_begin|><s_a_6974><s_b_2906><s_c_3503>
  --:-- [商品-购买] <|prod_begin|><s_a_5620><s_b_3335><s_c_539>
  --:-- [商品-购买] <|prod_begin|><s_a_7446><s_b_6138><s_c_399>
【2026-01-18】
  03:00 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_1659>
  04:47 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_404><s_c_5851>
  04:47 [广告-点击] <|ad_begin|><s_a_7097><s_b_404><s_c_5851>
  11:06 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
  11:06 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
  13:19 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_594><s_c_5563>
  13:19 [广告-点击] <|ad_begin|><s_a_2111><s_b_594><s_c_5563>
  13:44 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2225>
  13:44 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2225>
  14:09 [广告-点击] <|ad_begin|><s_a_825><s_b_6519><s_c_1957>
  14:23 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_3346>
  14:23 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3346>
  15:45 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2854><s_c_939>
  15:45 [广告-点击] <|ad_begin|><s_a_2111><s_b_2854><s_c_939>
  22:08 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_6234><s_c_7193>
  22:08 [广告-点击] <|ad_begin|><s_a_6275><s_b_6234><s_c_7193>
  22:28 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_1141><s_c_77>
  22:28 [广告-点击] <|ad_begin|><s_a_5998><s_b_1141><s_c_77>
【2026-01-19】
  01:27 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_8058><s_c_77>
  01:27 [广告-点击] <|ad_begin|><s_a_1274><s_b_8058><s_c_77>
  02:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_3198><s_c_3085>
  02:07 [广告-点击] <|ad_begin|><s_a_2832><s_b_3198><s_c_3085>
  02:26 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_689><s_c_1767>
  02:26 [广告-点击] <|ad_begin|><s_a_2111><s_b_689><s_c_1767>
  04:53 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_5349><s_c_2814>
  04:53 [广告-点击] <|ad_begin|><s_a_7097><s_b_5349><s_c_2814>
  05:43 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4958><s_c_5563>
  05:43 [广告-点击] <|ad_begin|><s_a_4815><s_b_4958><s_c_5563>
  07:11 [广告-点击] <|ad_begin|><s_a_3578><s_b_7342><s_c_1828>
  10:41 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_1000>
  11:20 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_3873><s_c_5851>
  11:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_3873><s_c_5851>
  11:37 [广告-点击] <|ad_begin|><s_a_3373><s_b_5349><s_c_6879>
  23:11 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_2756>
  23:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_2756>
  23:25 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_4033><s_c_2454>
  23:25 [广告-点击] <|ad_begin|><s_a_7892><s_b_4033><s_c_2454>
【2026-01-20】
  02:26 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_1642><s_c_5563>
  02:26 [广告-点击] <|ad_begin|><s_a_7468><s_b_1642><s_c_5563>
  02:57 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
  03:17 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1614>
  03:17 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1614>
  05:00 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6227>
  05:00 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6227>
  05:53 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_164><s_c_1093>
  05:53 [广告-点击] <|ad_begin|><s_a_2832><s_b_164><s_c_1093>
  09:24 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6519><s_c_2118>
  09:24 [广告-点击] <|ad_begin|><s_a_1393><s_b_6519><s_c_2118>
  13:48 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_372>
  13:48 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_372>
【2026-01-21】
  01:18 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_7932>
  01:18 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_7932>
  05:02 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5087><s_c_5851>
  05:02 [广告-点击] <|ad_begin|><s_a_5673><s_b_5087><s_c_5851>
  14:04 [广告-点击] <|ad_begin|><s_a_5673><s_b_404><s_c_2599>
【2026-01-22】
  02:02 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_1141><s_c_6707>
  02:02 [广告-点击] <|ad_begin|><s_a_7611><s_b_1141><s_c_6707>
  07:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
  07:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
  08:26 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
  08:26 [广告-点击] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
  22:49 [视频-点赞/长播] <|video_begin|><s_a_447><s_b_3417><s_c_1946>
【2026-01-24】
  01:45 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  01:45 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  07:29 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2482>
  07:29 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_2482>
  10:01 [广告-点击] <|ad_begin|><s_a_5273><s_b_3302><s_c_2460>
  11:05 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
  11:05 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
【2026-01-25】
  02:22 [视频-点赞/长播] <|video_begin|><s_a_4039><s_b_800><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_6853><s_b_5070><s_c_1478>
  --:-- [商品-点击] <|prod_begin|><s_a_774><s_b_989><s_c_1817>
  --:-- [商品-点击] <|prod_begin|><s_a_6882><s_b_3813><s_c_296>
  --:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_1055><s_c_3345>
  --:-- [商品-点击] <|prod_begin|><s_a_6882><s_b_5081><s_c_7546>
  --:-- [商品-点击] <|prod_begin|><s_a_2739><s_b_3813><s_c_7546>
  --:-- [商品-点击] <|prod_begin|><s_a_2739><s_b_5081><s_c_7546>
  --:-- [商品-点击] <|prod_begin|><s_a_7222><s_b_2906><s_c_1425>
