第六篇 Mysql数据库

2021/5/2 19:26:50

编程Tag： mysql select 数据库 id Cursor Student score News 第六篇

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mysql相关

 1 权限管理
 2     1、创建账号
 3         # 本地账号
 4         create user 'egon1'@'localhost' identified by '123'; # mysql -uegon1 -p123
 5         # 远程帐号
 6         create user 'egon2'@'192.168.31.10' identified by '123'; # mysql -uegon2 -p123 -h 服务端ip
 7         create user 'egon3'@'192.168.31.%' identified by '123'; # mysql -uegon3 -p123 -h 服务端ip
 8         create user 'egon3'@'%' identified by '123'; # mysql -uegon3 -p123 -h 服务端ip
 9         
10     2、授权
11         user:*.*
12         db:db1.*
13         tables_priv:db1.t1
14         columns_priv:id,name
15         
16         grant all on *.* to 'egon1'@'localhost';
17         grant select on *.* to 'egon1'@'localhost';
18         revoke select on *.* from 'egon1'@'localhost';
19         
20         grant select on db1.* to 'egon1'@'localhost';
21         revoke select on db1.* from 'egon1'@'localhost';
22         
23         
24         grant select on db1.t2 to 'egon1'@'localhost';
25         revoke select on db1.t2 from 'egon1'@'localhost';
26         
27         grant select(id,name),update(age) on db1.t2 to 'egon1'@'localhost';

权限管理

1数据库相关概念

 1 SQL语句：
 2 
 3 操作文件夹（库）
 4     增
 5         create database db1 charset utf8;
 6     查
 7         show create database db1;
 8         show databases;
 9     改
10         alter database db1 charset gbk;
11     删
12         drop database db1;
13 
14 操作文件（表）
15     切换文件夹：use db1;
16     查看当前所在文件夹：select database();
17     
18     增
19         create table t1(id int,name char);
20     查
21         show create table t1;
22         show tables;
23         desc t1;
24     改
25         alter table t1 modify name char(6);
26         alter table t1 change name NAME char(7);
27     删
28         drop table t1;
29 
30 操作文件内容（记录）
31     增
32         insert t1(id,name) values(1,'egon1'),(2,'egon2'),(3,'egon3');
33     查
34         select id,name from db1.t1;
35         select * from db1.t1;
36     改
37         update db1.t1 set name='SB';
38         update db1.t1 set name='ALEX' where id=2;
39     删
40         delete from t1 where id=2;
41         清空表：
42              delete from t1;
43             truncate table t1；(同时删除id)

2 初识SQL语句

 1 1、什么是存储引擎？
 2     存储引擎就是表的类型
 3 
 4 2、查看MySQL支持的存储引擎
 5     show engines;
 6     
 7     
 8 3、指定表类型/存储引擎
 9     create table t1(id int)engine=innodb;
10     create table t2(id int)engine=memory;
11     create table t3(id int)engine=blackhole;
12     create table t4(id int)engine=myisam;
13 
14 
15     insert into t1 values(1);
16     insert into t2 values(1);
17     insert into t3 values(1);
18     insert into t4 values(1);

3 存储引擎介绍

 1 create table student(
 2     id int,
 3     name char(6),
 4     born_year year,
 5     birth_date date,
 6     class_time time,
 7     reg_time datetime
 8 );
 9 
10 insert into student values
11 (1,'egon',now(),now(),now(),now());
12 
13 insert into student values
14 (2,'alex',"1997","1997-12-12","12:12:12","2017-12-12 12:12:12");

4 日期类型

 1 char:定长
 2 varchar：变长
 3 
 4 #宽度指的是字符的个数
 5 create table t13(name char(5));
 6 create table t14(name varchar(5));
 7 
 8 insert into t13 values('李杰 '); #'李杰   '
 9 insert into t14 values('李杰 '); #'李杰 '
10 
11 
12 select char_length(name) from t13; #5
13 select char_length(name) from t14; #3
14 
15 
16 select name from t13 where name='李杰';
17 select name from t13 where name like '李杰';
18 
19 
20 
21 
22 name char(5)
23 egon |alex |wxx  |
24 
25 
26 name varchar(5)
27 1bytes+egon|1bytes+alex|1bytes+wxx|
28 4+egon|4+alex|3+wxx|

5 字符类型

 1 create table consumer(
 2     id int,
 3     name char(16),
 4     sex enum('male','female','other'),
 5     level enum('vip1','vip2','vip3'),
 6     hobbies set('play','music','read','run')
 7 );
 8 
 9 
10 insert into consumer values
11 (1,'egon','male','vip2','music,read');
12 
13 insert into consumer values
14 (1,'egon','xxxxx','vip2','music,read');

6 枚举和集合类型

 1 create table t15(
 2     id int(11) unsigned zerofill
 3 );
 4 
 5 create table t16(
 6     id int,
 7     name char(6),
 8     sex enum('male','female') not null default 'male'
 9 );
10 
11 insert into t16(id,name) values(1,'egon');

