{ "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/heybox/heybox_apex_2026_W30_public_search_20260727.csv", "raw_sha256": "baaf8379ebc18390b8c47f1e18aed5ee029a98f70e9e1783ebd2fc76bf38ce02", "raw_rows": 19, "mapped_rows": 12, "outlier_rows": 6, "low_confidence_rows": 6, "possible_misclassification_rows": 0, "daily_rows": { "2026-07-20": 1, "2026-07-22": 2, "2026-07-23": 4, "2026-07-24": 4, "2026-07-25": 3, "2026-07-26": 5 }, "model_sha256": "40f0c48d7dee49f2c3f804b3a5a896828c671503708a30f84be5812fc7e463a5", "collection_scope": "Logged-in Xiaoheihe public-search visible post cards; not a platform-wide census.", "comment_body_collection": false, "formal_reporting_qualified": false, "sample_limited": true }, "records": [ { "text_id": "heybox_186237062", "week_id": "2026_W30", "publish_time": "2026-07-20 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "炸服了吗：是不是炸服了，匹配进去然后给我踢出来了，然后再匹配就一直在等也不显示人数感觉是炸服了", "likes": 1, "comments": 0, "url": "https://www.xiaoheihe.cn/app/bbs/link/186237062", "model_topic_id": 0, "canonical_topic_id": "APEX-T001", "canonical_topic_name": "排位与匹配", "operation": "retain", "assignment_confidence": 0.943325, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.01746886, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186355415", "week_id": "2026_W30", "publish_time": "2026-07-22 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "Apex单排不同段位打不同服务器体验感区别真的很大：之前听玩apex很久的朋友说新加坡服比港服更简单于是铂金之前这100h几乎都是打的新加坡服，可是新加坡服打到铂金之后的单排简直是寸步难行，我特意设置了steam是中文名字就是让队友如果看到中文可以开麦交流（如果是英文的话有些队友可能会以为是外国人直接不开麦", "likes": 19, "comments": 2, "url": "https://www.xiaoheihe.cn/app/bbs/link/186355415", "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": 0.15818011, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186375655", "week_id": "2026_W30", "publish_time": "2026-07-22 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "玩了四年多apex，第一次见到这种界面：是服务器数据更新了吗我退出到桌面也没更新啊土豆服务器发力了", "likes": 12, "comments": 2, "url": "https://www.xiaoheihe.cn/app/bbs/link/186375655", "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": 0.0464084, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186432141", "week_id": "2026_W30", "publish_time": "2026-07-23 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "多余的点数有啥用：奖励换完了但是还有很多点数，有啥用", "likes": 25, "comments": 4, "url": "https://www.xiaoheihe.cn/app/bbs/link/186432141", "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": 0.03559955, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186435706", "week_id": "2026_W30", "publish_time": "2026-07-23 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "Apex × 赛博朋克联动｜深夜便利店偶遇抓拍：恶灵（Apex 英雄）银灰利落短发，黑紫战术外套带面部光效纹身。手里攥着罐装咖啡，被叫到时猛地回头，眼神还带着点下意识的警觉。构图：全身或七分身，大长腿可见，朋友视角略低于视线，背景是便利店实景不虚化过度。禁止：影棚 / 商业精修 / 电影调色 / 塑料皮", "likes": 45, "comments": 377, "url": "https://www.xiaoheihe.cn/app/bbs/link/186435706", "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": 0.9984651, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186476248", "week_id": "2026_W30", "publish_time": "2026-07-23 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "为啥老给我匹配小柜子啊：赛季剩十几天了，lz想区个钻但是老是给我匹太君，一句话也听不懂，然后我打倒一个也不冲，在后面龟着，打1.5个也会输，好难啊", "likes": 20, "comments": 2, "url": "https://www.xiaoheihe.cn/app/bbs/link/186476248", "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": 0.01906206, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186479589", "week_id": "2026_W30", "publish_time": "2026-07-23 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "下赛季又是新游戏？艾克赛尔和希尔终于削弱！狗子终于有消息了！：⚡️赛季30⚡️【泄露 & 传闻总结！】🗓️8月5日开幕战斗通行证 ・寻血猎犬/ 煤气大叔 ・R-301进化皮🔴强化 ・寻血猎犬（重做） ・兰帕特🟢弱化 ・希尔 眩晕和减速效果减弱 ・艾克赛尔 Q技能滑铲持续时间减短■G7变为普通武器■联动活动举办■武器", "likes": 269, "comments": 212, "url": "https://www.xiaoheihe.cn/app/bbs/link/186479589", "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": 0.99999723, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186530407", "week_id": "2026_W30", "publish_time": "2026-07-24 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "【APEX快讯】服务器崩溃？PLQ期间选手掉线卡加载！：PLQ第一轮第四小局结束后服务器崩溃！许多选手卡加载界面！ps：图为PLQ官方解说尬聊。", "likes": 5, "comments": 11, "url": "https://www.xiaoheihe.cn/app/bbs/link/186530407", "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": 0.00013792, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186542156", "week_id": "2026_W30", "publish_time": "2026-07-24 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "服务器炸了？？？？？