{ "meta": { "generated_at": "2026-07-27T01:30:38.686642+00:00", "week_id": "2026_W30", "date_range": [ "2026-07-20", "2026-07-26" ], "raw_input": "data/raw/bilibili/bilibili_apex_2026_W30_consolidated_20260727.jsonl", "raw_sha256": "b40786365d50e7bf7dd5ecdae4b59a81f19f94c641b266ca0b99390666b05bf9", "raw_rows": 104, "mapped_rows": 42, "outlier_rows": 37, "low_confidence_rows": 55, "possible_misclassification_rows": 2, "daily_rows": { "2026-07-20": 53, "2026-07-21": 21, "2026-07-22": 6, "2026-07-23": 1, "2026-07-24": 1, "2026-07-25": 5, "2026-07-26": 17 }, "source_counts": { "logged_in_visible_top_level_browser_capture": 104 }, "model_sha256": "40f0c48d7dee49f2c3f804b3a5a896828c671503708a30f84be5812fc7e463a5", "confidence_semantics": "HDBSCAN membership probability; topic -1 forced to 0.0.", "collection_scope": "Existing local raw records whose actual publish_time falls in W30 plus logged-in visible top-level comments collected on 2026-07-27.", "formal_reporting_qualified": false, "sample_limited": true }, "records": [ { "text_id": "bili_browser_dc3696c351ba34bed018", "week_id": "2026_W30", "publish_time": "2026-07-20 01:04", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "做得好好！！", "likes": "8", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 15, "canonical_topic_id": "APEX-T013", "canonical_topic_name": "武器与英雄强度", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.42743399, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_cf5eb5c285c95776a4ac", "week_id": "2026_W30", "publish_time": "2026-07-20 03:07", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "我嘞个僵尸模式啊", "likes": "69", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 4, "canonical_topic_id": "APEX-T004", "canonical_topic_name": "英雄技能与武器平衡", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.43645336, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_0a89c82847bd566dac99", "week_id": "2026_W30", "publish_time": "2026-07-20 05:46", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "这是被狙了吧", "likes": "14", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.5, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_cd0fc81f6667e649c709", "week_id": "2026_W30", "publish_time": "2026-07-20 08:30", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "这次外卡做的是真好玩吧", "likes": "63", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.84194197, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_037292c7466832f92a08", "week_id": "2026_W30", "publish_time": "2026-07-20 08:50", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "真想回归以前的亡灵模式", "likes": "7", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.95519809, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_0dd1ef3da977ce0fca9b", "week_id": "2026_W30", "publish_time": "2026-07-20 09:03", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "怎么轮着来玩apex啊，前几天还是xdd现在danking也来找皮神了", "likes": "15", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.40892695, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_2bbf671dc7310a5429f7", "week_id": "2026_W30", "publish_time": "2026-07-20 10:02", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "🥚一般啥时候播的啊，wc，经常都看不到，就昨天看到在打pubg", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.47191373, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_f87405d536a39dc56776", "week_id": "2026_W30", "publish_time": "2026-07-20 10:59", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "这不是僵尸模式。这是2077的联动", "likes": "57", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 7, "canonical_topic_id": "APEX-T006", "canonical_topic_name": "赛博朋克联动与手柄体验", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.10918764, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_5135b803858b28526873", "week_id": "2026_W30", "publish_time": "2026-07-20 11:31", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "plq我知道，评论区", "likes": "184", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.26470906, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_8b7dbc5a2e85b002382c", "week_id": "2026_W30", "publish_time": "2026-07-20 11:35", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "其实打全称就知道了 PL=pro league OQ=open qualifier CC=challenger circus PLQ=pro league qualifier LCQ=last chance qualifier 善用站内翻译功能", "likes": "254", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.37205304, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_205a323e7edf2e389a46", "week_id": "2026_W30", "publish_time": "2026-07-20 11:43", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "其实还有更简单的理解。把每次线下赛看作一个节点，然后cc和plq（理解为pro升降比赛）是为了打线上pro资格，然后线上pro打线下资格。