7.1 约束条件not null与default

7.2 unique key

7.3 primary key

  1 auto_increment
  2 
  3 create table t20(
  4     id int primary key auto_increment,
  5     name char(16)
  6 );
  7 
  8 insert into t20(name) values
  9 ('egon'),
 10 ('alex'),
 11 ('wxx');
 12 
 13 
 14 
 15 insert into t20(id,name) values
 16 (7,'yuanhao');
 17 
 18 insert into t20(name) values
 19 ('egon1'),
 20 ('egon2'),
 21 ('egon3');
 22 
 23 
 24 #了解
 25     show variables like 'auto_inc%';
 26 
 27     #步长：
 28     auto_increment_increment默认为1
 29     #起始偏移量
 30     auto_increment_offset默认1
 31     
 32     #设置步长
 33     set session auto_increment_increment=5;
 34     set global auto_increment_increment=5;
 35     
 36     #设置起始偏移量
 37     set global auto_increment_offset=3;
 38     强调：起始偏移量<=步长
 39     
 40     create table t21(
 41         id int primary key auto_increment,
 42         name char(16)
 43     );
 44     
 45     insert into t21(name) values
 46     ('egon'),
 47     ('alex'),
 48     ('wxx'),
 49     ('yxx');
 50     
 51     
 52 
 53 清空表：
 54     delete from t20;
 55     delete from t20 where id = 3;
 56     insert into t20(name) values
 57     ('xxx');
 58     
 59     truncate t20; #应该用它来清空表
 60     
 61     
 62     
 63 foreign key:建立表之间的关系
 64 
 65 #1、建立表关系：
 66     #先建被关联的表,并且保证被关联的字段唯一
 67     create table dep(
 68         id int primary key,
 69         name char(16),
 70         comment char(50)
 71     );
 72 
 73 
 74     #再建立关联的表
 75     create table emp(
 76         id int primary key,
 77         name char(10),
 78         sex enum('male','female'),
 79         dep_id int,
 80         foreign key(dep_id) references dep(id) 
 81         on delete cascade 
 82         on update cascade
 83     );
 84 
 85 #2、插入数据
 86 #先往被关联表插入记录
 87 insert into dep values
 88 (1,"IT","技术能力有限部门"),
 89 (2,"销售","销售能力不足部门"),
 90 (3,"财务","花钱特别多部门");
 91 
 92 #再往关联表插入记录
 93 insert into emp values
 94 (1,'egon','male',1);
 95 
 96 insert into emp values
 97 (2,'alex','male',1),
 98 (3,'wupeiqi','female',2),
 99 (4,'yuanhao','male',3),
100 (5,'jinximn','male',2);
101 
102 
103 
104 
105 delete from emp where dep_id=1;
106 delete from dep where id=1;
107 
108 
109 
110 delete from dep where id=3;

7.4 自增 &外键

 1 两张表之间的关系：
 2     1、多对一
 3         出版社    书（foreign key(press_id) references press(id)）
 4     2、多对多
 5         作者       书
 6         egon: 
 7             九阳神功
 8             九阴真经
 9         alex: 
10             九阳神功
11             葵花宝典
12         yuanhao:
13             独孤九剑
14             降龙十巴掌
15             葵花宝典
16         wpq:
17             九阳神功
18             
19         insert into author2book(author_id,book_id) values
20         (1,1),
21         (1,2),
22         (2,1),
23         (2,6);
24             
25         
26     3、一对一
27         customer表       student表
28

8 表关系

  1 单表查询
  2 
  3 select distinct 字段1,字段2,字段3 from 库.表 
  4     where 条件
  5     group by 分组条件
  6     having 过滤
  7     order by 排序字段
  8     limit n;
  9     
 10     
 11 #where
 12 select id,name,age from employee where id > 7;
 13     
 14 select name,post,salary from employee where post='teacher' and salary > 8000;
 15 
 16 select name,salary from employee where salary >= 20000 and salary <= 30000;
 17 select name,salary from employee where salary between 20000 and 30000;
 18 
 19 select name,salary from employee where salary < 20000 or salary > 30000;
 20 select name,salary from employee where salary not between 20000 and 30000;
 21 
 22 
 23 select * from employee where age = 73 or age = 81 or age = 28;
 24 select * from employee where age in (73,81,28);
 25 
 26 select * from employee where post_comment is Null;
 27 select * from employee where post_comment is not Null;
 28 
 29 select * from employee where name like "jin%";
 30 select * from employee where name like "jin___";
 31 
 32 
 33 #group by
 34 mysql> set global sql_mode="ONLY_FULL_GROUP_BY"; 
 35 分组之后，只能取分组的字段，以及每个组聚合结果
 36 
 37 select post from employee group by post;
 38 
 39 #聚合函数
 40 max
 41 min
 42 avg
 43 sum
 44 count
 45 
 46 #每个职位有多少个员工
 47 select post,count(id) as emp_count from employee group by post;
 48 select post,max(salary) as emp_count from employee group by post;
 49 select post,min(salary) as emp_count from employee group by post;
 50 select post,avg(salary) as emp_count from employee group by post;
 51 select post,sum(age) as emp_count from employee group by post;
 52 
 53 #没有group by则默认整体算作一组
 54 select max(salary) from employee;
 55 
 56 #group_concat
 57 select post,group_concat(name) from employee group by post;
 58 
 59 
 60 #练习：
 61 select post,group_concat(name) from employee group by post;
 62 
 63 select post,count(id) from employee where age > 50 group by post;
 64 
 65 select sex,count(id) from employee group by sex;
 66 
 67 
 68 select sex,avg(salary) from employee group by sex
 69 
 70 
 71 #having
 72 select post,group_concat(name),count(id) from employee group by post;
 73 
 74 select post,group_concat(name),count(id) from employee group by post having count(id) < 2;
 75 
 76 
 77 select post,avg(salary) from employee group by post having avg(salary) > 10000;
 78 
 79 
 80 #order by
 81 select * from employee order by age asc; #升序
 82 select * from employee order by age desc; #降序
 83 
 84 select * from employee order by age asc,id desc; #先按照age升序排，如果age相同则按照id降序排
 85 
 86 
 87 select distinct post,count(id) as emp_count from employee
 88     where salary > 1000
 89     group by post
 90     having count(id) > 1
 91     order by emp_count desc
 92     ;
 93 
 94 
 95 #limit
 96 select * from employee limit 3;
 97 select * from employee order by salary desc limit 1;
 98 
 99 
100 select * from employee limit 0,5;
101 select * from employee limit 5,5;
102 select * from employee limit 10,5;
103 select * from employee limit 15,5;
104 
105 
106 #总结：
107     语法顺序：
108         select distinct 字段1,字段2,字段3 from 库.表 
109             where 条件
110             group by 分组条件
111             having 过滤
112             order by 排序字段
113             limit n;
114 
115     执行顺序：
116 
117 def from(db,table):
118         f=open(r'%s\%s' %(db,table))
119         return f
120     
121 def where(condition,f):
122     for line in f:
123         if condition:
124             yield line
125 
126 def group(lines):
127     pass
128     
129 def having(group_res):
130     pass
131 
132 def distinct(having_res):
133     pass
134 
135 def order(distinct_res):
136     pass
137     
138 def limit(order_res)
139     pass
140     
141 def select():
142     f=from('db1','t1')
143     lines=where('id>3',f)
144     group_res=group(lines)
145     having_res=having(group_res)
146     distinct_res=distinct(having_res)
147     order_res=order(distinct_res)
148     res=limit(order_res)
149     print(res)
150     return res
151     
152 #正则表达式
153 
154  like 模糊查询:
155 select * from employee where name like 'jin%';(# %代表任意多个字符)
156 select * from employee where name like 'jin_' （ #'_' 表示任意单个字符）
157 
158  regexp 正则匹配
159 select * from employee where name regexp '^jin';
160 select * from employee where name regexp '^jin.*(g|n)$';
161 
162     
163

