1097.(Hard)游戏玩法分析 V

Activity 活动记录表

+--------------+---------+
| Column Name  | Type    |
+--------------+---------+
| player_id    | int     |
| device_id    | int     |
| event_date   | date    |
| games_played | int     |
+--------------+---------+
（player_id，event_date）是此表的主键
这张表显示了某些游戏的玩家的活动情况
每一行表示一个玩家的记录，在某一天使用某个设备注销之前，登录并玩了很多游戏（可能是 0）

玩家的 安装日期 定义为该玩家的第一个登录日。

玩家的 第一天留存率 定义为：假定安装日期为 X 的玩家的数量为 N ，其中在 X 之后的某一天重新登录的玩家数量为 M ，M/N 就是第一天留存率，四舍五入到小数点后两位。

编写一个 SQL 查询，报告所有安装日期、当天安装游戏的玩家数量和玩家的第一天留存率。

查询结果格式如下所示：

Activity 表：
+-----------+-----------+------------+--------------+
| player_id | device_id | event_date | games_played |
+-----------+-----------+------------+--------------+
| 1         | 2         | 2016-03-01 | 5            |
| 1         | 2         | 2016-03-02 | 6            |
| 2         | 3         | 2017-06-25 | 1            |
| 3         | 1         | 2016-03-01 | 0            |
| 3         | 4         | 2016-07-03 | 5            |
+-----------+-----------+------------+--------------+

Result 表：
+------------+----------+----------------+
| install_dt | installs | Day1_retention |
+------------+----------+----------------+
| 2016-03-01 | 2        | 0.50           |
| 2017-06-25 | 1        | 0.00           |
+------------+----------+----------------+
玩家 1 和 3 在 2016-03-01 安装了游戏，但只有玩家 1 在 2016-03-02 重新登录，所以 2016-03-01 的第一天留存率是 1/2=0.50
玩家 2 在 2017-06-25 安装了游戏，但在 2017-06-26 没有重新登录，因此 2017-06-25 的第一天留存率为 0/1=0.00

来源：力扣（LeetCode）

链接：https://leetcode-cn.com/problems/game-play-analysis-v

著作权归领扣网络所有。商业转载请联系官方授权，非商业转载请注明出处。

Solution

开始用窗口函数想复杂了(Solution 1)，join次日登录表时忘记加 log_seq=1 条件，导致部分连续两日登录的记录也被计算进去，case 1没有通过。

优化后(Solution 2)的join条件、聚合函数都简单多了。

• Solution 1

SELECT t.event_date install_dt, 
    sum(log_seq=1) installs, 
    ROUND(count(a.player_id)/sum(log_seq=1),2) Day1_retention
from 
(
    SELECT *
        ,RANK() over(PARTITION by player_id order by event_date) log_seq
    from Activity
) t LEFT JOIN  Activity a on t.player_id=a.player_id and t.event_date+1=a.event_date and log_seq=1
GROUP BY t.event_date
HAVING sum(log_seq=1)>0
order by 1;

• Solution 2

SELECT install_dt, 
    count(1) installs, 
    ROUND(count(a.player_id)/count(1),2) Day1_retention
from 
(
    SELECT player_id, min(event_date) install_dt
    from Activity
    GROUP BY player_id
) t LEFT JOIN  Activity a on t.player_id=a.player_id and t.install_dt+1=a.event_date
GROUP BY t.install_dt
order by 1;

Table Schema

Create table If Not Exists Activity (player_id int, device_id int, event_date date, games_played int);
Truncate table Activity;
insert into Activity (player_id, device_id, event_date, games_played) values ('1', '2', '2016-03-01', '5');
insert into Activity (player_id, device_id, event_date, games_played) values ('1', '2', '2016-03-02', '6');
insert into Activity (player_id, device_id, event_date, games_played) values ('2', '3', '2017-06-25', '1');
insert into Activity (player_id, device_id, event_date, games_played) values ('3', '1', '2016-03-01', '0');
insert into Activity (player_id, device_id, event_date, games_played) values ('3', '4', '2018-07-03', '5');


-- answer
("2019-01-01",14,0.0);
("2019-01-02",7,0.0);
("2019-01-03",8,0.25);
("2019-01-04",10,0.2);
("2019-01-05",4,0.25);
("2019-01-06",3,0.0);
("2019-01-07",4,0.25);
("2019-01-08",6,0.17);
("2019-01-09",1,0.0);
("2019-01-10",6,0.17);
("2019-01-11",6,0.17);
("2019-01-12",7,0.14);
("2019-01-13",5,0.0);
("2019-01-14",1,0.0);
("2019-01-16",4,0.0);
("2019-01-17",5,0.4);
("2019-01-18",2,0.0);
("2019-01-20",2,0.0);
("2019-01-25",2,0.0);
("2019-01-27",1,0.0);
("2019-02-01",1,0.0);
("2019-02-14",1,0.0]]}


