2026-03-14 的active duration total s中，platform=wap贡献最高，值为 0。
结果解释说明：
分析窗口：2026-02-27 ~ 2026-03-14
数据来源：bytehouse / bigbangdatabase
生成时间：2026-03-29T22:11:48.918426
样本说明：共返回 3000 行，预览 200 行；分析窗口：2026-02-27 ~ 2026-03-14
| 指标 | 最新值 | 上一周期 | 环比 | 近7期均值 |
|---|---|---|---|---|
| active duration total s | 0 | 0 | - | 0 |
| 活跃用户数 | 64.16K | 47.07K | 36.3% | 47.40K |
| 新用户数 | 9.19K | 5.06K | 81.7% | 5.73K |
| 老用户数 | 54.97K | 42.02K | 30.8% | 41.67K |
| verified users | 58.18K | 43.38K | 34.1% | 43.24K |
| 假设 | 结论 | 证据 |
|---|---|---|
| 假设B：active duration total s 主要由头部类别驱动 | 待观察 | 头部类别 wap 占比 0.0%。 |
反例校验提示：当前结论基于单一口径与当前时间窗，若渠道结构、版本或过滤条件变化，结论可能不稳定。
以下为证据样本（前 200 行）。
| dt | platform | app_version | active_users | new_users | existing_users | verified_users | active_duration_total_s | avg_purchase_intent_score |
|---|---|---|---|---|---|---|---|---|
| 2026-02-27 | wap | 6.7.0 | 19207 | 1377 | 17830 | 18695 | 0 | 16.65 |
| 2026-02-27 | android | 6.7.0 | 17869 | 845 | 17024 | 16319 | 0 | 15.67 |
| 2026-02-27 | wap | 6.8.0 | 5847 | 3778 | 2069 | 4640 | 0 | 13.15 |
| 2026-02-27 | android | 6.8.0 | 5021 | 1948 | 3073 | 3942 | 0 | 13.85 |
| 2026-02-27 | ios | 6.7.0 | 2525 | 86 | 2439 | 2327 | 0 | 14.14 |
| 2026-02-27 | android | 6.5.0 | 2223 | 23 | 2200 | 2102 | 0 | 14.81 |
| 2026-02-27 | wap | 6.5.0 | 2064 | 31 | 2033 | 2051 | 0 | 16.28 |
| 2026-02-27 | web | 6.8.0 | 824 | 491 | 333 | 333 | 0 | 5.39 |
| 2026-02-27 | ios | 6.8.0 | 637 | 384 | 253 | 471 | 0 | 11.44 |
| 2026-02-27 | android | 6.3.0 | 605 | 8 | 597 | 558 | 0 | 14.48 |
| 2026-02-27 | wap | 6.3.0 | 601 | 15 | 586 | 597 | 0 | 15.77 |
| 2026-02-27 | wap | 6.8.1 | 446 | 234 | 212 | 185 | 0 | 6.19 |
| 2026-02-27 | android | 6.6.0 | 444 | 1 | 443 | 415 | 0 | 14.64 |
| 2026-02-27 | wap | 6.6.0 | 440 | 6 | 434 | 437 | 0 | 16.23 |
| 2026-02-27 | 382 | 0 | 382 | 294 | 0 | 0.0 | ||
| 2026-02-27 | web | 6.8.1 | 361 | 167 | 194 | 210 | 0 | 10.75 |
| 2026-02-27 | android | 6.2.2 | 357 | 89 | 268 | 284 | 0 | 11.2 |
| 2026-02-27 | android | 6.5.20 | 356 | 28 | 328 | 310 | 0 | 14.72 |
| 2026-02-27 | wap | 6.2.2 | 337 | 103 | 234 | 289 | 0 | 12.58 |
| 2026-02-27 | wap | 6.5.20 | 317 | 46 | 271 | 310 | 0 | 16.09 |
