2318 lines
571 KiB
Plaintext
2318 lines
571 KiB
Plaintext
/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.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-07 05:02:26] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:771] 2026-07-07 05:02:27,239 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-07 05:02:27,242 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_type": "default"
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}
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[INFO|configuration_utils.py:771] 2026-07-07 05:02:31,088 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-07 05:02:31,089 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"pad_token_id": null,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_type": "default"
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"transformers_version": "5.6.0",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:771] 2026-07-07 05:02:31,462 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-07 05:02:31,463 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
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"bos_token_id": 151643,
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"dtype": "bfloat16",
|
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
|
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"hidden_size": 1024,
|
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"initializer_range": 0.02,
|
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
|
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"full_attention",
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"full_attention",
|
||
"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
|
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"vocab_size": 176253
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}
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[INFO|2026-07-07 05:02:33] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/world_cot_preserve.jsonl...
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Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.
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Generating train split: 0 examples [00:00, ? examples/s]
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Generating train split: 12942 examples [00:00, 109764.88 examples/s]
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Generating train split: 27034 examples [00:00, 122583.13 examples/s]
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Generating train split: 32480 examples [00:00, 121226.43 examples/s]
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Converting format of dataset (num_proc=16): 74%|███████▍ | 24118/32480 [00:00<00:00, 82169.31 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 32480/32480 [00:00<00:00, 59095.67 examples/s]
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training example:
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||
input_ids:
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||
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|
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inputs:
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||
<|im_start|>user
|
||
【用户交互历史】：
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【2025-03-26】
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--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5392>
|
||
【2025-04-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_5563>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5548><s_b_2482><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_4467>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_4053>
|
||
【2025-04-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2434><s_c_6609>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3534>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_99>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_530><s_c_2525>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_2298>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2008><s_c_6940>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_439>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1785><s_b_697><s_c_7096>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6745><s_b_7217><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_1036>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6913><s_c_4493>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_6275>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7217><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1307><s_b_4075><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_4910>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1307><s_b_8049><s_c_5941>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7728><s_b_7808><s_c_3034>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6244><s_c_7502>
|
||
【2025-04-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_4519>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3528>
|
||
【2025-04-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_567><s_b_7096><s_c_6252>
|
||
【2025-04-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_7063><s_c_5984>
|
||
【2025-04-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8056>
|
||
【2025-04-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_7205><s_c_5563>
|
||
【2025-04-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_967><s_b_6442><s_c_6278>
|
||
【2025-04-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_6758>
|
||
【2025-04-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_967><s_b_8049><s_c_3498>
|
||
【2025-04-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_3676>
|
||
【2025-04-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_6609>
|
||
【2025-05-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
|
||
【2025-05-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
|
||
【2025-05-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
|
||
【2025-05-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3889><s_b_5426><s_c_5983>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
|
||
【2025-05-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7041><s_b_5221><s_c_5601>
|
||
【2025-05-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3915><s_c_5563>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1436><s_b_1498><s_c_354>
|
||
【2025-06-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_967><s_b_1282><s_c_7951>
|
||
【2025-06-07】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_2095><s_c_7556>
|
||
【2025-06-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_8049><s_c_4830>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_1801><s_c_5571>
|
||
【2025-06-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_1801><s_c_5571>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6731><s_b_1801><s_c_378>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_3635><s_c_2024>
|
||
【2025-06-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_5224><s_c_3775>
|
||
【2025-06-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7410><s_c_7264>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3456><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4814><s_b_2312><s_c_7328>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_4488><s_c_3852>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_5131><s_c_6597>
|
||
【2025-06-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
|
||
【2025-06-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_7016><s_c_7658>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_1119><s_c_7266>
|
||
【2025-06-16】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4074><s_b_3380><s_c_6278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5463><s_b_1113><s_c_1158>
|
||
【2025-06-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2012><s_b_7342><s_c_2165>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_3721><s_c_3849>
|
||
【2025-12-25】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_3569><s_c_4849>
|
||
【2025-12-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3589>
|
||
【2025-12-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
|
||
【2026-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3889><s_b_2956><s_c_4594>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3889><s_b_5449><s_c_5345>
|
||
【2026-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2960><s_c_5022>
|
||
【2026-01-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6234><s_c_7602>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1229><s_b_5727><s_c_4722>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_708>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_8007><s_c_3033>
|
||
【2026-01-05】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_6776><s_c_1708>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6590><s_b_765><s_c_3846>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_6525><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_523>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6776><s_c_2109>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_1297><s_c_6712>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_3284><s_c_5725>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_6653><s_c_3909>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_4150><s_c_3250>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5922><s_b_3306><s_c_4098>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2680><s_b_6204><s_c_920>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_3318><s_c_3267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6182><s_b_3146><s_c_8029>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_3318><s_c_2084>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_1297><s_c_6712>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_3284><s_c_5725>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_4150><s_c_3250>
|
||
【2026-01-07】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_697><s_c_3589>
|
||
10:45 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1471><s_c_4515>
|
||
11:53 [广告-深度转化] <|ad_begin|><s_a_5988><s_b_1310><s_c_6833>
|
||
14:41 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4179><s_b_7399><s_c_3573>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3453><s_b_6709><s_c_1472>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_2960><s_c_5022>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3374><s_b_3584><s_c_4414>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_1907><s_c_6737>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1094><s_b_3601><s_c_1156>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_2033><s_c_4545>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_5492><s_c_6237>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_7778><s_c_94>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_6483><s_c_4233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3806><s_b_4692><s_c_7533>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4179><s_b_7399><s_c_3573>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2960><s_c_5022>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_2033><s_c_4545>
|
||
【2026-01-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_8033>
|
||
10:50 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_463><s_c_6067>
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_2812><s_c_1439>
|
||
12:54 [广告-深度转化] <|ad_begin|><s_a_5144><s_b_2812><s_c_2253>
|
||
13:11 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_3280><s_c_7689>
|
||
15:32 [广告-深度转化] <|ad_begin|><s_a_7679><s_b_6123><s_c_4373>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3393><s_c_3254>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_2296><s_c_5290>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_3448><s_c_3610>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_1907><s_c_6737>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3453><s_b_6709><s_c_4829>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_8018><s_c_1982>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_5022><s_c_6467>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2826><s_b_2296><s_c_5290>
|
||
【2026-01-09】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
|
||
05:06 [广告-深度转化] <|ad_begin|><s_a_5988><s_b_1310><s_c_6833>
|
||
05:07 [广告-深度转化] <|ad_begin|><s_a_143><s_b_7963><s_c_3987>
|
||
【2026-01-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
|
||
08:45 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>
|
||
08:50 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
|
||
09:04 [广告-深度转化] <|ad_begin|><s_a_759><s_b_6244><s_c_4444>
|
||
【2026-01-11】
|
||
08:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_6908>
|
||
【2026-01-12】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_4133>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_8143>
|
||
02:05 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1366><s_c_7096>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_7262><s_c_3483>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7262><s_c_3483>
|
||
【2026-01-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3953>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3388><s_b_3569><s_c_4783>
|
||
12:08 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_4647>
|
||
12:17 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_4515>
|
||
12:19 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4059><s_c_1708>
|
||
【2026-01-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_620><s_c_6278>
|
||
01:56 [广告-深度转化] <|ad_begin|><s_a_5988><s_b_4340><s_c_3464>
|
||
02:00 [广告-深度转化] <|ad_begin|><s_a_4258><s_b_5169><s_c_210>
|
||
02:03 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5467><s_c_7683>
|
||
03:45 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7225><s_c_5776>
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_7337><s_c_532>
|
||
03:53 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_4485><s_c_3555>
|
||
04:09 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_2493>
|
||
04:48 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_3987>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_5022><s_c_6467>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6421><s_b_5816><s_c_3020>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6653><s_c_708>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6421><s_b_5816><s_c_3020>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_1218>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_726><s_b_7342><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_5375><s_c_7352>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4014><s_b_6925><s_c_399>
|
||
【2026-01-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_4356><s_c_4839>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_4356><s_c_4839>
|
||
【2026-01-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
|
||
15:05 [广告-深度转化] <|ad_begin|><s_a_143><s_b_3569><s_c_4548>
|
||
22:39 [视频-长播] <|video_begin|><s_a_5591><s_b_5676><s_c_6718>
|
||
22:39 [视频-长播] <|video_begin|><s_a_5903><s_b_6334><s_c_7616>
|
||
22:39 [视频-长播] <|video_begin|><s_a_5058><s_b_3656><s_c_2781>
|
||
22:53 [视频-长播] <|video_begin|><s_a_77><s_b_765><s_c_5126>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_358><s_b_1991><s_c_3562>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_358><s_b_1991><s_c_3562>
|
||
23:17 [视频-长播] <|video_begin|><s_a_5159><s_b_1382><s_c_4208>