-- case 1
insert into Activity (player_id, device_id, event_date, games_played) values (5,17,"2019-01-17",44);
insert into Activity (player_id, device_id, event_date, games_played) values (31,43,"2019-01-21",41);
insert into Activity (player_id, device_id, event_date, games_played) values (52,89,"2019-03-09",44);
insert into Activity (player_id, device_id, event_date, games_played) values (14,154,"2019-02-13",87);
insert into Activity (player_id, device_id, event_date, games_played) values (96,46,"2019-03-22",77);
insert into Activity (player_id, device_id, event_date, games_played) values (73,131,"2019-03-19",70);
insert into Activity (player_id, device_id, event_date, games_played) values (49,106,"2019-02-13",80);
insert into Activity (player_id, device_id, event_date, games_played) values (12,189,"2019-01-15",13);
insert into Activity (player_id, device_id, event_date, games_played) values (40,151,"2019-01-19",4);
insert into Activity (player_id, device_id, event_date, games_played) values (63,196,"2019-02-23",74);
insert into Activity (player_id, device_id, event_date, games_played) values (37,86,"2019-01-22",38);
insert into Activity (player_id, device_id, event_date, games_played) values (60,41,"2019-03-07",46);
insert into Activity (player_id, device_id, event_date, games_played) values (60,162,"2019-01-12",8);
insert into Activity (player_id, device_id, event_date, games_played) values (9,81,"2019-01-28",88);
insert into Activity (player_id, device_id, event_date, games_played) values (83,48,"2019-02-15",6);
insert into Activity (player_id, device_id, event_date, games_played) values (97,85,"2019-03-30",0);
insert into Activity (player_id, device_id, event_date, games_played) values (21,87,"2019-01-18",16);
insert into Activity (player_id, device_id, event_date, games_played) values (77,170,"2019-02-17",41);
insert into Activity (player_id, device_id, event_date, games_played) values (37,192,"2019-03-04",37);
insert into Activity (player_id, device_id, event_date, games_played) values (76,141,"2019-01-04",3);
insert into Activity (player_id, device_id, event_date, games_played) values (89,48,"2019-02-26",80);
insert into Activity (player_id, device_id, event_date, games_played) values (48,3,"2019-03-25",70);
insert into Activity (player_id, device_id, event_date, games_played) values (68,165,"2019-02-07",12);
insert into Activity (player_id, device_id, event_date, games_played) values (63,200,"2019-03-11",73);
insert into Activity (player_id, device_id, event_date, games_played) values (84,126,"2019-02-04",73);
insert into Activity (player_id, device_id, event_date, games_played) values (57,23,"2019-02-16",16);
insert into Activity (player_id, device_id, event_date, games_played) values (36,19,"2019-02-27",54);
insert into Activity (player_id, device_id, event_date, games_played) values (73,7,"2019-03-28",54);
insert into Activity (player_id, device_id, event_date, games_played) values (17,172,"2019-03-14",67);
insert into Activity (player_id, device_id, event_date, games_played) values (46,143,"2019-01-28",43);
insert into Activity (player_id, device_id, event_date, games_played) values (56,79,"2019-01-08",99);
insert into Activity (player_id, device_id, event_date, games_played) values (31,44,"2019-03-09",78);
insert into Activity (player_id, device_id, event_date, games_played) values (58,48,"2019-03-08",46);
insert into Activity (player_id, device_id, event_date, games_played) values (87,111,"2019-02-20",17);
insert into Activity (player_id, device_id, event_date, games_played) values (3,10,"2019-02-20",31);
insert into Activity (player_id, device_id, event_date, games_played) values (44,19,"2019-01-12",37);
insert into Activity (player_id, device_id, event_date, games_played) values (95,89,"2019-03-07",4);
insert into Activity (player_id, device_id, event_date, games_played) values (7,151,"2019-03-04",66);
insert into Activity (player_id, device_id, event_date, games_played) values (66,16,"2019-03-01",73);
insert into Activity (player_id, device_id, event_date, games_played) values (37,132,"2019-03-08",52);
insert into Activity (player_id, device_id, event_date, games_played) values (26,116,"2019-02-24",34);
insert into Activity (player_id, device_id, event_date, games_played) values (7,126,"2019-03-09",64);
insert into Activity (player_id, device_id, event_date, games_played) values (98,170,"2019-03-05",23);
insert into Activity (player_id, device_id, event_date, games_played) values (91,50,"2019-01-26",32);
