第六篇 Mysql数据库

Mysql数据库　　

前期准备
参考链接：https://blog.csdn.net/Python_bh/article/details/109565532?spm=1001.2014.3001.5501

windows简单命令：

tasklist | findstr mysql 任务查找

taskkill /F /PID 17736 强制杀死任务

mysql相关
windows安装链接下载（msi）一键安装

1. 创建数据库&表结构并录入数据（可以自行创造数据）
create database day27db default charset utf8 collate utf8_general_ci;
use day27db;
drop database day27db;
drop database IF EXISTS day27db;

2.利用导入数据库命令：
导入：
mysql -u root -p  day27db < /Users/wupeiqi/day27db.sql

导出：
# 结构+数据
mysqldump -u root -p  day27db > /Users/wupeiqi/day27db2.sql #导出全部数据
mysqldump -uroot -p dbname test>db.sql # 导出test表的数据与结构

# 结构
mysqldump -u root -p -d day27db > /Users/wupeiqi/day27db3.sql

3 创建用户 luffy 并赋予此数据库的所有权限。
create user 'luffy'@'%' identified by 'root123';
如果创建失败，先执行下面两步操作，（可能未删除干净）
##drop user "root"@'localhost'; 
##flush privileges;
grant all privileges on day27db.* TO 'luffy'@'%';
flush privileges;

1 如果安装mysql出错

执行：

2 注意一定要用管理员权限启动（避免错误）
3添加到用户服务（自启动）

注意：--install前，必须用mysql启动命令的绝对路径
# 制作MySQL的Windows服务，在终端执行此命令：
"c:\mysql-5.7.16-winx64\bin\mysqld" --install
 
# 移除MySQL的Windows服务，在终端执行此命令：
"c:\mysql-5.7.16-winx64\bin\mysqld" --remove
 
 
注册成服务之后，以后再启动和关闭MySQL服务时，仅需执行如下命令：
# 启动MySQL服务
net start mysql
 
# 关闭MySQL服务
net stop mysql
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版权声明：本文为CSDN博主「Python_bh」的原创文章，遵循CC 4.0 BY-SA版权协议，转载请附上原文出处链接及本声明。
原文链接：https://blog.csdn.net/Python_bh/article/details/109565532

net_start_mysql

4 Ubuntu Server下启动/停止/重启MySQL数据库的三种方式(ubuntu 16.04)

启动mysql：
方式一：sudo /etc/init.d/mysql start 
方式二：sudo service mysql start

停止mysql：
方式一：sudo /etc/init.d/mysql stop 
方式二：sudo service mysql stop

重启mysql：
方式一：sudo/etc/init.d/mysql restart
方式二：sudo service mysql restart

View Code

5 ubuntu root用户丢失，重新创建

# 1 找到服务器自带默认用户
vim /etc/mysql/debian.cnf
# 2 登录mysql 
user mysql;
select * from user \G;#查看用户表
# 3 参考下面截图创建root用户

创建root用户

说明：localhost 应更换为“%”（方便远程连接）

Host列指定了允许用户登录所使用的IP，比如user=root Host=192.168.1.1。这里的意思就是说root用户只能通过192.168.1.1的客户端去访问。
　　而%是个通配符，如果Host=192.168.1.%，那么就表示只要是IP地址前缀为“192.168.1.”的客户端都可以连接。如果Host=%，表示所有IP都有连接权限。、
　　这也就是为什么在开启远程连接的时候，大部分人都直接把Host改成%的缘故，为了省事

root@"%"说明

6 linux修改用户密码

vim /etc/mysql/mysql.cnf

!includedir /etc/mysql/conf.d/
!includedir /etc/mysql/mysql.conf.d/
[mysqld]
skip-grant-tables

2 修改密码
update mysql.user set password=password("123") where user="root" and host="localhost";

skip-grant-tables

方式二：
# 前面为旧密码，password后面为新密码
mysqladmin -uroot -p123456 password micagent

mysql 格式化输出

# 使用G按行垂直显示结果
mysql> select * from db_archivelog\G
其他参考链接：https://www.cnblogs.com/mayidudu/p/5983696.html

6 mysql可视化工具（navicat）
链接：https://www.aliyundrive.com/s/zrUkgSCQwFZ

---相关命令：
1 tasklist |findstr mysql
2 taskkill /F /PID 10556 #强制杀死


----windows平台mysql密码设置
#1 关闭mysql
    - tasklist |findstr mysql
    - taskkill /F /PID 10556 #强制杀死
#2 在cmd中执行：mysqld --skip-grant-tables
#3 在cmd中执行：mysql
#4 执行如下sql：
update mysql.user set authentication_string=password('') where user = 'root';
flush privileges;