  --:-- [商品-点击] <|prod_begin|><s_a_3435><s_b_3440><s_c_823>
  --:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_6761><s_c_2237>
  --:-- [商品-点击] <|prod_begin|><s_a_5366><s_b_926><s_c_2622>
  13:48 [视频-点赞/长播] <|video_begin|><s_a_1743><s_b_7138><s_c_871>
  14:30 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5749>
  14:31 [视频-点赞/长播] <|video_begin|><s_a_7411><s_b_6234><s_c_1034>
  21:37 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_7554><s_c_3648>
  22:09 [广告-点击] <|ad_begin|><s_a_2832><s_b_581><s_c_5851>
  22:29 [广告-点击] <|ad_begin|><s_a_2832><s_b_3313><s_c_6962>
【2026-01-26】
  00:32 [视频-关注/点赞/长播] <|video_begin|><s_a_743><s_b_1420><s_c_1444>
  03:13 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_1431><s_c_6994>
  03:13 [广告-点击] <|ad_begin|><s_a_4935><s_b_1431><s_c_6994>
  08:27 [视频-点赞/长播] <|video_begin|><s_a_6855><s_b_1595><s_c_162>
  08:44 [视频-评论/点赞/长播] <|video_begin|><s_a_2892><s_b_7208><s_c_6856>
  11:40 [视频-浏览] <|video_begin|><s_a_4795><s_b_1292><s_c_7733>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_3679><s_c_1735>
  22:13 [视频-点赞/长播] <|video_begin|><s_a_4913><s_b_881><s_c_3070>
【2026-01-27】
  00:54 [视频-点赞/长播] <|video_begin|><s_a_3482><s_b_7554><s_c_2960>
  01:28 [视频-点赞/长播] <|video_begin|><s_a_4110><s_b_8176><s_c_6950>
  04:40 [视频-点赞/长播] <|video_begin|><s_a_6829><s_b_3898><s_c_4311>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6804><s_c_5739>
  --:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_6641><s_c_5514>
  14:10 [广告-点击] <|ad_begin|><s_a_99><s_b_8151><s_c_954>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_1957>
  --:-- [商品-点击] <|prod_begin|><s_a_5982><s_b_1834><s_c_6731>
  --:-- [商品-点击] <|prod_begin|><s_a_271><s_b_1804><s_c_6762>
  --:-- [商品-点击] <|prod_begin|><s_a_7397><s_b_5121><s_c_8110>
  --:-- [商品-点击] <|prod_begin|><s_a_7494><s_b_7537><s_c_1745>
  --:-- [商品-点击] <|prod_begin|><s_a_5982><s_b_3967><s_c_1129>
  --:-- [商品-点击] <|prod_begin|><s_a_2739><s_b_4023><s_c_6762>
  --:-- [商品-点击] <|prod_begin|><s_a_4838><s_b_5487><s_c_6664>
  --:-- [商品-点击] <|prod_begin|><s_a_271><s_b_1025><s_c_5290>
  --:-- [商品-购买] <|prod_begin|><s_a_2739><s_b_4023><s_c_6762>
  22:28 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7342><s_c_1752>
  22:28 [广告-点击] <|ad_begin|><s_a_5960><s_b_7342><s_c_1752>
【2026-01-29】
  06:34 [视频-点赞/长播] <|video_begin|><s_a_6801><s_b_3636><s_c_1948>
  07:35 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>
  07:35 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>
  --:-- [商品-点击] <|prod_begin|><s_a_6061><s_b_7737><s_c_6041>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7589><s_c_4807>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_3335><s_c_1167>
  --:-- [商品-点击] <|prod_begin|><s_a_4138><s_b_7619><s_c_2235>
  14:10 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3363>
  14:10 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3363>
  21:31 [视频-点赞/长播] <|video_begin|><s_a_1059><s_b_1998><s_c_4293>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2737><s_c_7716>
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_7547><s_c_3770>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_3569><s_c_6555>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_2476><s_c_5895>
  --:-- [商品-点击] <|prod_begin|><s_a_5010><s_b_347><s_c_142>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4062><s_c_6792>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2965><s_c_1662>
  --:-- [商品-点击] <|prod_begin|><s_a_5010><s_b_347><s_c_577>
  --:-- [商品-点击] <|prod_begin|><s_a_5010><s_b_347><s_c_4635>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_4618><s_c_1781>
【2026-01-31】
  02:10 [视频-收藏/长播] <|video_begin|><s_a_2832><s_b_1230><s_c_7076>
【2026-02-01】
  01:10 [广告-点击] <|ad_begin|><s_a_1351><s_b_6234><s_c_7718>
  02:32 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_3522>
  02:32 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_3522>
  03:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2826><s_c_5563>
  03:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_2826><s_c_5563>
  07:23 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2262>
  07:23 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2262>
  08:02 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7342><s_c_441>
  08:02 [广告-点击] <|ad_begin|><s_a_2832><s_b_7342><s_c_441>
  08:35 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
  08:35 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
  09:13 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_2246><s_c_5563>
  09:13 [广告-点击] <|ad_begin|><s_a_5185><s_b_2246><s_c_5563>
  09:33 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_3026>
  09:33 [广告-点击] <|ad_begin|><s_a_5673><s_b_4746><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_4124><s_b_3702><s_c_3849>
  20:14 [视频-点赞/长播] <|video_begin|><s_a_4843><s_b_1002><s_c_2513>
  20:26 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_1656><s_c_5839>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3278><s_c_2513>
  03:17 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
  03:17 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
  03:40 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
  03:40 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
  07:17 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
  07:17 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