| 2026-02-27 | android | 5.16.18 | 261 | 9 | 252 | 244 | 0 | 12.95 |
| 2026-02-27 | android | 5.15.0 | 256 | 12 | 244 | 237 | 0 | 13.83 |
| 2026-02-27 | wap | 5.15.0 | 246 | 14 | 232 | 240 | 0 | 15.45 |
| 2026-02-27 | wap | 5.16.18 | 230 | 19 | 211 | 225 | 0 | 14.96 |
| 2026-02-27 | android | 5.16.0 | 228 | 6 | 222 | 212 | 0 | 12.19 |
| 2026-02-27 | wap | 5.16.0 | 206 | 8 | 198 | 203 | 0 | 13.79 |
| 2026-02-27 | android | 5.18.19 | 204 | 11 | 193 | 185 | 0 | 14.22 |
| 2026-02-27 | wap | 5.18.19 | 190 | 12 | 178 | 183 | 0 | 16.0 |
| 2026-02-27 | android | 5.14.2 | 173 | 4 | 169 | 166 | 0 | 11.95 |
| 2026-02-27 | wap | 5.14.2 | 166 | 6 | 160 | 162 | 0 | 13.49 |
| 2026-02-27 | android | 5.18.0 | 159 | 2 | 157 | 148 | 0 | 10.31 |
| 2026-02-27 | android | 6.2.17 | 157 | 0 | 157 | 145 | 0 | 11.72 |
| 2026-02-27 | wap | 6.2.17 | 142 | 1 | 141 | 139 | 0 | 14.23 |
| 2026-02-27 | wap | 5.18.0 | 135 | 1 | 134 | 133 | 0 | 12.44 |
| 2026-02-27 | android | 3.7.3 | 124 | 71 | 53 | 88 | 0 | 6.29 |
| 2026-02-27 | android | 5.13.0 | 104 | 5 | 99 | 93 | 0 | 9.42 |
| 2026-02-27 | android | 5.17.11 | 103 | 5 | 98 | 89 | 0 | 11.26 |
| 2026-02-27 | android | 5.17.8 | 96 | 3 | 93 | 93 | 0 | 10.21 |
| 2026-02-27 | wap | 5.13.0 | 93 | 4 | 89 | 90 | 0 | 12.47 |
| 2026-02-27 | wap | 5.17.8 | 90 | 1 | 89 | 90 | 0 | 13.78 |
| 2026-02-27 | wap | 5.17.11 | 83 | 4 | 79 | 78 | 0 | 14.46 |
| 2026-02-27 | wap | 5.18.10 | 73 | 1 | 72 | 71 | 0 | 13.7 |
| 2026-02-27 | android | 5.18.10 | 70 | 0 | 70 | 67 | 0 | 13.71 |
| 2026-02-27 | wap | 3.7.3 | 66 | 38 | 28 | 58 | 0 | 11.21 |
| 2026-02-27 | android | 5.9.3 | 51 | 1 | 50 | 49 | 0 | 10.2 |
| 2026-02-27 | 6.7.0 | 49 | 2 | 47 | 47 | 0 | 18.78 | |
| 2026-02-27 | wap | 6.2.15 | 47 | 0 | 47 | 45 | 0 | 16.17 |
| 2026-02-27 | ios | 6.3.0 | 47 | 0 | 47 | 45 | 0 | 10.4 |
| 2026-02-27 | android | 5.12.14 | 46 | 0 | 46 | 43 | 0 | 13.04 |
| 2026-02-27 | wap | 5.9.3 | 46 | 0 | 46 | 45 | 0 | 11.74 |
| 2026-02-27 | wap | 5.11.7 | 45 | 0 | 45 | 45 | 0 | 16.89 |
| 2026-02-27 | android | 5.12.6 | 45 | 3 | 42 | 44 | 0 | 14.67 |
| 2026-02-27 | ios | 6.5.0 | 44 | 2 | 42 | 42 | 0 | 13.96 |