|
||
【2026-01-23】
|
||
03:09 [视频-评论/点赞/长播] <|video_begin|><s_a_4843><s_b_7272><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6780><s_c_6653>
|
||
【2026-01-25】
|
||
15:44 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_6234><s_c_6355>
|
||
15:59 [广告-深度转化] <|ad_begin|><s_a_7989><s_b_4198><s_c_1345>
|
||
【2026-01-26】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
|
||
13:36 [广告-深度转化] <|ad_begin|><s_a_7697><s_b_3832><s_c_3650>
|
||
22:46 [视频-点赞/长播] <|video_begin|><s_a_3818><s_b_7765><s_c_7289>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1240><s_c_1644>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_4733><s_c_4252>
|
||
04:58 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_2281><s_c_7099>
|
||
14:54 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_5676><s_c_1935>
|
||
15:18 [广告-深度转化] <|ad_begin|><s_a_6503><s_b_7537><s_c_4567>
|
||
【2026-01-28】
|
||
03:04 [视频-长播] <|video_begin|><s_a_4646><s_b_7333><s_c_4467>
|
||
03:04 [视频-长播] <|video_begin|><s_a_4030><s_b_513><s_c_2374>
|
||
03:04 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_581><s_c_7106>
|
||
【2026-01-29】
|
||
05:26 [视频-评论/点赞/长播] <|video_begin|><s_a_4396><s_b_1813><s_c_1114>
|
||
10:04 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_1399><s_c_6583>
|
||
14:36 [视频-关注/长播] <|video_begin|><s_a_1427><s_b_4033><s_c_5563>
|
||
14:46 [视频-点赞/长播] <|video_begin|><s_a_231><s_b_6973><s_c_4859>
|
||
14:59 [视频-长播] <|video_begin|><s_a_7149><s_b_4460><s_c_6313>
|
||
14:59 [视频-长播] <|video_begin|><s_a_6352><s_b_3915><s_c_2077>
|
||
15:27 [视频-长播] <|video_begin|><s_a_116><s_b_1013><s_c_5823>
|
||
15:34 [广告-深度转化] <|ad_begin|><s_a_7322><s_b_1434><s_c_1423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_502><s_b_275><s_c_2955>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_746><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1966><s_c_7706>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7184><s_b_3353><s_c_6384>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3652><s_b_5377><s_c_2529>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_5449><s_c_4247>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_358><s_b_1991><s_c_3562>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_725><s_c_6073>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_275><s_c_2955>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_5377><s_c_2529>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_725><s_c_6073>
|
||
【2026-01-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5934><s_c_6278>
|
||
00:04 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_1190><s_c_5563>
|
||
03:58 [视频-长播] <|video_begin|><s_a_5546><s_b_1813><s_c_5181>
|
||
03:58 [视频-长播] <|video_begin|><s_a_5629><s_b_3915><s_c_7800>
|
||
04:10 [视频-长播] <|video_begin|><s_a_2051><s_b_4753><s_c_210>
|
||
04:10 [视频-长播] <|video_begin|><s_a_16><s_b_5238><s_c_1148>
|
||
13:21 [广告-深度转化] <|ad_begin|><s_a_2983><s_b_7749><s_c_708>
|
||
13:59 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_414><s_c_2165>
|
||
14:00 [视频-点赞/长播] <|video_begin|><s_a_4340><s_b_1119><s_c_7125>
|
||
14:00 [视频-评论/长播] <|video_begin|><s_a_4751><s_b_1013><s_c_7751>
|
||
【2026-01-31】
|
||
04:02 [视频-评论/长播] <|video_begin|><s_a_1106><s_b_6234><s_c_2781>
|
||
14:15 [视频-长播] <|video_begin|><s_a_8164><s_b_3193><s_c_2189>
|
||
【2026-02-01】
|
||
10:46 [视频-长播] <|video_begin|><s_a_6843><s_b_1399><s_c_4208>
|
||
11:06 [视频-长播] <|video_begin|><s_a_646><s_b_4851><s_c_5746>
|
||
11:06 [视频-长播] <|video_begin|><s_a_6442><s_b_1974><s_c_5563>
|
||
【2026-02-02】
|
||
10:15 [视频-点赞/长播] <|video_begin|><s_a_3647><s_b_1738><s_c_5890>
|
||
15:26 [视频-点赞/长播] <|video_begin|><s_a_5874><s_b_3083><s_c_88>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1713><s_c_1786>
|
||
【2026-02-03】
|
||
08:52 [视频-长播] <|video_begin|><s_a_2015><s_b_706><s_c_3026>
|
||
08:52 [视频-点赞/长播] <|video_begin|><s_a_7796><s_b_1013><s_c_7635>
|
||
12:26 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_2828><s_c_2070>
|
||
15:10 [视频-长播] <|video_begin|><s_a_6388><s_b_6519><s_c_838>
|
||
23:36 [视频-关注/长播] <|video_begin|><s_a_189><s_b_6521><s_c_7216>
|
||
23:37 [视频-长播] <|video_begin|><s_a_562><s_b_2918><s_c_4757>
|
||
23:44 [视频-长播] <|video_begin|><s_a_768><s_b_2330><s_c_5563>
|
||
23:44 [视频-长播] <|video_begin|><s_a_2762><s_b_697><s_c_2543>
|
||
23:44 [视频-长播] <|video_begin|><s_a_6735><s_b_6234><s_c_7677>
|
||
23:44 [视频-长播] <|video_begin|><s_a_2051><s_b_2221><s_c_3973>
|
||
23:44 [视频-长播] <|video_begin|><s_a_4343><s_b_4850><s_c_7951>
|
||
23:44 [视频-长播] <|video_begin|><s_a_231><s_b_4120><s_c_7452>
|
||
23:50 [视频-长播] <|video_begin|><s_a_2830><s_b_4134><s_c_7807>
|
||
【2026-02-04】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1790><s_b_5693><s_c_6278>
|
||
00:58 [视频-长播] <|video_begin|><s_a_2252><s_b_3898><s_c_949>
|
||
01:04 [视频-长播] <|video_begin|><s_a_2764><s_b_7888><s_c_916>
|
||
01:04 [视频-长播] <|video_begin|><s_a_3883><s_b_7571><s_c_1708>
|
||
01:04 [视频-长播] <|video_begin|><s_a_1349><s_b_1366><s_c_2038>
|
||
01:08 [视频-长播] <|video_begin|><s_a_2764><s_b_763><s_c_2211>
|
||
01:08 [视频-评论/长播] <|video_begin|><s_a_7609><s_b_665><s_c_3973>
|
||
01:18 [视频-浏览] <|video_begin|><s_a_4808><s_b_3147><s_c_7548>
|
||
01:23 [视频-长播] <|video_begin|><s_a_4615><s_b_7261><s_c_2568>
|
||
01:34 [视频-长播] <|video_begin|><s_a_3660><s_b_7776><s_c_7899>
|
||
01:34 [视频-点赞/长播] <|video_begin|><s_a_7609><s_b_4893><s_c_7675>
|
||
01:34 [视频-评论/长播] <|video_begin|><s_a_2366><s_b_3076><s_c_6286>
|
||
01:39 [视频-长播] <|video_begin|><s_a_143><s_b_7608><s_c_1708>
|
||
01:39 [视频-长播] <|video_begin|><s_a_2764><s_b_3059><s_c_3534>
|
||
01:57 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
|
||
01:57 [广告-点击] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
|
||
01:57 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_1708>
|
||
01:58 [广告-深度转化] <|ad_begin|><s_a_786><s_b_915><s_c_2012>
|
||
01:58 [广告-点击] <|ad_begin|><s_a_786><s_b_915><s_c_2012>
|
||
01:58 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_1708>
|
||
02:00 [广告-点击] <|ad_begin|><s_a_6303><s_b_7214><s_c_1734>
|
||
02:00 [广告-点击] <|ad_begin|><s_a_4340><s_b_713><s_c_1178>
|
||
02:01 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
|
||
02:01 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
|
||
02:06 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6880><s_c_1444>
|
||
02:06 [广告-点击] <|ad_begin|><s_a_7417><s_b_6880><s_c_1444>
|
||
02:06 [广告-点击] <|ad_begin|><s_a_4340><s_b_5419><s_c_3685>
|
||
02:09 [广告-点击] <|ad_begin|><s_a_5687><s_b_5081><s_c_2688>
|
||
02:14 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5402>
|
||
02:14 [广告-点击] <|ad_begin|><s_a_786><s_b_414><s_c_5402>
|
||
02:14 [广告-点击] <|ad_begin|><s_a_4340><s_b_5419><s_c_3685>
|
||
02:23 [广告-深度转化] <|ad_begin|><s_a_805><s_b_5200><s_c_5185>
|
||
02:23 [广告-点击] <|ad_begin|><s_a_805><s_b_5200><s_c_5185>
|
||
02:23 [广告-深度转化] <|ad_begin|><s_a_6145><s_b_1141><s_c_998>
|
||
02:23 [广告-点击] <|ad_begin|><s_a_6145><s_b_1141><s_c_998>
|
||
02:23 [广告-点击] <|ad_begin|><s_a_4340><s_b_5419><s_c_3685>
|
||
03:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5849><s_c_6341>
|
||
03:11 [广告-点击] <|ad_begin|><s_a_786><s_b_5849><s_c_6341>
|
||
06:20 [视频-长播] <|video_begin|><s_a_2051><s_b_7342><s_c_6047>
|
||
06:35 [视频-长播] <|video_begin|><s_a_5597><s_b_1575><s_c_4994>
|
||
06:35 [视频-长播] <|video_begin|><s_a_2476><s_b_6234><s_c_5689>
|
||
06:35 [视频-长播] <|video_begin|><s_a_2587><s_b_184><s_c_5413>
|
||
07:20 [视频-长播] <|video_begin|><s_a_5998><s_b_2828><s_c_5502>
|
||
07:20 [视频-长播] <|video_begin|><s_a_464><s_b_6782><s_c_2513>
|
||
07:20 [视频-长播] <|video_begin|><s_a_7888><s_b_7414><s_c_4357>
|
||
08:31 [广告-点击] <|ad_begin|><s_a_6755><s_b_1206><s_c_3016>
|
||
08:33 [广告-点击] <|ad_begin|><s_a_143><s_b_5841><s_c_1>
|
||
08:33 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
|
||
08:33 [广告-点击] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
|
||
08:33 [广告-点击] <|ad_begin|><s_a_143><s_b_1099><s_c_6873>
|
||
08:36 [视频-长播] <|video_begin|><s_a_4808><s_b_1642><s_c_4842>
|
||
08:41 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_7218><s_c_3447>
|
||
08:41 [广告-点击] <|ad_begin|><s_a_4020><s_b_7218><s_c_3447>
|
||
08:41 [广告-点击] <|ad_begin|><s_a_7847><s_b_7180><s_c_5903>
|
||
08:42 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6913><s_c_6976>
|
||
08:42 [广告-点击] <|ad_begin|><s_a_786><s_b_6913><s_c_6976>
|
||
08:42 [广告-点击] <|ad_begin|><s_a_3062><s_b_7963><s_c_6873>
|
||
08:46 [广告-点击] <|ad_begin|><s_a_8091><s_b_7381><s_c_6760>
|
||
08:55 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_7343>
|
||
08:56 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7603><s_c_5839>
|
||
08:56 [广告-点击] <|ad_begin|><s_a_786><s_b_7603><s_c_5839>
|
||
08:57 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_713><s_c_1178>
|
||
08:57 [广告-点击] <|ad_begin|><s_a_4340><s_b_713><s_c_1178>
|
||
09:03 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_581><s_c_2460>
|
||
09:03 [广告-点击] <|ad_begin|><s_a_3463><s_b_581><s_c_2460>
|
||
09:03 [广告-点击] <|ad_begin|><s_a_1977><s_b_4939><s_c_2971>
|
||
09:08 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1471><s_c_4939>
|
||
09:08 [广告-点击] <|ad_begin|><s_a_786><s_b_1471><s_c_4939>
|
||
09:08 [广告-点击] <|ad_begin|><s_a_4340><s_b_1642><s_c_1374>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_2482><s_c_532>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_2618><s_b_2482><s_c_532>
|
||
10:33 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_3295><s_c_1881>
|
||
11:18 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6435><s_c_3913>
|
||
11:18 [广告-点击] <|ad_begin|><s_a_7879><s_b_6435><s_c_3913>
|
||
11:18 [广告-点击] <|ad_begin|><s_a_5687><s_b_1259><s_c_7072>
|
||
11:21 [广告-点击] <|ad_begin|><s_a_786><s_b_6592><s_c_2480>
|
||
11:21 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_5821><s_c_2988>
|
||
11:21 [广告-点击] <|ad_begin|><s_a_3014><s_b_5821><s_c_2988>
|
||
11:24 [广告-深度转化] <|ad_begin|><s_a_6345><s_b_3636><s_c_595>
|
||
11:24 [广告-点击] <|ad_begin|><s_a_6345><s_b_3636><s_c_595>
|
||
11:34 [广告-点击] <|ad_begin|><s_a_6345><s_b_3636><s_c_595>
|
||
11:35 [广告-点击] <|ad_begin|><s_a_3406><s_b_5081><s_c_6879>
|
||
11:41 [广告-点击] <|ad_begin|><s_a_6303><s_b_4932><s_c_7677>
|
||
11:55 [广告-点击] <|ad_begin|><s_a_6303><s_b_4932><s_c_7677>
|
||
11:59 [广告-点击] <|ad_begin|><s_a_8091><s_b_7381><s_c_6760>
|
||
12:00 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_2409>
|
||
12:00 [广告-点击] <|ad_begin|><s_a_4020><s_b_1822><s_c_2409>
|
||
12:01 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_3890>
|
||
12:01 [广告-点击] <|ad_begin|><s_a_3977><s_b_6234><s_c_3890>
|
||
12:29 [广告-点击] <|ad_begin|><s_a_7847><s_b_7180><s_c_5903>
|
||
12:29 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_6171>
|
||
12:29 [广告-点击] <|ad_begin|><s_a_4020><s_b_6379><s_c_6171>
|
||
12:32 [广告-点击] <|ad_begin|><s_a_6303><s_b_7603><s_c_237>
|
||
12:37 [广告-点击] <|ad_begin|><s_a_6303><s_b_7603><s_c_237>
|
||
12:49 [广告-点击] <|ad_begin|><s_a_8091><s_b_7381><s_c_6760>
|
||
12:54 [广告-点击] <|ad_begin|><s_a_143><s_b_2221><s_c_2225>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_7295><s_b_5489><s_c_3589>
|
||
13:02 [广告-点击] <|ad_begin|><s_a_6303><s_b_4932><s_c_7677>
|
||
【2026-02-05】
|
||
01:57 [视频-长播] <|video_begin|><s_a_7385><s_b_6924><s_c_1178>
|
||
01:57 [视频-长播] <|video_begin|><s_a_3883><s_b_1201><s_c_5851>
|
||
02:09 [视频-长播] <|video_begin|><s_a_2252><s_b_5676><s_c_4247>
|
||
02:27 [视频-长播] <|video_begin|><s_a_6401><s_b_827><s_c_6856>
|
||
02:27 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_4213><s_c_1306>
|
||
02:28 [视频-点赞/长播] <|video_begin|><s_a_1440><s_b_1350><s_c_2309>
|
||
02:39 [视频-长播] <|video_begin|><s_a_1336><s_b_6599><s_c_853>
|
||
02:39 [视频-评论/长播] <|video_begin|><s_a_735><s_b_3978><s_c_785>
|
||
02:46 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_2932>
|
||
02:46 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_2932>
|
||
02:46 [广告-点击] <|ad_begin|><s_a_1977><s_b_2031><s_c_2437>
|
||
02:48 [广告-深度转化] <|ad_begin|><s_a_2005><s_b_6973><s_c_6468>
|
||
02:48 [广告-点击] <|ad_begin|><s_a_2005><s_b_6973><s_c_6468>
|
||
03:09 [广告-深度转化] <|ad_begin|><s_a_1977><s_b_1471><s_c_3449>
|
||
03:09 [广告-点击] <|ad_begin|><s_a_1977><s_b_1471><s_c_3449>
|
||
03:17 [广告-点击] <|ad_begin|><s_a_4340><s_b_1642><s_c_2082>
|
||
03:18 [广告-深度转化] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
|
||
03:18 [广告-点击] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
|
||
03:25 [广告-深度转化] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
|
||
03:25 [广告-点击] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
|
||
03:25 [广告-点击] <|ad_begin|><s_a_1977><s_b_5467><s_c_259>
|
||
04:21 [视频-评论/点赞/长播] <|video_begin|><s_a_4032><s_b_7414><s_c_5452>
|
||
04:33 [视频-评论/点赞/长播] <|video_begin|><s_a_116><s_b_6234><s_c_5061>
|
||
04:33 [视频-评论/长播] <|video_begin|><s_a_116><s_b_7081><s_c_3766>
|
||
12:22 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5467><s_c_3391>
|
||
12:22 [广告-点击] <|ad_begin|><s_a_786><s_b_5467><s_c_3391>
|
||
12:22 [广告-点击] <|ad_begin|><s_a_7847><s_b_7180><s_c_5903>
|
||
12:24 [广告-点击] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
|
||
12:34 [广告-点击] <|ad_begin|><s_a_4340><s_b_4746><s_c_2647>
|
||
12:38 [广告-深度转化] <|ad_begin|><s_a_4351><s_b_1288><s_c_6310>
|
||
12:38 [广告-点击] <|ad_begin|><s_a_4351><s_b_1288><s_c_6310>
|
||
12:39 [广告-点击] <|ad_begin|><s_a_4340><s_b_7966><s_c_2031>
|
||
12:46 [广告-深度转化] <|ad_begin|><s_a_786><s_b_624><s_c_4541>
|
||
12:46 [广告-点击] <|ad_begin|><s_a_786><s_b_624><s_c_4541>
|
||
13:04 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
|
||
13:04 [广告-点击] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
|
||
13:05 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4932><s_c_4159>
|
||
13:05 [广告-点击] <|ad_begin|><s_a_4340><s_b_4932><s_c_4159>
|
||
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）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
|
||
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从娱乐消遣到实用技能的兴趣转向
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从娱乐消遣到实用技能的兴趣转向",
|
||
"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，我将以推荐分析师的视角，对这位用户的行为时间线进行推理，以挖掘其从娱乐消遣到实用技能的兴趣转向过程。
|
||
|
||
从整体时间线来看，我注意到这位用户的兴趣并非一成不变，而是经历了一个明显的演化过程。任务要求我梳理出用户从纯粹的娱乐消遣，逐步转向对实用技能和干货知识的关注路径。
|
||
|
||
在分析的初期，也就是2025年3月底到4月初，我发现用户的行为高度集中在直播内容的消费上，并且表现出非常典型的泛娱乐偏好。例如，在4月2日，用户密集关注了大量主播，像 <|living_begin|><s_a_3367><s_b_3854><s_c_6278> 这类，其标签多为“精致美女”、“爱笑开朗”、“趣味游戏直播”和“轻松唠嗑风”。这一阶段用户的动机非常明确，主要是为了寻求情感陪伴、视觉享受和轻松的娱乐互动，属于比较广泛和发散的兴趣探索期。
|
||
|
||
然而，时间线推进到4月18日，我观察到了一个关键的转折点。用户关注了一位标签为“极速版教学”、“领金币干货”和“看广告技巧”的主播 <|living_begin|><s_a_967><s_b_6442><s_c_6278>。这标志着用户的兴趣首次从纯粹的“消遣”向“实用”发生了迁移。他不再仅仅满足于被动地接受娱乐内容，而是开始主动寻求具有明确功利性、能够带来实际收益的“干货”知识。这可以看作是用户认知上的一次重要跃迁，他开始将平台视为一个可以学习和利用的工具，而不仅仅是打发时间的场所。
|
||
|
||
这个新萌发的兴趣点在后续的行为中得到了进一步的深化和确认。到了6月6日，用户再次关注了一位教学类主播 <|living_begin|><s_a_967><s_b_1282><s_c_7951>。值得注意的是，这次关注的内容比之前更加深入和具体。除了基础的“快手极速版教学”，还出现了“活跃值运营讲解”、“标签转化教学”和“平台规则解读”这类更偏向高阶运营技巧的内容。这表明用户已经不满足于简单的“领金币”这类基础操作，而是希望理解平台背后的运行逻辑，探索如何更高效地提升账号价值。这种从基础操作向深层规则探索的演进，清晰地勾勒出一条从入门到进阶的学习路径。
|
||
|
||
综合以上分析，我倾向于认为，这位用户的兴趣演化路径清晰地体现了从娱乐消遣到实用技能的转变。最初，他广泛关注以颜值和娱乐互动为主的主播，满足基础的情感和娱乐需求。随后，他开始关注能提供具体操作技巧和“干货”的教学型主播，展现出对实用价值的追求。最终，他的兴趣进一步聚焦于平台运营和规则解读等更深层次的技能，完成了从普通娱乐用户向有意识的平台“玩家”的转变。
|
||
|
||
因此，我认为用户的兴趣转向逻辑链可以概括为：起初，用户在2025年4月2日关注了大量娱乐互动型主播，如 <|living_begin|><s_a_3367><s_b_3854><s_c_6278>，表现出对轻松娱乐内容的广泛兴趣。到了4月18日，他首次关注了提供“极速版教学”和“领金币干货”的主播 <|living_begin|><s_a_967><s_b_6442><s_c_6278>，兴趣点开始从纯娱乐转向实用技能获取。最后，在6月6日，他关注了讲解“活跃值运营”和“平台规则解读”的主播 <|living_begin|><s_a_967><s_b_1282><s_c_7951>，表明其对实用技能的探索已深入到更高阶的运营层面。基于此，未来向他推荐深度运营技巧、平台规则解析等实用性强的内容，有较大概率被吸引。</think>