  07:42 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4033><s_c_3026>
  07:42 [广告-点击] <|ad_begin|><s_a_2832><s_b_4033><s_c_3026>
  08:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  08:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  11:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1206><s_c_3742>
  11:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_1206><s_c_3742>
  11:52 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3346>
  11:52 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3346>
  13:08 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5904><s_c_1659>
  13:08 [广告-点击] <|ad_begin|><s_a_5673><s_b_5904><s_c_1659>
  --:-- [商品-点击] <|prod_begin|><s_a_5394><s_b_6630><s_c_6074>
  13:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_846>
  13:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_846>
  21:49 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4115>
  21:50 [广告-点击] <|ad_begin|><s_a_7314><s_b_4746><s_c_1179>
  22:09 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_7458><s_c_3363>
  22:09 [广告-点击] <|ad_begin|><s_a_1708><s_b_7458><s_c_3363>
【2026-02-03】
  00:51 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_1659>
  00:51 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_1659>
  01:41 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2600>
  01:41 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_2600>
  06:04 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_665><s_c_1662>
  06:04 [广告-点击] <|ad_begin|><s_a_7468><s_b_665><s_c_1662>
  09:22 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
  09:22 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_5658><s_c_871>
  --:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_5805><s_c_574>
  --:-- [商品-点击] <|prod_begin|><s_a_5973><s_b_6818><s_c_6762>
  --:-- [商品-点击] <|prod_begin|><s_a_6781><s_b_5022><s_c_7377>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_2990><s_c_4856>
  --:-- [商品-点击] <|prod_begin|><s_a_7060><s_b_6780><s_c_4147>
【2026-02-05】
  03:13 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
  03:13 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
  03:26 [视频-长播] <|video_begin|><s_a_2252><s_b_4324><s_c_2653>
  03:26 [视频-长播] <|video_begin|><s_a_5906><s_b_2441><s_c_4>
  04:00 [视频-长播] <|video_begin|><s_a_7931><s_b_6234><s_c_6956>
  04:00 [视频-长播] <|video_begin|><s_a_16><s_b_3915><s_c_1659>
  04:00 [视频-长播] <|video_begin|><s_a_3510><s_b_1293><s_c_607>
  04:00 [视频-长播] <|video_begin|><s_a_2832><s_b_6234><s_c_5416>
  04:01 [视频-长播] <|video_begin|><s_a_50><s_b_6635><s_c_3770>
  04:01 [视频-长播] <|video_begin|><s_a_7314><s_b_7608><s_c_3775>
  04:01 [视频-长播] <|video_begin|><s_a_7025><s_b_5760><s_c_7321>
  04:03 [视频-长播] <|video_begin|><s_a_4036><s_b_915><s_c_8023>
  04:03 [视频-长播] <|video_begin|><s_a_335><s_b_6973><s_c_4688>
  04:03 [视频-长播] <|video_begin|><s_a_50><s_b_7493><s_c_47>
  04:03 [视频-长播] <|video_begin|><s_a_3687><s_b_4688><s_c_8005>
  04:03 [视频-长播] <|video_begin|><s_a_6526><s_b_697><s_c_3347>
  04:03 [视频-长播] <|video_begin|><s_a_5399><s_b_697><s_c_1377>
  04:03 [视频-长播] <|video_begin|><s_a_575><s_b_697><s_c_396>
  04:03 [视频-长播] <|video_begin|><s_a_4036><s_b_908><s_c_7951>
  04:06 [视频-长播] <|video_begin|><s_a_5998><s_b_4746><s_c_6514>
  04:06 [视频-长播] <|video_begin|><s_a_923><s_b_2357><s_c_3026>
  04:06 [视频-长播] <|video_begin|><s_a_5476><s_b_4410><s_c_3734>
  04:06 [视频-长播] <|video_begin|><s_a_5448><s_b_4541><s_c_4200>
  04:06 [视频-长播] <|video_begin|><s_a_3346><s_b_6973><s_c_499>
  10:33 [视频-长播] <|video_begin|><s_a_7751><s_b_1399><s_c_25>
  10:33 [视频-长播] <|video_begin|><s_a_7751><s_b_1399><s_c_25>
  10:36 [视频-长播] <|video_begin|><s_a_8047><s_b_6220><s_c_1038>
  10:37 [视频-长播] <|video_begin|><s_a_7751><s_b_1399><s_c_25>
  10:37 [视频-长播] <|video_begin|><s_a_7751><s_b_1399><s_c_5903>
  10:37 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_3854><s_c_25>
  10:38 [视频-长播] <|video_begin|><s_a_4646><s_b_594><s_c_1439>
  10:38 [视频-长播] <|video_begin|><s_a_6843><s_b_4240><s_c_5881>
  10:38 [视频-长播] <|video_begin|><s_a_7751><s_b_5571><s_c_25>
  10:45 [视频-长播] <|video_begin|><s_a_335><s_b_3803><s_c_6614>
  10:45 [视频-长播] <|video_begin|><s_a_4367><s_b_6295><s_c_2961>
  10:46 [视频-长播] <|video_begin|><s_a_1981><s_b_4688><s_c_7921>
  10:46 [视频-长播] <|video_begin|><s_a_6843><s_b_928><s_c_5146>
  10:47 [视频-长播] <|video_begin|><s_a_423><s_b_6551><s_c_499>
  10:47 [视频-长播] <|video_begin|><s_a_2450><s_b_4062><s_c_1495>
  10:47 [视频-长播] <|video_begin|><s_a_6562><s_b_7684><s_c_3167>
  10:47 [视频-浏览] <|video_begin|><s_a_335><s_b_6358><s_c_5733>
  10:47 [视频-长播] <|video_begin|><s_a_3355><s_b_4246><s_c_499>
  10:47 [视频-长播] <|video_begin|><s_a_1018><s_b_6690><s_c_5044>
  10:47 [视频-长播] <|video_begin|><s_a_7648><s_b_928><s_c_4180>
  10:47 [视频-长播] <|video_begin|><s_a_5166><s_b_4000><s_c_122>
  10:50 [视频-长播] <|video_begin|><s_a_335><s_b_4541><s_c_40>
  10:50 [视频-长播] <|video_begin|><s_a_4946><s_b_2555><s_c_636>
  10:50 [视频-长播] <|video_begin|><s_a_6321><s_b_5647><s_c_3987>
  10:59 [视频-长播] <|video_begin|><s_a_2832><s_b_6234><s_c_7547>
  10:59 [视频-长播] <|video_begin|><s_a_1086><s_b_1413><s_c_499>
  10:59 [视频-长播] <|video_begin|><s_a_6132><s_b_928><s_c_7950>
  10:59 [视频-长播] <|video_begin|><s_a_335><s_b_4217><s_c_3454>
  10:59 [视频-浏览] <|video_begin|><s_a_335><s_b_4460><s_c_6832>
  11:09 [视频-长播] <|video_begin|><s_a_575><s_b_697><s_c_2961>
  11:09 [视频-长播] <|video_begin|><s_a_2411><s_b_7894><s_c_1773>
