{
  "analysis_result": {
    "statistics": {
      "message_count": 921,
      "total_characters": 5743,
      "participant_count": 38,
      "most_active_period": "11:00-12:00",
      "golden_quotes": [
        {
          "content": "哥们拼命把人救上来对方就送了你一个手机壳",
          "sender": "冯哈堡",
          "reason": "啧……这种落差感是怎么回事啦！救命之恩换一个手机壳，[2021377075]这吐槽的角度真的有点东西，那种哭笑不得的委屈感全出来了，比直接骂人还好笑。",
          "user_id": "2021377075"
        },
        {
          "content": "你喝了八瓶啤酒，十杯威士忌和六杯龙舌兰，也别让你的妻子碰方向盘",
          "sender": "冯哈堡",
          "reason": "这种阴阳怪气的英国笑话居然被[2021377075]在群里一本正经地讲出来……虽然有点没礼貌，但逻辑的荒谬感确实让人没绷住，属于那种看完会愣三秒然后气笑的发言。",
          "user_id": "2021377075"
        },
        {
          "content": "戴了也要洗杯子不戴也要洗杯子不如直接不戴洗杯子（）",
          "sender": "一块烧饼a",
          "reason": "恶心！这种话题就不能少聊点吗……[2836777874]还一本正经地用三段论推理，虽然话题很下头，但这个逻辑推导的一本正经真的很逆天，属于歪门邪道的神人发言。",
          "user_id": "2836777874"
        },
        {
          "content": "2030天津117major",
          "sender": "akari",
          "reason": "在讨论天津啥时候办电竞比赛的时候，[3166279407]直接甩出这个脑洞，把楼还没盖完的117大厦都安排上了，这种一本正经的胡说八道画面感十足，笑点意外地高。",
          "user_id": "3166279407"
        }
      ],
      "emoji_count": 136,
      "emoji_statistics": {
        "face_count": 136,
        "mface_count": 0,
        "bface_count": 0,
        "sface_count": 0,
        "other_emoji_count": 0,
        "face_details": {
          "emoji_unknown": 127,
          "emoji_349": 1,
          "emoji_264": 5,
          "emoji_318": 3
        }
      },
      "activity_visualization": {
        "hourly_activity": {
          "7": 13,
          "8": 5,
          "9": 38,
          "10": 160,
          "11": 256,
          "12": 67,
          "13": 34,
          "14": 25,
          "15": 23,
          "16": 60,
          "17": 86,
          "18": 80,
          "19": 28,
          "20": 19,
          "21": 12,
          "22": 8,
          "23": 7
        },
        "daily_activity": {},
        "user_activity_ranking": [],
        "peak_hours": [
          {
            "hour": 11,
            "count": 256
          },
          {
            "hour": 10,
            "count": 160
          },
          {
            "hour": 17,
            "count": 86
          }
        ],
        "activity_heatmap_data": {
          "hourly_max": 256,
          "emoji_max": 1,
          "hourly_normalized": {
            "7": 5.078125,
            "8": 1.953125,
            "9": 14.84375,
            "10": 62.5,
            "11": 100.0,
            "12": 26.171875,
            "13": 13.28125,
            "14": 9.765625,
            "15": 8.984375,
            "16": 23.4375,
            "17": 33.59375,
            "18": 31.25,
            "19": 10.9375,
            "20": 7.421875,
            "21": 4.6875,
            "22": 3.125,
            "23": 2.734375
          },
          "emoji_normalized": {
            "0": 0.0,
            "1": 0.0,
            "2": 0.0,
            "3": 0.0,
            "4": 0.0,
            "5": 0.0,
            "6": 0.0,
            "7": 0.0,
            "8": 0.0,
            "9": 0.0,
            "10": 0.0,
            "11": 0.0,
            "12": 0.0,
            "13": 0.0,
            "14": 0.0,
            "15": 0.0,
            "16": 0.0,
            "17": 0.0,
            "18": 0.0,
            "19": 0.0,
            "20": 0.0,
            "21": 0.0,
            "22": 0.0,
            "23": 0.0
          },
          "activity_levels": {