然后那个冠军赛更简单，就是一年内进过线下的算积分，然后各赛区再举行一次线上给几个名额进线下（冠军赛）", "likes": "17", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.71914794, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_a9c7f541061955e515da", "week_id": "2026_W30", "publish_time": "2026-07-20 11:43", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "第一把疑惑，第二把惊艳，第三把平淡，第四把一坨", "likes": "8", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 10, "canonical_topic_id": "APEX-T009", "canonical_topic_name": "皮肤外观与操作体验混合", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.70515576, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_7b5c416a318222c876c8", "week_id": "2026_W30", "publish_time": "2026-07-20 12:00", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "谢谢老师！我听懂了ദ്ദി (⩌ᴗ⩌ )", "likes": "21", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.90924008, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_ec18fbe9bc25e28d6542", "week_id": "2026_W30", "publish_time": "2026-07-20 12:05", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "区决和区决前的比赛都算在季后赛是吧？", "likes": "10", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.0881922, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_30244f0ecaea126e9096", "week_id": "2026_W30", "publish_time": "2026-07-20 12:17", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "我怀疑滋哥只是想让我们听bgm才做的这期视频", "likes": "5", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.2034082, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_82552d2daad2b8ad802a", "week_id": "2026_W30", "publish_time": "2026-07-20 12:19", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "玩这个模式真的很建议把快速近战换成鼠标侧键或是别的方便按的键", "likes": "8", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.0827944, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_6d33a66399ac6d307882", "week_id": "2026_W30", "publish_time": "2026-07-20 12:22", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "@4acy", "likes": "2", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.5, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_cdd0e42ed8f1ce79588c", "week_id": "2026_W30", "publish_time": "2026-07-20 12:39", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "最近看PLQ训练赛发现真的是有挺多新观众不知道PLQ是什么，所以做了这期视频 7.24-7.26号ALGS PLQ开打，我在直播间会全程陪看+解说 大家比较好奇的ENC会在8.1-8.2开始打选拔赛，赛前如果有时间可能也许大概会做赛制介绍视频？ENC官网的赛制看完其实挺简单的，就是按选手国籍的冠军赛积分排名前20的国家各一个名额，外加9EMEA+3APACS+6AM 剩两个名额不是亚太北，而是【团结联盟？】和【主办地（沙特）？】的名额，这俩名额到底具体啥意思光看规则书我也没整明白，反正亚太北这个赛区是没名额的（刚夺冠不给名额hyw），只有日本+韩国各有一个队伍名额 （我觉得后面毕生温柔老师应该会做比较详细的，看情况做不做", "likes": "65", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 12, "canonical_topic_id": "APEX-T010", "canonical_topic_name": "赛事与主播竞技讨论", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.99999985, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_082896b74634039d5329", "week_id": "2026_W30", "publish_time": "2026-07-20 13:02", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "评论区", "likes": "7", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 6, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.28564968, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_a9b8fb599bb3ac69dc73", "week_id": "2026_W30", "publish_time": "2026-07-20 13:05", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "plq最受关注的一次", "likes": "10", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.84504857, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_64d88e534a2cf120e26d", "week_id": "2026_W30", "publish_time": "2026-07-20 13:50", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "来了来了， 卡莎，文轩，JR，xiaolin组ENC队了", "likes": "81", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.92253074, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_9ee44dffe727356c406d", "week_id": "2026_W30", "publish_time": "2026-07-20 14:57", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "APEX靶场有点风水不好", "likes": "67", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.7571082, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_e771246e202e624803af", "week_id": "2026_W30", "publish_time": "2026-07-20 15:12", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "迷你：我知道有个队伍一等二 🥚：（憋笑）你别说话了", "likes": "272", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.24572629, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_85f5b9f47b5566262c0d", "week_id": "2026_W30", "publish_time": "2026-07-20 15:15", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "apex的靶场太适合聊天了，最好的靶场", "likes": "449", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.34299642, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_55191c4565e263422aed", "week_id": "2026_W30", "publish_time": "2026-07-20 15:18", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "诶呦我一直听神人BGM听上头了有一段没听进去", "likes": "2", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 0.769466, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 1, "sentiment_score": 0.05817814, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_9081f5ab3114ba5705df", "week_id": "2026_W30", "publish_time": "2026-07-20 15:22", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "看了，还是没看太懂，前段时间打的线下赛是哪个阶段了？