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和内在联系的交互行为逻辑链。
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
核心逻辑要求（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B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，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
请针对以下主题提取行为逻辑链：
主题：从被动娱乐到主动探索特定兴趣品类

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动娱乐到主动探索特定兴趣品类",
    "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"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从被动娱乐到主动探索特定兴趣品类", "events": [{"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>", "logic": "兴趣触发：用户被动接收并点击了以“赌石”为核心题材的短剧广告，这是对该主题的初步兴趣激发。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_7751><s_b_1399><s_c_25>", "logic": "兴趣泛化与场景联想：从虚拟的“赌石”交易联想到现实中的“市集交易”场景，用户开始主动观看景德镇夜市的视频，兴趣从戏剧化内容转向真实的生活化场景。"}, {"date": "2026-02-05", "action": "[视频-点赞/长播] <|video_begin|><s_a_7751><s_b_3854><s_c_25>", "logic": "兴趣深化：在市集场景中，用户的注意力进一步聚焦到“卤菜熟食制作”这一具体的手工艺和美食门类，并通过点赞行为表达了更强的偏好。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_2450><s_b_4062><s_c_1495>", "logic": "认知跃迁与消费联结：用户的兴趣从观看熟食制作，跃迁至对具体食材“东北红松子”的品质关注，视频内容直接关联到商品属性（饱满、皮薄）和物流服务，完成了从内容消费到潜在商品消费的认知连接。"}]}}<|im_end|>
<|im_start|>user
你擅长理解快手用户跨场景行为和语义ID表示，请根据输入信息归纳该用户的目标内容。
已知如下用户跨场景行为：
用户在直播域: 关注了主播 <|living_begin|><s_a_6627><s_b_1399><s_c_6387>, <|living_begin|><s_a_6492><s_b_3790><s_c_677>，首次打赏了 <|living_begin|><s_a_4372><s_b_451><s_c_5138>。
用户购物行为: 浏览了商品 <|prod_begin|><s_a_5022><s_b_6848><s_c_2832>, <|prod_begin|><s_a_6655><s_b_5426><s_c_329>, <|prod_begin|><s_a_845><s_b_5462><s_c_7653>, <|prod_begin|><s_a_5022><s_b_6848><s_c_4393>, <|prod_begin|><s_a_5022><s_b_6848><s_c_4393>, <|prod_begin|><s_a_7433><s_b_3795><s_c_5235>, <|prod_begin|><s_a_6655><s_b_4464><s_c_2586>, <|prod_begin|><s_a_8129><s_b_3857><s_c_2306>, <|prod_begin|><s_a_5022><s_b_6848><s_c_674>, <|prod_begin|><s_a_5022><s_b_6848><s_c_2832>, <|prod_begin|><s_a_4084><s_b_4538><s_c_7325>, <|prod_begin|><s_a_4084><s_b_4538><s_c_7325>, <|prod_begin|><s_a_6655><s_b_4464><s_c_2586>, <|prod_begin|><s_a_5022><s_b_6848><s_c_674>, <|prod_begin|><s_a_5022><s_b_6848><s_c_4393>, <|prod_begin|><s_a_8174><s_b_3206><s_c_8053>, <|prod_begin|><s_a_330><s_b_1937><s_c_3797>, <|prod_begin|><s_a_8174><s_b_3728><s_c_8053>, <|prod_begin|><s_a_2950><s_b_5087><s_c_6280>, <|prod_begin|><s_a_5051><s_b_4555><s_c_104>, <|prod_begin|><s_a_8174><s_b_5699><s_c_8053>, <|prod_begin|><s_a_8174><s_b_3206><s_c_6948>, <|prod_begin|><s_a_2950><s_b_3923><s_c_8053>, <|prod_begin|><s_a_307><s_b_1937><s_c_5417>, <|prod_begin|><s_a_8129><s_b_2498><s_c_7547>, <|prod_begin|><s_a_6910><s_b_5270><s_c_5073>, <|prod_begin|><s_a_7526><s_b_5124><s_c_589>, <|prod_begin|><s_a_7526><s_b_4956><s_c_7297>, <|prod_begin|><s_a_5051><s_b_2533><s_c_1467>, <|prod_begin|><s_a_330><s_b_2312><s_c_4267>, <|prod_begin|><s_a_8174><s_b_4021><s_c_2165>, <|prod_begin|><s_a_8174><s_b_4021><s_c_2165>, <|prod_begin|><s_a_2777><s_b_1021><s_c_1272>, <|prod_begin|><s_a_8174><s_b_3148><s_c_8053>, <|prod_begin|><s_a_330><s_b_2312><s_c_4267>, <|prod_begin|><s_a_330><s_b_4516><s_c_6005>, <|prod_begin|><s_a_4200><s_b_884><s_c_593>, <|prod_begin|><s_a_6259><s_b_1506><s_c_3719>, <|prod_begin|><s_a_8065><s_b_8101><s_c_185>, <|prod_begin|><s_a_8065><s_b_3146><s_c_3473>, <|prod_begin|><s_a_4657><s_b_3048><s_c_5383>, <|prod_begin|><s_a_1480><s_b_3712><s_c_2717>, <|prod_begin|><s_a_4200><s_b_884><s_c_593>，购买了 <|prod_begin|><s_a_2950><s_b_2303><s_c_8053>, <|prod_begin|><s_a_1644><s_b_6307><s_c_6666>, <|prod_begin|><s_a_4200><s_b_1290><s_c_845>, <|prod_begin|><s_a_7760><s_b_7340><s_c_6884>, <|prod_begin|><s_a_5051><s_b_6128><s_c_1502>, <|prod_begin|><s_a_8174><s_b_3284><s_c_7791>, <|prod_begin|><s_a_8174><s_b_3166><s_c_4393>, <|prod_begin|><s_a_6821><s_b_4092><s_c_1449>, <|prod_begin|><s_a_5848><s_b_506><s_c_5300>, <|prod_begin|><s_a_6830><s_b_7680><s_c_2575>, <|prod_begin|><s_a_8174><s_b_3923><s_c_8053>, <|prod_begin|><s_a_2950><s_b_5786><s_c_3367>, <|prod_begin|><s_a_7376><s_b_689><s_c_1089>, <|prod_begin|><s_a_8174><s_b_5590><s_c_1941>, <|prod_begin|><s_a_6821><s_b_6724><s_c_4224>, <|prod_begin|><s_a_3650><s_b_2649><s_c_5461>, <|prod_begin|><s_a_6821><s_b_6724><s_c_4224>, <|prod_begin|><s_a_6910><s_b_2448><s_c_4631>, <|prod_begin|><s_a_7669><s_b_7946><s_c_5239>, <|prod_begin|><s_a_2777><s_b_4545><s_c_1449>, <|prod_begin|><s_a_2950><s_b_3284><s_c_3659>, <|prod_begin|><s_a_2777><s_b_3284><s_c_4184>, <|prod_begin|><s_a_2538><s_b_3348><s_c_1524>, <|prod_begin|><s_a_2777><s_b_4545><s_c_1449>, <|prod_begin|><s_a_8174><s_b_3206><s_c_5267>, <|prod_begin|><s_a_4688><s_b_6426><s_c_3165>, <|prod_begin|><s_a_8174><s_b_3284><s_c_3055>, <|prod_begin|><s_a_6462><s_b_4692><s_c_5985>, <|prod_begin|><s_a_6488><s_b_8068><s_c_1361>, <|prod_begin|><s_a_8138><s_b_3019><s_c_6073>, <|prod_begin|><s_a_6821><s_b_6724><s_c_4224>, <|prod_begin|><s_a_7433><s_b_6804><s_c_4139>, <|prod_begin|><s_a_8174><s_b_3923><s_c_8053>, <|prod_begin|><s_a_2453><s_b_6462><s_c_5087>, <|prod_begin|><s_a_8138><s_b_1290><s_c_1786>, <|prod_begin|><s_a_7433><s_b_396><s_c_7517>, <|prod_begin|><s_a_6488><s_b_3302><s_c_7689>, <|prod_begin|><s_a_2453><s_b_6816><s_c_1638>, <|prod_begin|><s_a_8174><s_b_3148><s_c_3290>, <|prod_begin|><s_a_1644><s_b_3206><s_c_1012>, <|prod_begin|><s_a_5022><s_b_6848><s_c_674>, <|prod_begin|><s_a_2950><s_b_5087><s_c_6280>, <|prod_begin|><s_a_8174><s_b_5699><s_c_8053>, <|prod_begin|><s_a_8174><s_b_3148><s_c_8053>, <|prod_begin|><s_a_8174><s_b_3148><s_c_8053>, <|prod_begin|><s_a_4200><s_b_884><s_c_593>, <|prod_begin|><s_a_6259><s_b_1506><s_c_3719>, <|prod_begin|><s_a_4657><s_b_3048><s_c_5383>, <|prod_begin|><s_a_4200><s_b_884><s_c_593>。