8.1 单表查询

 1 内连接：只取两张表的共同部分
 2 select * from employee inner join department on employee.dep_id = department.id ;
 3 
 4 左连接:在内连接的基础上保留左表的记录
 5 select * from employee left join department on employee.dep_id = department.id ;
 6 
 7 右连接：在内连接的基础上保留右表的记录
 8 select * from employee right join department on employee.dep_id = department.id ;
 9 
10 全外连接：在内连接的基础上保留左右两表没有对应关系的记录
11 select * from employee full join department on employee.dep_id = department.id ;
12 
13 
14 select * from employee left join department on employee.dep_id = department.id
15 union
16 select * from employee right join department on employee.dep_id = department.id ;

8.2 连表查询

 1 #1、无参存储过程
 2     delimiter //
 3     create procedure p1()
 4     BEGIN
 5         select * from db7.teacher;
 6     END //
 7     delimiter ;
 8 
 9 
10     # MySQL中调用
11     call p1();
12 
13 
14     # Python中调用
15     cursor.callproc('p1')
16     
17     
18 #2、有参存储过程
19     delimiter //
20     create procedure p2(in n1 int,in n2 int,out res int)
21     BEGIN
22         select * from db7.teacher where tid > n1 and tid < n2;
23         set res = 1;
24     END //
25     delimiter ;
26 
27 
28     # MySQL中调用
29     set @x=0
30     call p2(2,4,@x);
31     select @x;
32 
33     # Python中调用
34     cursor.callproc('p2',(2,4,0))# @_p2_0=2,@_p2_1=4,@_p2_2=0
35     cursor.execute('select @_p3_2')
36     cursor.fetchone()
37     
38     
39 
40     
41 应用程序与数据库结合使用
42 方式一：
43     Python:调用存储过程
44     MySQL:编写存储过程
45 
46     
47 方式二：
48     Python：编写纯生SQL
49     MySQL：
50     
51 方式三：
52     Python：ORM->纯生SQL
53     MySQL：
54 
55 
56 
57

存储过程

 1 CREATE TABLE blog (
 2     id INT PRIMARY KEY auto_increment,
 3     NAME CHAR (32),
 4     sub_time datetime
 5 );
 6 
 7 INSERT INTO blog (NAME, sub_time)
 8 VALUES
 9     ('第1篇','2015-03-01 11:31:21'),
10     ('第2篇','2015-03-11 16:31:21'),
11     ('第3篇','2016-07-01 10:21:31'),
12     ('第4篇','2016-07-22 09:23:21'),
13     ('第5篇','2016-07-23 10:11:11'),
14     ('第6篇','2016-07-25 11:21:31'),
15     ('第7篇','2017-03-01 15:33:21'),
16     ('第8篇','2017-03-01 17:32:21'),
17     ('第9篇','2017-03-01 18:31:21');
18     
19     
20     
21 select  date_format(sub_time,'%Y-%m'),count(id) from blog group by date_format(sub_time,'%Y-%m')

函数相关（如date_format）

pymysql

 1 #pip3 install pymysql
 2 import pymysql
 3 
 4 user=input('user>>: ').strip()
 5 pwd=input('password>>: ').strip()
 6 
 7 # 建立链接
 8 conn=pymysql.connect(
 9     host='192.168.10.15',
10     port=3306,
11     user='root',
12     password='123',
13     db='db9',
14     charset='utf8'
15 )
16 
17 # 拿到游标
18 cursor=conn.cursor()
19 
20 # 执行sql语句
21 
22 # sql='select * from userinfo where user = "%s" and pwd="%s"' %(user,pwd)
23 # print(sql)
24 
25 sql='select * from userinfo where user = %s and pwd=%s'
26 rows=cursor.execute(sql,(user,pwd))
27 
28 cursor.close()
29 conn.close()
30 
31 # 进行判断
32 if rows:
33     print('登录成功')
34 else:
35     print('登录失败')

pymysql基本使用

 1 #1、增删改
 2 import pymysql
 3 
 4 # 建立链接
 5 conn=pymysql.connect(
 6     host='192.168.10.15',
 7     port=3306,
 8     user='root',
 9     password='123',
10     db='db9',
11     charset='utf8'
12 )
13 
14 # 拿游标
15 cursor=conn.cursor()
16 
17 # 执行sql
18 # 增、删、改
19 sql='insert into userinfo(user,pwd) values(%s,%s)'
20 # rows=cursor.execute(sql,('wxx','123'))
21 # print(rows)
22 # rows=cursor.executemany(sql,[('yxx','123'),('egon1','111'),('egon2','2222')])
23 # print(rows)
24 
25 rows=cursor.executemany(sql,[('egon3','123'),('egon4','111'),('egon5','2222')])
26 print(cursor.lastrowid)
27 
28 conn.commit()
29 # 关闭
30 cursor.close()
31 conn.close()
32 
33 
34 
35 #2、查询
36 # import pymysql
37 #
38 # # 建立链接
39 # conn=pymysql.connect(
40 #     host='192.168.10.15',
41 #     port=3306,
42 #     user='root',
43 #     password='123',
44 #     db='db9',
45 #     charset='utf8'
46 # )
47 
48 # 拿游标
49 # cursor=conn.cursor(pymysql.cursors.DictCursor)
50 
51 # 执行sql
52 # 查询
53 # rows=cursor.execute('select * from userinfo;')
54 # print(rows)
55 # print(cursor.fetchone())
56 # print(cursor.fetchone())
57 # print(cursor.fetchone())
58 # print(cursor.fetchone())
59 # print(cursor.fetchone())
60 # print(cursor.fetchone())
61 # print(cursor.fetchone())
62 
63 
64 # print(cursor.fetchmany(2))
65 
66 # print(cursor.fetchall())
67 # print(cursor.fetchall())
68 
69 
70 
71 # cursor.scroll(3,mode='absolute') # 相对绝对位置移动
72 # print(cursor.fetchone())
73 # cursor.scroll(2,mode='relative') # 相对当前位置移动
74 # print(cursor.fetchone())
75 
76 #
77 
78 # 关闭
79 # cursor.close()
80 # conn.close()