|
||
{"logic_chain": {"name": "从娱乐消遣到实用技能的兴趣转向", "events": [{"date": "2025-04-02", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_6278>", "logic": "初始阶段：兴趣广泛，集中于高颜值、娱乐互动、情感陪伴类的泛娱乐主播，行为模式为发散性关注。"}, {"date": "2025-04-18", "action": "[直播-关注] <|living_begin|><s_a_967><s_b_6442><s_c_6278>", "logic": "兴趣演化：首次出现明确的工具性、功利性诉求，关注内容从“娱乐”转向“教学”、“干货”，实现了从消遣到实用技能获取的认知跃迁。"}, {"date": "2025-06-06", "action": "[直播-关注] <|living_begin|><s_a_967><s_b_1282><s_c_7951>", "logic": "认知深化与聚焦：在“极速版教学”的基础上，兴趣点进一步细化到“活跃值运营”、“标签转化”、“平台规则解读”等更深层次的运营技巧，表明用户已不满足于基础操作，开始探索更高阶的玩法和规则。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1595><s_c_4636>
|
||
【2025-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1250><s_b_3019><s_c_686>
|
||
【2025-02-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_765><s_c_3501>
|
||
【2025-04-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_875>
|
||
【2025-04-28】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6469><s_c_875>
|
||
【2025-05-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_3207>
|
||
【2025-06-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5426><s_c_6981>
|
||
【2025-06-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5426><s_c_6981>
|
||
【2025-06-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6254><s_b_4179><s_c_4423>
|
||
【2025-07-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_7096>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_44><s_c_4445>
|
||
【2025-09-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1281><s_b_6020><s_c_2895>
|
||
【2025-09-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4666><s_b_4885><s_c_7616>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2188><s_b_4743><s_c_5829>
|
||
【2025-10-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2739><s_b_3942><s_c_7368>
|
||
【2025-10-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_5200><s_c_7367>
|
||
【2025-10-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6264><s_b_4516><s_c_4314>
|
||
【2025-10-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_691><s_c_4102>
|
||
【2025-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_1899><s_c_6077>
|
||
【2025-10-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_4709><s_c_4833>
|
||
【2025-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1771><s_b_7348><s_c_3141>
|
||
【2025-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_4281>
|
||
【2025-11-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3959><s_b_6694><s_c_1026>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_573><s_c_1076>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_6804><s_c_1131>
|
||
【2025-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_573><s_c_1076>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7086><s_b_746><s_c_6981>
|
||
【2025-12-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_7348><s_c_2838>
|
||
【2025-12-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_2771><s_c_2629>
|
||
【2025-12-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5718><s_b_4516><s_c_2412>
|
||
【2025-12-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6352><s_c_7048>
|
||
【2025-12-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
|
||
【2025-12-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_2771><s_c_2629>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4443><s_b_5663><s_c_3267>
|
||
【2026-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_850><s_c_4315>
|
||
【2026-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_822><s_b_329><s_c_5366>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1002><s_c_2212>
|
||
【2026-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1158><s_b_810><s_c_1262>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5658><s_c_1041>
|
||
【2026-01-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2633><s_b_4083><s_c_1318>
|
||
【2026-01-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
|
||
【2026-01-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_5347>
|
||
【2026-01-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6544><s_c_531>
|
||
【2026-01-21】
|
||
05:48 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_7333><s_c_1935>
|
||
08:19 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_7333><s_c_1935>
|
||
08:43 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1322>
|
||
10:10 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2737><s_c_5749>
|
||
10:49 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1330><s_c_2608>
|
||
11:33 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2854><s_c_1935>
|
||
11:38 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_4303><s_c_7566>
|
||
12:06 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5511><s_c_3616>
|
||
12:18 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_2509>
|
||
14:17 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_2678>
|
||
14:55 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_2737><s_c_141>
|
||
【2026-01-22】
|
||
01:57 [广告-深度转化] <|ad_begin|><s_a_2578><s_b_6519><s_c_5621>
|
||
03:18 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_404><s_c_5622>
|
||
06:37 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7342><s_c_5073>
|
||
09:01 [视频-评论/点赞/长播] <|video_begin|><s_a_6843><s_b_839><s_c_2759>
|
||
09:15 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_2988>
|
||
10:50 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6227>
|
||
11:00 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_3777>
|
||
11:00 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_3777>
|
||
13:25 [视频-评论/长播] <|video_begin|><s_a_7697><s_b_2737><s_c_4361>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
|
||
【2026-01-23】
|
||
02:57 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6730><s_c_3501>
|
||
02:57 [广告-点击] <|ad_begin|><s_a_6958><s_b_6730><s_c_3501>
|
||
03:52 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7395>
|
||
03:52 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_7395>
|
||
04:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7486>
|
||
04:17 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_7486>
|
||
05:07 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_1119>
|
||
05:59 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_2063>
|
||
05:59 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_2063>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_2784><s_b_1595><s_c_535>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4458><s_b_4516><s_c_2860>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_176><s_b_170><s_c_10>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4923><s_b_222><s_c_3240>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_176><s_b_170><s_c_10>
|
||
【2026-01-24】
|
||
01:16 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_1935>
|
||
01:16 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_1935>
|
||
02:51 [视频-点赞/长播] <|video_begin|><s_a_3430><s_b_6550><s_c_6676>
|
||
03:01 [广告-深度转化] <|ad_begin|><s_a_497><s_b_7342><s_c_3308>
|
||
03:01 [广告-点击] <|ad_begin|><s_a_497><s_b_7342><s_c_3308>
|
||
04:10 [视频-点赞/长播] <|video_begin|><s_a_2764><s_b_6849><s_c_2267>
|
||
04:49 [视频-浏览] <|video_begin|><s_a_5476><s_b_5857><s_c_6286>
|
||
05:21 [视频-评论/点赞/长播] <|video_begin|><s_a_7849><s_b_1656><s_c_3970>
|
||
05:28 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_108><s_c_6185>
|
||
05:28 [广告-点击] <|ad_begin|><s_a_3308><s_b_108><s_c_6185>
|
||
05:44 [视频-评论/长播] <|video_begin|><s_a_7888><s_b_800><s_c_4820>
|
||
06:15 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_1141><s_c_4636>
|
||
06:15 [广告-点击] <|ad_begin|><s_a_6921><s_b_1141><s_c_4636>
|
||
07:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2643>
|
||
08:27 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_2972>
|
||
08:27 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_2972>
|
||
09:07 [广告-点击] <|ad_begin|><s_a_2784><s_b_1595><s_c_535>
|
||
09:30 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
|
||
09:30 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
|
||
09:42 [视频-评论/点赞/长播] <|video_begin|><s_a_7751><s_b_8068><s_c_535>
|
||
09:53 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
|
||
09:53 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
|
||
11:15 [视频-浏览] <|video_begin|><s_a_308><s_b_430><s_c_2856>
|
||
12:31 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
12:31 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1571><s_b_1925><s_c_4547>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6451><s_b_1798><s_c_4655>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_6370><s_c_5231>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5962><s_b_7687><s_c_5312>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
|
||
【2026-01-25】
|
||
01:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_2912>
|
||
02:40 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
|
||
02:40 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
|
||
03:07 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_3815><s_c_4090>
|
||
03:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_8003>
|
||
03:40 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
|
||
03:46 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_759><s_c_3877>
|
||
03:46 [广告-点击] <|ad_begin|><s_a_4403><s_b_759><s_c_3877>
|
||
04:31 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7608><s_c_77>
|
||
04:31 [广告-点击] <|ad_begin|><s_a_4024><s_b_7608><s_c_77>
|
||
05:00 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_1295>
|
||
05:00 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_1295>
|
||
10:02 [视频-评论/点赞/长播] <|video_begin|><s_a_4178><s_b_3280><s_c_2253>
|
||
10:24 [广告-点击] <|ad_begin|><s_a_6921><s_b_7608><s_c_4058>
|
||
11:00 [视频-评论/长播] <|video_begin|><s_a_5144><s_b_727><s_c_5961>
|
||
11:13 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_1206><s_c_5563>
|
||
11:13 [广告-点击] <|ad_begin|><s_a_6399><s_b_1206><s_c_5563>
|
||
13:27 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7391><s_c_4631>
|
||
22:01 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_3207>
|
||
22:01 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3207>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_7950><s_c_7368>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2098><s_c_6074>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2273><s_b_3456><s_c_4838>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_5458><s_c_3650>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6950><s_b_7950><s_c_7368>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_2098><s_c_6074>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
|
||
23:37 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_8096>
|
||
23:37 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_8096>
|
||
【2026-01-26】
|
||
01:59 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_7566>
|
||
01:59 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_7566>
|
||
03:31 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_2897>
|
||
03:31 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_2897>
|
||
13:55 [视频-评论/点赞/长播] <|video_begin|><s_a_7470><s_b_6599><s_c_481>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_7950><s_c_7368>
|
||
【2026-01-27】
|
||
00:36 [视频-点赞/长播] <|video_begin|><s_a_8166><s_b_2251><s_c_7768>
|
||
00:39 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_2460>
|
||
00:50 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7344><s_c_141>
|
||
00:50 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_141>
|
||
01:50 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7342><s_c_607>
|
||
02:05 [视频-评论/点赞/长播] <|video_begin|><s_a_4751><s_b_763><s_c_5654>
|
||
02:16 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_7342><s_c_4783>
|
||
02:16 [广告-点击] <|ad_begin|><s_a_5863><s_b_7342><s_c_4783>
|
||
02:52 [视频-点赞/长播] <|video_begin|><s_a_1013><s_b_2299><s_c_6286>
|
||
03:21 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6896>
|
||
03:21 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6896>
|
||
07:58 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_2912>
|
||
07:58 [广告-点击] <|ad_begin|><s_a_1935><s_b_6234><s_c_2912>
|
||
09:01 [广告-点击] <|ad_begin|><s_a_4403><s_b_6047><s_c_7343>
|
||
09:07 [视频-评论/点赞/长播] <|video_begin|><s_a_6843><s_b_1413><s_c_2759>
|
||
09:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1230><s_c_7548>
|
||
09:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_1230><s_c_7548>
|
||
10:02 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7899>
|
||
10:02 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_7899>
|
||
11:07 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1223>
|
||
11:07 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1223>
|
||
12:56 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7342><s_c_6156>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_191><s_b_746><s_c_6031>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_8022><s_c_3150>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1801><s_c_6072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7497><s_b_4743><s_c_5267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
|
||
【2026-01-29】
|
||
03:14 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1806><s_c_3026>
|
||
03:14 [广告-点击] <|ad_begin|><s_a_2111><s_b_1806><s_c_3026>
|
||
【2026-01-30】
|
||
04:09 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_5677>
|
||
04:09 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_5677>
|
||
04:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_1322>
|
||
05:16 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4733><s_c_3026>
|
||
05:16 [广告-点击] <|ad_begin|><s_a_4815><s_b_4733><s_c_3026>
|
||
06:19 [视频-收藏/长播] <|video_begin|><s_a_1369><s_b_5373><s_c_5217>
|
||
08:03 [视频-评论/长播] <|video_begin|><s_a_4795><s_b_6690><s_c_6686>
|
||
08:09 [视频-评论/点赞/长播] <|video_begin|><s_a_1140><s_b_7665><s_c_141>
|
||
09:12 [视频-浏览] <|video_begin|><s_a_5476><s_b_757><s_c_6286>
|
||
09:16 [视频-浏览] <|video_begin|><s_a_1233><s_b_3832><s_c_5573>
|
||
09:40 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6248><s_b_6782><s_c_1613>
|
||
10:13 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7665><s_c_3026>
|
||
10:55 [视频-评论/点赞/长播] <|video_begin|><s_a_6510><s_b_353><s_c_1306>
|
||
11:07 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_5706><s_c_2793>
|
||
【2026-01-31】
|
||
05:27 [视频-评论/点赞/长播] <|video_begin|><s_a_6987><s_b_697><s_c_499>
|
||
05:40 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_5749>
|
||
05:40 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5749>
|
||
07:49 [视频-点赞/长播] <|video_begin|><s_a_6987><s_b_5706><s_c_4467>
|
||
07:59 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7395>
|
||
07:59 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_7395>
|
||
09:25 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_6122>
|
||
09:25 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_6122>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6804><s_c_2585>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6804><s_c_2585>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
|
||
【2026-02-01】
|
||
04:57 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_4636>
|
||
04:57 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_4636>
|
||
06:47 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1206><s_c_77>