还有现在的训练赛也是在上面的内容里吗", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.99581093, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_2d71e1fa0f1ee010ee57", "week_id": "2026_W30", "publish_time": "2026-07-20 15:25", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "找不到歌可以不放背景音乐，反正讲的干货总会有人听", "likes": "6", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.23820498, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_3b2aa1978ba6ed0e98bd", "week_id": "2026_W30", "publish_time": "2026-07-20 15:58", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "卧槽昨天打了apex？", "likes": "3", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.59380405, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_daf395373a174ae79f2c", "week_id": "2026_W30", "publish_time": "2026-07-20 16:29", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "我想知道皮特为啥现在人数好少啊，应该算一哥吧，现在开播几个小时稳定4000多一点，锁流了吗，qq半夜还有8000多的人数呢，知识单纯疑问❓", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 2, "canonical_topic_id": "APEX-T002", "canonical_topic_name": "赛季更新与玩法机制", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.10917681, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_7d3bd78dfb7735405a09", "week_id": "2026_W30", "publish_time": "2026-07-20 16:50", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "我知道一个队伍一等二", "likes": "13", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.29216119, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_650625611d12e847c677", "week_id": "2026_W30", "publish_time": "2026-07-20 16:54", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "🥚这靶场什么雷霆瞄准", "likes": "26", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 8, "canonical_topic_id": "APEX-T007", "canonical_topic_name": "UP主视频反馈与设置求助", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.4218746, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_1385dde6c64f6f71e692", "week_id": "2026_W30", "publish_time": "2026-07-20 17:00", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "迷你是🀄", "likes": "2", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.30006992, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_2f7edec85dcb98fb6eac", "week_id": "2026_W30", "publish_time": "2026-07-20 17:31", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "蛋已经玩到apex的精髓了，这块靶场从不缺乐子", "likes": "183", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.34654553, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_75b86044df1bd8cd0f3e", "week_id": "2026_W30", "publish_time": "2026-07-20 18:04", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "01:28", "likes": "6", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 0, "canonical_topic_id": "APEX-T001", "canonical_topic_name": "排位与匹配", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.5, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_e191d9d3883079291865", "week_id": "2026_W30", "publish_time": "2026-07-20 18:07", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "这里也有靶场谈心，夸张喔", "likes": "30", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 4, "canonical_topic_id": "APEX-T004", "canonical_topic_name": "英雄技能与武器平衡", "operation": "retain", "assignment_confidence": 0.407353, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.5524091, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c9a83d3d39daeed6bede", "week_id": "2026_W30", "publish_time": "2026-07-20 18:27", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "如果你觉得滋哥的简笔画太抽象了，可以看这个拿AI画布跑的", "likes": "41", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.84281371, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_0a116ad35b9f91349054", "week_id": "2026_W30", "publish_time": "2026-07-20 18:41", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "好快的切 兄弟", "likes": "5", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 0, "canonical_topic_id": "APEX-T001", "canonical_topic_name": "排位与匹配", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.32046135, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_94f22be0e859e3a6dcc2", "week_id": "2026_W30", "publish_time": "2026-07-20 18:45", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "涛不是和bolin小霖一队吗", "likes": "14", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 2, "canonical_topic_id": "APEX-T002", "canonical_topic_name": "赛季更新与玩法机制", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.2778924, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_8371e2ebe29ca202c374", "week_id": "2026_W30", "publish_time": "2026-07-20 