用户视频行为: 深度观看了 <|video_begin|><s_a_6757><s_b_451><s_c_8085>, <|video_begin|><s_a_7390><s_b_6234><s_c_7390>, <|video_begin|><s_a_562><s_b_1747><s_c_495>, <|video_begin|><s_a_3766><s_b_5582><s_c_7073>, <|video_begin|><s_a_3452><s_b_108><s_c_516>, <|video_begin|><s_a_4445><s_b_3831><s_c_7289>, <|video_begin|><s_a_5903><s_b_4916><s_c_141>, <|video_begin|><s_a_3528><s_b_6234><s_c_655>, <|video_begin|><s_a_1427><s_b_4056><s_c_5187>, <|video_begin|><s_a_2116><s_b_6973><s_c_6286>, <|video_begin|><s_a_4646><s_b_3009><s_c_7456>, <|video_begin|><s_a_2578><s_b_177><s_c_47>, <|video_begin|><s_a_3766><s_b_5841><s_c_3115>, <|video_begin|><s_a_5144><s_b_6033><s_c_909>, <|video_begin|><s_a_1726><s_b_5680><s_c_2530>, <|video_begin|><s_a_2080><s_b_1292><s_c_471>, <|video_begin|><s_a_2080><s_b_4915><s_c_7790>, <|video_begin|><s_a_2367><s_b_6234><s_c_6390>, <|video_begin|><s_a_7385><s_b_6436><s_c_4595>, <|video_begin|><s_a_1883><s_b_6234><s_c_2156>, <|video_begin|><s_a_4598><s_b_2854><s_c_5563>, <|video_begin|><s_a_5991><s_b_6123><s_c_1321>, <|video_begin|><s_a_8113><s_b_6436><s_c_7586>, <|video_begin|><s_a_2408><s_b_5200><s_c_141>, <|video_begin|><s_a_1336><s_b_6234><s_c_1761>, <|video_begin|><s_a_1336><s_b_2422><s_c_7106>, <|video_begin|><s_a_6958><s_b_1206><s_c_5563>, <|video_begin|><s_a_2578><s_b_2799><s_c_47>, <|video_begin|><s_a_5903><s_b_7608><s_c_3115>, <|video_begin|><s_a_5903><s_b_4018><s_c_3659>, <|video_begin|><s_a_2578><s_b_4733><s_c_47>, <|video_begin|><s_a_1726><s_b_3271><s_c_1423>, <|video_begin|><s_a_3510><s_b_5876><s_c_4599>, <|video_begin|><s_a_2135><s_b_2200><s_c_2189>, <|video_begin|><s_a_1336><s_b_6141><s_c_47>, <|video_begin|><s_a_16><s_b_6234><s_c_5349>, <|video_begin|><s_a_7939><s_b_2497><s_c_2460>, <|video_begin|><s_a_4646><s_b_581><s_c_6971>, <|video_begin|><s_a_2526><s_b_4508><s_c_2652>, <|video_begin|><s_a_2015><s_b_8000><s_c_6093>, <|video_begin|><s_a_5991><s_b_5952><s_c_3108>, <|video_begin|><s_a_6980><s_b_4915><s_c_1399>, <|video_begin|><s_a_2367><s_b_6442><s_c_6022>, <|video_begin|><s_a_5863><s_b_2737><s_c_932>, <|video_begin|><s_a_2015><s_b_6779><s_c_1935>, <|video_begin|><s_a_3689><s_b_3230><s_c_1423>, <|video_begin|><s_a_1336><s_b_1292><s_c_7616>, <|video_begin|><s_a_2015><s_b_7246><s_c_2568>, <|video_begin|><s_a_7698><s_b_2357><s_c_5205>, <|video_begin|><s_a_3858><s_b_6519><s_c_532>，对视频 <|video_begin|><s_a_3732><s_b_6234><s_c_7343>, <|video_begin|><s_a_6757><s_b_7019><s_c_6185> 有过收藏/点赞/长播行为，对视频 <|video_begin|><s_a_5991><s_b_2826><s_c_1118>, <|video_begin|><s_a_5720><s_b_3633><s_c_7267>, <|video_begin|><s_a_2367><s_b_581><s_c_3115>, <|video_begin|><s_a_3858><s_b_451><s_c_3659>, <|video_begin|><s_a_6474><s_b_8025><s_c_8085> 有过转发/收藏/长播行为，对视频 <|video_begin|><s_a_3001><s_b_6234><s_c_7096>, <|video_begin|><s_a_3001><s_b_6234><s_c_853>, <|video_begin|><s_a_2367><s_b_6033><s_c_141>, <|video_begin|><s_a_2578><s_b_2007><s_c_8003>, <|video_begin|><s_a_2125><s_b_177><s_c_2262>, <|video_begin|><s_a_4946><s_b_727><s_c_7403>, <|video_begin|><s_a_1207><s_b_1937><s_c_6442>, <|video_begin|><s_a_2367><s_b_581><s_c_3116>, <|video_begin|><s_a_5476><s_b_7549><s_c_7311>, <|video_begin|><s_a_6219><s_b_6436><s_c_340>, <|video_begin|><s_a_4036><s_b_1366><s_c_3948>, <|video_begin|><s_a_395><s_b_6205><s_c_2768>, <|video_begin|><s_a_6980><s_b_6334><s_c_3968>, <|video_begin|><s_a_3115><s_b_952><s_c_853>, <|video_begin|><s_a_1726><s_b_3614><s_c_3115>, <|video_begin|><s_a_2015><s_b_7762><s_c_88>, <|video_begin|><s_a_2015><s_b_1555><s_c_3847>, <|video_begin|><s_a_1106><s_b_7894><s_c_4932> 有过收藏/长播行为，对视频 <|video_begin|><s_a_1336><s_b_1292><s_c_2704>, <|video_begin|><s_a_5991><s_b_6782><s_c_3659>, <|video_begin|><s_a_4646><s_b_7288><s_c_4543>, <|video_begin|><s_a_3829><s_b_6006><s_c_8003>, <|video_begin|><s_a_1726><s_b_6761><s_c_354>, <|video_begin|><s_a_2578><s_b_1029><s_c_4636>, <|video_begin|><s_a_3689><s_b_1212><s_c_8085>, <|video_begin|><s_a_5720><s_b_2200><s_c_4631>, <|video_begin|><s_a_6329><s_b_1994><s_c_853>, <|video_begin|><s_a_1375><s_b_3589><s_c_1423>, <|video_begin|><s_a_6797><s_b_6234><s_c_141>, <|video_begin|><s_a_5295><s_b_6123><s_c_6962>, <|video_begin|><s_a_6352><s_b_4246><s_c_4462>, <|video_begin|><s_a_2253><s_b_6708><s_c_3054>, <|video_begin|><s_a_4646><s_b_6913><s_c_4092>, <|video_begin|><s_a_7243><s_b_3472><s_c_141> 有过点赞/长播行为，对视频 <|video_begin|><s_a_7610><s_b_2854><s_c_875> 有过关注/转发/长播行为，对视频 <|video_begin|><s_a_5903><s_b_6442><s_c_2298>, <|video_begin|><s_a_5720><s_b_7272><s_c_1935>, <|video_begin|><s_a_1726><s_b_5841><s_c_3115>, <|video_begin|><s_a_5903><s_b_6946><s_c_7410>, <|video_begin|><s_a_6958><s_b_1330><s_c_28> 有过关注/长播行为，对视频 <|video_begin|><s_a_5903><s_b_7571><s_c_2370>, <|video_begin|><s_a_5720><s_b_6261><s_c_5737>, <|video_begin|><s_a_3632><s_b_5887><s_c_987>, <|video_begin|><s_a_5903><s_b_7571><s_c_909>, <|video_begin|><s_a_2578><s_b_2799><s_c_2668>, <|video_begin|><s_a_1726><s_b_5349><s_c_2370>, <|video_begin|><s_a_16><s_b_7272><s_c_2530>, <|video_begin|><s_a_1726><s_b_839><s_c_3115>, <|video_begin|><s_a_4646><s_b_3898><s_c_853>, <|video_begin|><s_a_5903><s_b_7246><s_c_141>, <|video_begin|><s_a_7879><s_b_4949><s_c_2530>, <|video_begin|><s_a_1726><s_b_1399><s_c_5646>, <|video_begin|><s_a_3689><s_b_5373><s_c_7622>, <|video_begin|><s_a_5295><s_b_6123><s_c_6616>, <|video_begin|><s_a_4615><s_b_408><s_c_2568> 有过转发/长播行为，对视频 <|video_begin|><s_a_1990><s_b_6234><s_c_2264> 有过关注/点赞/长播行为，看过视频 <|video_begin|><s_a_4646><s_b_6379><s_c_853>。