insert into Activity (player_id, device_id, event_date, games_played) values (47,160,"2019-02-12",99);
insert into Activity (player_id, device_id, event_date, games_played) values (52,83,"2019-03-23",35);
insert into Activity (player_id, device_id, event_date, games_played) values (45,106,"2019-01-28",39);
insert into Activity (player_id, device_id, event_date, games_played) values (34,94,"2019-02-24",60);
insert into Activity (player_id, device_id, event_date, games_played) values (75,110,"2019-03-13",66);
insert into Activity (player_id, device_id, event_date, games_played) values (77,131,"2019-01-11",12);
insert into Activity (player_id, device_id, event_date, games_played) values (12,68,"2019-03-22",68);
insert into Activity (player_id, device_id, event_date, games_played) values (40,97,"2019-02-11",62);
insert into Activity (player_id, device_id, event_date, games_played) values (91,86,"2019-03-09",28);
insert into Activity (player_id, device_id, event_date, games_played) values (8,42,"2019-03-30",99);
insert into Activity (player_id, device_id, event_date, games_played) values (14,161,"2019-03-28",50);
insert into Activity (player_id, device_id, event_date, games_played) values (77,148,"2019-01-22",15);
insert into Activity (player_id, device_id, event_date, games_played) values (100,87,"2019-01-13",42);
insert into Activity (player_id, device_id, event_date, games_played) values (86,94,"2019-03-24",58);
insert into Activity (player_id, device_id, event_date, games_played) values (23,26,"2019-02-04",94);
insert into Activity (player_id, device_id, event_date, games_played) values (80,57,"2019-02-25",96);
insert into Activity (player_id, device_id, event_date, games_played) values (98,48,"2019-02-18",48);
insert into Activity (player_id, device_id, event_date, games_played) values (87,115,"2019-02-25",91);
insert into Activity (player_id, device_id, event_date, games_played) values (30,6,"2019-02-07",62);
insert into Activity (player_id, device_id, event_date, games_played) values (52,148,"2019-02-19",73);
insert into Activity (player_id, device_id, event_date, games_played) values (5,178,"2019-03-04",93);
insert into Activity (player_id, device_id, event_date, games_played) values (69,120,"2019-03-23",79);
insert into Activity (player_id, device_id, event_date, games_played) values (95,76,"2019-03-26",50);
insert into Activity (player_id, device_id, event_date, games_played) values (22,121,"2019-02-28",25);
insert into Activity (player_id, device_id, event_date, games_played) values (65,96,"2019-01-31",86);
insert into Activity (player_id, device_id, event_date, games_played) values (93,196,"2019-02-23",76);
insert into Activity (player_id, device_id, event_date, games_played) values (63,12,"2019-02-25",89);
insert into Activity (player_id, device_id, event_date, games_played) values (28,96,"2019-02-25",91);
insert into Activity (player_id, device_id, event_date, games_played) values (3,6,"2019-02-17",10);
insert into Activity (player_id, device_id, event_date, games_played) values (25,179,"2019-03-26",34);
insert into Activity (player_id, device_id, event_date, games_played) values (91,17,"2019-03-30",0);
insert into Activity (player_id, device_id, event_date, games_played) values (1,12,"2019-03-10",39);
insert into Activity (player_id, device_id, event_date, games_played) values (69,7,"2019-03-12",33);
insert into Activity (player_id, device_id, event_date, games_played) values (10,153,"2019-03-21",49);
insert into Activity (player_id, device_id, event_date, games_played) values (41,98,"2019-02-06",70);
insert into Activity (player_id, device_id, event_date, games_played) values (6,88,"2019-03-07",23);
insert into Activity (player_id, device_id, event_date, games_played) values (46,81,"2019-03-10",64);
insert into Activity (player_id, device_id, event_date, games_played) values (17,21,"2019-02-09",70);
insert into Activity (player_id, device_id, event_date, games_played) values (66,151,"2019-03-07",25);
insert into Activity (player_id, device_id, event_date, games_played) values (27,38,"2019-03-11",80);
insert into Activity (player_id, device_id, event_date, games_played) values (84,91,"2019-03-19",83);
insert into Activity (player_id, device_id, event_date, games_played) values (18,159,"2019-03-09",72);
insert into Activity (player_id, device_id, event_date, games_played) values (72,188,"2019-02-17",5);
insert into Activity (player_id, device_id, event_date, games_played) values (24,134,"2019-01-08",23);