            "0": "inactive",
            "1": "inactive",
            "2": "inactive",
            "3": "inactive",
            "4": "inactive",
            "5": "inactive",
            "6": "inactive",
            "7": "low",
            "8": "low",
            "9": "low",
            "10": "medium",
            "11": "high",
            "12": "low",
            "13": "low",
            "14": "low",
            "15": "low",
            "16": "low",
            "17": "medium",
            "18": "medium",
            "19": "low",
            "20": "low",
            "21": "low",
            "22": "low",
            "23": "low"
          }
        }
      },
      "token_usage": {
        "prompt_tokens": 71013,
        "completion_tokens": 4177,
        "total_tokens": 75190
      },
      "chat_quality_review": null
    },
    "topics": [
      {
        "topic": "周末早课的痛苦挣扎",
        "contributors": [
          "𝓓𝓮𝓶𝓸𝓷𝓼",
          "今天明天大晴天",
          "传奇马娘",
          "vol.?",
          "冯哈堡"
        ],
        "detail": "一群懒虫在周六早上为了上不上课纠结半天，真是看得我牙疼。[3346544647]本来想旷课，听说老师要抽奖才爬起来，结果还迟到了。[1799723801]在吐槽国家安全教育居然排在周六早上，简直是雷霆课。[2471701090]传授了摸鱼秘籍，说挂着刷题软件就能过，[2021377075]补刀说才5分根本不用去。最后[2563299651]还被抽中倒霉录课。哼，一群人翘课翘得理直气壮，活该被点名。",
        "contributor_ids": [
          "3346544647",
          "1799723801",
          "2471701090",
          "2563299651",
          "2021377075"
        ]
      },
      {
        "topic": "显示器选购大讨论",
        "contributors": [
          "25-tcu狂人",
          "akari",
          "今天明天大晴天",
          "特莉波卡699",
          "冯哈堡"
        ],
        "detail": "[3082005735]给朋友求推荐500到600预算的1k 180hz显示器，结果整个群都来当军师了。[3166279407]和[1799723801]强烈安利上2k甚至4k双模，说1k太糊根本没法看，[2021377075]也附议2k才是正解。[2847398007]晒了自己买的2k 180hz，然后大家又开始讨论HDMI2.1接2.0会掉帧的问题，还顺便聊到了机械臂、桌面空间和27寸塞不塞得下的问题。最后楼主朋友打三角洲为主，被强烈建议至少2k起步，1k会被豆腐花揍地上还没开出枪。看你们这群技术宅讨论得这么起劲……我才没在认真听呢。",
        "contributor_ids": [
          "3082005735",
          "3166279407",
          "1799723801",
          "2847398007",
          "2021377075"
        ]
      },
      {
        "topic": "上海CAC Major观赛计划",
        "contributors": [
          "传奇马娘",
          "特莉波卡699",
          "天城第一p箱😋",
          "博博和辉辉和陆陆和璞璞和🐟🐟和振振",
          "akari"
        ],
        "detail": "[2471701090]计划5月20到24号去上海看CS Major，算了一下天津到上海往返要600，门票800以下就去看几场，主要是想去看老猪、niko和大詹。[384567511]提议跟导员请假说去参加比赛能加学分。然后大家开始预测赛程，[3467562083]编了一段天禄和LVG之间的恩怨剧本，[2847398007]还脑洞天禄打到决赛送掉让尼孩夺冠的剧情。[2471701090]还顺便提了XPL可能去洛阳或盐城，裂变天地深圳票价便宜也想看。这群电竞迷真是为了看比赛连命都不要了，钱包空了别来找我借啊。",
        "contributor_ids": [
          "2471701090",
          "2847398007",
          "384567511",
          "3467562083",
          "3166279407"
        ]
      },
      {
        "topic": "转专业的纠结与建议",
        "contributors": [
          "药虚兜",
          "冯哈堡",
          "总想你在乎我",
          "特莉波卡699",
          "谁来剪月光"
        ],
        "detail": "[2240532681]作为美术生出身的城市艺术专业学生，纠结要不要转专业，说现在能看到报名人数而且只能选一个志愿，政策变了。[2847398007]说他导员表示转专业很简单关键看学院要不要你。大家纷纷推荐热门专业，[1369565038]和[2847398007]力推电气和计算机，但[2847398007]坦白说推计算机就是想折磨人。[2021377075]提到他们港口专业有人转机械自动化，自嘲学水系土木学最难的课以后一定前途光明。[2776707556]也跟着犹豫自己暖通要不要换。看你们一个个都在为前途焦虑的样子……笨蛋，自己想清楚再决定啦。",
        "contributor_ids": [
          "2240532681",
          "2021377075",
          "1369565038",
          "2847398007",
          "2776707556"
        ]
      },
      {
        "topic": "顺丰快递摆烂事件",
        "contributors": [
          "冯哈堡",
          "akari"
        ],