|
||
06:47 [广告-点击] <|ad_begin|><s_a_4024><s_b_1206><s_c_77>
|
||
07:11 [广告-点击] <|ad_begin|><s_a_4403><s_b_177><s_c_7076>
|
||
09:08 [视频-点赞/长播] <|video_begin|><s_a_2627><s_b_665><s_c_875>
|
||
09:57 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
|
||
09:57 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
|
||
09:59 [视频-关注/长播] <|video_begin|><s_a_4999><s_b_7525><s_c_2827>
|
||
23:07 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_3589><s_c_1742>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2315><s_b_1510><s_c_4126>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5543><s_c_1938>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3297><s_c_5090>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2315><s_b_1510><s_c_4126>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_1510><s_c_4126>
|
||
【2026-02-02】
|
||
00:06 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
|
||
00:06 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
|
||
00:58 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
|
||
00:58 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
|
||
03:41 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1277><s_c_47>
|
||
03:41 [广告-点击] <|ad_begin|><s_a_3091><s_b_1277><s_c_47>
|
||
05:35 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5486>
|
||
05:35 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5486>
|
||
06:24 [视频-评论/长播] <|video_begin|><s_a_6037><s_b_631><s_c_1462>
|
||
06:28 [视频-评论/长播] <|video_begin|><s_a_7751><s_b_1399><s_c_619>
|
||
08:13 [广告-点击] <|ad_begin|><s_a_1935><s_b_6519><s_c_4860>
|
||
09:05 [视频-点赞/长播] <|video_begin|><s_a_3450><s_b_6123><s_c_141>
|
||
11:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_2704>
|
||
11:02 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_2704>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6426><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_746><s_c_597>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_40><s_b_746><s_c_597>
|
||
23:40 [广告-点击] <|ad_begin|><s_a_3308><s_b_1141><s_c_5563>
|
||
23:54 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_7616>
|
||
23:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_7616>
|
||
【2026-02-03】
|
||
03:44 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_7616>
|
||
06:49 [视频-评论/长播] <|video_begin|><s_a_4795><s_b_5646><s_c_7979>
|
||
07:32 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4033><s_c_4147>
|
||
07:32 [广告-点击] <|ad_begin|><s_a_1608><s_b_4033><s_c_4147>
|
||
08:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1000>
|
||
08:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1000>
|
||
【2026-02-04】
|
||
00:10 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1469>
|
||
00:10 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1469>
|
||
01:24 [视频-评论/点赞/长播] <|video_begin|><s_a_1824><s_b_1232><s_c_3970>
|
||
02:22 [视频-浏览] <|video_begin|><s_a_148><s_b_1828><s_c_7921>
|
||
07:54 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_3043><s_c_2370>
|
||
07:54 [广告-点击] <|ad_begin|><s_a_7611><s_b_3043><s_c_2370>
|
||
10:33 [视频-浏览] <|video_begin|><s_a_71><s_b_6512><s_c_5362>
|
||
11:13 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
|
||
11:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
|
||
13:26 [广告-深度转化] <|ad_begin|><s_a_3766><s_b_6451><s_c_2341>
|
||
13:26 [广告-点击] <|ad_begin|><s_a_3766><s_b_6451><s_c_2341>
|
||
23:23 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
|
||
23:23 [广告-点击] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
|
||
【2026-02-05】
|
||
04:46 [广告-深度转化] <|ad_begin|><s_a_491><s_b_620><s_c_6390>
|
||
04:46 [广告-点击] <|ad_begin|><s_a_491><s_b_620><s_c_6390>
|
||
06:00 [视频-长播] <|video_begin|><s_a_2672><s_b_6170><s_c_2535>
|
||
06:00 [视频-长播] <|video_begin|><s_a_6022><s_b_7776><s_c_5388>
|
||
06:00 [视频-长播] <|video_begin|><s_a_1336><s_b_1999><s_c_1009>
|
||
06:57 [视频-长播] <|video_begin|><s_a_6022><s_b_6426><s_c_2722>
|
||
06:57 [视频-长播] <|video_begin|><s_a_1106><s_b_3857><s_c_141>
|
||
06:58 [视频-长播] <|video_begin|><s_a_2015><s_b_7342><s_c_2756>
|
||
06:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2156>
|
||
06:58 [视频-长播] <|video_begin|><s_a_5146><s_b_7894><s_c_4654>
|
||
07:20 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_665><s_c_6227>
|
||
07:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_665><s_c_6227>
|
||
08:38 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_607>
|
||
08:38 [视频-长播] <|video_begin|><s_a_1106><s_b_1411><s_c_875>
|
||
08:38 [视频-长播] <|video_begin|><s_a_5181><s_b_5511><s_c_2262>
|
||
08:38 [视频-长播] <|video_begin|><s_a_3996><s_b_839><s_c_1389>
|
||
08:40 [视频-长播] <|video_begin|><s_a_4147><s_b_7975><s_c_7656>
|
||
08:46 [视频-长播] <|video_begin|><s_a_2853><s_b_33><s_c_5839>
|
||
10:11 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_7616>
|
||
10:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_7616>
|
||
10:23 [视频-长播] <|video_begin|><s_a_6321><s_b_4953><s_c_6468>
|
||
10:23 [视频-长播] <|video_begin|><s_a_7751><s_b_5328><s_c_7806>
|
||
10:23 [视频-长播] <|video_begin|><s_a_4646><s_b_4932><s_c_2693>
|
||
10:23 [视频-长播] <|video_begin|><s_a_1726><s_b_3589><s_c_3261>
|
||
10:26 [视频-长播] <|video_begin|><s_a_6329><s_b_7164><s_c_2568>
|
||
10:26 [视频-长播] <|video_begin|><s_a_6321><s_b_6973><s_c_4318>
|
||
10:26 [视频-长播] <|video_begin|><s_a_3510><s_b_5101><s_c_7899>
|
||
10:28 [视频-长播] <|video_begin|><s_a_6604><s_b_6519><s_c_2357>
|
||
10:33 [视频-长播] <|video_begin|><s_a_3532><s_b_2854><s_c_4654>
|
||
10:33 [视频-长播] <|video_begin|><s_a_7996><s_b_6358><s_c_499>
|
||
10:33 [视频-长播] <|video_begin|><s_a_7542><s_b_3015><s_c_3026>
|
||
10:54 [视频-长播] <|video_begin|><s_a_5019><s_b_6973><s_c_3770>
|
||
10:54 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_5510>
|
||
10:55 [视频-长播] <|video_begin|><s_a_6329><s_b_2246><s_c_5807>
|
||
10:55 [视频-长播] <|video_begin|><s_a_6022><s_b_6973><s_c_1179>
|
||
11:00 [视频-长播] <|video_begin|><s_a_575><s_b_3314><s_c_6379>
|
||
11:00 [视频-长播] <|video_begin|><s_a_6022><s_b_7390><s_c_5105>
|
||
11:00 [视频-长播] <|video_begin|><s_a_2562><s_b_4185><s_c_6629>
|
||
11:12 [视频-长播] <|video_begin|><s_a_6022><s_b_2737><s_c_2696>
|
||
11:12 [视频-长播] <|video_begin|><s_a_6321><s_b_4932><s_c_7750>
|
||
11:14 [视频-长播] <|video_begin|><s_a_1336><s_b_1994><s_c_4451>
|
||
11:20 [视频-长播] <|video_begin|><s_a_6329><s_b_5200><s_c_7790>
|
||
11:20 [视频-长播] <|video_begin|><s_a_2080><s_b_946><s_c_47>
|
||
11:26 [视频-长播] <|video_begin|><s_a_3317><s_b_6806><s_c_779>
|
||
11:50 [视频-长播] <|video_begin|><s_a_5181><s_b_5511><s_c_2838>
|
||
11:53 [视频-长播] <|video_begin|><s_a_7708><s_b_915><s_c_4264>
|
||
11:53 [视频-长播] <|video_begin|><s_a_6321><s_b_3059><s_c_6268>
|
||
11:53 [视频-长播] <|video_begin|><s_a_6022><s_b_4542><s_c_7420>
|
||
11:53 [视频-长播] <|video_begin|><s_a_5144><s_b_6436><s_c_1614>
|
||
12:03 [视频-长播] <|video_begin|><s_a_3216><s_b_964><s_c_2082>
|
||
12:03 [视频-长播] <|video_begin|><s_a_757><s_b_7391><s_c_6648>
|
||
12:03 [视频-长播] <|video_begin|><s_a_7609><s_b_4142><s_c_2256>
|
||
12:03 [视频-长播] <|video_begin|><s_a_6321><s_b_7870><s_c_6357>
|
||
12:08 [视频-长播] <|video_begin|><s_a_3115><s_b_2357><s_c_1009>
|
||
12:08 [视频-长播] <|video_begin|><s_a_1336><s_b_2061><s_c_3987>
|
||
12:09 [视频-长播] <|video_begin|><s_a_6321><s_b_800><s_c_7609>
|
||
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）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
|
||
核心提取逻辑 (递进性准则)：
|
||
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 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 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从泛化健康监测到聚焦特定功能产品的需求收敛
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化健康监测到聚焦特定功能产品的需求收敛",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，这项任务要求我基于用户的交互历史，挖掘出一条关于健康监测需求从泛化到聚焦的行为逻辑链。我需要以第一人称的分析师视角，通过解读用户的行为时间线，来推理出这一需求的演变过程。
|
||
|
||
我开始仔细梳理用户的行为记录，尤其关注那些与健康、医疗或监测设备相关的交互。在2026年1月25日这一天，我注意到了一系列密集的商品点击行为，这似乎是解开谜题的关键。
|
||
|
||
起初，用户的行为显示出对健康监测的初步兴趣。我看到他连续点击了多款电子腕式血压仪，比如 <|prod_begin|><s_a_1882><s_b_5458><s_c_3650> 和 <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>。这表明他可能有一个比较宽泛的需求，即监测血压。这个阶段，我推测他还在进行市场调研，对不同品牌或型号的基础款血压仪进行横向比较，寻找一个合适的入门级产品。
|
||
|
||
然而，紧接着的一个点击行为让我眼前一亮，因为它标志着一个明显的认知升级。用户点击了一款“高精度无创血糖智能手表” <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>。这个产品的描述远超出了单纯的血压监测，它整合了无创血糖、尿酸、血氧、血脂和心率等多种高级监测功能。从单一的血压监测，到对多维度、更复杂的健康指标产生兴趣，这清晰地展示了一个从泛化需求向更专业、更具体化需求收敛的思考过程。我判断，用户在浏览基础血压仪的过程中，可能被平台推荐或主动发现了这种功能更强大的集成式健康设备，从而激发了更深层次的探索欲望。他不再仅仅满足于知道血压，而是开始考虑对血糖、血脂等更复杂的健康问题进行监控。
|
||
|
||
这条行为链的结尾也很有意思。在探索了功能强大的智能手表之后，用户最终的购买决策落回了一款基础的电子腕式血压仪 <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>。这个选择看似回到了起点，但我认为这恰恰构成了一个完整的“探索-评估-决策”闭环。用户可能出于对价格的敏感、对新技术的审慎态度，或是认为当前最迫切的需求就是血压监测，因此做出了一个更务实、更具性价比的购买决策。尽管最终购买的是基础款，但之前对多功能智能手表的点击行为已经暴露了他潜在的、更深层的健康焦虑和监测需求。
|
||
|
||
综合来看，用户的行为轨迹清晰地揭示了一个从宽泛的健康关注到具体功能探索，再到最终务实决策的完整心理过程。这个过程虽然短暂，但信息量十足，为我们理解其未来的健康消费潜力提供了重要线索。他可能在未来对更高级的健康监测设备或相关服务表现出持续的兴趣。
|
||
|
||
因此，我总结出一条行为逻辑链：用户最初对健康监测的需求比较模糊，通过点击两款不同的电子腕式血压仪 <|prod_begin|><s_a_1882><s_b_5458><s_c_3650> 和 <|prod_begin|><s_a_6462><s_b_5458><s_c_3650> 进行初步探索和比较。随后，他的兴趣点发生了显著的跃迁，开始关注一款集成了无创血糖、尿酸、血脂等多种监测功能的智能手表 <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>，这标志着其需求从单一的血压监测向多维度健康指标监控深度聚焦。最后，经过一番探索和评估，他做出了购买决策，选择了一款基础功能的腕式血压仪 <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>，完成了从探索到决策的闭环。</think>
|
||
{"logic_chain": {"name": "从泛化健康监测到聚焦特定功能产品的需求收敛", "events": [{"date": "2026-01-25", "action": "[商品-点击] <|prod_begin|><s_a_1882><s_b_5458><s_c_3650>", "logic": "初步探索：用户对“腕式血压仪”产生兴趣，开始点击浏览不同款式的同类产品，处于需求探索的泛化阶段。"}, {"date": "2026-01-25", "action": "[商品-点击] <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>", "logic": "同类对比：继续点击另一款腕式血压仪，表明用户仍在对基础的血压监测功能进行横向比较和筛选。"}, {"date": "2026-01-25", "action": "[商品-点击] <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>", "logic": "认知跃迁与需求聚焦：用户的关注点从单一的“血压”监测，跃迁至包含“无创血糖、尿酸、血脂”等多维监测功能的智能手表。这引入了全新的、更专业的健康监测变量，是典型的从发散到聚焦的认知收敛过程。"}, {"date": "2026-01-25", "action": "[商品-购买] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>", "logic": "决策落地：尽管探索了更高级的产品，但最终购买了基础款血压仪，可能基于价格、即时性或对新技术的不确定性等因素。然而，这不影响前序行为链所体现的认知升级过程，反而构成了“探索-评估-决策”的完整闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-02-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2477><s_b_7705><s_c_4393>
|
||
【2023-02-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5183><s_b_3584><s_c_3589>
|
||
【2023-02-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_106><s_c_7924>
|
||
【2023-05-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1913><s_c_6375>
|
||
【2023-07-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6352><s_c_5211>
|
||
【2023-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_6426><s_c_4032>
|
||
【2024-02-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6398><s_b_222><s_c_3230>
|
||
【2024-02-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_1297><s_c_1662>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_1671><s_c_3365>
|
||
【2024-04-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_1687><s_c_2853>
|
||
【2024-05-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1428><s_c_1467>
|
||
【2024-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_2904><s_c_2770>
|
||
【2024-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7804><s_b_3209><s_c_30>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7804><s_b_4839><s_c_7706>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_7007><s_c_7007>
|
||
【2024-06-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_4203><s_c_2364>
|
||
【2024-08-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1890><s_b_7779><s_c_1867>
|
||
【2024-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_1443><s_c_8053>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7270><s_c_6534>
|
||
【2024-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_2769><s_c_6326>
|
||
【2024-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2816><s_c_2368>
|
||
【2024-12-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2816><s_c_2368>
|
||
【2025-02-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1284><s_c_3483>
|
||
【2025-02-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
|
||
【2025-03-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_2428><s_c_5435>
|
||
【2025-03-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_3930><s_c_5845>
|
||
【2025-05-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>
|
||
【2025-05-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7344><s_c_4647>
|
||
【2025-05-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_7951>
|
||
【2025-05-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6973><s_c_6988>
|
||
【2025-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3244><s_c_574>
|
||
【2025-05-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_5260><s_c_962>
|
||
【2025-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6048><s_c_2224>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_3159><s_c_7366>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7727><s_b_5658><s_c_1453>
|
||
【2025-06-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2419><s_c_4467>
|
||
【2025-06-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7754>
|
||
【2025-06-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_879><s_c_7951>
|
||
【2025-06-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_8049><s_c_1834>
|
||
【2025-06-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_5452>
|
||
【2025-07-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_6758>
|
||
【2025-07-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>
|
||
【2025-07-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_3228><s_c_7616>
|
||
【2025-08-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_8049><s_c_846>
|
||
【2025-08-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_765><s_c_7315>
|
||
【2025-08-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_451><s_c_6609>
|
||
【2025-08-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
|
||
【2025-08-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6202>
|
||
【2025-08-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
|
||
【2025-08-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
|
||
【2025-08-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
|
||
【2025-08-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7390><s_c_6278>
|
||
【2025-09-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_147><s_c_2193>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_799><s_c_5064>
|
||
【2025-09-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7209><s_b_7178><s_c_7119>
|
||
【2025-09-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3159><s_c_7101>
|
||
【2025-10-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3159><s_c_7101>
|
||
【2025-10-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4380><s_b_379><s_c_102>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_750><s_b_6454><s_c_2668>
|
||
【2025-10-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1004><s_b_1801><s_c_6870>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5685><s_c_6597>
|
||
【2025-10-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3736><s_c_2164>
|
||
【2025-10-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_4458><s_c_7366>
|
||
【2025-10-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_2547><s_c_2967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1826><s_b_2808><s_c_6369>
|
||
【2025-11-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6763><s_b_1053><s_c_2915>