pymysql 增，删，改，查

 1 #1、增删改
 2 import pymysql
 3 
 4 # 建立链接
 5 conn=pymysql.connect(
 6     host='192.168.10.15',
 7     port=3306,
 8     user='root',
 9     password='123',
10     db='db7',
11     charset='utf8'
12 )
13 
14 # 拿游标
15 cursor=conn.cursor()
16 
17 # 执行sql
18 # cursor.callproc('p1')
19 # print(cursor.fetchall())
20 
21 cursor.callproc('p2',(2,4,0))
22 # print(cursor.fetchall())
23 
24 cursor.execute('select @_p2_2')
25 print(cursor.fetchone())
26 
27 # 关闭
28 cursor.close()
29 conn.close()

存储过程的执行

操作表（utils）

  1 #操作表
  2 #1、自行创建测试数据；
  3 #2、查询学生总人数；
  4     select count(sid) as total_sid from student;
  5     
  6 #3、查询“生物”课程和“物理”课程成绩都及格的学生id和姓名；
  7     #成绩表与课程表连表-一学生分组-找出条件
  8 select sid,sname from 
  9     student where sid in 
 10         (select student_id 
 11         from score inner join course  #连表
 12             on score.course_id=course.cid
 13             where score>=60 
 14             and cname ='生物' or cname ='物理'
 15         group by # 学生id分组
 16             score.student_id
 17         having
 18             count(course_id)=2);
 19             
 20 
 21 #4、查询每个年级的班级数，取出班级数最多的前三个年级；
 22     select gname,count(gname) from 
 23     class inner join class_grade on class.grade_id=class_grade.gid
 24         group by 
 25             gname
 26             order by count(gname)desc
 27             limit(3);
 28     
 29 
 30 #5、查询平均成绩最高和最低的学生的id和姓名以及平均成绩；
 31 select 
 32     sid,
 33     sname,
 34     t1.avg_score
 35 from
 36     student
 37 inner join(
 38     select
 39         student_id,
 40         avg(score)as avg_score
 41     from
 42         score
 43     group by
 44         student_id
 45     having
 46         avg(score) in(
 47             (select avg(score)as low_score from score group by student_id order by avg(score) limit 1),
 48             (select avg(score)as high_score from score group by student_id order by avg(score) desc limit 1))
 49         )as t1
 50 on
 51     student.sid=t1.student_id;
 52     
 53 
 54 #6、查询每个年级的学生人数；
 55 # 学生与班级连表-grade_id分组-统计人数
 56 
 57 select grade_id,count(sid)as total_student
 58 from
 59 (select
 60     class.grade_id,student.sid
 61 from
 62     student
 63 inner join 
 64     class
 65 on
 66     student.class_id=class.cid) as t1
 67 group by 
 68     t1.grade_id;
 69     
 70     
 71 
 72 #7、查询每位学生的学号，姓名，选课数，平均成绩；
 73 select
 74     sid,
 75     sname,
 76     t1.total_course,
 77     t1.avg_score
 78 from
 79     student
 80 left join(
 81     select
 82         student_id,
 83         count(course_id)as total_course,
 84         avg(score)as avg_score
 85     from
 86         score
 87     group by
 88         student_id
 89     )as t1
 90 on
 91 student.sid=t1.student_id;
 92 
 93 #8、查询学生编号为“2”的学生的姓名、该学生成绩最高的课程名、成绩最低的课程名及分数；
 94 select
 95     sid,
 96     sname,
 97     t1.course_id,
 98     t1.score
 99 from
100     student
101 inner join(
102     select
103         student_id,
104         course_id,
105         score
106     from
107         score
108     where
109         score in(
110             (select score from score where student_id=2 order by score desc limit 1),
111             (select score from score where student_id=2 order by score limit 1 )
112             )
113         )as t1
114 on
115     student.sid=t1.student_id;
116  
117 #9、查询姓“李”的老师的个数和所带班级数；
118 select
119     count(t1.tid)as total_li,
120     count(teach2cls.cid)as total_class
121 from
122     teach2cls
123 inner join(
124     select
125         tid
126     from
127         teacher
128     where
129         tname like "李%"
130     )as t1
131 on
132     teach2cls.tid=t1.tid
133 
134 #10、查询班级数小于5的年级id和年级名；
135 select 
136     gid,
137     gname
138 from
139     class_grade
140 where 
141     gid
142 in
143     (select #年纪id与对应班级数的表
144         grade_id
145     from
146         class 
147     group by
148         grade_id
149     having
150         count(cid)<5);
151     
152 
153 
154 #11、查询班级信息，包括班级id、班级名称、年级、年级级别(12为低年级，34为中年级，56为高年级)
155     #班级id    班级名称    年级  年级级别
156         #1     一年一班    一年级    低
157         
158     #班级表与年纪表连表--加入级别
159     
160 select
161     class.cid as '班级id',
162     class.caption as '班级名称',
163     class_grade.gname as '年级',
164     case when class_grade.gid between 1 and 2 then '低'
165     when class_grade.gid between 3 and 4 then '中'
166     when class_grade.gid between 5 and 6 then '高' else 0 end as '年级级别'
167 from
168     class,
169     class_grade
170 where
171     class.grade_id = class_grade.gid;
172     
173 #12、查询学过“张三”老师2门课以上的同学的学号、姓名；
174     # 课程表与老师表连表--选出张三老师的课程-到成绩表以学生分类-统计符合条件学生
175 
176 select
177     student_id
178 from
179     score
180 where
181     course_id
182 in
183     (select
184         course.cid
185     from
186         course
187     inner join
188         teacher
189     on
190         course.teacher_id=teacher.tid
191     where 
192         teacher.tname='张三')
193 group by
194     student_id
195 having
196     count(course_id)>=2;
197     
198     
199 #13、查询教授课程超过2门的老师的id和姓名；
200 
201 select 
202     tid,
203     tname
204 from
205     teacher
206 where 
207     tid 
208 in 
209     (select 
210         teacher_id
211     from
212         course
213     group by 
214         teacher_id
215     having
216         count(cid)>2
217     );
218 
219 #14、查询学过编号“1”课程和编号“2”课程的同学的学号、姓名；
220 select 
221     sid,sname
222 from
223     student
224 where 
225     sid
226 in
227     (select 
228         student_id 
229     from 
230         score
231     where 
232         course_id
233     in 
234         ('1','2')
235     group by
236         student_id
237     having
238         count(course_id)=2);
239 
240 #15、查询没有带过高年级的老师id和姓名；
241 
242 select
243     tid,
244     tname
245 from
246     teacher
247 where 
248     tid
249 in
250     (select
251         tid
252     from
253         teach2cls
254     where
255         cid
256     in
257         (select
258             cid 
259         from
260             class
261         where
262             grade_id<3));
263     
264 
265 #16、查询学过“张三”老师所教的所有课的同学的学号、姓名；
266 