18:59", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "泡毒流吗，不赖，这三个真是泡毒流吧", "likes": "149", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.74960499, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_155d7ab436b364b2abde", "week_id": "2026_W30", "publish_time": "2026-07-20 19:09", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "诶哟我，🥚这个微调", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.21270992, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_4151fdd2914b6f00e618", "week_id": "2026_W30", "publish_time": "2026-07-20 19:10", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "我知道有个月薪十万的明星选手在寻找队伍", "likes": "48", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.96283816, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_fab8603696d5f93bb8a9", "week_id": "2026_W30", "publish_time": "2026-07-20 19:17", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "毛毛指挥是吧", "likes": "3", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 12, "canonical_topic_id": "APEX-T010", "canonical_topic_name": "赛事与主播竞技讨论", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.18502143, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_5072f95ffbad091ebfa2", "week_id": "2026_W30", "publish_time": "2026-07-20 19:25", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "省流 enc ：qq dds 毛毛 algs：plq跟xx打完后回vkg", "likes": "122", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 12, "canonical_topic_id": "APEX-T010", "canonical_topic_name": "赛事与主播竞技讨论", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.28118558, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c5168c7c44bd2f0c4c49", "week_id": "2026_W30", "publish_time": "2026-07-20 19:43", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "跑毒流来了", "likes": "9", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.50589718, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_67d26a7577f3e455d91a", "week_id": "2026_W30", "publish_time": "2026-07-20 20:05", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "enc这阵容吗，这三个人谁能指挥", "likes": "109", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.47637288, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_50ea46e811b06b83ab69", "week_id": "2026_W30", "publish_time": "2026-07-20 20:16", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "enc是啥 是那个国家队的吗", "likes": "9", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.47376722, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_011c21b774da315ce830", "week_id": "2026_W30", "publish_time": "2026-07-20 21:01", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "最后进几个队", "likes": "13", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.70660417, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_827d8ef81f89c3821a4f", "week_id": "2026_W30", "publish_time": "2026-07-20 21:37", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "@小曰向美香", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.79321277, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_abc7f313658b8d008def", "week_id": "2026_W30", "publish_time": "2026-07-20 21:55", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "你就直接说huge怎么才能进季后赛", "likes": "13", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.2103712, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_bba5269ff46718e8c75a", "week_id": "2026_W30", "publish_time": "2026-07-20 22:30", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "我也是，在靶场练枪练着练着，自己就开始在心里吐槽最近发生的一些不愉快的事", "likes": "9", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 13, "canonical_topic_id": "APEX-T011", "canonical_topic_name": "版本、排位与赛事混合", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.84711266, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_ddac0853b5f83d15711c", "week_id": "2026_W30", "publish_time": "2026-07-20 22:51", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "相信dds这会能打出自己的价值", "likes": "3", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 13, "canonical_topic_id": "APEX-T011", "canonical_topic_name": "版本、排位与赛事混合", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.59019539, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_e5d70ccdfee93dc26560", "week_id": "2026_W30", "publish_time": "2026-07-20 23:01", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "哈哈。agl出了三个指挥", "likes": "96", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.1933493, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_05e5f938a562d17a98c7", "week_id": "2026_W30", "publish_time": "2026-07-20 23:15", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "毛毛是哪个来着，没有印象啊", "likes": "5", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 11, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.47861683, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_55f88ff93298eb21404e", "week_id": "2026_W30", "publish_time": "2026-07-21 00:08", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "没爆在哪？