| 2026-02-27 | ios | 6.6.0 | 43 | 0 | 43 | 39 | 0 | 13.75 |
| 2026-02-27 | wap | 5.12.14 | 43 | 0 | 43 | 43 | 0 | 14.42 |
| 2026-02-27 | wap | 5.12.6 | 43 | 5 | 38 | 43 | 0 | 14.42 |
| 2026-02-27 | android | 5.11.7 | 42 | 1 | 41 | 40 | 0 | 14.76 |
| 2026-02-27 | android | 6.2.15 | 41 | 0 | 41 | 39 | 0 | 17.07 |
| 2026-02-27 | web | 6.7.21 | 41 | 28 | 13 | 13 | 0 | 3.9 |
| 2026-02-27 | android | 4.8.0 | 36 | 13 | 23 | 13 | 0 | 3.89 |
| 2026-02-27 | android | 5.7.0 | 34 | 0 | 34 | 32 | 0 | 14.12 |
| 2026-02-27 | android | 5.10.0 | 32 | 1 | 31 | 30 | 0 | 16.88 |
| 2026-02-27 | wap | 5.10.0 | 32 | 3 | 29 | 31 | 0 | 17.5 |
| 2026-02-27 | wap | 5.7.0 | 32 | 0 | 32 | 31 | 0 | 15.0 |
| 2026-02-27 | wap | 5.8.0 | 27 | 0 | 27 | 27 | 0 | 17.04 |
| 2026-02-27 | android | 5.3.5 | 26 | 1 | 25 | 25 | 0 | 10.77 |
| 2026-02-27 | android | 5.8.0 | 26 | 0 | 26 | 26 | 0 | 16.92 |
| 2026-02-27 | wap | 5.3.5 | 24 | 3 | 21 | 24 | 0 | 11.67 |
| 2026-02-27 | android | 5.6.3 | 23 | 0 | 23 | 21 | 0 | 4.35 |
| 2026-02-27 | android | 5.14.9 | 23 | 2 | 21 | 21 | 0 | 17.39 |
| 2026-02-27 | wap | 5.6.3 | 20 | 1 | 19 | 20 | 0 | 6.0 |
| 2026-02-27 | android | 5.17.0 | 19 | 4 | 15 | 15 | 0 | 7.37 |
| 2026-02-27 | wap | 5.14.9 | 18 | 1 | 17 | 18 | 0 | 20.0 |
| 2026-02-27 | android | 4.6.0 | 17 | 1 | 16 | 17 | 0 | 20.0 |
| 2026-02-27 | wap | 5.0.0 | 16 | 1 | 15 | 16 | 0 | 13.75 |
| 2026-02-27 | android | 5.1.0 | 16 | 1 | 15 | 15 | 0 | 6.25 |
| 2026-02-27 | android | 4.4.0 | 15 | 0 | 15 | 13 | 0 | 14.67 |
| 2026-02-27 | wap | 5.1.0 | 15 | 0 | 15 | 15 | 0 | 6.67 |
| 2026-02-27 | wap | 4.6.0 | 15 | 3 | 12 | 15 | 0 | 20.0 |
| 2026-02-27 | wap | 5.17.0 | 15 | 1 | 14 | 14 | 0 | 10.67 |
| 2026-02-27 | web | 6.7.22 | 15 | 1 | 14 | 14 | 0 | 5.33 |
| 2026-02-27 | android | 4.8.8 | 14 | 2 | 12 | 14 | 0 | 7.14 |
| 2026-02-27 | wap | 4.8.8 | 13 | 6 | 7 | 12 | 0 | 7.69 |
| 2026-02-27 | android | 5.0.0 | 13 | 1 | 12 | 12 | 0 | 16.92 |
| 2026-02-27 | ios | 5.17.8 | 13 | 0 | 13 | 13 | 0 | 13.33 |
| 2026-02-27 | wap | 5.5.1 | 12 | 0 | 12 | 12 | 0 | 13.33 |
| 2026-02-27 | android | 5.5.1 | 12 | 0 | 12 | 12 | 0 | 13.33 |
| 2026-02-27 | ios | 5.15.0 | 12 | 0 | 12 | 12 | 0 | 7.69 |