|
||
【2025-11-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_53><s_c_5318>
|
||
【2025-11-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_4385><s_c_5943>
|
||
【2025-11-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_6426><s_c_7791>
|
||
【2025-11-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7485><s_b_6048><s_c_398>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_623><s_b_4516><s_c_4233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_623><s_b_5619><s_c_5868>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_2513>
|
||
【2025-11-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1284><s_c_2400>
|
||
【2025-11-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_1695><s_c_3692>
|
||
【2025-11-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_4532><s_c_92>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2510><s_b_1126><s_c_6698>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_2312><s_c_5669>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_1380><s_c_1080>
|
||
【2025-12-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_3679><s_c_3233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_5699><s_c_3233>
|
||
【2025-12-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_6467><s_c_8053>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_6818><s_c_3233>
|
||
【2025-12-17】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3592><s_b_180><s_c_7101>
|
||
【2025-12-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6213><s_c_6524>
|
||
【2025-12-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2663><s_b_7603><s_c_7978>
|
||
【2025-12-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_7605>
|
||
【2025-12-27】
|
||
10:34 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5647><s_c_7566>
|
||
【2025-12-29】
|
||
14:44 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_4479>
|
||
【2025-12-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3516><s_b_6426><s_c_4003>
|
||
16:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
|
||
【2025-12-31】
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_216>
|
||
【2026-01-01】
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_5687>
|
||
【2026-01-03】
|
||
15:13 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_5673>
|
||
15:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_1259><s_c_5687>
|
||
15:34 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5800><s_c_6915>
|
||
16:13 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1616>
|
||
【2026-01-04】
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_3602><s_c_1080>
|
||
12:24 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6047><s_c_47>
|
||
【2026-01-05】
|
||
00:40 [广告-深度转化] <|ad_begin|><s_a_6137><s_b_3932><s_c_4030>
|
||
03:54 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_8183>
|
||
16:27 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_7342><s_c_141>
|
||
【2026-01-07】
|
||
08:33 [广告-深度转化] <|ad_begin|><s_a_336><s_b_8061><s_c_6387>
|
||
【2026-01-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_4692><s_c_8057>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_200><s_b_4023><s_c_5000>
|
||
04:55 [广告-深度转化] <|ad_begin|><s_a_817><s_b_6234><s_c_3237>
|
||
12:36 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_989><s_c_2319>
|
||
13:24 [广告-深度转化] <|ad_begin|><s_a_2402><s_b_7608><s_c_7320>
|
||
【2026-01-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6398><s_c_7366>
|
||
【2026-01-11】
|
||
06:45 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_71>
|
||
【2026-01-13】
|
||
03:46 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_6156>
|
||
06:13 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_416>
|
||
09:10 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_845>
|
||
11:25 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
|
||
【2026-01-14】
|
||
00:10 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5776>
|
||
15:40 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_5419><s_c_6185>
|
||
【2026-01-15】
|
||
13:30 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_4405>
|
||
【2026-01-16】
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4125><s_c_8003>
|
||
【2026-01-17】
|
||
07:20 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_800><s_c_3987>
|
||
【2026-01-18】
|
||
03:18 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_3026>
|
||
08:21 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_1701><s_c_77>
|
||
10:43 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_6156>
|
||
15:06 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_800><s_c_3987>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7209><s_b_5638><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_147><s_c_2193>
|
||
07:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5563>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_1290><s_c_5882>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1290><s_c_1105>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_4989><s_c_4856>
|
||
【2026-01-22】
|
||
07:37 [广告-深度转化] <|ad_begin|><s_a_655><s_b_5349><s_c_3026>
|
||
09:54 [视频-点赞/长播] <|video_begin|><s_a_655><s_b_6234><s_c_2146>
|
||
12:38 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_2204>
|
||
12:44 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1916><s_c_308>
|
||
13:11 [广告-深度转化] <|ad_begin|><s_a_655><s_b_665><s_c_4479>
|
||
14:50 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_7608><s_c_7856>
|
||
14:59 [广告-深度转化] <|ad_begin|><s_a_6137><s_b_5511><s_c_145>
|
||
15:27 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5268><s_c_7456>
|
||
【2026-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_330>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3736><s_c_2161>
|
||
01:12 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_308>
|
||
07:34 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_7616>
|
||
11:50 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6390>
|
||
【2026-01-24】
|
||
00:58 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_5851>
|
||
03:29 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_2509>
|
||
07:39 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4783>
|
||
08:57 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_3447><s_c_3198>
|
||
09:59 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_7119>
|
||
10:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2740>
|
||
22:30 [广告-深度转化] <|ad_begin|><s_a_923><s_b_1206><s_c_5563>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5659><s_c_4817>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7333><s_b_4782><s_c_2590>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_6426><s_c_805>
|
||
10:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_7676>
|
||
12:33 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_5687>
|
||
13:56 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1596><s_c_1946>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1575><s_c_3950>
|
||
【2026-01-28】
|
||
14:12 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_7608><s_c_7137>
|
||
15:52 [广告-深度转化] <|ad_begin|><s_a_562><s_b_2148><s_c_853>
|
||
【2026-01-29】
|
||
13:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1752>
|
||
16:15 [视频-长播] <|video_begin|><s_a_4566><s_b_594><s_c_6513>
|
||
16:48 [视频-长播] <|video_begin|><s_a_1708><s_b_7965><s_c_3296>
|
||
【2026-01-30】
|
||
00:48 [视频-长播] <|video_begin|><s_a_4843><s_b_6426><s_c_3676>
|
||
00:48 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6278>
|
||
02:12 [视频-长播] <|video_begin|><s_a_4922><s_b_6477><s_c_141>
|
||
03:29 [视频-长播] <|video_begin|><s_a_3655><s_b_6435><s_c_7534>
|
||
04:43 [视频-长播] <|video_begin|><s_a_4646><s_b_4342><s_c_3363>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_7081><s_c_5901>
|
||
09:09 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_113>
|
||
09:56 [视频-长播] <|video_begin|><s_a_5181><s_b_5237><s_c_3777>
|
||
09:56 [视频-长播] <|video_begin|><s_a_116><s_b_3280><s_c_2411>
|
||
10:26 [视频-长播] <|video_begin|><s_a_1853><s_b_1411><s_c_2470>
|
||
10:26 [视频-长播] <|video_begin|><s_a_6855><s_b_4059><s_c_1708>
|
||
11:10 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6695>
|
||
11:10 [视频-长播] <|video_begin|><s_a_791><s_b_5101><s_c_3026>
|
||
12:01 [视频-长播] <|video_begin|><s_a_4946><s_b_6761><s_c_2465>
|
||
13:45 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_5641>
|
||
15:25 [视频-长播] <|video_begin|><s_a_7385><s_b_800><s_c_3447>
|
||
15:45 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5268><s_c_6597>
|
||
20:53 [视频-长播] <|video_begin|><s_a_923><s_b_7888><s_c_6093>
|
||
【2026-01-31】
|
||
04:08 [视频-长播] <|video_begin|><s_a_5629><s_b_5101><s_c_141>
|
||
04:08 [视频-长播] <|video_begin|><s_a_3689><s_b_800><s_c_1439>
|
||
04:17 [视频-长播] <|video_begin|><s_a_3655><s_b_4033><s_c_4626>
|
||
04:17 [视频-长播] <|video_begin|><s_a_6258><s_b_6477><s_c_2370>
|
||
07:52 [视频-长播] <|video_begin|><s_a_1013><s_b_6477><s_c_2559>
|
||
08:17 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6674>
|
||
10:59 [视频-长播] <|video_begin|><s_a_16><s_b_5101><s_c_2370>
|
||
14:35 [视频-长播] <|video_begin|><s_a_1335><s_b_2668><s_c_2038>
|
||
14:35 [视频-长播] <|video_begin|><s_a_3801><s_b_3417><s_c_7793>
|
||
15:36 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
23:41 [广告-点击] <|ad_begin|><s_a_4354><s_b_5349><s_c_929>
|
||
23:43 [广告-点击] <|ad_begin|><s_a_3711><s_b_6162><s_c_4160>
|
||
23:47 [广告-点击] <|ad_begin|><s_a_2012><s_b_5892><s_c_5910>
|
||
23:49 [广告-点击] <|ad_begin|><s_a_7331><s_b_422><s_c_4603>
|
||
23:50 [广告-点击] <|ad_begin|><s_a_2618><s_b_3961><s_c_532>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_4718><s_b_7390><s_c_6065>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_7331><s_b_7655><s_c_543>
|
||
23:54 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
|
||
23:57 [广告-点击] <|ad_begin|><s_a_7228><s_b_483><s_c_7261>
|
||
【2026-02-01】
|
||
01:29 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2740>
|
||
02:03 [视频-长播] <|video_begin|><s_a_2551><s_b_1113><s_c_3363>
|
||
02:17 [广告-点击] <|ad_begin|><s_a_104><s_b_168><s_c_6390>
|
||
02:22 [广告-点击] <|ad_begin|><s_a_655><s_b_1862><s_c_2758>
|
||
08:22 [广告-点击] <|ad_begin|><s_a_7331><s_b_2918><s_c_6853>
|
||
08:32 [视频-长播] <|video_begin|><s_a_2764><s_b_7028><s_c_3121>
|
||
08:37 [视频-长播] <|video_begin|><s_a_8159><s_b_6234><s_c_4084>
|
||
10:00 [视频-长播] <|video_begin|><s_a_4607><s_b_978><s_c_543>
|
||
12:00 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6879>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_152><s_c_3424>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_1393><s_b_152><s_c_3424>
|
||
14:06 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
|
||
14:06 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
|
||
15:07 [视频-长播] <|video_begin|><s_a_6510><s_b_1523><s_c_6676>
|
||
15:27 [广告-点击] <|ad_begin|><s_a_99><s_b_7333><s_c_6239>
|
||
15:31 [广告-点击] <|ad_begin|><s_a_2983><s_b_3932><s_c_1295>
|
||
15:31 [广告-点击] <|ad_begin|><s_a_2012><s_b_7965><s_c_1295>
|
||
15:33 [广告-点击] <|ad_begin|><s_a_2983><s_b_3932><s_c_1295>
|
||
15:53 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_987>
|
||
21:54 [视频-长播] <|video_begin|><s_a_2764><s_b_2549><s_c_2793>
|
||
21:54 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6185>
|
||
21:56 [广告-点击] <|ad_begin|><s_a_6904><s_b_513><s_c_2309>
|
||
23:07 [视频-长播] <|video_begin|><s_a_5831><s_b_3338><s_c_1485>
|
||
【2026-02-02】
|
||
00:16 [广告-点击] <|ad_begin|><s_a_7331><s_b_3898><s_c_1000>
|
||
00:21 [广告-点击] <|ad_begin|><s_a_1383><s_b_123><s_c_7932>
|
||
00:22 [广告-点击] <|ad_begin|><s_a_3711><s_b_6162><s_c_4160>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_1351><s_b_1411><s_c_6557>
|
||
04:40 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_5349>
|
||
07:47 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_831>
|
||
09:25 [视频-长播] <|video_begin|><s_a_562><s_b_2029><s_c_7719>
|
||
09:25 [视频-长播] <|video_begin|><s_a_7411><s_b_697><s_c_8037>
|
||
09:25 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_7106>
|
||
09:38 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_3014>
|
||
09:38 [视频-长播] <|video_begin|><s_a_6955><s_b_3618><s_c_7533>
|
||
10:07 [视频-长播] <|video_begin|><s_a_5181><s_b_5607><s_c_3026>
|
||
10:43 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_5187>
|
||
10:43 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_5187>
|
||
12:12 [广告-点击] <|ad_begin|><s_a_2814><s_b_7919><s_c_1643>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
14:55 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
|
||
20:53 [视频-长播] <|video_begin|><s_a_116><s_b_2221><s_c_2057>
|
||
21:21 [视频-长播] <|video_begin|><s_a_3689><s_b_7391><s_c_655>
|
||
23:54 [广告-点击] <|ad_begin|><s_a_1921><s_b_4475><s_c_8143>
|
||
23:55 [广告-点击] <|ad_begin|><s_a_7331><s_b_624><s_c_2918>
|
||
【2026-02-03】
|
||
00:00 [广告-点击] <|ad_begin|><s_a_1351><s_b_3727><s_c_2548>
|
||
00:01 [广告-点击] <|ad_begin|><s_a_77><s_b_6532><s_c_5793>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_2165>
|
||
07:50 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_2211>
|
||
07:50 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_2211>
|
||
11:20 [广告-点击] <|ad_begin|><s_a_1921><s_b_6532><s_c_7635>
|
||
11:23 [广告-点击] <|ad_begin|><s_a_7088><s_b_7894><s_c_7268>
|
||
11:24 [广告-点击] <|ad_begin|><s_a_1921><s_b_6532><s_c_7635>
|
||
11:53 [视频-长播] <|video_begin|><s_a_7251><s_b_6946><s_c_8030>
|
||
11:53 [视频-长播] <|video_begin|><s_a_3801><s_b_353><s_c_4344>
|
||
11:53 [视频-长播] <|video_begin|><s_a_6776><s_b_6234><s_c_6364>
|
||
12:55 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_1269>
|
||
13:44 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_128>
|
||
13:46 [广告-点击] <|ad_begin|><s_a_6302><s_b_2376><s_c_6707>
|
||
21:51 [广告-点击] <|ad_begin|><s_a_1921><s_b_5543><s_c_1707>
|
||
21:52 [广告-点击] <|ad_begin|><s_a_3711><s_b_6127><s_c_2866>
|
||
21:56 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
21:57 [广告-点击] <|ad_begin|><s_a_7088><s_b_7894><s_c_7268>
|
||
21:59 [广告-点击] <|ad_begin|><s_a_5229><s_b_1413><s_c_6057>
|
||
22:01 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
|
||
22:02 [广告-点击] <|ad_begin|><s_a_3876><s_b_6776><s_c_7932>
|
||
22:03 [广告-点击] <|ad_begin|><s_a_3876><s_b_6776><s_c_4944>
|
||
22:04 [广告-点击] <|ad_begin|><s_a_6140><s_b_2029><s_c_401>
|
||
22:05 [广告-点击] <|ad_begin|><s_a_6140><s_b_2029><s_c_2123>
|
||
【2026-02-04】
|
||
01:12 [广告-点击] <|ad_begin|><s_a_7000><s_b_5169><s_c_1737>
|
||
04:04 [视频-长播] <|video_begin|><s_a_3677><s_b_6202><s_c_4193>
|
||
08:33 [视频-长播] <|video_begin|><s_a_1164><s_b_1013><s_c_4252>
|
||
10:30 [广告-点击] <|ad_begin|><s_a_6329><s_b_6551><s_c_47>
|
||
10:59 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6559>
|
||
11:37 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
|
||
11:37 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
|
||
23:43 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1645>
|
||
【2026-02-05】
|
||
00:56 [视频-长播] <|video_begin|><s_a_3510><s_b_5200><s_c_6278>
|
||
01:47 [视频-长播] <|video_begin|><s_a_6321><s_b_775><s_c_5162>
|
||
02:59 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
02:59 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
03:50 [广告-点击] <|ad_begin|><s_a_2983><s_b_3932><s_c_1295>
|
||
03:51 [广告-点击] <|ad_begin|><s_a_6786><s_b_4142><s_c_5430>
|
||
03:52 [广告-点击] <|ad_begin|><s_a_7331><s_b_2799><s_c_2918>
|
||
03:56 [广告-点击] <|ad_begin|><s_a_3945><s_b_6284><s_c_6442>
|
||
03:57 [广告-点击] <|ad_begin|><s_a_456><s_b_7146><s_c_5059>
|
||