267 select
268     sid,
269     sname
270 from
271     student
272 where sid in (
273     select distinct student_id from score where course_id in (
274         select cid from course where teacher_id in(
275             select tid from teacher where tname='张三'
276             )
277         )
278     );
279 #17、查询带过超过2个班级的老师的id和姓名；
280 select
281     tid,
282     tname
283 from
284     teacher
285 where tid in (
286     select
287         tid
288     from
289         teach2cls
290     group by
291         tid
292     having
293         count(cid)>2
294 );
295 #18、查询课程编号“2”的成绩比课程编号“1”课程低的所有同学的学号、姓名；
296     
297 select
298   sid,
299   sname
300 from 
301     student
302 where sid in (
303     select s1.student_id
304     from score as s1 inner join score as s2 on s1.student_id = s2.student_id and s1.course_id = 1 and s2.course_id = 2
305     where s1.score < s2.score);
306 
307 #19、查询所带班级数最多的老师id和姓名；
308 
309 select
310     tid,
311     tname
312 from
313     teacher
314 where
315     tid in (
316         select
317             tid
318         from
319             teach2cls
320         group by
321             tid
322         having
323             count(cid)=(
324                 select
325                     count(cid)
326                 from
327                     teach2cls
328                 group by
329                     tid
330                 order by
331                     count(cid) desc
332                 limit 1
333             )
334     );
335 #20、查询有课程成绩小于60分的同学的学号、姓名；
336 select
337     sid,
338     sname
339 from
340     student
341 where
342     sid in (
343         select
344             student_id
345         from
346             score
347         where
348             score<60
349     );
350  
351 #21、查询没有学全所有课的同学的学号、姓名；
352 
353 select 
354     sid,
355     sname
356 from
357     student
358 where
359     sid
360 not in
361     (select 
362         student_id
363     from
364         score
365     group by
366         student_id
367     having
368         count(course_id)=(select count(cid) from course)
369         );
370 
371 #22、查询至少有一门课与学号为“1”的同学所学相同的同学的学号和姓名；
372 select
373     sid,sname
374 from
375     student
376 where
377     sid in (
378         select
379             distinct student_id
380         from
381             score
382         where
383             course_id in(
384                 select
385                     course_id
386                 from
387                     score
388                 where
389                     student_id =1
390             )
391     )
392     and sid !=1;
393 
394 #23、查询至少学过学号为“1”同学所选课程中任意一门课的其他同学学号和姓名；
395 select
396     sid,sname
397 from
398     student
399 where
400     sid in (
401         select
402             distinct student_id
403         from
404             score
405         where
406             course_id in(
407                 select
408                     course_id
409                 from
410                     score
411                 where
412                     student_id =1
413             )
414     )
415     and sid !=1;
416 
417 #24、查询和“2”号同学学习的课程完全相同的其他同学的学号和姓名；
418 
419 select
420     sid,
421     sname
422 from
423     student
424 where sid in (
425     select student_id from score,
426     (select course_id from score where student_id=2)as t1
427     where score.course_id = t1.course_id and score.student_id !=2 group by score.student_id
428     having count(score.course_id)=(select count(course_id)from score where student_id=2)
429 );
430 
431 
432 #25、删除学习“张三”老师课的score表记录；
433 
434 delete from score where course_id in (
435     select cid from course where teacher_id =(
436         select tid from teacher where tname='张三')
437 );
438 
439 #26、向score表中插入一些记录，这些记录要求符合以下条件：①没有上过编号“2”课程的同学学号；②插入“2”号课程的平均成绩；
440 insert score(student_id,course_id,score)
441     select t1.sid,2,t2.avg_score from(
442     (select sid from student where sid not in (select student_id from score where course_id = 2)) as t1,
443     (select avg(score)as avg_score from score where course_id = 2) as t2);
444     
445 #27、按平均成绩从低到高显示所有学生的“语文”、“数学”、“英语”三门的课程成绩，按如下形式显示：学生ID,语文,数学,英语,课程数和平均分；
446 
447 select
448     student_id,
449     (select score from score where course_id =(select cid from course where cname='语文') and score.student_id =s1.student_id ) as '语文',
450     (select score from score where course_id =(select cid from course where cname='数学') and score.student_id =s1.student_id ) as '数学',
451     (select score from score where course_id =(select cid from course where cname='英语') and score.student_id =s1.student_id ) as '英语',
452     count(course_id) as '有效课程数',
453     avg(score) as '有效平均分'
454 from
455     score as s1
456 group by
457     student_id
458 order by
459     avg(score);
460 
461 
462 #28、查询各科成绩最高和最低的分：以如下形式显示：课程ID，最高分，最低分；
463 
464 select
465     course_id as id,
466     max(score.score) as '最高分',
467     min(score.score) as '最低分'
468 from
469     course
470 left join score
471 on score.course_id=course.cid 
472 group by course_id;
473 
474 #29、按各科平均成绩从低到高和及格率的百分数从高到低顺序；
475 select course_id,
476     avg(score) as avg_score,
477     sum(case when score.score >= 60 then 1 else 0 end) / count(sid) * 100 as percent
478 from
479     score
480 group by
481     course_id
482 order by
483     avg(score) asc,percent desc;
484 #30、课程平均分从高到低显示（现实任课老师）；
485 select
486     t1.cid,
487     t1.tname,
488     t2.avg_score
489 from(
490     select
491         teacher.tid as tid,
492         teacher.tname as tname,
493         course.cid as cid
494     from
495         teacher
496     inner join
497         course
498     on teacher.tid = teacher_id
499     )as t1
500 inner join
501     (select course_id,avg(score)as avg_score from score group by course_id )as t2
502 on
503     t1.cid=t2.course_id
504 order by
505     avg_score desc;
506 
507 #31、查询各科成绩前三名的记录(不考虑成绩并列情况) ；
508 select
509   student_id,
510   score,
511   course_id
512 from score r1
513 where (SELECT count(1)
514        from (select distinct
515                score,