| 2026-02-27 | wap | 4.8.0 | 11 | 0 | 11 | 11 | 0 | 12.73 |
| 2026-02-27 | android | 5.12.8 | 11 | 0 | 11 | 11 | 0 | 18.18 |
| 2026-02-27 | wap | 5.12.8 | 11 | 0 | 11 | 11 | 0 | 18.18 |
| 2026-02-27 | 6.8.0 | 11 | 5 | 6 | 10 | 0 | 12.73 | |
| 2026-02-27 | android | 4.8.4 | 11 | 1 | 10 | 11 | 0 | 9.09 |
| 2026-02-27 | wap | 4.8.4 | 11 | 1 | 10 | 11 | 0 | 9.09 |
| 2026-02-27 | wap | 4.4.0 | 11 | 0 | 11 | 11 | 0 | 20.0 |
| 2026-02-27 | ios | 6.2.2 | 11 | 0 | 11 | 11 | 0 | 12.86 |
| 2026-02-27 | android | 5.18.13 | 10 | 0 | 10 | 9 | 0 | 14.0 |
| 2026-02-27 | android | 4.1.0 | 10 | 2 | 8 | 8 | 0 | 20.0 |
| 2026-02-27 | ios | 5.16.18 | 9 | 0 | 9 | 8 | 0 | 12.0 |
| 2026-02-27 | wap | 6.2.0 | 9 | 0 | 9 | 8 | 0 | 13.33 |
| 2026-02-27 | android | 6.2.0 | 9 | 1 | 8 | 8 | 0 | 11.11 |
| 2026-02-27 | wap | 5.18.13 | 9 | 1 | 8 | 9 | 0 | 15.56 |
| 2026-02-27 | ios | 5.14.2 | 9 | 0 | 9 | 9 | 0 | 11.11 |
| 2026-02-27 | wap | 8 | 6 | 2 | 3 | 0 | 0.0 | |
| 2026-02-27 | ios | 6.2.15 | 8 | 0 | 8 | 8 | 0 | 13.33 |
| 2026-02-27 | 6.5.0 | 8 | 0 | 8 | 7 | 0 | 5.0 | |
| 2026-02-27 | ios | 5.11.7 | 8 | 0 | 8 | 8 | 0 | 5.0 |
| 2026-02-27 | web | 8 | 8 | 0 | 0 | 0 | 0.0 | |
| 2026-02-27 | wap | 6.7.20 | 8 | 1 | 7 | 4 | 0 | 10.0 |
| 2026-02-27 | wap | 4.1.0 | 8 | 0 | 8 | 7 | 0 | 20.0 |
| 2026-02-27 | wap | 5.12.7 | 7 | 0 | 7 | 7 | 0 | 11.43 |
| 2026-02-27 | android | 4.0.7 | 7 | 0 | 7 | 7 | 0 | 11.43 |
| 2026-02-27 | wap | 6.7.22 | 7 | 0 | 7 | 7 | 0 | 11.43 |
| 2026-02-27 | ios | 5.18.19 | 7 | 0 | 7 | 7 | 0 | 8.57 |
| 2026-02-27 | ios | 5.12.7 | 7 | 0 | 7 | 7 | 0 | 5.71 |
| 2026-02-27 | wap | 4.3.0 | 6 | 0 | 6 | 6 | 0 | 16.67 |
| 2026-02-27 | android | 4.5.2 | 6 | 0 | 6 | 6 | 0 | 6.67 |
| 2026-02-27 | wap | 4.0.7 | 6 | 0 | 6 | 6 | 0 | 16.67 |
| 2026-02-27 | wap | 5.6.0 | 6 | 0 | 6 | 6 | 0 | 6.67 |
| 2026-02-27 | android | 5.11.0 | 6 | 0 | 6 | 6 | 0 | 23.33 |
| 2026-02-27 | ios | 5.18.10 | 6 | 0 | 6 | 6 | 0 | 16.67 |
| 2026-02-27 | wap | 5.11.0 | 6 | 0 | 6 | 6 | 0 | 26.67 |
| 2026-02-27 | android | 6.2.1 | 5 | 0 | 5 | 5 | 0 | 12.0 |
| 2026-02-27 | android | 4.2.5 | 5 | 0 | 5 | 4 | 0 | 4.0 |
| 2026-02-27 | android | 4.3.0 | 5 | 0 | 5 | 5 | 0 | 20.0 |
| 2026-02-27 | wap | 6.7.21 | 5 | 3 | 2 | 0 | 0 | 0.0 |