pmm都要把xd莎了", "likes": "3", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.09047073, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_0d43e6a0f56e3cc52054", "week_id": "2026_W30", "publish_time": "2026-07-21 01:02", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "这个是谁的粑粑", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.47376722, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c1d7dfe67d862e99ee98", "week_id": "2026_W30", "publish_time": "2026-07-21 01:40", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "我还有问题：我记得有个佛一密他们shadow是通过什么方法晋级的世界赛呢？他们参加的比赛属于是季后赛还是worlchampion呢？", "likes": "2", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.99979047, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c107913d3e690492bb18", "week_id": "2026_W30", "publish_time": "2026-07-21 02:06", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "玩成生化大逃杀", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.4533686, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_9e98b52c7a3d879c5306", "week_id": "2026_W30", "publish_time": "2026-07-21 07:23", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "一个地区只有一个资格？那竞争不是很大，而且不能都是同一个队伍的选手", "likes": "2", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 2, "canonical_topic_id": "APEX-T002", "canonical_topic_name": "赛季更新与玩法机制", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.40104576, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_cebf55dee61968e467f0", "week_id": "2026_W30", "publish_time": "2026-07-21 08:45", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "皮：我是精神病", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.34544774, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_7aaf44100211f0ad2b7b", "week_id": "2026_W30", "publish_time": "2026-07-21 09:41", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "2026-7-21-9:41:03", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.5, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_de2d20424ee06e8e85ff", "week_id": "2026_W30", "publish_time": "2026-07-21 10:01", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "@eiiither", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.5, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_dec1db076efdf67f5f44", "week_id": "2026_W30", "publish_time": "2026-07-21 10:02", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "我只用了一秒就猜出了up的段位，你也来试试吧", "likes": "76", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 8, "canonical_topic_id": "APEX-T007", "canonical_topic_name": "UP主视频反馈与设置求助", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.88421799, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_7d7bcc5a4f21ce4dfc48", "week_id": "2026_W30", "publish_time": "2026-07-21 10:14", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "也就一般吧", "likes": "3", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 12, "canonical_topic_id": "APEX-T010", "canonical_topic_name": "赛事与主播竞技讨论", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.52623278, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_1d6cab1a60f4ba9f1bb2", "week_id": "2026_W30", "publish_time": "2026-07-21 10:26", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "你这不对吧，我这个应该是正确的", "likes": "793", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.5152315, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c45aacfd3f919a906196", "week_id": "2026_W30", "publish_time": "2026-07-21 10:31", "platform": "B站", "source_type": "comment", "bvid": "BV1BVKU6JETp", "text": "纯定位", "likes": "6", "comments": 0, "url": "https://www.bilibili.com/video/BV1BVKU6JETp/", "model_topic_id": 2, "canonical_topic_id": "APEX-T002", "canonical_topic_name": "赛季更新与玩法机制", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.82205258, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_cb35838f5107c3c20348", "week_id": "2026_W30", "publish_time": "2026-07-21 10:51", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "打圈边吗", "likes": "3", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.5, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_a87f17c79925b8f49d99", "week_id": "2026_W30", "publish_time": "2026-07-21 11:24", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "有點小運了 以前", "likes": "4", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 6, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.53902925, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_a6d7af8f1e3c41d33a9f", "week_id": "2026_W30", "publish_time": "2026-07-21 