516                course_id
517              from score) r2
518        where r2.course_id = r1.course_id AND r2.score > r1.score) <= 2
519 order by course_id, score DESC;
520  
521 #32、查询每门课程被选修的学生数；
522 select
523     course_id,
524     count(student_id)
525 from
526     score
527 group by
528     course_id;
529 
530 #33、查询选修了2门以上课程的全部学生的学号和姓名；
531 elect
532     sid,
533     sname
534 from
535     student
536 where sid in(
537     select
538         student_id
539     from
540         score
541     group by
542         student_id
543     having
544         count(course_id)>2);
545 
546 #34、查询男生、女生的人数，按倒序排列；
547 select
548     gender,
549     count(sid)
550 from
551     student
552 group by
553     gender
554 order by   
555     count(sid) desc;
556 
557 #35、查询姓“张”的学生名单；
558 select
559     *
560 from
561     student
562 where
563     sname like "张%";
564 #36、查询同名同姓学生名单，并统计同名人数；
565 select
566     sname,
567     count(sid)
568 from
569     student
570 group by
571     sname
572 having
573     count(sid)>1;
574 #37、查询每门课程的平均成绩，结果按平均成绩升序排列，平均成绩相同时，按课程号降序排列；
575 select
576     course_id,
577     avg(score)
578 from
579     score
580 group by
581     course_id
582 order by
583     avg(score),
584     course_id desc;
585 #38、查询课程名称为“数学”，且分数低于60的学生姓名和分数；
586 select
587     student.sname,
588     t1.score
589 from
590     student
591 inner join  (
592     select
593         student_id,
594         score
595     from
596         score
597     where score.score<60 and course_id in (
598         select
599             cid
600         from
601             course
602         where cname='数学'
603     )
604 )as t1
605 on 
606     t1.student_id=student.sid;
607 #39、查询课程编号为“3”且课程成绩在80分以上的学生的学号和姓名；
608 select
609     sid,
610     sname
611 from
612     student
613 where sid in(
614     select
615         student_id
616     from
617         score
618     where
619     course_id=3 and score>80
620 );
621 #41、查询选修“王五”老师所授课程的学生中，成绩最高和最低的学生姓名及其成绩；
622 select
623     s1.student_id,
624     low_score,
625     s2.student_id,
626     high_score
627 from(
628     select
629         tid,
630         student_id,
631         score as low_score
632     from
633         (select student_id,cid,cname,score,tid
634         from score
635         inner join
636             (select tid,tname,cid,cname from teacher inner join course on teacher.tid=course.teacher_id where tname='王五')as t1
637         on score.course_id=t1.cid)as t2 order by score limit 1) as s1
638     inner join (
639         select tid,student_id,score as high_score from
640             (select student_id,cid,cname,score,tid
641             from score
642             inner join
643                 (select tid,tname,cid,cname from teacher
644                 inner join
645                     course
646                 on teacher.tid=course.teacher_id where tname='王五')as t1
647             on score.course_id=t1.cid)as t2 order by score desc limit 1) as s2
648     on s1.tid=s2.tid;
649 #42、查询各个课程及相应的选修人数；
650 select
651     course_id ,
652     count(student_id)
653 from
654     score
655 group by
656     course_id;
657     
658 #43、查询不同课程但成绩相同的学生的学号、课程号、学生成绩；
659 select distinct
660     s1.course_id,
661     s1.student_id,
662     s1.score,
663     s2.course_id,
664     s2.student_id,
665     s2.score
666 from
667     score as s1,
668     score as s2
669 where
670 s1.score = s2.score and s1.course_id != s2.course_id;
671 #44、查询每门课程成绩最好的前两名学生id和姓名；
672 select student.sid,student.sname,course.cname, score.score
673     from score
674 inner join (
675     select course_id, score, ranking
676         from (
677              select a.course_id, a.score, count(1) as ranking
678                 from
679                     (select course_id, score from score group by course_id, score order by course_id, score desc)as a
680                 inner join
681                     (select course_id, score from score group by course_id, score order by course_id, score desc)as b
682                 on a.course_id = b.course_id and a.score <= b.score group by course_id, score
683         ) as t1
684         where ranking in (1, 2) order by course_id, ranking)as s1
685 on score.course_id = s1.course_id and score.score = s1.score
686 inner join student
687     on score.student_id = student.sid
688 inner join course
689     on score.course_id = course.cid;
690     
691 #45、检索至少选修两门课程的学生学号；
692 select
693     student_id
694 from
695     score
696 group by
697     student_id
698 having
699     count(course_id)>=2;
700     
701 #46、查询没有学生选修的课程的课程号和课程名；
702 select
703     course.cid,
704     course.cname
705 from
706     course
707 left join
708     score
709 on
710     course.cid=score.course_id
711 where
712     score.student_id is null;
713     
714 #47、查询没带过任何班级的老师id和姓名；
715 select
716     teacher.tid,
717     tname
718 from
719     teacher
720 left join
721     teach2cls
722 on
723     teacher.tid=teach2cls.tid
724 where
725     teach2cls.tcid is null;
726     
727 #48、查询有两门以上课程超过80分的学生id及其平均成绩；
728 select
729     student_id,
730     avg(score)
731 from
732     score
733 where
734     score>80
735 group by
736     student_id
737 having
738     count(course_id)>2;
739     
740 #49、检索“3”课程分数小于60，按分数降序排列的同学学号；
741 select
742     student_id,
743     score
744 from
745     score
746 where
747     score<60 and course_id=3
748 order by
749     score desc;
750     
751 #50、删除编号为“2”的同学的“1”课程的成绩；
752 delete from
753     score 
754  where
755  student_id='2' and course_id='1';
756  
757 #51、查询同时选修了物理课和生物课的学生id和姓名
758 
759 
760 select
761     student.sid,
762     student.sname
763 from
764     student
765 where sid in (
766         select
767             student_id
768         from
769             score
770         where
771             course_id IN (
772                 select
773                     cid
774                 from
775                     course
776                 where cname = '物理' or cname = '生物'
777             )
778         group by
779             student_id
780         having
781             count(course_id) = 2
782     );

