首屏不下刷事件序列深挖(最新3日)
不下刷不点详情占捏捏
49.33%
事件级目标 session
612
长停留(>=60s) session
289
长停留占目标 session
47.22%
核心结论
- 最新3日整体上,"不下刷且不点详情"依旧高(49.33%),但事件序列显示这批人不等于"无动作"。
- 在事件级目标 session(n=612)中,长停留(>=60s)占 47.22%;长停留人群停留中位数 203.8s,P90 2121.6s。
- 长停留不下刷人群的主要动作是切 Tab 与任务/我的/创作相关操作:`tab_click` 94.12%,`me_view` 83.39%,`task_view` 65.05%,`create_entry` 65.40%。
假设验证(事件顺序版)
这版是事件级顺序验证,重点回答"长停留但不下刷"到底在干什么。
- 假设1:"静止停留"并非主路径。验证:长停留 session 中 `tab_click` 和 `me/task/create` 渗透率显著高,说明用户在执行其他路径。
- 假设2:"任务/资产型意图"存在。验证:`has_task_view` 在长停留组达到 65.05%。
- 假设3:"内容体验未启动"仍存在。补充:总体 `<2s` 占比仍高(88.02%),秒退和长停留是并存结构。
长停留动作结构
证据表
| 日期 | ssid | 停留秒数 | 后续事件数 | 任务 | 我的 | 创作 | Tab点击 | 社区 |
|---|---|---|---|---|---|---|---|---|
| 2026-03-16 | 1729670328965208998 | 541.258 | 29 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730074949242611863 | 369.527 | 54 | 1 | 1 | 1 | 1 | 1 |
| 2026-03-16 | 1730140919934092349 | 3968.089 | 51 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1730305846693447988 | 4089.069 | 16 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730308045735263608 | 257.505 | 51 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730312443777602565 | 70.462 | 21 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1730314642779027282 | 336.820 | 17 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730316841795556956 | 101.155 | 27 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730468574411812392 | 69.251 | 42 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730477370502439509 | 75.337 | 17 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730481768548517228 | 626.847 | 47 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730510355840479269 | 69.874 | 30 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1730530147050283432 | 2049.764 | 25 | 1 | 1 | 0 | 1 | 1 |
| 2026-03-16 | 1731073305869977979 | 571.048 | 103 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731073305875529300 | 124.588 | 28 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731084300913912942 | 104.164 | 18 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731084300927989754 | 313.954 | 96 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731088699026656134 | 601.248 | 82 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731090898029644130 | 76.559 | 9 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731090898059545696 | 100.955 | 17 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731093097077002921 | 61.926 | 11 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-16 | 1731123883329324438 | 259.345 | 14 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731123883426282579 | 87.733 | 6 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-16 | 1731128281414048004 | 80.208 | 17 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731130480414283840 | 4190.717 | 103 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731130480543892572 | 805.449 | 67 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731163465776704317 | 685.148 | 18 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731165664879339603 | 136.579 | 12 | 0 | 0 | 0 | 1 | 0 |
| 2026-03-16 | 1731170062822736714 | 213.062 | 35 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731170062840184047 | 114.260 | 17 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731174460890480649 | 799.093 | 14 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731207446222790296 | 85.611 | 4 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-16 | 1731238232546367605 | 942.459 | 34 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731251426680926296 | 62.574 | 10 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731264620835565770 | 93.496 | 16 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731264620839242074 | 735.023 | 11 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731275615949097353 | 1843.952 | 38 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731282213019846260 | 451.623 | 17 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731304203235830092 | 821.358 | 45 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731332790540130510 | 729.205 | 105 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731334989568428370 | 75.257 | 9 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-16 | 1731334989598936407 | 81.298 | 14 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731334989604983644 | 113.461 | 22 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731334989628064779 | 4350.900 | 42 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731341586643029181 | 12830.679 | 62 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731341586675782588 | 69.290 | 40 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731345984737271612 | 61.141 | 11 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-16 | 1731348183738205880 | 101.875 | 34 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731363576881232291 | 85.853 | 16 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731365775898893624 | 1111.175 | 85 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731367974913162070 | 1425.709 | 59 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731370173963900035 | 306.548 | 34 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731409756408444767 | 130.648 | 29 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731411955384104602 | 338.303 | 22 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-16 | 1731414154476941374 | 109.884 | 15 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731418552533941900 | 75.725 | 40 | 1 | 1 | 0 | 1 | 1 |
| 2026-03-16 | 1731418552545029459 | 637.167 | 20 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731420751533755511 | 472.496 | 39 | 1 | 0 | 0 | 0 | 0 |
| 2026-03-16 | 1731425149524971923 | 15717.893 | 42 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731425149545421576 | 9897.179 | 57 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731427348550819320 | 4796.020 | 102 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731429547663595959 | 167.116 | 24 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731431746699263140 | 65.125 | 4 | 0 | 0 | 0 | 1 | 0 |
| 2026-03-16 | 1731433945615360719 | 71.038 | 20 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731442741758358096 | 2584.609 | 169 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731442741781410723 | 195.284 | 21 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731447139800969109 | 237.985 | 44 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731451537860023718 | 525.699 | 11 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731460333953051195 | 22129.106 | 11 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731484523174367018 | 72.205 | 49 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731486722186260702 | 739.778 | 53 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731521906552507413 | 542.443 | 15 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731532901686216011 | 105.067 | 34 | 1 | 1 | 1 | 1 | 1 |
| 2026-03-16 | 1731543896799334865 | 77.456 | 24 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731548294843546025 | 78.875 | 30 | 1 | 0 | 1 | 1 | 0 |
| 2026-03-16 | 1731548294851982551 | 1986.916 | 70 | 1 | 1 | 1 | 1 | 1 |
| 2026-03-16 | 1731565887022054062 | 205.778 | 29 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-16 | 1731572484086861254 | 179.676 | 63 | 1 | 1 | 1 | 1 | 1 |
| 2026-03-16 | 1731623061621714241 | 109.489 | 12 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-16 | 1731625260637360512 | 62.224 | 11 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-16 | 1731629658688032046 | 537.251 | 54 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731631857714902483 | 85.711 | 4 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-16 | 1731653847940459519 | 113.180 | 20 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-16 | 1731656046956976193 | 80.498 | 36 | 1 | 1 | 0 | 1 | 1 |
| 2026-03-17 | 1729661532874260433 | 65.941 | 23 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1730140919939721307 | 139.775 | 21 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730303647698233698 | 735.886 | 29 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730305846710164906 | 61.840 | 30 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1730308045732165499 | 1023.185 | 28 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1730312443777189012 | 484.634 | 43 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-17 | 1730314642785720954 | 62.033 | 7 | 0 | 0 | 0 | 1 | 0 |
| 2026-03-17 | 1730316841799700760 | 797.729 | 85 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730316841804222615 | 1165.538 | 89 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730321239841789535 | 64.289 | 21 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730461977343605337 | 1154.929 | 31 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730466375384867879 | 64.614 | 21 | 1 | 1 | 0 | 1 | 1 |