| 2026-02-27 | ios | 5.13.0 | 5 | 0 | 5 | 4 | 0 | 16.0 |
| 2026-02-27 | ios | 5.16.0 | 5 | 0 | 5 | 5 | 0 | 8.0 |
| 2026-02-27 | wap | 4.2.9 | 5 | 0 | 5 | 5 | 0 | 8.0 |
| 2026-02-27 | android | 4.2.9 | 5 | 0 | 5 | 5 | 0 | 8.0 |
| 2026-02-27 | android | 3.7.9 | 4 | 0 | 4 | 3 | 0 | 15.0 |
| 2026-02-27 | wap | 3.7.9 | 4 | 0 | 4 | 3 | 0 | 15.0 |
| 2026-02-27 | android | 5.6.0 | 4 | 0 | 4 | 4 | 0 | 5.0 |
| 2026-02-27 | android | 4.7.0 | 4 | 0 | 4 | 4 | 0 | 5.0 |
| 2026-02-27 | web | 6.7.20 | 4 | 0 | 4 | 4 | 0 | 5.0 |
| 2026-02-27 | web | 4.4.0 | 4 | 0 | 4 | 4 | 0 | 0.0 |
| 2026-02-27 | ios | 5.0.0 | 4 | 0 | 4 | 4 | 0 | 5.0 |
| 2026-02-27 | ios | 5.18.0 | 4 | 0 | 4 | 4 | 0 | 8.0 |
| 2026-02-27 | 5.15.0 | 3 | 0 | 3 | 2 | 0 | 6.67 | |
| 2026-02-27 | 5.16.18 | 3 | 1 | 2 | 3 | 0 | 20.0 | |
| 2026-02-27 | web | 6.5.3 | 3 | 3 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | wap | 6.6.13 | 3 | 3 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | android | 5.10.10 | 3 | 0 | 3 | 3 | 0 | 13.33 |
| 2026-02-27 | ios | 5.12.14 | 3 | 0 | 3 | 3 | 0 | 6.67 |
| 2026-02-27 | wap | 5.10.10 | 3 | 0 | 3 | 3 | 0 | 13.33 |
| 2026-02-27 | wap | 6.6.14 | 3 | 3 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | wap | 4.2.5 | 3 | 0 | 3 | 3 | 0 | 6.67 |
| 2026-02-27 | web | 6.7.10 | 3 | 2 | 1 | 1 | 0 | 0.0 |
| 2026-02-27 | android | 4.7.9 | 3 | 0 | 3 | 2 | 0 | 6.67 |
| 2026-02-27 | wap | 4.5.2 | 3 | 0 | 3 | 3 | 0 | 13.33 |
| 2026-02-27 | web | 4.6.0 | 3 | 2 | 1 | 2 | 0 | 13.33 |
| 2026-02-27 | wap | 6.2.1 | 3 | 0 | 3 | 3 | 0 | 20.0 |
| 2026-02-27 | android | 4.2.2 | 3 | 0 | 3 | 3 | 0 | 0.0 |
| 2026-02-27 | android | 3.7.0 | 3 | 0 | 3 | 3 | 0 | 6.67 |
| 2026-02-27 | ios | 6.2.17 | 2 | 0 | 2 | 2 | 0 | 20.0 |
| 2026-02-27 | android | 3.8.9 | 2 | 0 | 2 | 2 | 0 | 20.0 |
| 2026-02-27 | android | 4.6.2 | 2 | 0 | 2 | 2 | 0 | 0.0 |
| 2026-02-27 | wap | 6.5.12 | 2 | 0 | 2 | 2 | 0 | 20.0 |
| 2026-02-27 | web | 4.5.2 | 2 | 0 | 2 | 2 | 0 | 0.0 |
| 2026-02-27 | wap | 4.2.2 | 2 | 0 | 2 | 2 | 0 | 0.0 |
| 2026-02-27 | 5.14.2 | 2 | 0 | 2 | 2 | 0 | 0.0 | |
| 2026-02-27 | android | 5.12.4 | 2 | 0 | 2 | 2 | 0 | 20.0 |