11:45", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "我真的只是运气好", "likes": "93", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 2, "canonical_topic_id": "APEX-T002", "canonical_topic_name": "赛季更新与玩法机制", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 1, "sentiment_score": 0.70450117, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_8fcb4fe76930e854c0e2", "week_id": "2026_W30", "publish_time": "2026-07-21 11:49", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "有条也够爱删评论有懂的吗", "likes": "19", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 6, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.7531383, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_007c4758824496fe3386", "week_id": "2026_W30", "publish_time": "2026-07-21 11:49", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "白金一才是神人最多的段位，有卡这上不去的钻，有不知道怎么上到这的铂金，有帮老板上钻的代，还有开小号专门在这游龙的顶分大师猎杀，前两天我记得皮直播都没推起来", "likes": "299", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 0, "canonical_topic_id": "APEX-T001", "canonical_topic_name": "排位与匹配", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.73079402, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_5476137d0374bb9b9ecc", "week_id": "2026_W30", "publish_time": "2026-07-21 13:35", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "纯被带上去的有感觉么", "likes": "6", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.77526235, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_988aa33db66b28fe90b5", "week_id": "2026_W30", "publish_time": "2026-07-21 14:03", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "大狗叫叫叫，滋崩滋滋滋", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.66309415, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_83669ca3a63a24cdea9a", "week_id": "2026_W30", "publish_time": "2026-07-21 14:50", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "铂金一差几分上钻石可以算已经到钻石段位吗？", "likes": "9", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.0026258, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_fca55847e921e1a9fbc2", "week_id": "2026_W30", "publish_time": "2026-07-21 15:45", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "僵尸（屏幕👈边）", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 11, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.74965, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.36168503, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_3cd1285293d323c7be36", "week_id": "2026_W30", "publish_time": "2026-07-22 02:56", "platform": "B站", "source_type": "comment", "bvid": "BV1jkK66tErP", "text": "丧尸跑得快就很恐怖了", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1jkK66tErP/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.95198543, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_329213b1e69d026fc10d", "week_id": "2026_W30", "publish_time": "2026-07-22 06:15", "platform": "B站", "source_type": "comment", "bvid": "BV1AnKm6dEdy", "text": "QQ我早就想到了，因为当时不是有个QQ飞车吗？", "likes": "2", "comments": 0, "url": "https://www.bilibili.com/video/BV1AnKm6dEdy/", "model_topic_id": 12, "canonical_topic_id": "APEX-T010", "canonical_topic_name": "赛事与主播竞技讨论", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.68561376, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_6324b63b4da8b17280a3", "week_id": "2026_W30", "publish_time": "2026-07-22 09:35", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "谁在门外大声喧哗", "likes": "3", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.109909, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_6c75914b44eb1ee59fb0", "week_id": "2026_W30", "publish_time": "2026-07-22 11:00", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "游戏时长120小时单排上大师的体验来看！个人感觉真正意义上的游戏体验要到钻石，才是迈出门那一步，钻石之后才能体验完整的游戏体验，游戏内从被人追着杀到追着别人杀！从刚开始的落地架无脑打架到赶图进圈判断最优解的踩点，到决赛圈内游龙杀个对穿获得捍卫者的结局，也有惜败，那种鼠标左键按着不放，键盘wasd+空格+蹲键几乎没松开过，身上没电没血没子弹，打架中途舔包换枪换甲，打架，身法，判断当前局势再做出行动一气呵成的爽感，玩apex要的就是这种酣畅淋漓的感觉，排第二体验也非常过瘾的时候，你就上大师了，尝试一下和猎杀掰掰手腕，然后达成成就：单防猎杀", "likes": "16", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 0, "canonical_topic_id": "APEX-T001", "canonical_topic_name": "排位与匹配", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.99999999, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c3806a724a03b63a571e", "week_id": "2026_W30", "publish_time": "2026-07-22 11:47", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "铂金带黄金匹到猎这一块", "likes": "8", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 0, "canonical_topic_id": "APEX-T001", "canonical_topic_name": "排位与匹配", "operation": "retain", "assignment_confidence": 0.821598, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.89966836, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_a9dfdc4040c2cfad7f24", "week_id": "2026_W30", "publish_time": "2026-07-22 23:15", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "不应该是这样吗 白银：菜 黄金：菜 白金：运 