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<p>表:<code>app_events</code></p>
<pre>
+------------------+----------+
| Column Name | Type |
+------------------+----------+
| event_id | int |
| user_id | int |
| event_timestamp | datetime |
| event_type | varchar |
| session_id | varchar |
| event_value | int |
+------------------+----------+
event_id 是这张表的唯一主键。
event_type 可以是 app_openclickscrollpurchase 或 app_close。
session_id 将事件按同一用户会话分组。
event_value 表示:对于 purchase - 美元金额,对于 scroll - 滚动的像素数,对于其它 - NULL。
</pre>
<p>编写一个解决方案来识别 <strong>僵尸会话</strong>,即用户看似活跃但表现出异常行为模式的会话。如果会话满足以下所有条件,则被视为 <strong>僵尸会话</strong></p>
<ul>
<li>会话时长&nbsp;<strong>超过</strong>&nbsp;<code>30</code>&nbsp;分钟。</li>
<li>至少有 <code>5</code> 次滚动事件。</li>
<li>点击滚动比率低于 <code>0.20</code></li>
<li>会话期间 <strong>没有进行任何购买</strong></li>
</ul>
<p>返回结果表按&nbsp;<code>scroll_count</code> <strong>降序</strong>&nbsp;排序,然后按&nbsp;<code>session_id</code> <strong>升序</strong>&nbsp;排序。</p>
<p>返回格式如下所示。</p>
<p>&nbsp;</p>
<p><strong class="example">示例:</strong></p>
<div class="example-block">
<p><strong>输入:</strong></p>
<p>app_events 表:</p>
<pre class="example-io">
+----------+---------+---------------------+------------+------------+-------------+
| event_id | user_id | event_timestamp | event_type | session_id | event_value |
+----------+---------+---------------------+------------+------------+-------------+
| 1 | 201 | 2024-03-01 10:00:00 | app_open | S001 | NULL |
| 2 | 201 | 2024-03-01 10:05:00 | scroll | S001 | 500 |
| 3 | 201 | 2024-03-01 10:10:00 | scroll | S001 | 750 |
| 4 | 201 | 2024-03-01 10:15:00 | scroll | S001 | 600 |
| 5 | 201 | 2024-03-01 10:20:00 | scroll | S001 | 800 |
| 6 | 201 | 2024-03-01 10:25:00 | scroll | S001 | 550 |
| 7 | 201 | 2024-03-01 10:30:00 | scroll | S001 | 900 |
| 8 | 201 | 2024-03-01 10:35:00 | app_close | S001 | NULL |
| 9 | 202 | 2024-03-01 11:00:00 | app_open | S002 | NULL |
| 10 | 202 | 2024-03-01 11:02:00 | click | S002 | NULL |
| 11 | 202 | 2024-03-01 11:05:00 | scroll | S002 | 400 |
| 12 | 202 | 2024-03-01 11:08:00 | click | S002 | NULL |
| 13 | 202 | 2024-03-01 11:10:00 | scroll | S002 | 350 |
| 14 | 202 | 2024-03-01 11:15:00 | purchase | S002 | 50 |
| 15 | 202 | 2024-03-01 11:20:00 | app_close | S002 | NULL |
| 16 | 203 | 2024-03-01 12:00:00 | app_open | S003 | NULL |
| 17 | 203 | 2024-03-01 12:10:00 | scroll | S003 | 1000 |
| 18 | 203 | 2024-03-01 12:20:00 | scroll | S003 | 1200 |
| 19 | 203 | 2024-03-01 12:25:00 | click | S003 | NULL |
| 20 | 203 | 2024-03-01 12:30:00 | scroll | S003 | 800 |
| 21 | 203 | 2024-03-01 12:40:00 | scroll | S003 | 900 |
| 22 | 203 | 2024-03-01 12:50:00 | scroll | S003 | 1100 |
| 23 | 203 | 2024-03-01 13:00:00 | app_close | S003 | NULL |
| 24 | 204 | 2024-03-01 14:00:00 | app_open | S004 | NULL |
| 25 | 204 | 2024-03-01 14:05:00 | scroll | S004 | 600 |
| 26 | 204 | 2024-03-01 14:08:00 | scroll | S004 | 700 |
| 27 | 204 | 2024-03-01 14:10:00 | click | S004 | NULL |
| 28 | 204 | 2024-03-01 14:12:00 | app_close | S004 | NULL |
+----------+---------+---------------------+------------+------------+-------------+
</pre>
<p><strong>输出:</strong></p>
<pre class="example-io">
+------------+---------+--------------------------+--------------+
| session_id | user_id | session_duration_minutes | scroll_count |
+------------+---------+--------------------------+--------------+
| S001 | 201 | 35 | 6 |
+------------+---------+--------------------------+--------------+
</pre>
<p><strong>解释:</strong></p>
<ul>
<li><strong>会话 S001 (User 201)</strong>:
<ul>
<li>时长10:00:00 到 10:35:00 = 35 分钟(大于 30 分钟)</li>
<li>滚动事件6至少 5 次)</li>
<li>点击事件0</li>
<li>点击滚动比率0/6 = 0.00(少于 0.20</li>
<li>购买数0没有购买</li>
<li>S001 是一个僵尸会话(满足所有条件)</li>
</ul>
</li>
<li><strong>会话 S002 (User 202)</strong>:
<ul>
<li>时长11:00:00 到 11:20:00 = 20 分钟(少于 30 分钟)</li>
<li>有一次购买事件</li>
<li>S002 不是一个僵尸会话</li>
</ul>
</li>
<li><strong>会话 S003 (User 203)</strong>:
<ul>
<li>时长12:00:00 到 13:00:00 = 60 分钟(超过 30 分钟)</li>
<li>滚动事件5至少 5 次)</li>
<li>点击事件1</li>
<li>点击滚动比率1/5 = 0.20(不少于 0.20</li>
<li>购买数0没有购买</li>
<li>S003 不是一个僵尸会话(点击滚动比率等于 0.20,需要更少)。</li>
</ul>
</li>
<li><strong>会话 S004 (User 204)</strong>:
<ul>
<li>时长14:00:00 到 14:12:00 = 12 分钟(少于 30 分钟)</li>
<li>滚动事件2少于&nbsp;5 次)</li>
<li>S004&nbsp; 不是一个僵尸会话</li>
</ul>
</li>
</ul>
<p>结果表按 scroll_count 降序排序,然后按 session_id 升序排序。</p>
</div>