06:05 [视频-长播] <|video_begin|><s_a_7796><s_b_1013><s_c_1471>
|
||
08:32 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1584>
|
||
08:32 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1584>
|
||
10:13 [广告-点击] <|ad_begin|><s_a_562><s_b_4496><s_c_5059>
|
||
10:52 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_6185>
|
||
10:52 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_6185>
|
||
12:29 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_5259>
|
||
12:29 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_5259>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_55>
|
||
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与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）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、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 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
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。
|
||
请围绕以下主题提取行为逻辑链：
|
||
主题：从被动接收娱乐信息到主动探索专业知识的兴趣演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收娱乐信息到主动探索专业知识的兴趣演化",
|
||
"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数据，以推断其兴趣是如何从被动接收娱乐信息，逐步演化到主动探索专业知识的。
|
||
|
||
从整体交互历史来看，我注意到这位用户的行为模式展现出一条清晰的演变轨迹。在早期，用户的消费行为主要集中在生活必需品和服饰上，例如购买妈妈装 <|prod_begin|><s_a_2477><s_b_7705><s_c_4393>、女包 <|prod_begin|><s_a_5183><s_b_3584><s_c_3589> 以及各类农产品和食品调料。这表明用户是一位注重家庭生活、有一定年纪的女性。
|
||
|
||
随着时间的推移，特别是在2025年，用户的兴趣开始明显地向直播内容倾斜。我发现，在2025年5月14日，用户关注了一个以剧情扮演和戏剧化直播为特点的主播 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>。这类直播内容娱乐性强，互动性高，主要是为了消遣和放松，属于一种比较被动的娱乐信息接收。这可以看作是用户兴趣的初始阶段，偏好轻松、有趣、有故事性的内容。
|
||
|
||
然而，一个显著的转折点出现在了2025年7月22日。在这一天，用户关注了一位标签为“中医养生达人”和“穴位教学专家”的主播 <|living_begin|><s_a_2012><s_b_2246><s_c_7951>。这个行为非常关键，因为它标志着用户的兴趣从纯粹的娱乐消遣，开始转向具有实用价值和专业知识的领域。中医和养生这类内容需要用户投入更多的认知精力去理解和学习，不再是简单的被动观看，而是带有主动获取知识的目的。我推测，这可能是由于用户自身或家庭对健康问题的关注度提升，从而驱动了这一兴趣的迁移。
|
||
|
||
在建立了对中医养生的初步兴趣后，用户的探索行为变得更加深入和具体。大约一个月后，即2025年8月16日，用户再次关注了一位中医领域的讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620>。与前一位主播相比，这位主播的标签更为细化和专业，例如“心脑血管健康科普者”和“脾胃调理实操导师”。这表明用户的需求已经从泛泛的养生科普，升级到了针对特定健康问题的解决方案探索。这种从宏观到微观的兴趣深化，反映出用户正在主动构建自己的健康知识体系，而不仅仅是随机浏览。
|
||
|
||
综合来看，这位用户的兴趣演化路径清晰地展示了从被动娱乐到主动求知的转变。最初，用户被剧情化、娱乐性强的直播内容所吸引，这满足了其基础的消遣需求。随后，出于对健康问题的关注，用户的兴趣点转移到了实用性更强的中医养生领域，开始主动学习专业知识。最终，这种学习行为进一步深化，用户开始聚焦于更具体、更专业的健康调理方向，显示出一种系统性的知识探索倾向。
|
||
|
||
因此，我倾向于认为，用户的核心兴趣已经从早期的娱乐化直播内容，逐步演变为对专业健康知识的主动探索。这一演化过程始于对剧情扮演型主播的关注 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>，随后在关注中医养生达人 <|living_begin|><s_a_2012><s_b_2246><s_c_7951> 时发生了关键性的转折，最终通过关注更具体的心脑血管及脾胃调理讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620> 得以深化和细化。未来，向其推荐具有深度、专业且可实操的健康养生类内容，有较大概率被其接纳和喜爱。</think>
|
||
{"logic_chain": {"name": "从被动接收娱乐信息到主动探索专业知识的兴趣演化", "events": [{"date": "2025-05-14", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>", "logic": "初始阶段：兴趣主要集中在娱乐性、剧情化的直播内容，以消遣为主要目的。"}, {"date": "2025-07-22", "action": "[直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>", "logic": "兴趣转折与深化：首次关注具有强知识属性的“中医养生”、“穴位教学”主播，标志着用户兴趣从纯娱乐转向实用性健康知识获取，实现了认知需求的跃迁。"}, {"date": "2025-08-16", "action": "[直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>", "logic": "认知聚焦与细化：在已建立中医养生兴趣的基础上，进一步关注更具体、更深入的领域，如“心脑血管健康”、“脾胃调理实操”，表明用户正在构建更系统化的健康知识体系。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-02-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6695><s_b_2569><s_c_3597>
|
||
【2024-02-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4225><s_b_663><s_c_2012>
|
||
【2024-02-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_7136><s_c_6235>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-03-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3546><s_b_1101><s_c_1383>
|
||
【2024-03-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1520>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7891><s_b_5022><s_c_7909>
|
||
【2024-03-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5572><s_b_3902><s_c_6035>
|
||
【2024-03-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_2312><s_c_362>
|
||
【2024-03-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1875><s_c_6500>
|
||
【2024-03-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1875><s_c_6500>
|
||
【2024-03-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_3004><s_c_5485>
|
||
【2024-04-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-04-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-04-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-04-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_5968>
|
||
【2024-11-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7242><s_b_3302><s_c_1882>
|
||
【2025-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7416><s_c_5208>
|
||
【2025-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5727><s_c_4208>
|
||
【2025-01-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_1227><s_c_1005>
|
||
【2025-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_677>
|
||
【2025-02-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3592><s_b_1966><s_c_5755>
|
||
【2025-02-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4727><s_b_3131><s_c_2978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5598><s_b_724><s_c_4849>
|
||
【2025-02-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_8062><s_c_6074>
|
||
【2025-02-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2999><s_b_3645><s_c_7978>
|
||
【2025-03-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2999><s_b_3645><s_c_7978>
|
||
【2025-03-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5346><s_b_6599><s_c_2933>
|
||
【2025-03-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_6185>
|
||
【2025-04-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3835>
|
||
【2025-04-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7217><s_b_2498><s_c_3106>
|
||
【2025-05-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7217><s_b_2498><s_c_3106>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5037><s_b_1966><s_c_3106>
|
||
【2025-05-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8135><s_b_6454><s_c_3626>
|
||
【2025-05-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_6714><s_c_7366>
|
||
【2025-05-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1557><s_c_1881>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6421><s_b_6454><s_c_7334>
|
||
【2025-05-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_222><s_b_3939><s_c_1338>
|
||
【2025-05-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1826><s_b_5893><s_c_1253>
|
||
【2025-05-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6439><s_b_4411><s_c_624>
|
||
【2025-06-12】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_6677><s_c_6202>
|
||
【2025-06-14】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3753><s_b_1410><s_c_6706>
|
||
【2025-06-17】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_5384><s_c_875>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_464><s_b_5384><s_c_3726>
|
||
--:-- [直播-关注] <|living_begin|><s_a_363><s_b_6891><s_c_1004>
|
||
【2025-06-25】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_7125>
|
||
【2025-06-26】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_1307><s_b_4951><s_c_1850>
|
||
【2025-06-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6049><s_b_6158><s_c_3038>
|
||
【2025-07-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_7864><s_c_484>
|
||
【2025-07-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_321><s_b_2231><s_c_802>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3939><s_b_5762><s_c_4767>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4208>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7765><s_b_4516><s_c_1207>
|
||
【2025-07-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1505><s_b_5549><s_c_4742>
|
||
【2025-07-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5025><s_b_6069><s_c_8181>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2758><s_b_3393><s_c_1716>
|
||
【2025-07-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4297><s_b_1628><s_c_7716>
|
||
【2025-07-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7825><s_b_5499><s_c_732>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5814><s_b_7393><s_c_4447>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_321><s_b_5660><s_c_7057>
|
||
【2025-07-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3874>
|
||
【2025-07-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_5658><s_c_7986>
|
||
【2025-07-24】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7390><s_c_7754>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_8004><s_b_451><s_c_677>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_697><s_c_2954>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_721><s_b_5270><s_c_4846>
|
||
【2025-07-26】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7390><s_c_1433>
|
||
【2025-07-27】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_839><s_c_875>
|
||
【2025-07-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_4512>
|
||
【2025-07-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5421><s_b_7910><s_c_250>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4680><s_b_4680><s_c_2963>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7406><s_b_7095><s_c_6631>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_4680><s_c_6932>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7765><s_b_1966><s_c_1159>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4335><s_b_6925><s_c_2520>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7765><s_b_1966><s_c_1159>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5609><s_b_5150><s_c_1063>
|
||
【2025-07-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5572><s_b_3902><s_c_5827>
|
||
【2025-08-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6972><s_c_1957>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_7975><s_c_8052>
|
||
【2025-08-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_7888><s_b_7342><s_c_2513>
|
||
【2025-08-05】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_3079>
|
||
【2025-08-06】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_4567><s_b_1410><s_c_1133>
|
||
【2025-08-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7406><s_b_7095><s_c_6631>
|
||
【2025-08-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6049><s_b_6158><s_c_4830>
|
||
【2025-08-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_5627><s_c_1643>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_4543>
|
||
【2025-08-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7406><s_b_7095><s_c_6631>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2030><s_b_2824><s_c_399>
|
||
【2025-08-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7967><s_b_2503><s_c_6920>
|
||
【2025-08-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2756><s_b_5812><s_c_2204>
|
||
【2025-08-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1424><s_c_5226>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1424><s_c_5226>
|
||
【2025-08-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6891><s_c_3676>
|
||
【2025-08-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_3676>
|
||
【2025-09-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3408><s_c_7014>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1277><s_b_8060><s_c_5267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3408><s_c_6500>
|
||
【2025-09-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4225><s_b_2312><s_c_4341>
|
||
【2025-09-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_8117><s_c_3112>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1644><s_b_8117><s_c_3112>
|
||
【2025-10-01】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_8049><s_c_2525>
|
||
【2025-10-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_2032>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_7455><s_c_1110>
|
||
【2025-10-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3408><s_c_2233>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_2233>
|
||
【2025-10-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7897><s_b_3601><s_c_3022>
|
||
【2025-10-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1227><s_c_3026>
|
||
【2025-10-27】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_2475>
|
||
【2025-10-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5558><s_b_5822><s_c_2290>
|
||
【2025-10-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_4077><s_c_2683>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_4077><s_c_2683>
|
||
【2025-11-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_483><s_c_724>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_4077><s_c_2683>
|
||
【2025-11-09】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_933><s_b_3636><s_c_7848>
|
||
【2025-11-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8154><s_b_2771><s_c_7018>
|
||
【2025-11-17】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_311><s_b_832><s_c_368>
|
||
【2025-11-21】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_5812><s_c_875>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5578><s_b_1099><s_c_527>
|
||
【2025-12-04】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_5384><s_c_6452>
|
||
【2025-12-07】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_2514>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_2407>
|
||
【2025-12-08】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_7894><s_c_1684>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4326><s_b_6234><s_c_2820>
|
||
【2025-12-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7390><s_c_6278>
|
||
【2025-12-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_988><s_c_2379>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6049><s_b_3313><s_c_3038>
|
||
【2025-12-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6049><s_b_1794><s_c_3373>
|
||
【2025-12-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_1633><s_c_3167>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_459><s_b_7894><s_c_3038>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_7894><s_c_2530>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_7342><s_c_4208>
|
||
【2025-12-31】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7894><s_c_4472>
|
||
【2026-01-01】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_7894><s_c_2513>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_1238>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4144><s_b_620><s_c_7154>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_4375><s_c_3483>
|
||
【2026-01-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_6818><s_c_16>
|
||
22:49 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_8042>
|
||
23:13 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_5496><s_c_8042>
|
||
【2026-01-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6316><s_b_1795><s_c_4428>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6316><s_b_1795><s_c_4428>
|
||
【2026-01-25】
|
||
10:33 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6123><s_c_8042>
|
||
19:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_1935>
|
||
19:38 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_707>
|
||
20:40 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_7616>
|
||
【2026-01-26】
|
||
01:01 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_935><s_c_645>
|
||
02:59 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2906><s_c_497>
|
||
07:14 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
|
||