钻石：运 大师：有不错的枪法与思路 猎杀：大运", "likes": "4", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 0, "canonical_topic_id": "APEX-T001", "canonical_topic_name": "排位与匹配", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.97712785, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c49194b6dd1164895f5d", "week_id": "2026_W30", "publish_time": "2026-07-23 03:27", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "仙凡有别", "likes": "2", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.61847775, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_a538d27f2164beecad36", "week_id": "2026_W30", "publish_time": "2026-07-24 12:31", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "看完脑袋里只剩下大狗叫和叮咚鸡了", "likes": "6", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.3794279, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_4bf8cb3b6b2d5e72082d", "week_id": "2026_W30", "publish_time": "2026-07-25 11:12", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "你记住 铂是铂 钻是钻 天上一天地下一年", "likes": "16", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 6, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.23299645, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_60fef6e832d33e159a8f", "week_id": "2026_W30", "publish_time": "2026-07-25 21:33", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "感觉是把地图上所有的信标都开了然后紫甲了", "likes": "49", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": 4, "canonical_topic_id": "APEX-T004", "canonical_topic_name": "英雄技能与武器平衡", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.18737772, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_24cd8172b3f9755da077", "week_id": "2026_W30", "publish_time": "2026-07-25 22:25", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "后面子弹都拐弯了，能是绿玩？5：36", "likes": "23", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.98058359, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_8059dc98fdccdc80e0d1", "week_id": "2026_W30", "publish_time": "2026-07-25 23:26", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "重生还是干点人事的，仅限近半年", "likes": "15", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": 14, "canonical_topic_id": "APEX-T012", "canonical_topic_name": "皮肤审美与官方运营", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.7061365, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_93867a065d88475f5e0a", "week_id": "2026_W30", "publish_time": "2026-07-25 23:43", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "带六套满改枪进游戏正常啊，本质不公平对抗，鉴定为绿玩", "likes": "393", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": 11, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.2155984, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_d9770de1074317475367", "week_id": "2026_W30", "publish_time": "2026-07-26 00:01", "platform": "B站", "source_type": "comment", "bvid": "BV1E4KC6KEV2", "text": "评论区呗", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1E4KC6KEV2/", "model_topic_id": 6, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.28564968, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_cd720a3fa9ae61ac6993", "week_id": "2026_W30", "publish_time": "2026-07-26 00:02", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "这种大大方方开的都不说啥，那种小透小锁还给你演演的都不知道是真是假", "likes": "255", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": 3, "canonical_topic_id": "APEX-T003", "canonical_topic_name": "赛事与主播", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.24811188, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_1f2f440005f221e69a2c", "week_id": "2026_W30", "publish_time": "2026-07-26 01:19", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "apex在外挂创新这一块远超其他游戏", "likes": "204", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.86897841, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_411510ee11826b1d9635", "week_id": "2026_W30", "publish_time": "2026-07-26 02:56", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "看开局是一瞬间全扫了圈，机器人升了蓝甲再瞬间到了安全区控制台，这密客也是挂", "likes": "112", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": 9, "canonical_topic_id": "APEX-T008", "canonical_topic_name": "英雄与武器强度", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.99692676, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_cf63861a166b9d470445", "week_id": "2026_W30", "publish_time": "2026-07-26 03:29", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "落地紫甲其实是可以达成的，落萨摩斯大学顶上连吃两个进化包就可以落地紫甲了", "likes": "68", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.98340953, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_8ad9f3e4cf79d3808e90", "week_id": "2026_W30", "publish_time": "2026-07-26 03:59", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "怎么断定那是老板啊？", "likes": "7", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": 