：啥情况，右上角全是传家宝，卡的玩不了。。。", "likes": 5, "comments": 1, "url": "https://www.xiaoheihe.cn/app/bbs/link/186542156", "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": 0.598222, "is_outlier": 0, "low_confidence_flag": 0, "review_flag": 0, "possible_wrong_classification": 0, "sentiment_score": 0.11735484, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186542893", "week_id": "2026_W30", "publish_time": "2026-07-24 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "港服好卡，别的服务器卡吗，好兄弟们：Zsbd", "likes": 4, "comments": 1, "url": "https://www.xiaoheihe.cn/app/bbs/link/186542893", "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": 0.11779556, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186550107", "week_id": "2026_W30", "publish_time": "2026-07-24 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "现在Apex还有让人变卡的挂吗：落地搜着搜着所有红buff全给我上了一遍，加速器没有波动，直连的网线也没有问题，然后就给我移除游戏了，然后就弃赛处罚了XD", "likes": 14, "comments": 1, "url": "https://www.xiaoheihe.cn/app/bbs/link/186550107", "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": 0.77770632, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186554908", "week_id": "2026_W30", "publish_time": "2026-07-25 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "等会儿联动商店会更新吗：zsbd", "likes": 9, "comments": 2, "url": "https://www.xiaoheihe.cn/app/bbs/link/186554908", "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": 0.11118744, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186585989", "week_id": "2026_W30", "publish_time": "2026-07-25 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "这是啥，每次打开都有：最近老是弹出来这个", "likes": 6, "comments": 1, "url": "https://www.xiaoheihe.cn/app/bbs/link/186585989", "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": 0.33264223, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186588031", "week_id": "2026_W30", "publish_time": "2026-07-25 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "匹配2=1，来个99成新的新手，一般晚上打：我是1200小时把，还有一个萌新盆友，娱乐匹配，压力⭕️别来，可以聊聊天", "likes": 20, "comments": 0, "url": "https://www.xiaoheihe.cn/app/bbs/link/186588031", "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": 0.94542096, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186630114", "week_id": "2026_W30", "publish_time": "2026-07-26 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "Apex × 赛博朋克奖励商店更新，联动活动最后一个免费箱可以兑换：Apex最新联动活动奖励商店更新，还有最后一个免费的活动箱子可以兑换已经全部购买的玩家，活动箱子会自动变为紫色品质箱子但是这次已经全部购买的玩家，再兑换完紫色箱子后重新加速比利时，似乎没有额外的一个紫色箱子可以兑换了", "likes": 90, "comments": 41, "url": "https://www.xiaoheihe.cn/app/bbs/link/186630114", "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": 0.00022662, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186675439", "week_id": "2026_W30", "publish_time": "2026-07-26 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "我的青春结束了：23年十月入坑的，一直看df直到现在从来没想到会是这个结果，怎么会沦落至此呢每一小局都看的三明治视角，感觉他的指挥思路和枪法也都没什么问题，点圈也很准，可是队友老是跟不上或者不听指挥出去送说到底还是队友不行，本来想着打进pro了可以把qq招进来补强的，结果", "likes": 209, "comments": 22, "url": "https://www.xiaoheihe.cn/app/bbs/link/186675439", "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": 0.37528315, "sentiment_label": "neutral", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186677882", "week_id": "2026_W30", "publish_time": "2026-07-26 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "【APEX电竞】PLQ鏖战十局！橘子拿下PLQ冠军！WBG惨失常规赛资格！：2026.7.26下午17：30，PLQ鏖战十局最终Orange最后一局吃鸡拿下PLQ冠军！【第一张图为晋级常规赛队伍，第二张图为未晋级队伍】黑洞以第5的成绩获得常规赛门票！同时土拨鼠、QWQ等队伍也成功晋级第二赛段常规赛！而WBG以第11的成绩失去了第二", "likes": 332, "comments": 104, "url": "https://www.xiaoheihe.cn/app/bbs/link/186677882", "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": 0.99999996, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186678368", "week_id": "2026_W30", "publish_time": "2026-07-26 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "艹，那些说插上手柄自动上猎的人呢：看完3mz操作能忍住不笑的是这个👍👍👍", "likes": 51, "comments": 14, "url": "https://www.xiaoheihe.cn/app/bbs/link/186678368", "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": 0.04215778, "sentiment_label": "negative", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" }, { "text_id": "heybox_186683237", "week_id": "2026_W30", "publish_time": "2026-07-26 12:00:00", "platform": "小黑盒", "source_type": "post", "bvid": "", "text": "这人什么星球来的？：开局发些神秘英文，发完倒地就退", "likes": 2, "comments": 1, "url": "https://www.xiaoheihe.cn/app/bbs/link/186683237", "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": 0.78355246, "sentiment_label": "positive", "sentiment_model": "SnowNLP", "sentiment_status": "model_only_unvalidated", "sample_scope": "public_search_visible_posts_only", "metrics_source": "heybox_public_search_visible_sample" } ] }