17:12 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7683>
|
||
17:26 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7276>
|
||
17:56 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_6962>
|
||
18:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_3363>
|
||
19:02 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2895>
|
||
19:17 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_1000>
|
||
21:19 [广告-深度转化] <|ad_begin|><s_a_491><s_b_1906><s_c_4548>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_4543>
|
||
12:34 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
12:54 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_1178>
|
||
13:53 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_2063>
|
||
18:24 [广告-深度转化] <|ad_begin|><s_a_7197><s_b_952><s_c_2530>
|
||
20:09 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_5511><s_c_2647>
|
||
20:24 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_1114>
|
||
20:32 [视频-转发/长播] <|video_begin|><s_a_7427><s_b_7971><s_c_7074>
|
||
22:00 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_4548>
|
||
【2026-01-28】
|
||
02:50 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_3026>
|
||
05:20 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
|
||
05:56 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_5851>
|
||
11:41 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7683>
|
||
18:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3036>
|
||
18:13 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1306>
|
||
19:13 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_2937>
|
||
20:13 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_5159>
|
||
23:47 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_5349><s_c_5563>
|
||
【2026-01-29】
|
||
00:01 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_1642><s_c_3026>
|
||
05:54 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_4635>
|
||
15:59 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6398><s_c_1148>
|
||
19:39 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_1659>
|
||
23:50 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_2200><s_c_2298>
|
||
【2026-01-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3402>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_1227><s_c_3676>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5392>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_7342><s_c_3409>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_451><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7894><s_c_1767>
|
||
16:46 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_5511><s_c_4932>
|
||
17:02 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1619>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2719><s_b_758><s_c_4848>
|
||
18:41 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7333><s_c_7751>
|
||
【2026-01-31】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_4372><s_b_451><s_c_6486>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_3589>
|
||
01:05 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2497><s_c_3958>
|
||
01:17 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6244><s_c_5749>
|
||
10:35 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6730><s_c_3014>
|
||
12:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5845>
|
||
15:52 [视频-转发/长播] <|video_begin|><s_a_7879><s_b_6234><s_c_3958>
|
||
21:09 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_6227>
|
||
【2026-02-01】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_4543>
|
||
00:56 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3363>
|
||
03:35 [视频-收藏/长播] <|video_begin|><s_a_2111><s_b_4216><s_c_7323>
|
||
15:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7772>
|
||
15:46 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_4236>
|
||
16:38 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6435><s_c_2369>
|
||
16:38 [广告-点击] <|ad_begin|><s_a_7314><s_b_6435><s_c_2369>
|
||
16:44 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_4746><s_c_4932>
|
||
16:47 [广告-点击] <|ad_begin|><s_a_817><s_b_6599><s_c_1767>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_4618><s_c_1061>
|
||
19:53 [广告-点击] <|ad_begin|><s_a_1608><s_b_2427><s_c_3363>
|
||
20:19 [广告-点击] <|ad_begin|><s_a_1474><s_b_1230><s_c_3026>
|
||
21:32 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
|
||
21:32 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
|
||
21:42 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_3217><s_c_1402>
|
||
21:42 [广告-点击] <|ad_begin|><s_a_3069><s_b_3217><s_c_1402>
|
||
21:55 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
21:55 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
【2026-02-02】
|
||
00:51 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
00:51 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
05:33 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6108>
|
||
09:41 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_7333>
|
||
10:55 [视频-点赞/长播] <|video_begin|><s_a_7353><s_b_184><s_c_2357>
|
||
14:23 [广告-点击] <|ad_begin|><s_a_7213><s_b_5934><s_c_8096>
|
||
15:43 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_7548>
|
||
15:43 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_7548>
|
||
20:09 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
20:39 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_5994>
|
||
22:24 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
22:43 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_7323>
|
||
22:43 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_7323>
|
||
23:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_4058>
|
||
【2026-02-03】
|
||
00:27 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7184><s_c_5563>
|
||
00:27 [广告-点击] <|ad_begin|><s_a_491><s_b_7184><s_c_5563>
|
||
00:42 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_6956>
|
||
00:42 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_6956>
|
||
03:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7276>
|
||
04:16 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_2031><s_c_2961>
|
||
04:16 [广告-点击] <|ad_begin|><s_a_6577><s_b_2031><s_c_2961>
|
||
05:06 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_2031><s_c_2961>
|
||
05:06 [广告-点击] <|ad_begin|><s_a_6577><s_b_2031><s_c_2961>
|
||
05:46 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5008><s_c_3026>
|
||
05:46 [广告-点击] <|ad_begin|><s_a_1608><s_b_5008><s_c_3026>
|
||
05:58 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5267>
|
||
08:41 [广告-点击] <|ad_begin|><s_a_3578><s_b_5454><s_c_141>
|
||
09:00 [广告-点击] <|ad_begin|><s_a_3091><s_b_177><s_c_4479>
|
||
09:04 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_3574>
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_665><s_c_3616>
|
||
14:02 [广告-点击] <|ad_begin|><s_a_2111><s_b_665><s_c_3616>
|
||
14:32 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
14:32 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
16:08 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1659>
|
||
16:16 [广告-点击] <|ad_begin|><s_a_6275><s_b_6051><s_c_3958>
|
||
16:57 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6047><s_c_2921>
|
||
16:57 [广告-点击] <|ad_begin|><s_a_4020><s_b_6047><s_c_2921>
|
||
17:16 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_838>
|
||
17:16 [广告-点击] <|ad_begin|><s_a_4020><s_b_1822><s_c_838>
|
||
19:09 [广告-点击] <|ad_begin|><s_a_5673><s_b_1206><s_c_77>
|
||
19:46 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4479>
|
||
19:46 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4479>
|
||
20:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
20:10 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
20:57 [广告-点击] <|ad_begin|><s_a_1393><s_b_7888><s_c_3221>
|
||
21:15 [广告-点击] <|ad_begin|><s_a_6962><s_b_6234><s_c_6616>
|
||
21:29 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1317>
|
||
23:01 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_4033><s_c_3501>
|
||
23:01 [广告-点击] <|ad_begin|><s_a_7213><s_b_4033><s_c_3501>
|
||
【2026-02-04】
|
||
04:51 [广告-点击] <|ad_begin|><s_a_1474><s_b_706><s_c_3026>
|
||
04:56 [广告-点击] <|ad_begin|><s_a_2832><s_b_5349><s_c_2568>
|
||
05:04 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5315>
|
||
05:29 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_3402>
|
||
10:06 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_1082>
|
||
10:21 [广告-点击] <|ad_begin|><s_a_2111><s_b_665><s_c_3616>
|
||
10:37 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6407><s_c_2190>
|
||
10:37 [广告-点击] <|ad_begin|><s_a_2111><s_b_6407><s_c_2190>
|
||
10:47 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_6185>
|
||
11:11 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6234><s_c_8075>
|
||
11:11 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_8075>
|
||
11:31 [广告-点击] <|ad_begin|><s_a_2832><s_b_2826><s_c_4101>
|
||
17:46 [广告-点击] <|ad_begin|><s_a_2111><s_b_8058><s_c_5061>
|
||
18:35 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1206><s_c_2460>
|
||
18:35 [广告-点击] <|ad_begin|><s_a_1393><s_b_1206><s_c_2460>
|
||
18:42 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7683>
|
||
18:54 [视频-长播] <|video_begin|><s_a_4401><s_b_1940><s_c_7320>
|
||
18:58 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
18:59 [视频-长播] <|video_begin|><s_a_1726><s_b_4552><s_c_8042>
|
||
19:33 [视频-长播] <|video_begin|><s_a_6510><s_b_7888><s_c_3775>
|
||
19:33 [视频-长播] <|video_begin|><s_a_7879><s_b_6435><s_c_6185>
|
||
19:33 [视频-长播] <|video_begin|><s_a_2015><s_b_3898><s_c_4371>
|
||
19:33 [视频-长播] <|video_begin|><s_a_5295><s_b_2142><s_c_2070>
|
||
20:17 [视频-长播] <|video_begin|><s_a_8159><s_b_6123><s_c_8042>
|
||
20:39 [视频-长播] <|video_begin|><s_a_7774><s_b_1799><s_c_3970>
|
||
20:39 [视频-长播] <|video_begin|><s_a_2015><s_b_1656><s_c_6940>
|
||
20:39 [视频-长播] <|video_begin|><s_a_7771><s_b_3313><s_c_859>
|
||
20:39 [视频-长播] <|video_begin|><s_a_2015><s_b_594><s_c_2756>
|
||
21:07 [广告-点击] <|ad_begin|><s_a_5998><s_b_1702><s_c_6278>
|
||
21:13 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_665><s_c_6227>
|
||
21:13 [广告-点击] <|ad_begin|><s_a_5673><s_b_665><s_c_6227>
|
||
21:20 [视频-长播] <|video_begin|><s_a_8159><s_b_4571><s_c_4599>
|
||
21:20 [视频-长播] <|video_begin|><s_a_7879><s_b_5668><s_c_7233>
|
||
21:20 [视频-长播] <|video_begin|><s_a_2015><s_b_3898><s_c_8140>
|
||
21:26 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_655>
|
||
21:26 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_655>
|
||
21:30 [视频-长播] <|video_begin|><s_a_4751><s_b_7272><s_c_141>
|
||
21:32 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4571><s_c_5563>
|
||
21:32 [广告-点击] <|ad_begin|><s_a_5673><s_b_4571><s_c_5563>
|
||
21:53 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_3191>
|
||
22:00 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_1141><s_c_77>
|
||
22:00 [广告-点击] <|ad_begin|><s_a_5998><s_b_1141><s_c_77>
|
||
23:04 [视频-长播] <|video_begin|><s_a_5818><s_b_4552><s_c_6278>
|
||
23:04 [视频-长播] <|video_begin|><s_a_4064><s_b_7342><s_c_4932>
|
||
23:04 [视频-长播] <|video_begin|><s_a_5907><s_b_4305><s_c_2190>
|
||
23:04 [视频-长播] <|video_begin|><s_a_2015><s_b_3898><s_c_4631>
|
||
23:54 [视频-长播] <|video_begin|><s_a_5818><s_b_5668><s_c_1148>
|
||
【2026-02-05】
|
||
00:13 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
00:18 [视频-长播] <|video_begin|><s_a_938><s_b_1794><s_c_7311>
|
||
00:18 [视频-长播] <|video_begin|><s_a_2015><s_b_2486><s_c_535>
|
||
00:18 [视频-长播] <|video_begin|><s_a_2408><s_b_5551><s_c_6306>
|
||
00:18 [视频-长播] <|video_begin|><s_a_2015><s_b_7272><s_c_6285>
|
||
00:26 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_58>
|
||
00:26 [视频-长播] <|video_begin|><s_a_2111><s_b_1141><s_c_5563>
|
||
00:26 [视频-长播] <|video_begin|><s_a_1210><s_b_3857><s_c_3424>
|
||
00:38 [视频-长播] <|video_begin|><s_a_6475><s_b_7894><s_c_1354>
|
||
00:38 [视频-长播] <|video_begin|><s_a_8159><s_b_3885><s_c_4548>
|
||
00:47 [视频-长播] <|video_begin|><s_a_2015><s_b_6123><s_c_5928>
|
||
00:54 [视频-长播] <|video_begin|><s_a_2688><s_b_1282><s_c_3659>
|
||
00:54 [视频-长播] <|video_begin|><s_a_2015><s_b_2915><s_c_7315>
|
||
01:02 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_3931>
|
||
01:02 [视频-长播] <|video_begin|><s_a_1369><s_b_6234><s_c_5062>
|
||
01:04 [视频-长播] <|video_begin|><s_a_2135><s_b_6891><s_c_5061>
|
||
01:15 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_1000>
|
||
04:01 [视频-长播] <|video_begin|><s_a_4284><s_b_6436><s_c_3221>
|
||
04:34 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3775>
|
||
04:34 [视频-长播] <|video_begin|><s_a_5907><s_b_6435><s_c_6940>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6519><s_c_141>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_3069><s_b_6519><s_c_141>
|
||
05:27 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_6956>
|
||
05:27 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_6956>
|
||
05:28 [视频-长播] <|video_begin|><s_a_231><s_b_6924><s_c_2568>
|
||
05:43 [视频-长播] <|video_begin|><s_a_2015><s_b_6045><s_c_7548>
|
||
05:47 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_3026>
|
||
08:08 [视频-长播] <|video_begin|><s_a_2135><s_b_3006><s_c_1774>
|
||
08:16 [视频-长播] <|video_begin|><s_a_8159><s_b_7272><s_c_4599>
|
||
09:47 [视频-长播] <|video_begin|><s_a_7879><s_b_5496><s_c_987>
|
||
09:48 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_5776>
|
||
10:06 [视频-长播] <|video_begin|><s_a_5318><s_b_5511><s_c_7586>
|
||
10:06 [视频-长播] <|video_begin|><s_a_2253><s_b_2828><s_c_7106>
|
||
10:09 [视频-长播] <|video_begin|><s_a_1421><s_b_6400><s_c_1933>
|
||
10:15 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_3636><s_c_3047>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_1393><s_b_3636><s_c_3047>
|
||
11:58 [视频-长播] <|video_begin|><s_a_7879><s_b_6435><s_c_4479>
|
||
12:01 [视频-长播] <|video_begin|><s_a_655><s_b_7762><s_c_6616>
|
||
12:19 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_875>
|
||
12:19 [视频-长播] <|video_begin|><s_a_655><s_b_7762><s_c_1960>
|
||
|
||
角色任务：作为一名极端严苛的用户行为数据挖掘与数据格式化专家，请根据上述用户交互历史，围绕指定主题，精准提取出所有相关的历史交互记录。
|
||
|
||
主题：从被动娱乐消费到主动寻求情感解决方案的转变
|
||
|
||
输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|ad_begin|><s_a_7939><s_b_6234><s_c_6227>", "<|video_begin|><s_a_7879><s_b_6234><s_c_3958>", "<|ad_begin|><s_a_6577><s_b_2031><s_c_2961>", "<|video_begin|><s_a_6510><s_b_7888><s_c_3775>", "<|video_begin|><s_a_2688><s_b_1282><s_c_3659>"]<|im_end|>
|
||
<|im_start|>user
|
||
作为 AI 短视频标识助手，你可以根据短视频描述生成匹配的短视频token。
|
||
请根据以下短视频内容描述生成匹配的短视频token：视频展示了一段关于网络主播琳琳进行PK直播的聊天记录截图。内容显示这是一场友谊赛，主播设定了粉丝涨到2300、点赞破80的目标，并制定了相应的惩罚措施，包括说特定话语十遍和抄写对方网名十遍。视频还提及了唤醒列表里的人并请求观众点赞支持。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>直播PK互动，聊天记录截图，网络主播文化，粉丝互动目标，娱乐搞笑风格</think>
|
||
<|video_begin|><s_a_1329><s_b_177><s_c_5768><|im_end|>
|
||
<|endoftext|>
|
||
label_ids:
|
||
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<think>
|
||
好的，我将以推荐分析师的视角，对这位用户的行为时间线进行推理，以挖掘其从娱乐消遣到实用技能的兴趣转向过程。
|
||
|
||
从整体时间线来看，我注意到这位用户的兴趣并非一成不变，而是经历了一个明显的演化过程。任务要求我梳理出用户从纯粹的娱乐消遣，逐步转向对实用技能和干货知识的关注路径。
|
||
|
||
在分析的初期，也就是2025年3月底到4月初，我发现用户的行为高度集中在直播内容的消费上，并且表现出非常典型的泛娱乐偏好。例如，在4月2日，用户密集关注了大量主播，像 <|living_begin|><s_a_3367><s_b_3854><s_c_6278> 这类，其标签多为“精致美女”、“爱笑开朗”、“趣味游戏直播”和“轻松唠嗑风”。这一阶段用户的动机非常明确，主要是为了寻求情感陪伴、视觉享受和轻松的娱乐互动，属于比较广泛和发散的兴趣探索期。
|
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|
||
然而，时间线推进到4月18日，我观察到了一个关键的转折点。用户关注了一位标签为“极速版教学”、“领金币干货”和“看广告技巧”的主播 <|living_begin|><s_a_967><s_b_6442><s_c_6278>。这标志着用户的兴趣首次从纯粹的“消遣”向“实用”发生了迁移。他不再仅仅满足于被动地接受娱乐内容，而是开始主动寻求具有明确功利性、能够带来实际收益的“干货”知识。这可以看作是用户认知上的一次重要跃迁，他开始将平台视为一个可以学习和利用的工具，而不仅仅是打发时间的场所。