广告行为: 对广告 <|ad_begin|><s_a_1393><s_b_6047><s_c_5349>, <|ad_begin|><s_a_786><s_b_5467><s_c_1309>, <|ad_begin|><s_a_786><s_b_3182><s_c_4291>, <|ad_begin|><s_a_4020><s_b_4198><s_c_1368>, <|ad_begin|><s_a_3463><s_b_1119><s_c_405>, <|ad_begin|><s_a_786><s_b_800><s_c_627>, <|ad_begin|><s_a_786><s_b_7138><s_c_1845>, <|ad_begin|><s_a_786><s_b_414><s_c_589>, <|ad_begin|><s_a_1190><s_b_7768><s_c_5596>, <|ad_begin|><s_a_4020><s_b_7455><s_c_4126>, <|ad_begin|><s_a_786><s_b_3587><s_c_292>, <|ad_begin|><s_a_786><s_b_1366><s_c_2494>, <|ad_begin|><s_a_786><s_b_4059><s_c_3913>, <|ad_begin|><s_a_786><s_b_2142><s_c_627>, <|ad_begin|><s_a_4020><s_b_7554><s_c_3987>, <|ad_begin|><s_a_786><s_b_852><s_c_4541>, <|ad_begin|><s_a_250><s_b_7318><s_c_7243>, <|ad_begin|><s_a_786><s_b_7100><s_c_121>, <|ad_begin|><s_a_4020><s_b_166><s_c_2526>, <|ad_begin|><s_a_786><s_b_3393><s_c_7243>, <|ad_begin|><s_a_786><s_b_414><s_c_4066>, <|ad_begin|><s_a_786><s_b_2379><s_c_4541>, <|ad_begin|><s_a_786><s_b_7218><s_c_6812>, <|ad_begin|><s_a_4020><s_b_6058><s_c_3344>, <|ad_begin|><s_a_4351><s_b_8179><s_c_7880>, <|ad_begin|><s_a_786><s_b_6295><s_c_5677>, <|ad_begin|><s_a_786><s_b_1825><s_c_4541>, <|ad_begin|><s_a_786><s_b_414><s_c_5273>, <|ad_begin|><s_a_786><s_b_3097><s_c_2595>, <|ad_begin|><s_a_786><s_b_5616><s_c_5092>, <|ad_begin|><s_a_786><s_b_908><s_c_1170>, <|ad_begin|><s_a_4815><s_b_5061><s_c_5673>, <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>, <|ad_begin|><s_a_786><s_b_7138><s_c_4979>, <|ad_begin|><s_a_786><s_b_7138><s_c_366>, <|ad_begin|><s_a_786><s_b_5763><s_c_7733>, <|ad_begin|><s_a_786><s_b_7181><s_c_6383>, <|ad_begin|><s_a_2350><s_b_697><s_c_6856>, <|ad_begin|><s_a_1883><s_b_1595><s_c_5776>, <|ad_begin|><s_a_786><s_b_414><s_c_1170>, <|ad_begin|><s_a_786><s_b_3973><s_c_5851>, <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>, <|ad_begin|><s_a_786><s_b_414><s_c_991>, <|ad_begin|><s_a_786><s_b_7165><s_c_3602>, <|ad_begin|><s_a_786><s_b_5467><s_c_6176>, <|ad_begin|><s_a_786><s_b_7181><s_c_6546>, <|ad_begin|><s_a_786><s_b_6295><s_c_3411>, <|ad_begin|><s_a_786><s_b_6582><s_c_7568>, <|ad_begin|><s_a_786><s_b_2915><s_c_5898>, <|ad_begin|><s_a_786><s_b_5169><s_c_4515>, <|ad_begin|><s_a_4815><s_b_7180><s_c_2581>, <|ad_begin|><s_a_786><s_b_4753><s_c_7792>, <|ad_begin|><s_a_4071><s_b_2427><s_c_2695>, <|ad_begin|><s_a_3528><s_b_6234><s_c_6507>, <|ad_begin|><s_a_786><s_b_2556><s_c_6264>, <|ad_begin|><s_a_4020><s_b_1740><s_c_4291>, <|ad_begin|><s_a_786><s_b_4432><s_c_6126>, <|ad_begin|><s_a_786><s_b_1232><s_c_7899>, <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>, <|ad_begin|><s_a_786><s_b_7138><s_c_2932>, <|ad_begin|><s_a_2125><s_b_414><s_c_4515>, <|ad_begin|><s_a_786><s_b_5616><s_c_5092>, <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>, <|ad_begin|><s_a_786><s_b_915><s_c_3011>, <|ad_begin|><s_a_491><s_b_5349><s_c_1935>, <|ad_begin|><s_a_4020><s_b_4578><s_c_4212>, <|ad_begin|><s_a_786><s_b_414><s_c_6940>, <|ad_begin|><s_a_786><s_b_4541><s_c_7924>, <|ad_begin|><s_a_786><s_b_414><s_c_62>, <|ad_begin|><s_a_1708><s_b_6234><s_c_3363> 完成过深度转化，点击过广告 <|ad_begin|><s_a_3528><s_b_6234><s_c_6507>, <|ad_begin|><s_a_923><s_b_6234><s_c_7840>, <|ad_begin|><s_a_250><s_b_6726><s_c_1708>, <|ad_begin|><s_a_5960><s_b_7342><s_c_7041>, <|ad_begin|><s_a_1608><s_b_6234><s_c_3968>, <|ad_begin|><s_a_5673><s_b_5349><s_c_932>, <|ad_begin|><s_a_2832><s_b_6973><s_c_8096>, <|ad_begin|><s_a_2832><s_b_6234><s_c_619>, <|ad_begin|><s_a_1754><s_b_8151><s_c_6954>, <|ad_begin|><s_a_4157><s_b_7261><s_c_2957>, <|ad_begin|><s_a_2832><s_b_6234><s_c_4147>, <|ad_begin|><s_a_7939><s_b_6234><s_c_6616>, <|ad_begin|><s_a_786><s_b_2556><s_c_6264>, <|ad_begin|><s_a_3069><s_b_6234><s_c_6235>, <|ad_begin|><s_a_4020><s_b_1740><s_c_4291>, <|ad_begin|><s_a_4020><s_b_4990><s_c_5076>, <|ad_begin|><s_a_786><s_b_1595><s_c_627>, <|ad_begin|><s_a_4351><s_b_6435><s_c_698>, <|ad_begin|><s_a_786><s_b_4213><s_c_118>, <|ad_begin|><s_a_786><s_b_438><s_c_3171>, <|ad_begin|><s_a_786><s_b_4432><s_c_6126>, <|ad_begin|><s_a_786><s_b_2148><s_c_4541>, <|ad_begin|><s_a_5960><s_b_6234><s_c_7420>, <|ad_begin|><s_a_4020><s_b_5454><s_c_5994>, <|ad_begin|><s_a_786><s_b_1232><s_c_7899>, <|ad_begin|><s_a_4020><s_b_6047><s_c_2>, <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>, <|ad_begin|><s_a_786><s_b_7138><s_c_2932>, <|ad_begin|><s_a_2125><s_b_414><s_c_4515>, <|ad_begin|><s_a_5960><s_b_6234><s_c_7333>, <|ad_begin|><s_a_786><s_b_5616><s_c_5092>, <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>, <|ad_begin|><s_a_786><s_b_915><s_c_3011>, <|ad_begin|><s_a_4020><s_b_6047><s_c_2>, <|ad_begin|><s_a_3308><s_b_6234><s_c_5486>, <|ad_begin|><s_a_8113><s_b_620><s_c_4435>, <|ad_begin|><s_a_3126><s_b_5647><s_c_6171>, <|ad_begin|><s_a_4020><s_b_6047><s_c_6292>, <|ad_begin|><s_a_1754><s_b_1411><s_c_4570>, <|ad_begin|><s_a_491><s_b_5349><s_c_1935>, <|ad_begin|><s_a_923><s_b_6234><s_c_3554>, <|ad_begin|><s_a_1708><s_b_6234><s_c_5349>, <|ad_begin|><s_a_786><s_b_5378><s_c_3261>, <|ad_begin|><s_a_1708><s_b_7342><s_c_3363>, <|ad_begin|><s_a_1754><s_b_1740><s_c_4799>, <|ad_begin