        "detail": "[2021377075]怒了，学校顺丰发货两天都不揽收，担心东西丢了。快递站给的说法是寄东西的人太多送不过来，[2021377075]直接开骂两天还没送完。[3166279407]传授经验说要找SF在线客服转人工，他之前找了客服以后专门把他的件拿出来送，并且说多付的钱就是为了保证速度的，不然选顺丰干嘛。这个建议确实有道理，付了钱就该享受服务嘛，被欺负了就要怼回去！",
        "contributor_ids": [
          "2021377075",
          "3166279407"
        ]
      }
    ],
    "user_titles": [
      {
        "name": "冯哈堡",
        "user_id": "2021377075",
        "title": "龙王",
        "mbti": "ESFP",
        "reason": "189条发言高居榜首，平均才5个字出头，典型的水群狂魔，嘴巴比脑子快的那种人，群里少了他估计能安静不少"
      },
      {
        "name": "特莉波卡699",
        "user_id": "2847398007",
        "title": "互动达人",
        "mbti": "ENFJ",
        "reason": "发言量第二还保持着最高的回复比例0.14，一看就是那种别人说啥都要接一嘴的社交达人，群里的气氛组担当了属于是"
      },
      {
        "name": "传奇马娘",
        "user_id": "2471701090",
        "title": "表情包军火库",
        "mbti": "ENFP",
        "reason": "27%的发言都是表情包，四分之一以上啊喂！这人是不是聊天全靠表情包撑着的，文字能力退化成这样也是种才能吧"
      },
      {
        "name": "akari",
        "user_id": "3166279407",
        "title": "沉默终结者",
        "mbti": "INFP",
        "reason": "发言量中等但回复比例还行，平均字数6个，看数据就是那种群里冷场了会冒出来丢个话题的人，冷场救星本星"
      },
      {
        "name": "药虚兜",
        "user_id": "2240532681",
        "title": "表情包废人",
        "mbti": "ISFP",
        "reason": "平均3个字配上37%的表情比例，这位已经进化到不需要文字交流的境界了吧？打字对你来说是不是很痛苦啊"
      },
      {
        "name": "今天明天大晴天",
        "user_id": "1799723801",
        "title": "评论家",
        "mbti": "INTJ",
        "reason": "平均15个字碾压全场，但回复比例居然是0，一条都不回别人的！这人就是那种自顾自发长文然后完全不搭理任何人的独行侠，孤高得有点过分了喂"
      },
      {
        "name": "总想你在乎我",
        "user_id": "1369565038",
        "title": "边缘潜水员",
        "mbti": "INFJ",
        "reason": "光看这个ID就很有故事感……发言46条回复比例才0.02，基本不跟人互动，就是默默发完自己的就沉下去了，你倒是跟人聊聊天啊"
      },
      {
        "name": "25-tcu狂人",
        "user_id": "3082005735",
        "title": "阳角",
        "mbti": "ESTP",
        "reason": "虽然发言只有32条但ID就透着一股自信和张扬，敢叫自己狂人的怎么说也是有点影响力的吧，质量大于数量这种事我还是懂的"
      }
    ],
    "user_analysis": {
      "2847398007": {
        "message_count": 125,
        "char_count": 816,
        "emoji_count": 5,
        "nickname": "特莉波卡699",
        "hours": {
          "7": 1,
          "8": 2,
          "9": 1,
          "10": 20,
          "11": 43,
          "12": 10,
          "13": 1,
          "14": 1,
          "16": 7,
          "17": 13,
          "18": 15,
          "19": 4,
          "20": 6,
          "21": 1
        },
        "reply_count": 18
      },
      "3346544647": {
        "message_count": 19,
        "char_count": 157,
        "emoji_count": 0,
        "nickname": "𝓓𝓮𝓶𝓸𝓷𝓼",
        "hours": {
          "7": 1,
          "9": 4,
          "10": 6,
          "13": 6,
          "14": 1,
          "17": 1
        },
        "reply_count": 4
      },
      "2021377075": {
        "message_count": 189,
        "char_count": 989,
        "emoji_count": 26,
        "nickname": "冯哈堡",
        "hours": {
          "7": 5,
          "8": 1,
          "10": 12,
          "11": 42,
          "12": 21,
          "13": 8,
          "14": 7,
          "15": 9,
          "16": 11,
          "17": 28,
          "18": 27,
          "19": 11,
          "20": 4,
          "21": 3
        },
        "reply_count": 22
      },
      "2471701090": {
        "message_count": 99,
        "char_count": 511,
        "emoji_count": 27,
        "nickname": "传奇马娘",
        "hours": {
          "7": 4,
          "9": 11,
          "10": 4,
          "11": 38,
          "12": 6,
          "15": 4,