| 2026-03-17 | 1730466375389693197 | 2252.433 | 15 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730468574409067544 | 72.240 | 14 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1730470773434143515 | 61.948 | 13 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730472972455682263 | 90.434 | 15 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730472972459902860 | 94.284 | 17 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1730475171482342822 | 718.713 | 14 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730479569521830228 | 69.838 | 42 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730479569531036910 | 71.183 | 12 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1730481768541020630 | 91.487 | 24 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1730532346079554407 | 501.519 | 19 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1730536744127674404 | 4205.376 | 25 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1730998539004208672 | 62.321 | 20 | 0 | 0 | 0 | 1 | 0 |
| 2026-03-17 | 1731084300926476511 | 1969.869 | 187 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731084300942015561 | 96.569 | 30 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731084300988758454 | 67.060 | 12 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731084301007984043 | 392.460 | 24 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731088699007544790 | 175.337 | 18 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731088699025613182 | 99.588 | 7 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1731088699066413024 | 962.462 | 22 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731090897984293898 | 84.740 | 20 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731090898036996373 | 137.565 | 30 | 1 | 1 | 1 | 1 | 1 |
| 2026-03-17 | 1731090898052159471 | 127.773 | 36 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731090898078399285 | 263.994 | 10 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731093097097128626 | 94.165 | 12 | 0 | 1 | 0 | 1 | 1 |
| 2026-03-17 | 1731093097101069657 | 2559.944 | 98 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731093097111170732 | 93.599 | 20 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731119485360364154 | 708.428 | 19 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731121684358703519 | 79.776 | 17 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731126082419512646 | 1523.571 | 28 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731128281379041834 | 1731.342 | 33 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731130480510551285 | 68.771 | 29 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731163465865216068 | 1473.862 | 26 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731170062840184047 | 101.658 | 48 | 1 | 1 | 0 | 1 | 1 |
| 2026-03-17 | 1731174460872395772 | 234.620 | 22 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731174460925571679 | 1115.642 | 22 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1731174460931710684 | 297.429 | 40 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731253625705623000 | 775.155 | 42 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731255824762881884 | 363.697 | 30 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731280014005755033 | 339.379 | 11 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1731334989600259291 | 36350.045 | 38 | 1 | 1 | 1 | 1 | 1 |
| 2026-03-17 | 1731339387640933516 | 69.018 | 8 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1731341586639505174 | 67.550 | 18 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731343785655744872 | 4942.641 | 45 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731343785681568809 | 282.646 | 21 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731348183712903353 | 61.980 | 3 | 0 | 0 | 0 | 1 | 0 |
| 2026-03-17 | 1731348183718851568 | 574.996 | 74 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731348183725465234 | 853.961 | 34 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731350382750593455 | 366.565 | 55 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731356979821448563 | 89.999 | 25 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731363576867392746 | 168.154 | 16 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731363576880044775 | 69.986 | 17 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731372372985722048 | 81.186 | 15 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731374572002041525 | 876.860 | 67 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731409756393733423 | 145.217 | 26 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731409756398570780 | 103.231 | 4 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-17 | 1731409756445728330 | 887.880 | 20 | 0 | 0 | 1 | 1 | 1 |