|><s_a_1754><s_b_3511><s_c_8103>, <|ad_begin|><s_a_790><s_b_7430><s_c_6561>, <|ad_begin|><s_a_786><s_b_2008><s_c_7733>, <|ad_begin|><s_a_3528><s_b_6234><s_c_7792>, <|ad_begin|><s_a_786><s_b_4541><s_c_5843>, <|ad_begin|><s_a_786><s_b_5378><s_c_5737>, <|ad_begin|><s_a_4020><s_b_4578><s_c_4212>, <|ad_begin|><s_a_7879><s_b_6234><s_c_372>, <|ad_begin|><s_a_6577><s_b_4879><s_c_1439>, <|ad_begin|><s_a_1682><s_b_6809><s_c_5622>, <|ad_begin|><s_a_3913><s_b_6234><s_c_1082>, <|ad_begin|><s_a_786><s_b_414><s_c_6940>, <|ad_begin|><s_a_790><s_b_7138><s_c_5117>, <|ad_begin|><s_a_786><s_b_4541><s_c_7924>, <|ad_begin|><s_a_4351><s_b_3932><s_c_3391>, <|ad_begin|><s_a_786><s_b_2556><s_c_7733>, <|ad_begin|><s_a_3660><s_b_1288><s_c_1457>, <|ad_begin|><s_a_2859><s_b_4733><s_c_1740>, <|ad_begin|><s_a_786><s_b_414><s_c_62>, <|ad_begin|><s_a_4351><s_b_3932><s_c_8180>, <|ad_begin|><s_a_6958><s_b_1206><s_c_5563>, <|ad_begin|><s_a_3913><s_b_6234><s_c_6185>, <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>, <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>, <|ad_begin|><s_a_2845><s_b_4571><s_c_907>。

请输出该用户在不同场景下对应的目标内容。/think<|im_end|>
<|im_start|>assistant
<think>好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并提供我的洞察与预测。

【兴趣归纳】
根据用户的多域交互历史，可以归纳出以下几个核心兴趣类目：
1. **成人情感与猎奇内容**：这是用户最突出且交互最深的内容偏好。用户在近两个月内有数十次针对此类广告的深度转化和点击行为如<|ad_begin|><s_a_786><s_b_3587><s_c_292>、<|ad_begin|><s_a_786><s_b_414><s_c_1170>，内容多以“免费小说/短剧”为载体，以性感美女为视觉元素，并暗示家庭、职场中的禁忌或冲突情节。同时，用户的多次搜索行为(如 2025-12-31, 2026-01-05)也高度指向这一领域，表现出强烈且持续的探索欲。
2. **男性健康与养生**：这是用户在消费领域最核心的关注点。用户在一年内有超过20次购买和点击行为集中于缓解体力疲劳、补肾、增强免疫力等男性保健品(如<|prod_begin|><s_a_8174><s_b_3166><s_c_4393></think>
该用户最近感兴趣的广告有: <|ad_begin|><s_a_786><s_b_2904><s_c_4361><|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信息到主动实践的手工兴趣唤醒的行为链。我需要重点关注行为之间的时间顺序和逻辑关联，确保后续行为是由前序行为引发的。

我首先对用户的整体行为进行了梳理。从2025年7月到2026年初，我注意到这位用户的消费行为非常丰富，涵盖了食品零食、服饰鞋包、美妆护肤、家居日用以及一些健身器材等多个品类。这表明她是一位乐于尝试和消费的年轻女性。在内容消费方面，尤其是在2026年1月底到2月初，她密集地观看了大量视频，内容五花八门，包括搞笑短剧、明星八卦、社会新闻、情感故事、影视剪辑和生活技巧等，显示出她兴趣广泛，但似乎没有特别聚焦的领域。

我的分析重点放在了寻找一个从“看”到“做”的转变点上。在浏览2026年2月3日的行为时，我发现了一个非常清晰的信号。在当天上午08:20，用户观看并评论了一个展示手工编织围巾的视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>。这个视频强调了手工制品所蕴含的“情感价值”和“人情味”，这是一种情感层面的触动，而不仅仅是展示商品。我推测，这种情感化的内容很可能激发了用户自己动手制作的念头。

紧接着，我发现用户的行为立刻印证了我的推测。就在观看完视频之后，同一天内，她开始密集地点击与“手工编织”相关的商品。例如，她点击了标题中包含“手工长绒毛围巾diy自制编织心意礼物”的商品 <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，以及多款以“蜡笔小新”为主题的DIY围巾材料包。这些点击行为中的关键词，如“diy”、“手工编织”、“心意礼物”，与她刚刚观看的视频内容高度契合。这表明她的兴趣已经从被动的观看，迅速转化为主动的、有明确目的的商品调研。她不再只是欣赏成品，而是在寻找能够让她亲身实践的工具和材料。

最终，在经过一番浏览和比较之后，用户在当天就完成了购买决策。她购买了一款名为“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包”的商品 <|prod_begin|><s_a_4338><s_b_2065><s_c_231>。这个购买行为是整个兴趣链条的关键闭环，标志着她完成了从被动的信息接收者到主动的实践者的身份转变。整个过程从看到视频激发兴趣，到搜索和比较DIY材料，再到最终下单购买，逻辑清晰，时间紧凑，构成了一条完整的兴趣唤醒与实践路径。

综合以上分析，我认为用户的行为清晰地展示了从被动接收信息到主动实践的手工兴趣唤醒过程。这个过程始于观看一个强调情感价值的手工编织视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>，这激发了她的制作兴趣；随后，她立即开始浏览具体的DIY围巾材料包商品，例如点击了“手工长绒毛围巾diy自制编织心意礼物” <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，将模糊的兴趣转化为明确的行动意图；最终，通过购买“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包” <|prod_begin|><s_a_4338><s_b_2065><s_c_231>，完成了从认知到行为的转化。因此，未来向她推荐更多DIY手工制作类的内容或商品，有较大概率被吸引。</think>
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<think>
</think>
{"logic_chain": {"name": "从泛化需求到精准定位的染发产品探索", "events": [{"date": "2025-10-10", "action": "[商品-购买] <|prod_begin|><s_a_3035><s_b_3297><s_c_4266>", "logic": "初始行为：购买通用型染发产品，满足基础的染发需求。"}, {"date": "2026-01-04", "action": "[商品-购买] <|prod_begin|><s_a_6462><s_b_2588><s_c_3584>", "logic": "需求聚焦与路径修正：意识到常规染发无法应对即时的白发问题，转向购买“遮盖白发神器”这种功能更具体、使用更便捷的“美发棒”产品，体现了对“补染”这一细分场景的认知增量。"}, {"date": "2026-01-05", "action": "[商品-购买] <|prod_begin|><s_a_936><s_b_1297><s_c_7986>", "logic": "决策优化与品质升级：在尝试了便捷性产品后，回归到染发膏品类，但选择了带有“二代升级”、“单剂”、“护染”等关键词的产品，表明用户在追求便捷的同时，开始关注产品的升级换代和养护功能，需求从“遮盖”深化为“便捷且护发”的更高阶需求。"}]}}<|im_end|>
<think>
</think>
{"logic_chain":{"name":"从娱乐消遣到寻求专业法律咨询的认知跃迁","events":[{"date":"2025-12-22","action":"[广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>","logic":"问题域接触：通过观看大量关于“出轨”、“情感纠葛”、“家庭矛盾”等主题的短剧广告，被动地接触并沉浸在相关问题情境中。"},{"date":"2026-01-06","action":"[直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_7264>","logic":"认知跃迁与路径修正：用户的兴趣点从虚构的剧情消费，转向了现实中的专业解决方案。主动对提供“刑案咨询”和“实务讲解”的直播主进行打赏，表明其需求从娱乐消遣升级为获取专业法律知识，是典型的认知跃迁。"}]}}<|im_end|>
<think>
</think>
{"logic_chain": {"name": "从被动娱乐到主动探索特定兴趣品类", "events": [{"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>", "logic": "兴趣触发：用户被动接收并点击了以“赌石”为核心题材的短剧广告，这是对该主题的初步兴趣激发。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_7751><s_b_1399><s_c_25>", "logic": "兴趣泛化与场景联想：从虚拟的“赌石”交易联想到现实中的“市集交易”场景，用户开始主动观看景德镇夜市的视频，兴趣从戏剧化内容转向真实的生活化场景。"}, {"date": "2026-02-05", "action": "[视频-点赞/长播] <|video_begin|><s_a_7751><s_b_3854><s_c_25>", "logic": "兴趣深化：在市集场景中，用户的注意力进一步聚焦到“卤菜熟食制作”这一具体的手工艺和美食门类，并通过点赞行为表达了更强的偏好。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_2450><s_b_4062><s_c_1495>", "logic": "认知跃迁与消费联结：用户的兴趣从观看熟食制作，跃迁至对具体食材“东北红松子”的品质关注，视频内容直接关联到商品属性（饱满、皮薄）和物流服务，完成了从内容消费到潜在商品消费的认知连接。"}]}}<|im_end|>
<think>好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并提供我的洞察与预测。

【兴趣归纳】
根据用户的多域交互历史，可以归纳出以下几个核心兴趣类目：
1. **成人情感与猎奇内容**：这是用户最突出且交互最深的内容偏好。用户在近两个月内有数十次针对此类广告的深度转化和点击行为如<|ad_begin|><s_a_786><s_b_3587><s_c_292>、<|ad_begin|><s_a_786><s_b_414><s_c_1170>，内容多以“免费小说/短剧”为载体，以性感美女为视觉元素，并暗示家庭、职场中的禁忌或冲突情节。同时，用户的多次搜索行为(如 2025-12-31, 2026-01-05)也高度指向这一领域，表现出强烈且持续的探索欲。