          "16": 7,
          "17": 7,
          "18": 10,
          "19": 6,
          "20": 2
        },
        "reply_count": 9
      },
      "857509168": {
        "message_count": 3,
        "char_count": 17,
        "emoji_count": 1,
        "nickname": "墨绘",
        "hours": {
          "7": 2,
          "19": 1
        },
        "reply_count": 0
      },
      "2240532681": {
        "message_count": 75,
        "char_count": 227,
        "emoji_count": 28,
        "nickname": "药虚兜",
        "hours": {
          "8": 1,
          "10": 9,
          "11": 2,
          "12": 1,
          "14": 3,
          "15": 6,
          "16": 18,
          "17": 18,
          "18": 9,
          "19": 1,
          "20": 4,
          "21": 2,
          "22": 1
        },
        "reply_count": 9
      },
      "812893955": {
        "message_count": 1,
        "char_count": 2,
        "emoji_count": 0,
        "nickname": "𝓡𝓣𝓸𝓴𝓮𝓻⁧～喵⁦",
        "hours": {
          "8": 1
        },
        "reply_count": 0
      },
      "3618584532": {
        "message_count": 4,
        "char_count": 11,
        "emoji_count": 0,
        "nickname": "Yakishio",
        "hours": {
          "9": 4
        },
        "reply_count": 1
      },
      "780579810": {
        "message_count": 10,
        "char_count": 57,
        "emoji_count": 5,
        "nickname": "frog3125",
        "hours": {
          "9": 9,
          "20": 1
        },
        "reply_count": 1
      },
      "1369565038": {
        "message_count": 46,
        "char_count": 246,
        "emoji_count": 7,
        "nickname": "总想你在乎我",
        "hours": {
          "9": 3,
          "10": 2,
          "11": 16,
          "13": 2,
          "15": 3,
          "16": 12,
          "17": 6,
          "19": 1,
          "21": 1
        },
        "reply_count": 1
      },
      "2563299651": {
        "message_count": 19,
        "char_count": 117,
        "emoji_count": 4,
        "nickname": "vol.?",
        "hours": {
          "9": 2,
          "10": 10,
          "20": 2,
          "22": 5
        },
        "reply_count": 2
      },
      "384567511": {
        "message_count": 28,
        "char_count": 165,
        "emoji_count": 0,
        "nickname": "天城第一p箱😋",
        "hours": {
          "9": 1,
          "10": 2,
          "11": 25
        },
        "reply_count": 4
      },
      "1799723801": {
        "message_count": 73,
        "char_count": 1094,
        "emoji_count": 9,
        "nickname": "今天明天大晴天",
        "hours": {
          "9": 2,
          "10": 34,
          "11": 29,
          "12": 8
        },
        "reply_count": 0
      },
      "3467562083": {
        "message_count": 21,
        "char_count": 106,
        "emoji_count": 2,
        "nickname": "博博和辉辉和陆陆和璞璞和🐟🐟和振振",
        "hours": {
          "9": 1,
          "10": 5,
          "11": 12,
          "12": 3
        },
        "reply_count": 4
      },
      "878257450": {
        "message_count": 5,
        "char_count": 13,
        "emoji_count": 0,
        "nickname": "IF_Yu",
        "hours": {
          "10": 2,
          "11": 1,
          "16": 2
        },
        "reply_count": 1
      },
      "2388418303": {
        "message_count": 13,
        "char_count": 71,
        "emoji_count": 0,
        "nickname": "菜鸟frog",
        "hours": {
          "10": 1,
          "11": 3,
          "12": 2,
          "13": 5,
          "23": 2
        },