| 2026-03-17 | 1731414154436444073 | 60.157 | 13 | 0 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731414154440145835 | 3085.135 | 90 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731414154468970542 | 1127.167 | 81 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731414154485344984 | 63.931 | 24 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731418552485835373 | 78.842 | 26 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731418552537052909 | 3440.530 | 32 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731422950542301606 | 822.570 | 60 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731422950555014147 | 1159.472 | 44 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1731422950566152553 | 76.131 | 37 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731427348586416115 | 2088.908 | 51 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731429547573859752 | 62.298 | 25 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731429547584710795 | 8537.896 | 31 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731429547653491734 | 485.291 | 75 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731431746660785220 | 83.466 | 17 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731431746661489890 | 112.145 | 14 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-17 | 1731431746691824761 | 65.994 | 14 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731442741722806928 | 502.090 | 30 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731442741767051088 | 74.959 | 6 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1731442741797322040 | 241.333 | 47 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731444940793052748 | 64.656 | 25 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731447139755966254 | 104.194 | 23 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731453736839294493 | 157.825 | 18 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731455935985688756 | 2654.811 | 34 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731458134931711034 | 84.372 | 31 | 1 | 1 | 0 | 1 | 1 |
| 2026-03-17 | 1731466930958517837 | 414.515 | 46 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731480125098843463 | 172.699 | 21 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731535100701495526 | 83.864 | 11 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731535100706726521 | 2286.550 | 155 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731543896804577909 | 106.594 | 4 | 0 | 0 | 0 | 0 | 0 |
| 2026-03-17 | 1731546095820421423 | 252.125 | 24 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731552692900283360 | 91.451 | 27 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731570285058764844 | 72.022 | 3 | 0 | 0 | 0 | 1 | 0 |
| 2026-03-17 | 1731574683097959596 | 77.702 | 20 | 0 | 0 | 1 | 0 | 0 |
| 2026-03-17 | 1731623061617895656 | 372.456 | 29 | 0 | 0 | 1 | 1 | 0 |
| 2026-03-17 | 1731623061621796051 | 646.364 | 45 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731623061622083327 | 101.728 | 12 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731625260637533534 | 105.953 | 16 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731629658694697532 | 984.113 | 60 | 1 | 1 | 0 | 1 | 0 |
| 2026-03-17 | 1731636255760059339 | 65.531 | 4 | 0 | 0 | 0 | 1 | 0 |
| 2026-03-17 | 1731642852826981140 | 274.629 | 25 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731645051842885965 | 407.802 | 24 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-17 | 1731660445014486255 | 87.461 | 22 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-18 | 1730008978538776345 | 2253.341 | 44 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-18 | 1730077148265412980 | 4368.079 | 92 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-18 | 1730303647685132363 | 106.969 | 14 | 0 | 0 | 1 | 0 | 0 |
| 2026-03-18 | 1730303647687107207 | 721.720 | 46 | 0 | 1 | 1 | 1 | 0 |
| 2026-03-18 | 1730308045710465259 | 717.908 | 39 | 1 | 1 | 1 | 1 | 0 |
| 2026-03-18 | 1730319040825850287 | 242.162 | 28 | 1 | 1 | 0 | 1 | 0 |
用户路径案例(3-5个)
以下均为长停留且未发生"from_up下刷"和详情打开的真实 session,按事件时间顺序展示。
案例1|任务-我的切换
t+0.0s app__nienie__tab__collection__show | t+0.0s app__page__active | t+1.7s app__tab__click | t+1.7s app__me_tab__view | t+1.7s app__page__active | t+4.5s app__picture_editor__view | t+5.0s app__page__active | t+124.4s app__page__active | t+125.7s app__picture_editor__view | t+126.2s app__page__active | t+9222.3s app__page__active | t+9224.1s app__picture_editor__view | t+9225.3s app__page__active | t+9886.4s app__page__active | t+9888.2s app__task_center__view | t+9888.2s app__check_in__pop_up | t+9888.2s app__page__active | t+9889.1s app__check_in__success | t+9890.6s app__page__active | t+9891.2s app__tab__click | t+9891.2s app__community__view | t+9891.2s app__page__active | t+9891.4s app__tab__click | t+9893.7s app__tab__click | t+9893.7s app__page__active | t+9896.5s app__picture_editor__view | t+9898.2s app__page__active | t+36277.2s app__page__active | t+36280.2s app__picture_editor__view | t+36282.7s app__page__active | t+36342.2s app__page__active | t+36343.4s app__tab__click | t+36344.3s app__picture_editor__view | t+36344.3s app__page__active | t+36345.9s app__page__active | t+36346.8s app__tab__click | t+36350.0s app__page__active