| 2026-02-27 | web | 6.3.0 | 2 | 2 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | ios | 5.6.0 | 2 | 0 | 2 | 2 | 0 | 10.0 |
| 2026-02-27 | wap | 5.12.4 | 2 | 0 | 2 | 2 | 0 | 20.0 |
| 2026-02-27 | web | unknown | 2 | 2 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | web | 4.2.5 | 2 | 0 | 2 | 2 | 0 | 0.0 |
| 2026-02-27 | 5.9.3 | 2 | 0 | 2 | 0 | 0 | 0.0 | |
| 2026-02-27 | wap | 6.6.4 | 2 | 0 | 2 | 0 | 0 | 0.0 |
| 2026-02-27 | android | 3.7.20 | 2 | 1 | 1 | 1 | 0 | 50.0 |
| 2026-02-27 | wap | 4.7.0 | 2 | 0 | 2 | 2 | 0 | 10.0 |
| 2026-02-27 | android | 3.7.22 | 2 | 0 | 2 | 1 | 0 | 0.0 |
| 2026-02-27 | wap | 3.7.0 | 2 | 0 | 2 | 2 | 0 | 10.0 |
| 2026-02-27 | wap | 3.8.9 | 2 | 0 | 2 | 2 | 0 | 20.0 |
| 2026-02-27 | ios | 4.1.0 | 2 | 0 | 2 | 2 | 0 | 0.0 |
| 2026-02-27 | web | 6.2.16 | 2 | 0 | 2 | 2 | 0 | 0.0 |
| 2026-02-27 | web | 6.7.15 | 2 | 0 | 2 | 2 | 0 | 0.0 |
| 2026-02-27 | ios | 5.10.0 | 2 | 0 | 2 | 2 | 0 | 10.0 |
| 2026-02-27 | web | 4.2.1 | 1 | 0 | 1 | 1 | 0 | 0.0 |
| 2026-02-27 | wap | 4.7.9 | 1 | 0 | 1 | 1 | 0 | 20.0 |
| 2026-02-27 | android | 4.0.1 | 1 | 0 | 1 | 1 | 0 | 20.0 |
| 2026-02-27 | wap | 5.7.8 | 1 | 0 | 1 | 1 | 0 | 0.0 |
| 2026-02-27 | 5.1.0 | 1 | 0 | 1 | 1 | 0 | 20.0 | |
| 2026-02-27 | ios | 4.4.0 | 1 | 0 | 1 | 1 | 0 | 0.0 |
| 2026-02-27 | ios | 5.3.5 | 1 | 0 | 1 | 1 | 0 | 0.0 |
| 2026-02-27 | wap | 6.3.11 | 1 | 1 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | 6.3.0 | 1 | 0 | 1 | 1 | 0 | 0.0 | |
| 2026-02-27 | 5.16.0 | 1 | 0 | 1 | 1 | 0 | 20.0 | |
| 2026-02-27 | android | 3.7.16 | 1 | 0 | 1 | 1 | 0 | 0.0 |
| 2026-02-27 | web | 6.5.5 | 1 | 1 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | 6.6.0 | 1 | 1 | 0 | 1 | 0 | 0.0 | |
| 2026-02-27 | android | 3.6.8 | 1 | 1 | 0 | 0 | 0 | 0.0 |
| 2026-02-27 | 6.2.2 | 1 | 0 | 1 | 1 | 0 | 0.0 | |
| 2026-02-27 | 5.18.0 | 1 | 0 | 1 | 1 | 0 | 20.0 | |
| 2026-02-27 | android | 4.1.3 | 1 | 0 | 1 | 1 | 0 | 20.0 |
| 2026-02-27 | web | 6.7.13 | 1 | 0 | 1 | 0 | 0 | 0.0 |
| 2026-02-27 | wap | 4.0.1 | 1 | 0 | 1 | 1 | 0 | 20.0 |
| 2026-02-27 | ios | 5.1.0 | 1 | 0 | 1 | 1 | 0 | 20.0 |
| 2026-02-27 | 6.5.20 | 1 | 0 | 1 | 1 | 0 | 20.0 | |
| 2026-02-27 | web | 4.2.2 | 1 | 0 | 1 | 1 | 0 | 0.0 |