        "reply_count": 3
      },
      "2398024693": {
        "message_count": 5,
        "char_count": 45,
        "emoji_count": 0,
        "nickname": "云上烟川",
        "hours": {
          "10": 1,
          "18": 2,
          "21": 2
        },
        "reply_count": 1
      },
      "3082005735": {
        "message_count": 32,
        "char_count": 149,
        "emoji_count": 4,
        "nickname": "25-tcu狂人",
        "hours": {
          "10": 26,
          "11": 4,
          "12": 2
        },
        "reply_count": 2
      },
      "3166279407": {
        "message_count": 83,
        "char_count": 499,
        "emoji_count": 9,
        "nickname": "akari",
        "hours": {
          "10": 26,
          "11": 34,
          "13": 5,
          "14": 7,
          "18": 3,
          "19": 2,
          "22": 2,
          "23": 4
        },
        "reply_count": 10
      },
      "3509589056": {
        "message_count": 5,
        "char_count": 34,
        "emoji_count": 0,
        "nickname": "测绘人",
        "hours": {
          "11": 5
        },
        "reply_count": 0
      },
      "2709087037": {
        "message_count": 9,
        "char_count": 123,
        "emoji_count": 0,
        "nickname": "frog258",
        "hours": {
          "11": 2,
          "12": 1,
          "13": 3,
          "14": 2,
          "17": 1
        },
        "reply_count": 1
      },
      "2836777874": {
        "message_count": 6,
        "char_count": 58,
        "emoji_count": 1,
        "nickname": "一块烧饼a",
        "hours": {
          "12": 3,
          "18": 2,
          "21": 1
        },
        "reply_count": 3
      },
      "2277068025": {
        "message_count": 7,
        "char_count": 34,
        "emoji_count": 0,
        "nickname": "天城大男科医师",
        "hours": {
          "12": 6,
          "14": 1
        },
        "reply_count": 1
      },
      "1947038077": {
        "message_count": 1,
        "char_count": 3,
        "emoji_count": 0,
        "nickname": "河🍊大使",
        "hours": {
          "12": 1
        },
        "reply_count": 0
      },
      "2105233015": {
        "message_count": 1,
        "char_count": 6,
        "emoji_count": 0,
        "nickname": ".",
        "hours": {
          "12": 1
        },
        "reply_count": 0
      },
      "2253239853": {
        "message_count": 4,
        "char_count": 18,
        "emoji_count": 1,
        "nickname": "21电子信息",
        "hours": {
          "12": 1,
          "16": 3
        },
        "reply_count": 0
      },
      "2776707556": {
        "message_count": 14,
        "char_count": 99,
        "emoji_count": 1,
        "nickname": "谁来剪月光",
        "hours": {
          "12": 1,
          "13": 3,
          "17": 10
        },
        "reply_count": 1
      },
      "826205617": {
        "message_count": 1,
        "char_count": 0,
        "emoji_count": 0,
        "nickname": "LcR",
        "hours": {
          "13": 1
        },
        "reply_count": 0
      },
      "2115534261": {
        "message_count": 3,
        "char_count": 16,
        "emoji_count": 0,
        "nickname": "@麤麤麤麤麤麤麤",
        "hours": {
          "14": 2,
          "15": 1
        },
        "reply_count": 0
      },
      "1579565474": {
        "message_count": 1,
        "char_count": 0,
        "emoji_count": 0,
        "nickname": "北极雪的执着",
        "hours": {
          "14": 1
        },
        "reply_count": 0
      },