insert into Activity (player_id, device_id, event_date, games_played) values (28,190,"2019-01-04",68);
insert into Activity (player_id, device_id, event_date, games_played) values (71,166,"2019-03-20",13);
insert into Activity (player_id, device_id, event_date, games_played) values (59,156,"2019-03-03",26);
insert into Activity (player_id, device_id, event_date, games_played) values (88,105,"2019-02-21",5);
insert into Activity (player_id, device_id, event_date, games_played) values (42,55,"2019-01-01",46);
insert into Activity (player_id, device_id, event_date, games_played) values (55,97,"2019-03-08",76);
insert into Activity (player_id, device_id, event_date, games_played) values (1,3,"2019-01-03",16);
insert into Activity (player_id, device_id, event_date, games_played) values (28,4,"2019-02-22",50);
insert into Activity (player_id, device_id, event_date, games_played) values (63,148,"2019-01-01",66);
insert into Activity (player_id, device_id, event_date, games_played) values (62,18,"2019-01-10",56);
insert into Activity (player_id, device_id, event_date, games_played) values (8,160,"2019-02-07",52);
insert into Activity (player_id, device_id, event_date, games_played) values (13,17,"2019-01-19",49);
insert into Activity (player_id, device_id, event_date, games_played) values (27,91,"2019-01-15",78);
insert into Activity (player_id, device_id, event_date, games_played) values (22,152,"2019-03-14",33);
insert into Activity (player_id, device_id, event_date, games_played) values (73,56,"2019-02-16",25);
insert into Activity (player_id, device_id, event_date, games_played) values (80,154,"2019-01-31",29);
insert into Activity (player_id, device_id, event_date, games_played) values (4,12,"2019-01-04",34);
insert into Activity (player_id, device_id, event_date, games_played) values (7,88,"2019-02-08",8);
insert into Activity (player_id, device_id, event_date, games_played) values (66,42,"2019-01-02",48);
insert into Activity (player_id, device_id, event_date, games_played) values (99,162,"2019-01-01",88);
insert into Activity (player_id, device_id, event_date, games_played) values (19,117,"2019-02-28",86);
insert into Activity (player_id, device_id, event_date, games_played) values (54,127,"2019-01-01",11);
insert into Activity (player_id, device_id, event_date, games_played) values (67,102,"2019-01-19",83);
insert into Activity (player_id, device_id, event_date, games_played) values (69,106,"2019-01-30",16);
insert into Activity (player_id, device_id, event_date, games_played) values (85,129,"2019-02-02",97);
insert into Activity (player_id, device_id, event_date, games_played) values (62,178,"2019-03-06",39);
insert into Activity (player_id, device_id, event_date, games_played) values (87,38,"2019-01-11",12);
insert into Activity (player_id, device_id, event_date, games_played) values (66,38,"2019-03-04",46);
insert into Activity (player_id, device_id, event_date, games_played) values (93,175,"2019-02-12",55);
insert into Activity (player_id, device_id, event_date, games_played) values (68,157,"2019-01-03",98);
insert into Activity (player_id, device_id, event_date, games_played) values (38,157,"2019-02-21",52);
insert into Activity (player_id, device_id, event_date, games_played) values (65,199,"2019-03-26",72);
insert into Activity (player_id, device_id, event_date, games_played) values (61,167,"2019-03-01",55);
insert into Activity (player_id, device_id, event_date, games_played) values (20,92,"2019-02-15",30);
insert into Activity (player_id, device_id, event_date, games_played) values (61,45,"2019-02-17",86);
insert into Activity (player_id, device_id, event_date, games_played) values (77,178,"2019-01-26",52);
insert into Activity (player_id, device_id, event_date, games_played) values (34,61,"2019-03-16",54);
insert into Activity (player_id, device_id, event_date, games_played) values (7,185,"2019-02-21",86);
insert into Activity (player_id, device_id, event_date, games_played) values (8,91,"2019-03-03",10);
insert into Activity (player_id, device_id, event_date, games_played) values (32,152,"2019-03-03",46);
insert into Activity (player_id, device_id, event_date, games_played) values (83,5,"2019-02-10",54);
insert into Activity (player_id, device_id, event_date, games_played) values (49,132,"2019-01-10",57);
insert into Activity (player_id, device_id, event_date, games_played) values (32,56,"2019-03-23",13);
insert into Activity (player_id, device_id, event_date, games_played) values (48,85,"2019-03-15",26);