|
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|
||
这个新萌发的兴趣点在后续的行为中得到了进一步的深化和确认。到了6月6日，用户再次关注了一位教学类主播 <|living_begin|><s_a_967><s_b_1282><s_c_7951>。值得注意的是，这次关注的内容比之前更加深入和具体。除了基础的“快手极速版教学”，还出现了“活跃值运营讲解”、“标签转化教学”和“平台规则解读”这类更偏向高阶运营技巧的内容。这表明用户已经不满足于简单的“领金币”这类基础操作，而是希望理解平台背后的运行逻辑，探索如何更高效地提升账号价值。这种从基础操作向深层规则探索的演进，清晰地勾勒出一条从入门到进阶的学习路径。
|
||
|
||
综合以上分析，我倾向于认为，这位用户的兴趣演化路径清晰地体现了从娱乐消遣到实用技能的转变。最初，他广泛关注以颜值和娱乐互动为主的主播，满足基础的情感和娱乐需求。随后，他开始关注能提供具体操作技巧和“干货”的教学型主播，展现出对实用价值的追求。最终，他的兴趣进一步聚焦于平台运营和规则解读等更深层次的技能，完成了从普通娱乐用户向有意识的平台“玩家”的转变。
|
||
|
||
因此，我认为用户的兴趣转向逻辑链可以概括为：起初，用户在2025年4月2日关注了大量娱乐互动型主播，如 <|living_begin|><s_a_3367><s_b_3854><s_c_6278>，表现出对轻松娱乐内容的广泛兴趣。到了4月18日，他首次关注了提供“极速版教学”和“领金币干货”的主播 <|living_begin|><s_a_967><s_b_6442><s_c_6278>，兴趣点开始从纯娱乐转向实用技能获取。最后，在6月6日，他关注了讲解“活跃值运营”和“平台规则解读”的主播 <|living_begin|><s_a_967><s_b_1282><s_c_7951>，表明其对实用技能的探索已深入到更高阶的运营层面。基于此，未来向他推荐深度运营技巧、平台规则解析等实用性强的内容，有较大概率被吸引。</think>
|
||
{"logic_chain": {"name": "从娱乐消遣到实用技能的兴趣转向", "events": [{"date": "2025-04-02", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_6278>", "logic": "初始阶段：兴趣广泛，集中于高颜值、娱乐互动、情感陪伴类的泛娱乐主播，行为模式为发散性关注。"}, {"date": "2025-04-18", "action": "[直播-关注] <|living_begin|><s_a_967><s_b_6442><s_c_6278>", "logic": "兴趣演化：首次出现明确的工具性、功利性诉求，关注内容从“娱乐”转向“教学”、“干货”，实现了从消遣到实用技能获取的认知跃迁。"}, {"date": "2025-06-06", "action": "[直播-关注] <|living_begin|><s_a_967><s_b_1282><s_c_7951>", "logic": "认知深化与聚焦：在“极速版教学”的基础上，兴趣点进一步细化到“活跃值运营”、“标签转化”、“平台规则解读”等更深层次的运营技巧，表明用户已不满足于基础操作，开始探索更高阶的玩法和规则。"}]}}<|im_end|>
|
||
<think>
|
||
好的，这项任务要求我基于用户的交互历史，挖掘出一条关于健康监测需求从泛化到聚焦的行为逻辑链。我需要以第一人称的分析师视角，通过解读用户的行为时间线，来推理出这一需求的演变过程。
|
||
|
||
我开始仔细梳理用户的行为记录，尤其关注那些与健康、医疗或监测设备相关的交互。在2026年1月25日这一天，我注意到了一系列密集的商品点击行为，这似乎是解开谜题的关键。
|
||
|
||
起初，用户的行为显示出对健康监测的初步兴趣。我看到他连续点击了多款电子腕式血压仪，比如 <|prod_begin|><s_a_1882><s_b_5458><s_c_3650> 和 <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>。这表明他可能有一个比较宽泛的需求，即监测血压。这个阶段，我推测他还在进行市场调研，对不同品牌或型号的基础款血压仪进行横向比较，寻找一个合适的入门级产品。
|
||
|
||
然而，紧接着的一个点击行为让我眼前一亮，因为它标志着一个明显的认知升级。用户点击了一款“高精度无创血糖智能手表” <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>。这个产品的描述远超出了单纯的血压监测，它整合了无创血糖、尿酸、血氧、血脂和心率等多种高级监测功能。从单一的血压监测，到对多维度、更复杂的健康指标产生兴趣，这清晰地展示了一个从泛化需求向更专业、更具体化需求收敛的思考过程。我判断，用户在浏览基础血压仪的过程中，可能被平台推荐或主动发现了这种功能更强大的集成式健康设备，从而激发了更深层次的探索欲望。他不再仅仅满足于知道血压，而是开始考虑对血糖、血脂等更复杂的健康问题进行监控。
|
||
|
||
这条行为链的结尾也很有意思。在探索了功能强大的智能手表之后，用户最终的购买决策落回了一款基础的电子腕式血压仪 <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>。这个选择看似回到了起点，但我认为这恰恰构成了一个完整的“探索-评估-决策”闭环。用户可能出于对价格的敏感、对新技术的审慎态度，或是认为当前最迫切的需求就是血压监测，因此做出了一个更务实、更具性价比的购买决策。尽管最终购买的是基础款，但之前对多功能智能手表的点击行为已经暴露了他潜在的、更深层的健康焦虑和监测需求。
|
||
|
||
综合来看，用户的行为轨迹清晰地揭示了一个从宽泛的健康关注到具体功能探索，再到最终务实决策的完整心理过程。这个过程虽然短暂，但信息量十足，为我们理解其未来的健康消费潜力提供了重要线索。他可能在未来对更高级的健康监测设备或相关服务表现出持续的兴趣。
|
||
|
||
因此，我总结出一条行为逻辑链：用户最初对健康监测的需求比较模糊，通过点击两款不同的电子腕式血压仪 <|prod_begin|><s_a_1882><s_b_5458><s_c_3650> 和 <|prod_begin|><s_a_6462><s_b_5458><s_c_3650> 进行初步探索和比较。随后，他的兴趣点发生了显著的跃迁，开始关注一款集成了无创血糖、尿酸、血脂等多种监测功能的智能手表 <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>，这标志着其需求从单一的血压监测向多维度健康指标监控深度聚焦。最后，经过一番探索和评估，他做出了购买决策，选择了一款基础功能的腕式血压仪 <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>，完成了从探索到决策的闭环。</think>
|
||
{"logic_chain": {"name": "从泛化健康监测到聚焦特定功能产品的需求收敛", "events": [{"date": "2026-01-25", "action": "[商品-点击] <|prod_begin|><s_a_1882><s_b_5458><s_c_3650>", "logic": "初步探索：用户对“腕式血压仪”产生兴趣，开始点击浏览不同款式的同类产品，处于需求探索的泛化阶段。"}, {"date": "2026-01-25", "action": "[商品-点击] <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>", "logic": "同类对比：继续点击另一款腕式血压仪，表明用户仍在对基础的血压监测功能进行横向比较和筛选。"}, {"date": "2026-01-25", "action": "[商品-点击] <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>", "logic": "认知跃迁与需求聚焦：用户的关注点从单一的“血压”监测，跃迁至包含“无创血糖、尿酸、血脂”等多维监测功能的智能手表。这引入了全新的、更专业的健康监测变量，是典型的从发散到聚焦的认知收敛过程。"}, {"date": "2026-01-25", "action": "[商品-购买] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>", "logic": "决策落地：尽管探索了更高级的产品，但最终购买了基础款血压仪，可能基于价格、即时性或对新技术的不确定性等因素。然而，这不影响前序行为链所体现的认知升级过程，反而构成了“探索-评估-决策”的完整闭环。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这位用户的行为数据，以推断其兴趣是如何从被动接收娱乐信息，逐步演化到主动探索专业知识的。
|
||
|
||
从整体交互历史来看，我注意到这位用户的行为模式展现出一条清晰的演变轨迹。在早期，用户的消费行为主要集中在生活必需品和服饰上，例如购买妈妈装 <|prod_begin|><s_a_2477><s_b_7705><s_c_4393>、女包 <|prod_begin|><s_a_5183><s_b_3584><s_c_3589> 以及各类农产品和食品调料。这表明用户是一位注重家庭生活、有一定年纪的女性。
|
||
|
||
随着时间的推移，特别是在2025年，用户的兴趣开始明显地向直播内容倾斜。我发现，在2025年5月14日，用户关注了一个以剧情扮演和戏剧化直播为特点的主播 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>。这类直播内容娱乐性强，互动性高，主要是为了消遣和放松，属于一种比较被动的娱乐信息接收。这可以看作是用户兴趣的初始阶段，偏好轻松、有趣、有故事性的内容。
|
||
|
||
然而，一个显著的转折点出现在了2025年7月22日。在这一天，用户关注了一位标签为“中医养生达人”和“穴位教学专家”的主播 <|living_begin|><s_a_2012><s_b_2246><s_c_7951>。这个行为非常关键，因为它标志着用户的兴趣从纯粹的娱乐消遣，开始转向具有实用价值和专业知识的领域。中医和养生这类内容需要用户投入更多的认知精力去理解和学习，不再是简单的被动观看，而是带有主动获取知识的目的。我推测，这可能是由于用户自身或家庭对健康问题的关注度提升，从而驱动了这一兴趣的迁移。
|
||
|
||
在建立了对中医养生的初步兴趣后，用户的探索行为变得更加深入和具体。大约一个月后，即2025年8月16日，用户再次关注了一位中医领域的讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620>。与前一位主播相比，这位主播的标签更为细化和专业，例如“心脑血管健康科普者”和“脾胃调理实操导师”。这表明用户的需求已经从泛泛的养生科普，升级到了针对特定健康问题的解决方案探索。这种从宏观到微观的兴趣深化，反映出用户正在主动构建自己的健康知识体系，而不仅仅是随机浏览。
|
||
|
||
综合来看，这位用户的兴趣演化路径清晰地展示了从被动娱乐到主动求知的转变。最初，用户被剧情化、娱乐性强的直播内容所吸引，这满足了其基础的消遣需求。随后，出于对健康问题的关注，用户的兴趣点转移到了实用性更强的中医养生领域，开始主动学习专业知识。最终，这种学习行为进一步深化，用户开始聚焦于更具体、更专业的健康调理方向，显示出一种系统性的知识探索倾向。
|
||
|
||
因此，我倾向于认为，用户的核心兴趣已经从早期的娱乐化直播内容，逐步演变为对专业健康知识的主动探索。这一演化过程始于对剧情扮演型主播的关注 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>，随后在关注中医养生达人 <|living_begin|><s_a_2012><s_b_2246><s_c_7951> 时发生了关键性的转折，最终通过关注更具体的心脑血管及脾胃调理讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620> 得以深化和细化。未来，向其推荐具有深度、专业且可实操的健康养生类内容，有较大概率被其接纳和喜爱。</think>
|
||
{"logic_chain": {"name": "从被动接收娱乐信息到主动探索专业知识的兴趣演化", "events": [{"date": "2025-05-14", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>", "logic": "初始阶段：兴趣主要集中在娱乐性、剧情化的直播内容，以消遣为主要目的。"}, {"date": "2025-07-22", "action": "[直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>", "logic": "兴趣转折与深化：首次关注具有强知识属性的“中医养生”、“穴位教学”主播，标志着用户兴趣从纯娱乐转向实用性健康知识获取，实现了认知需求的跃迁。"}, {"date": "2025-08-16", "action": "[直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>", "logic": "认知聚焦与细化：在已建立中医养生兴趣的基础上，进一步关注更具体、更深入的领域，如“心脑血管健康”、“脾胃调理实操”，表明用户正在构建更系统化的健康知识体系。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
["<|ad_begin|><s_a_7939><s_b_6234><s_c_6227>", "<|video_begin|><s_a_7879><s_b_6234><s_c_3958>", "<|ad_begin|><s_a_6577><s_b_2031><s_c_2961>", "<|video_begin|><s_a_6510><s_b_7888><s_c_3775>", "<|video_begin|><s_a_2688><s_b_1282><s_c_3659>"]<|im_end|>
|
||
<think>直播PK互动，聊天记录截图，网络主播文化，粉丝互动目标，娱乐搞笑风格</think>
|
||
<|video_begin|><s_a_1329><s_b_177><s_c_5768><|im_end|>
|
||
[INFO|configuration_utils.py:771] 2026-07-07 05:02:57,008 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-07 05:02:57,009 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
|
||
"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",
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||
"full_attention",
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||
"full_attention",
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||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
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||
"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": null,
|
||
"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": true,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
|
||
[INFO|2026-07-07 05:02:57] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-07 05:02:57] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-07 05:02:57,684 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-07 05:02:57,684 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-07 05:02:57,732 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"use_cache": false
|
||
}
|
||
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||
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||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
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Loading weights: 36%|███▌ | 111/311 [00:00<00:00, 1101.67it/s]
|
||
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1966.00it/s]
|
||
[INFO|configuration_utils.py:980] 2026-07-07 05:02:58,535 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-07 05:02:58,535 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"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] 2026-07-07 05:02:58,850 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-07 05:02:58] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
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||
[INFO|2026-07-07 05:02:58] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
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[INFO|2026-07-07 05:02:58] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
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[INFO|2026-07-07 05:02:58] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-07 05:02:58] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-07 05:02:58,872 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
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[INFO|trainer.py:1469] 2026-07-07 05:02:58,985 >> ***** Running training *****
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[INFO|trainer.py:1470] 2026-07-07 05:02:58,985 >> Num examples = 1,593
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[INFO|trainer.py:1471] 2026-07-07 05:02:58,985 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-07 05:02:58,985 >> Num update steps per epoch = 399
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[INFO|trainer.py:1473] 2026-07-07 05:02:58,985 >> Instantaneous batch size per device = 1
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[INFO|trainer.py:1476] 2026-07-07 05:02:58,985 >> Total train batch size (w. parallel, distributed & accumulation) = 4
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[INFO|trainer.py:1477] 2026-07-07 05:02:58,985 >> Gradient Accumulation steps = 4
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[INFO|trainer.py:1478] 2026-07-07 05:02:58,985 >> Total optimization steps = 399
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[INFO|trainer.py:1479] 2026-07-07 05:02:58,985 >> Number of trainable parameters = 801,433,600
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100%|██████████| 399/399 [53:27<00:00, 6.32s/it][INFO|trainer.py:1823] 2026-07-07 05:56:26,192 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
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||
[INFO|trainer.py:3815] 2026-07-07 05:56:26,227 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v14_world_cot_preserve_lr8e6
|
||
[INFO|configuration_utils.py:533] 2026-07-07 05:56:26,229 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v14_world_cot_preserve_lr8e6/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-07 05:56:26,229 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v14_world_cot_preserve_lr8e6/generation_config.json
|
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{'loss': '1.741', 'grad_norm': '2.203', 'learning_rate': '3.588e-06', 'epoch': '0.5775'}
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{'loss': '1.737', 'grad_norm': '2.109', 'learning_rate': '3.483e-06', 'epoch': '0.5901'}
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{'loss': '1.737', 'grad_norm': '2.344', 'learning_rate': '3.377e-06', 'epoch': '0.6026'}
|
||
{'loss': '1.736', 'grad_norm': '2.719', 'learning_rate': '3.272e-06', 'epoch': '0.6152'}
|
||
{'loss': '1.775', 'grad_norm': '2.062', 'learning_rate': '3.166e-06', 'epoch': '0.6277'}
|
||
{'loss': '1.743', 'grad_norm': '2.938', 'learning_rate': '3.061e-06', 'epoch': '0.6403'}
|
||
{'loss': '1.721', 'grad_norm': '2.641', 'learning_rate': '2.955e-06', 'epoch': '0.6529'}
|
||
{'loss': '1.721', 'grad_norm': '2.078', 'learning_rate': '2.85e-06', 'epoch': '0.6654'}
|
||
{'loss': '1.703', 'grad_norm': '2.078', 'learning_rate': '2.744e-06', 'epoch': '0.678'}
|
||
{'loss': '1.736', 'grad_norm': '4.25', 'learning_rate': '2.639e-06', 'epoch': '0.6905'}
|
||
{'loss': '1.692', 'grad_norm': '2.266', 'learning_rate': '2.533e-06', 'epoch': '0.7031'}
|
||
{'loss': '1.692', 'grad_norm': '2.406', 'learning_rate': '2.427e-06', 'epoch': '0.7156'}
|
||
{'loss': '1.698', 'grad_norm': '2.156', 'learning_rate': '2.322e-06', 'epoch': '0.7282'}
|
||
{'loss': '1.67', 'grad_norm': '2.656', 'learning_rate': '2.216e-06', 'epoch': '0.7407'}
|
||
{'loss': '1.699', 'grad_norm': '2', 'learning_rate': '2.111e-06', 'epoch': '0.7533'}
|
||
{'loss': '1.698', 'grad_norm': '2.188', 'learning_rate': '2.005e-06', 'epoch': '0.7659'}
|
||
{'loss': '1.701', 'grad_norm': '2.047', 'learning_rate': '1.9e-06', 'epoch': '0.7784'}
|
||
{'loss': '1.682', 'grad_norm': '2.359', 'learning_rate': '1.794e-06', 'epoch': '0.791'}
|
||
{'loss': '1.738', 'grad_norm': '2.359', 'learning_rate': '1.689e-06', 'epoch': '0.8035'}
|
||
{'loss': '1.729', 'grad_norm': '2.609', 'learning_rate': '1.583e-06', 'epoch': '0.8161'}
|
||
{'loss': '1.73', 'grad_norm': '5.031', 'learning_rate': '1.478e-06', 'epoch': '0.8286'}
|
||
{'loss': '1.737', 'grad_norm': '2.656', 'learning_rate': '1.372e-06', 'epoch': '0.8412'}
|
||
{'loss': '1.775', 'grad_norm': '2.125', 'learning_rate': '1.266e-06', 'epoch': '0.8537'}
|
||
{'loss': '1.71', 'grad_norm': '2.25', 'learning_rate': '1.161e-06', 'epoch': '0.8663'}
|
||
{'loss': '1.72', 'grad_norm': '1.992', 'learning_rate': '1.055e-06', 'epoch': '0.8788'}
|
||
{'loss': '1.736', 'grad_norm': '2.953', 'learning_rate': '9.499e-07', 'epoch': '0.8914'}
|
||
{'loss': '1.742', 'grad_norm': '2', 'learning_rate': '8.443e-07', 'epoch': '0.904'}
|
||
{'loss': '1.704', 'grad_norm': '2.156', 'learning_rate': '7.388e-07', 'epoch': '0.9165'}
|
||
{'loss': '1.704', 'grad_norm': '2.547', 'learning_rate': '6.332e-07', 'epoch': '0.9291'}
|
||
{'loss': '1.704', 'grad_norm': '2.75', 'learning_rate': '5.277e-07', 'epoch': '0.9416'}
|
||
{'loss': '1.782', 'grad_norm': '2.969', 'learning_rate': '4.222e-07', 'epoch': '0.9542'}
|
||
{'loss': '1.694', 'grad_norm': '2.609', 'learning_rate': '3.166e-07', 'epoch': '0.9667'}
|
||
{'loss': '1.693', 'grad_norm': '2.625', 'learning_rate': '2.111e-07', 'epoch': '0.9793'}
|
||
{'loss': '1.694', 'grad_norm': '2.25', 'learning_rate': '1.055e-07', 'epoch': '0.9918'}
|
||
{'train_runtime': '3207', 'train_samples_per_second': '0.497', 'train_steps_per_second': '0.124', 'train_loss': '1.838', 'epoch': '1'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.14it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.14it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-07 05:56:27,113 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v14_world_cot_preserve_lr8e6/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-07 05:56:27,226 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v14_world_cot_preserve_lr8e6/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-07 05:56:27,247 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v14_world_cot_preserve_lr8e6/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.0
|
||
total_flos = 178491204GF
|
||
train_loss = 1.8378
|
||
train_runtime = 0:53:27.24
|
||
train_samples_per_second = 0.497
|
||
train_steps_per_second = 0.124
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v14_world_cot_preserve_lr8e6/training_loss.png
|
||
[WARNING|2026-07-07 05:56:27] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-07 05:56:27] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-07 05:56:27,348 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|