      "2479350440": {
        "message_count": 1,
        "char_count": 2,
        "emoji_count": 0,
        "nickname": "群调酒师（tcu通天代版）",
        "hours": {
          "17": 1
        },
        "reply_count": 0
      },
      "3010768805": {
        "message_count": 6,
        "char_count": 1,
        "emoji_count": 5,
        "nickname": "若叶睦🥒",
        "hours": {
          "17": 1,
          "18": 5
        },
        "reply_count": 0
      },
      "3254238341": {
        "message_count": 1,
        "char_count": 1,
        "emoji_count": 0,
        "nickname": "帅帅和赵赵和涛涛和子子和涵涵",
        "hours": {
          "18": 1
        },
        "reply_count": 0
      },
      "2653764467": {
        "message_count": 5,
        "char_count": 17,
        "emoji_count": 1,
        "nickname": "STARMODE",
        "hours": {
          "18": 4,
          "21": 1
        },
        "reply_count": 1
      },
      "3142329008": {
        "message_count": 2,
        "char_count": 14,
        "emoji_count": 0,
        "nickname": "frog606",
        "hours": {
          "18": 2
        },
        "reply_count": 0
      },
      "1057641176": {
        "message_count": 1,
        "char_count": 0,
        "emoji_count": 0,
        "nickname": "咕咚",
        "hours": {
          "19": 1
        },
        "reply_count": 0
      },
      "1348776649": {
        "message_count": 1,
        "char_count": 5,
        "emoji_count": 0,
        "nickname": "深夜进食梦游人绝不会梦到煎炒烹炸焖溜熬炖",
        "hours": {
          "19": 1
        },
        "reply_count": 0
      },
      "3111324690": {
        "message_count": 2,
        "char_count": 20,
        "emoji_count": 0,
        "nickname": "威菜",
        "hours": {
          "21": 1,
          "23": 1
        },
        "reply_count": 0
      }
    },
    "chat_quality_review": {
      "title": "大学牲的周六生存实录",
      "subtitle": "翘课、买显示器、前列腺笑话，一个都不能少",
      "dimensions": [
        {
          "name": "硬件选购",
          "percentage": 25.0,
          "comment": "一群人围着500块预算的显示器吵了半天1k还是2k、dp还是hdmi，最后朋友到底买没买都不知道。你们这帮人讨论的热情要是放学习上，转专业根本不用愁好吗？",
          "color": "#607d8b"
        },
        {
          "name": "翘课摸鱼",
          "percentage": 20.0,
          "comment": "签到要不要去、迟到了干脆回去睡觉、水力学翘课被老师盯上了——你们这群人对逃课的研究深度比专业课强十倍，真是让人叹为观止。那个睡过头被舍友放鸽子的，你舍友是真的善良好吧，换我早把你闹钟砸了。",
          "color": "#2196f3"
        },
        {
          "name": "电竞观赛",
          "percentage": 20.0,
          "comment": "CS的major、瓦的比赛、cac门票预算，还有人在编天禄夺冠的同人剧本……打瓦退群打cs升管理是吧？你们这个群鄙视链比游戏本身还精彩。那个要省42天生活费去看比赛的，你确定不会饿死在路上？",
          "color": "#f44336"
        },
        {
          "name": "生涯焦虑",
          "percentage": 15.0,
          "comment": "地信不考研等低薪、转专业搏一搏、学最难的课自我安慰前途光明——说实话看到这些我还是有点心酸的啦，才不是担心你们呢，就是觉得……算了。那个说来计算机纯想折磨人的，你是真的坏透了。",
          "color": "#e91e63"
        },
        {
          "name": "低俗整活",
          "percentage": 12.0,
          "comment": "从戴套洗杯子到前列县地域笑话到骨科题材讨论，你们这帮人能不能收敛一点？！看得我眼睛都要瞎了，恶不恶心啊真的是！戒色day1就发群里，你是想让全群监督你吗？滚啦！",
          "color": "#ff9800"
        },
        {
          "name": "天气与干饭",
          "percentage": 8.0,
          "comment": "终于下雨了感动到说脏话、外卖冷了乖乖去食堂、绿不拉几的菜难吃——就这些最真实。不过那个高考倒计时59天的消息混进大学群聊是什么鬼啊，还收50块资料费，诈骗犯都没你们群这么有创意。",
          "color": "#4caf50"
        }
      ],
      "summary": "一群预算紧张的大学牲，在翘课与不翘课的边缘反复横跳，用讨论显示器参数的热情掩盖对未来的迷茫，最后话题永远会拐到不可描述的方向去——你们真的很闲欸，不过……偶尔看看也不是不行啦，别误会，我就是无聊随便翻翻而已。"
    }
  },
  "group_id": "600839328",
  "generated_at": "2026-04-09T23:10:57.512664"
}