案例2|我的导向
t+0.0s app__nienie__tab__collection__show | t+0.0s app__page__active | t+9.2s app__tab__click | t+9.8s app__me_tab__view | t+9.9s app__page__active | t+3856.8s app__page__active | t+3870.0s app__page__active | t+3874.5s app__page__active | t+3880.0s app__page__active | t+3889.3s app__page__active | t+3904.4s app__page__active | t+3978.6s app__page__active | t+4003.5s app__page__active | t+4125.0s app__page__active
案例3|创作导向
t+0.0s app__nienie__tab__collection__show | t+0.0s app__page__active | t+1.5s app__tab__click | t+1.5s app__me_tab__view | t+1.5s app__page__active | t+4.1s app__tab__click | t+4.9s app__picture_editor__view | t+4.9s app__page__active | t+16.8s app__page__active | t+17.4s app__page__active | t+20.2s app__page__active | t+21.7s app__picture_editor__view | t+22.1s app__page__active | t+23.8s app__page__active | t+30.5s app__page__active | t+34.4s app__page__active | t+35.7s app__page__active | t+36.3s app__page__active | t+48.9s app__page__active | t+49.8s app__page__active | t+53.6s app__page__active | t+54.7s app__page__active | t+69.9s app__page__active | t+72.6s app__page__active | t+75.1s app__tab__click | t+75.7s app__picture_editor__view | t+75.8s app__page__active | t+170.8s app__page__active | t+172.9s app__page__active | t+216.0s app__page__active | t+216.5s app__page__active | t+217.6s app__page__active | t+220.9s app__picture_editor__view | t+221.4s app__page__active | t+970.6s app__page__active | t+978.8s app__page__active | t+978.9s app__page__active | t+982.5s app__page__active | t+1080.0s app__page__active | t+1086.4s app__page__active
案例4|停留无明显动作
t+0.0s app__nienie__tab__collection__show | t+0.0s app__page__active | t+6.1s app__page__active | t+7.3s app__page__active | t+17.2s app__page__active | t+20.5s app__page__active | t+21.9s app__page__active | t+26.6s app__page__active | t+55.8s app__page__active | t+59.1s app__page__active | t+83.4s app__page__active | t+93.3s app__page__active | t+99.5s app__page__active | t+105.1s app__page__active | t+109.1s app__page__active | t+145.0s app__page__active | t+147.9s app__page__active | t+201.7s app__page__active | t+228.3s app__page__active | t+246.3s app__page__active | t+255.7s app__page__active | t+317.1s app__page__active | t+323.0s app__page__active | t+325.5s app__page__active | t+336.3s app__page__active | t+339.9s app__page__active | t+342.0s app__page__active | t+346.9s app__page__active | t+350.8s app__page__active | t+355.5s app__page__active | t+357.0s app__page__active | t+360.1s app__page__active | t+383.7s app__page__active | t+386.3s app__page__active | t+388.8s app__page__active | t+411.1s app__page__active | t+420.3s app__page__active | t+469.6s app__page__active | t+470.8s app__page__active | t+472.9s app__page__active
案例5|任务导向
t+0.0s app__nienie__tab__collection__show | t+0.0s app__page__active | t+13.4s app__task_center__view | t+13.4s app__check_in__pop_up | t+13.6s app__page__active | t+13.6s app__task_center__view | t+13.6s app__check_in__pop_up | t+13.6s app__task_center__view | t+13.7s app__check_in__pop_up | t+13.7s app__task_center__view | t+13.7s app__check_in__pop_up | t+13.8s app__task_center__view | t+13.8s app__check_in__pop_up | t+13.9s app__task_center__view | t+14.0s app__check_in__pop_up | t+14.0s app__task_center__view | t+14.0s app__check_in__pop_up | t+96.3s app__check_in__success | t+128.6s app__page__active | t+162.2s app__page__active | t+164.2s app__page__active | t+166.2s app__page__active | t+170.6s app__page__active | t+172.0s app__page__active | t+184.0s app__page__active | t+220.4s app__page__active | t+282.9s app__page__active | t+286.5s app__page__active | t+288.4s app__page__active | t+289.2s app__page__active | t+292.1s app__page__active | t+296.6s app__page__active | t+323.5s app__page__active | t+324.9s app__page__active | t+464.0s app__page__active | t+467.6s app__page__active | t+470.6s app__page__active | t+472.0s app__page__active | t+472.5s app__page__active
反例与边界
- 口径使用"每个 ssid 每天首次 launch",用于贴合"打开 app 后"问题,但不覆盖该日后续所有 launch。
- 案例用于解释模式,不代表全体;报告中总体结论来自完整样本统计。
- 这是行为相关性分析,不是策略因果结论。