1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "delete", "assignment_confidence": 0.424818, "is_outlier": 0, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.25868866, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_10d6e775be3ae400de81", "week_id": "2026_W30", "publish_time": "2026-07-26 05:08", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "难道不是白银吗", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 2, "canonical_topic_id": "APEX-T002", "canonical_topic_name": "赛季更新与玩法机制", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.32045867, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_e36432c6e79d0429714c", "week_id": "2026_W30", "publish_time": "2026-07-26 05:09", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "幫你上分還舉報人家", "likes": "6", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.53357753, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_bb4979721be648c716d1", "week_id": "2026_W30", "publish_time": "2026-07-26 08:03", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "其实白金一趋于匹配忘了告诉你，白金一不是分水岭而是大家最喜欢的段位，是舒适区。新手可以在白金一成长，老油条可以在白金一享受，猎杀可以在白金一炸鱼爽。钻二才是这个游戏的分水岭。自从跳点机制出现后，钻二以上的排位，完完全全像是另一个游戏。从搜物资到打架，落地之后不超过30s，就要减少一队。就那个钱💰刚刷出来就已经开始减员了。", "likes": "1", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.99861412, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_f5dec6fdd386010b8dbf", "week_id": "2026_W30", "publish_time": "2026-07-26 09:40", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "我自己见过的最牛逼的是自带at立场的挂，他附近一定范围内的人会直接掉线然后朝他那边走，他直接打就行了，观战视角非常有意思。", "likes": "125", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.81897678, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_deec5319b2d6301b50d8", "week_id": "2026_W30", "publish_time": "2026-07-26 10:16", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "有个疑问，我看挂里面都没有配无限子弹功能的挂，这个在技术上是有什么难点吗？", "likes": "97", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.99054383, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_e55f67e392fb06350de0", "week_id": "2026_W30", "publish_time": "2026-07-26 14:45", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "不想上段有什么头绪，匹配强度太高，排位下三段正好随便玩", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": 13, "canonical_topic_id": "APEX-T011", "canonical_topic_name": "版本、排位与赛事混合", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.96117197, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_220f6793284d22b7366a", "week_id": "2026_W30", "publish_time": "2026-07-26 15:01", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "apex外挂花样多得很，之前一直强制换子弹，还有湘西赶尸，一群人走一个方向，其实都是一个人操作。之前比赛的时候一个职业选手被黑了。还有给人送500个箱子 我记得一个人叫什么什么2009还是啥，还可以盗你的号跟你一起玩游戏。", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.99996981, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_28da61cd305426b2c2b9", "week_id": "2026_W30", "publish_time": "2026-07-26 17:34", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "在我们apex里，这种能观战的，统一定义为绿玩，如果你遇上有人跑过来子弹拐弯把你打死，然后你还不能观战，那就是铁挂", "likes": "5", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.85007745, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_e6d75c0f0abf06d8b19f", "week_id": "2026_W30", "publish_time": "2026-07-26 19:34", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "我认识这个人，写代码的。自己写自己玩的。", "likes": "20", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": 13, "canonical_topic_id": "APEX-T011", "canonical_topic_name": "版本、排位与赛事混合", "operation": "retain", "assignment_confidence": 1.0, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.78023371, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_176393e31d1d1ee33a6e", "week_id": "2026_W30", "publish_time": "2026-07-26 20:24", "platform": "B站", "source_type": "comment", "bvid": "BV1WdKp6REJs", "text": "那我0.6kd白银3怎么说", "likes": "0", "comments": 0, "url": "https://www.bilibili.com/video/BV1WdKp6REJs/", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.4728157, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" }, { "text_id": "bili_browser_c42ad21853c354894cd1", "week_id": "2026_W30", "publish_time": "2026-07-26 23:12", "platform": "B站", "source_type": "comment", "bvid": "BV1Tm3M6YENk", "text": "开局.......刷...短视频..........可以....升...紫甲", "likes": "22", "comments": 0, "url": "https://www.bilibili.com/video/BV1Tm3M6YENk/?vd_source=f68a95d7a66eb20991755335dab024b7", "model_topic_id": -1, "canonical_topic_id": "", "canonical_topic_name": "", "operation": "outlier", "assignment_confidence": 0.0, "is_outlier": 1, "low_confidence_flag": 1, "review_flag": 1, "possible_wrong_classification": 0, "sentiment_score": 0.00104279, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "logged_in_visible_comments_bounded_sample", "metrics_source": "bilibili_real_bounded_sample" } ] }