操作表示例

 1 """
 2 
 3 使用
 4 from mysql_utils.sql import SQLHelper
 5 
 6 sql ="select * from 36kr"
 7 print(SQLHelper.fetch_one(sql))
 8 print(SQLHelper.fetch_all(sql))
 9 
10 # print(SQLHelper.fetchdic_one_dict(sql,{}))
11 # print(SQLHelper.fetch_all_list_dict(sql,{}))
12 """
13 
14 import pymysql
15 
16 
17 class SQLHelper(object):
18 
19     @staticmethod
20     def open(cursor):
21         conn = pymysql.connect(
22             host='127.0.0.1',
23             port=3306,
24             user='root',
25             password='',
26             db='new_source',
27             charset='utf8'
28         )
29         cursor = conn.cursor(cursor=cursor)
30         return conn,cursor
31 
32     @staticmethod
33     def close(conn,cursor):
34         conn.commit()
35         cursor.close()
36         conn.close()
37 
38     @classmethod
39     def fetch_one(cls, sql, cursor=None):
40         """
41         默认返回一个元组
42         :param sql:
43         :param args:
44         :param cursor:
45         :return:
46         """
47         conn, cursor = cls.open(cursor)
48         cursor.execute(sql)
49         obj = cursor.fetchone()
50         cls.close(conn, cursor)
51         return obj
52 
53     @classmethod
54     def fetch_all(cls, sql, cursor=None):
55         conn, cursor = cls.open(cursor)
56         cursor.execute(sql)
57         obj = cursor.fetchall()
58         cls.close(conn, cursor)
59         return obj
60 
61     @classmethod
62     def fetchdic_one_dict(cls, sql, args, cursor=pymysql.cursors.DictCursor):
63         """
64         默认返回一个字典
65         :param sql:
66         :param args:
67         :param cursor:
68         :return:{'id': 4, 'name': 'egon3', 'count': 123}
69         """
70         conn, cursor = cls.open(cursor)
71         cursor.execute(sql, args)
72         obj = cursor.fetchone()
73         cls.close(conn, cursor)
74         return obj
75     @classmethod
76     def fetch_all_list_dict(cls,sql, args,cursor =pymysql.cursors.DictCursor):
77         """
78         返回一个列表，列表元素为字典
79         :param sql:
80         :param args:
81         :param cursor:
82         :return: #[{'id': 4, 'name': 'egon3', 'count': 123}, {'id': 5, 'name': 'egon4', 'count': 111}]
83         """
84         conn, cursor = cls.open(cursor)
85         cursor.execute(sql, args)
86         obj = cursor.fetchall()
87         cls.close(conn, cursor)
88         return obj