insert into Activity (player_id, device_id, event_date, games_played) values (50,23,"2019-01-11",49);
insert into Activity (player_id, device_id, event_date, games_played) values (63,33,"2019-03-08",29);
insert into Activity (player_id, device_id, event_date, games_played) values (14,115,"2019-02-12",85);
insert into Activity (player_id, device_id, event_date, games_played) values (7,71,"2019-01-04",45);
insert into Activity (player_id, device_id, event_date, games_played) values (57,126,"2019-02-17",97);
insert into Activity (player_id, device_id, event_date, games_played) values (3,172,"2019-03-19",30);
insert into Activity (player_id, device_id, event_date, games_played) values (76,147,"2019-03-26",19);
insert into Activity (player_id, device_id, event_date, games_played) values (82,97,"2019-03-26",78);
insert into Activity (player_id, device_id, event_date, games_played) values (84,51,"2019-02-06",91);
insert into Activity (player_id, device_id, event_date, games_played) values (66,39,"2019-02-27",7);
insert into Activity (player_id, device_id, event_date, games_played) values (69,168,"2019-02-16",42);
insert into Activity (player_id, device_id, event_date, games_played) values (29,196,"2019-02-13",7);
insert into Activity (player_id, device_id, event_date, games_played) values (90,11,"2019-02-07",11);
insert into Activity (player_id, device_id, event_date, games_played) values (66,146,"2019-03-11",44);
insert into Activity (player_id, device_id, event_date, games_played) values (90,125,"2019-01-03",71);
insert into Activity (player_id, device_id, event_date, games_played) values (25,52,"2019-01-08",71);
insert into Activity (player_id, device_id, event_date, games_played) values (42,156,"2019-02-28",97);
insert into Activity (player_id, device_id, event_date, games_played) values (19,7,"2019-01-18",85);
insert into Activity (player_id, device_id, event_date, games_played) values (16,135,"2019-03-08",16);
insert into Activity (player_id, device_id, event_date, games_played) values (83,146,"2019-01-07",47);
insert into Activity (player_id, device_id, event_date, games_played) values (67,46,"2019-03-14",73);
insert into Activity (player_id, device_id, event_date, games_played) values (100,51,"2019-02-17",29);
insert into Activity (player_id, device_id, event_date, games_played) values (67,112,"2019-01-11",9);
insert into Activity (player_id, device_id, event_date, games_played) values (25,35,"2019-02-21",89);
insert into Activity (player_id, device_id, event_date, games_played) values (65,54,"2019-03-30",55);
insert into Activity (player_id, device_id, event_date, games_played) values (31,164,"2019-01-27",1);
insert into Activity (player_id, device_id, event_date, games_played) values (49,75,"2019-03-22",96);
insert into Activity (player_id, device_id, event_date, games_played) values (60,52,"2019-03-23",59);
insert into Activity (player_id, device_id, event_date, games_played) values (65,16,"2019-03-12",70);
insert into Activity (player_id, device_id, event_date, games_played) values (40,20,"2019-01-02",76);
insert into Activity (player_id, device_id, event_date, games_played) values (24,93,"2019-01-20",42);
insert into Activity (player_id, device_id, event_date, games_played) values (59,168,"2019-03-09",83);
insert into Activity (player_id, device_id, event_date, games_played) values (7,174,"2019-01-18",15);
insert into Activity (player_id, device_id, event_date, games_played) values (85,163,"2019-01-19",44);
insert into Activity (player_id, device_id, event_date, games_played) values (69,126,"2019-01-06",69);
insert into Activity (player_id, device_id, event_date, games_played) values (72,159,"2019-02-18",84);
insert into Activity (player_id, device_id, event_date, games_played) values (19,37,"2019-03-10",3);
insert into Activity (player_id, device_id, event_date, games_played) values (8,24,"2019-01-22",92);
insert into Activity (player_id, device_id, event_date, games_played) values (63,111,"2019-03-09",0);
insert into Activity (player_id, device_id, event_date, games_played) values (69,86,"2019-02-21",72);
insert into Activity (player_id, device_id, event_date, games_played) values (87,100,"2019-03-03",31);
insert into Activity (player_id, device_id, event_date, games_played) values (29,12,"2019-01-07",70);
insert into Activity (player_id, device_id, event_date, games_played) values (88,111,"2019-03-04",84);
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