2. **男性健康与养生**：这是用户在消费领域最核心的关注点。用户在一年内有超过20次购买和点击行为集中于缓解体力疲劳、补肾、增强免疫力等男性保健品(如<|prod_begin|><s_a_8174><s_b_3166><s_c_4393></think>
该用户最近感兴趣的广告有: <|ad_begin|><s_a_786><s_b_2904><s_c_4361><|im_end|>
[INFO|configuration_utils.py:769] 2026-07-08 03:16:26,494 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-08 03:16:26,495 >> 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|2026-07-08 03:16:26] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-08 03:16:26] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-08 03:16:26,815 >> loading weights file /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-08 03:16:26,815 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-08 03:16:26,958 >> 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] 2026-07-08 03:16:28,137 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-08 03:16:28,137 >> 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] 2026-07-08 03:16:28,137 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6.
[INFO|2026-07-08 03:16:28] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-08 03:16:28] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-08 03:16:28] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-08 03:16:28] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-08 03:16:28] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-08 03:16:28,264 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-08 03:16:28,264 >>   Num examples = 2,267
[INFO|trainer.py:1471] 2026-07-08 03:16:28,264 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-08 03:16:28,264 >>   Num update steps per epoch = 567
[INFO|trainer.py:1473] 2026-07-08 03:16:28,264 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-08 03:16:28,264 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-08 03:16:28,264 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-08 03:16:28,264 >>   Total optimization steps = 284
[INFO|trainer.py:1479] 2026-07-08 03:16:28,264 >>   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] 2026-07-08 03:55:28,063 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v18_v12_unify_replay_lr5e6_ep05
[INFO|configuration_utils.py:533] 2026-07-08 03:55:28,065 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v18_v12_unify_replay_lr5e6_ep05/config.json
[INFO|configuration_utils.py:816] 2026-07-08 03:55:28,065 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v18_v12_unify_replay_lr5e6_ep05/generation_config.json
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{'loss': '1.515', 'grad_norm': '5.469', 'learning_rate': '4.99e-06', 'epoch': '0.02647'}
{'loss': '1.529', 'grad_norm': '4.188', 'learning_rate': '4.973e-06', 'epoch': '0.03529'}
{'loss': '1.499', 'grad_norm': '3.203', 'learning_rate': '4.948e-06', 'epoch': '0.04411'}
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{'loss': '1.579', 'grad_norm': '2.141', 'learning_rate': '4.876e-06', 'epoch': '0.06176'}
{'loss': '1.518', 'grad_norm': '2.484', 'learning_rate': '4.828e-06', 'epoch': '0.07058'}
{'loss': '1.525', 'grad_norm': '2.5', 'learning_rate': '4.773e-06', 'epoch': '0.0794'}
{'loss': '1.544', 'grad_norm': '2.25', 'learning_rate': '4.711e-06', 'epoch': '0.08822'}
{'loss': '1.533', 'grad_norm': '2.141', 'learning_rate': '4.641e-06', 'epoch': '0.09704'}
{'loss': '1.519', 'grad_norm': '5.469', 'learning_rate': '4.565e-06', 'epoch': '0.1059'}
{'loss': '1.64', 'grad_norm': '2.781', 'learning_rate': '4.482e-06', 'epoch': '0.1147'}
{'loss': '1.479', 'grad_norm': '2.688', 'learning_rate': '4.393e-06', 'epoch': '0.1235'}
{'loss': '1.495', 'grad_norm': '2.094', 'learning_rate': '4.297e-06', 'epoch': '0.1323'}
{'loss': '1.438', 'grad_norm': '2.281', 'learning_rate': '4.196e-06', 'epoch': '0.1412'}
{'loss': '1.495', 'grad_norm': '2.484', 'learning_rate': '4.09e-06', 'epoch': '0.15'}
{'loss': '1.523', 'grad_norm': '2.891', 'learning_rate': '3.979e-06', 'epoch': '0.1588'}
{'loss': '1.502', 'grad_norm': '2.047', 'learning_rate': '3.862e-06', 'epoch': '0.1676'}
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{'train_runtime': '2340', 'train_samples_per_second': '0.484', 'train_steps_per_second': '0.121', 'train_loss': '1.508', 'epoch': '0.5011'}

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.13it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.13it/s]
[INFO|modeling_utils.py:3471] 2026-07-08 03:55:28,955 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v18_v12_unify_replay_lr5e6_ep05/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-08 03:55:29,070 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v18_v12_unify_replay_lr5e6_ep05/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-08 03:55:29,093 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v18_v12_unify_replay_lr5e6_ep05/tokenizer_config.json
***** train metrics *****
  epoch                    =      0.5011
  total_flos               = 127639450GF
  train_loss               =      1.5081
  train_runtime            =  0:38:59.79
  train_samples_per_second =       0.484
  train_steps_per_second   =       0.121
Figure saved at: /home/ll/llm4rec/experiments/outputs/v18_v12_unify_replay_lr5e6_ep05/training_loss.png
[WARNING|2026-07-08 03:55:29] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-08 03:55:29] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-08 03:55:29,192 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}