SQLHelper

  1 #coding:utf-8
  2 import MySQLdb
  3 import json
  4 import time
  5 
  6 
  7 db = ""
  8 cursor = ""
  9 def db_init():
 10     global db
 11     global cursor
 12     # db = MySQLdb.connect("", "c396313051","123456ok","news", charset="utf8mb4")
 13     db = MySQLdb.connect("", "root","","news_crawl",port=22936,charset="utf8mb4")
 14     cursor = db.cursor()
 15     # 使用cursor()方法获取操作游标 
 16     # print("Connection is successful!")
 17 
 18 def db_close():
 19     db.close()
 20 
 21 def db_commit():
 22     db.commit()
 23 
 24 def get_unupdate_count():
 25     db_init()
 26     sql = "SELECT COUNT(*) FROM news_detail WHERE flag_content_update = '0' "
 27     try:
 28         cursor.execute(sql)
 29         result = cursor.fetchall()
 30         # print("result", result)
 31         print("result", result[0][0])
 32         return result
 33     except Exception as e:
 34         print("ERROR", e)
 35 
 36 def get_unupdate_news():
 37     db_init()
 38     sql = "SELECT * FROM news_detail WHERE flag_content_update = '0' AND web_source = 'techweb'  ORDER BY release_time DESC LIMIT 5000"
 39     try:
 40         cursor.execute(sql)
 41         result = cursor.fetchall()
 42         # print("result", result)
 43         news_list = []
 44         for row in result:
 45             news_id = row[6]
 46             news_url = row[1]
 47             news_web_source = row[5]
 48             news_list.append({
 49                 "id": news_id,
 50                 "url": news_url,
 51                 "web_source": news_web_source
 52             })
 53         print("news_list", news_list)
 54         return news_list
 55     except Exception as e:
 56         print("ERROR", e)
 57 
 58 def check_news(title, web_source):
 59     db_init()
 60     sql = "SELECT COUNT(*) FROM news_detail WHERE title = '%s' AND web_source = '%s'" %(title, web_source)
 61     try:
 62         cursor.execute(sql)
 63         result = cursor.fetchall()
 64         # print("result", result)
 65         print("result", result[0][0])
 66         return result[0][0]
 67     except Exception as e:
 68         print("ERROR", e)
 69 
 70 def update_news_content(news_id, news_content):
 71     if news_content != None:
 72         db_init()
 73         sql = "UPDATE news_detail SET content = '%s', flag_content_update = '1' WHERE id = '%s'" % (news_content, news_id)
 74         try:
 75             cursor.execute(sql)
 76             db.commit()
 77             print("content已更新!", news_id)
 78         except Exception as e:
 79             print("ERROR", e)
 80             db.rollback()
 81 
 82 def get_latest_data_50(web_source):
 83     db_init()
 84     sql = "SELECT * FROM news_detail WHERE web_source = '%s' ORDER BY release_time DESC LIMIT 50" % (web_source)
 85     try:
 86         cursor.execute(sql)
 87         result = cursor.fetchall()
 88         # print("result", result)
 89         title_list = []
 90         for row in result:
 91             title = row[0]
 92             title_list.append(title)
 93         # print("title_list", title_list)
 94         return title_list
 95     except Exception as e:
 96         print("ERROR", e)
 97 
 98 def get_latest_data(web_source):
 99     db_init()
100     sql = "SELECT * FROM news_detail WHERE web_source = '%s' ORDER BY release_time DESC LIMIT 10" % (web_source)
101     try:
102         cursor.execute(sql)
103         result = cursor.fetchall()
104         # print("result", result)
105         title_list = []
106         for row in result:
107             title = row[0]
108             title_list.append(title)
109         # print("title_list", title_list)
110         return title_list
111     except Exception as e:
112         print("ERROR", e)
113 
114 def getData(source_name_val):
115     db_init()
116     # cursor = db.cursor()
117     sql = "SELECT * FROM source_info WHERE source_name = '%s'" % (source_name_val)
118     try:
119         cursor.execute(sql)
120         results = cursor.fetchall()
121         for row in results:
122             source_name = row[0]
123             update_time = row[1]
124             latest_news = row[2]
125             # print("source_name", source_name)
126             # print("update_time", update_time)
127             # print("latest_news", json.loads(latest_news))
128             return latest_news
129     except Exception as e:
130         print("ERROR",e)
131 
132     # 关闭数据库连接
133     db.close()
134 '''
135 {"title": "寻电之路2：海外合资品牌的全面反攻", "url": "https://www.autotimes.com.cn/news/202012/1536909.html", "release_time": "2020-12-23 09:52", "source": "汽车之家", "content": "", "web_source": "qicheshidai", "source_type": "0", "polarity": 1}
136 '''
137 def insertDataQuick(data_object):
138     # db_init()
139     sql = "INSERT INTO news_detail(title,url,release_time,source,content,web_source,source_type,polarity) VALUES(%s, %s, %s, %s, %s, %s, %s, %s)"
140     # print(sql)
141     try:
142         cursor.execute(sql, (data_object["title"], data_object["url"], data_object["release_time"], data_object["source"], data_object["content"], data_object["web_source"],data_object["source_type"],data_object["polarity"]))
143         # db.commit()
144     except Exception as e:
145         print("ERROR", e)
146         db.rollback()
147 def insert_Data_many(news_list):
148     db_init()
149     news_values = []
150     for news in news_list:
151         news_values.append((news["title"], news["url"], news["release_time"], news["web_source"], news["company"], news["source_type"]))
152     cursor.executemany('INSERT INTO news_detail(title,url, release_time, web_source, company, source_type) VALUES(%s, %s, %s, %s, %s, %s)', news_values)
153     db.commit()
154     print("插入完成")
155 
156 def insertData(data_object):
157     db_init()
158     sql = "INSERT INTO news_detail(title,url,release_time,source,content,web_source,source_type,polarity) VALUES(%s, %s, %s, %s, %s, %s, %s, %s)"
159     # print(sql)
160     try:
161         cursor.execute(sql, (data_object["title"], data_object["url"], data_object["release_time"], data_object["source"], data_object["content"], data_object["web_source"], data_object["source_type"],data_object["polarity"]))
162         db.commit()
163     except Exception as e:
164         print("ERROR", e)
165         db.rollback()
166 
167     # cursor.close()
168     # db.commit()
169     # 关闭数据库连接
170     db.close()
171 
172 def updateData(latest_news_val, source_name_val):
173     db_init()
174     latest_news = json.dumps(latest_news_val, ensure_ascii=False)
175     sql = "UPDATE source_info SET latest_news = '%s' WHERE source_name = '%s'" % (latest_news, source_name_val)
176     try:
177         cursor.execute(sql)
178         db.commit()
179     except Exception as e:
180         print("ERROR", e)
181         db.rollback()
182 
183 
184 
185 # latest_news_temp = ["新闻1","xxx"]
186 # db_init()
187 # data_ob = {
188 #     "title": "x",
189 #     "url": "http://sss",
190 #     "release_time": "2020-11-11 10:30:00",
191 #     "source": "sohu",
192 #     "content": "c",
193 #     "web_source": "sohu"
194 # }
195 # insertData(data_ob)
196 # insertData(data_ob)
197 # insertData(data_ob)
198 # getData('sohu')
199 # updateData(latest_news_temp, 'sohu')
200 # setData()
201 # get_latest_data("techweb")
202 # get_unupdate_news()
203 # get_unupdate_count()
204 # check_news("寻电之路2：海外合资品牌的全面反攻", "qicheshidai")

mysql_utils

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