#5 tskill mysqld #或taskkill -f /PID 7832
#6 重新启动mysql


-----配置文件my.ini
-统一字符编码
#mysql5.5以上：修改方式有所改动
[mysqld]
character-set-server=utf8
collation-server=utf8_general_ci
[client]
default-character-set=utf8
[mysql]
default-character-set=utf8

密码修改-配置文件

 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、数据库服务器：运行数据库管理软件的计算机

2、数据库管理软件：mysql，oracle，db2，slqserver

3、库：文件夹

4、表:文件

5、记录：事物一系列典型的特征：egon,male,18,oldgirl

6、数据：描述事物特征的符号

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

unique key

单列唯一
    #方式一
    create table department(
        id int unique,
        name char(10) unique
    );
    #方式二：
    create table department(
        id int,
        name char(10)，
        unique(id),
        unique(name)
    );




    insert into department values
    (1,'IT'),
    (2,'Sale');


联合唯一
create table services(
    id int,
    ip char(15),
    port int,
    unique(id),
    unique(ip,port)
);



insert into services values
(1,'192.168.11.10',80),
(2,'192.168.11.10',81),
(3,'192.168.11.13',80);




insert into services values
(4,'192.168.11.10',80);

7.2 unique key

primary key
约束：not null unique
存储引擎（innodb）:对于innodb存储引擎来说，一张表内必须有一个主键

# 单列主键
create table t17(
    id int primary key,
    name char(16)
);



insert into t17 values
(1,'egon'),
(2,'alex');

insert into t17 values
(2,'wxx');

insert into t17(name) values
('wxx');

create table t18(
    id int not null unique,
    name char(16)
);



# 复合主键
create table t19(
    ip char(15),
    port int,
    primary key(ip,port)
);


insert into t19 values
('1.1.1.1',80),
('1.1.1.1',81);

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）

 1 where字句中可以使用：
 2 
 3 1比较运算符：><>= <= <> !=
 4 2between 80 and 100 值在80到100之间
 5 3in(80,90,100) 值是80或90或100
 6 4 like 'egon%'
 7    pattern可以是%或_，
 8    %表示任意多字符
 9    _表示一个字符
10 5逻辑运算符：在多个条件直接可以使用逻辑运算符 and or not
11 
12 #1:单条件查询
13     SELECT name FROM employee
14         WHERE post='sale';
15 
16 #2:多条件查询
17     SELECT name,salary FROM employee
18         WHERE post='teacher' AND salary>10000;
19 
20 #3:关键字BETWEEN AND
21     SELECT name,salary FROM employee 
22         WHERE salary BETWEEN 10000 AND 20000;
23 
24     SELECT name,salary FROM employee 
25         WHERE salary NOT BETWEEN 10000 AND 20000;
26 
27 #4:关键字IS NULL(判断某个字段是否为NULL不能用等号，需要用IS)
28     SELECT name,post_comment FROM employee 
29         WHERE post_comment IS NULL;
30 
31     SELECT name,post_comment FROM employee 
32         WHERE post_comment IS NOT NULL;
33 
34     SELECT name,post_comment FROM employee 
35         WHERE post_comment=''; 注意''是空字符串，不是null
36     ps：
37         执行
38         update employee set post_comment='' where id=2;
39         再用上条查看，就会有结果了
40 
41 #5:关键字IN集合查询
42     SELECT name,salary FROM employee 
43         WHERE salary=3000 OR salary=3500 OR salary=4000 OR salary=9000 ;
44 
45     SELECT name,salary FROM employee 
46         WHERE salary IN (3000,3500,4000,9000) ;
47 
48     SELECT name,salary FROM employee 
49         WHERE salary NOT IN (3000,3500,4000,9000) ;
50 
51 #6:关键字LIKE模糊查询
52     通配符’%’
53     SELECT * FROM employee 
54             WHERE name LIKE 'eg%';
55 
56     通配符’_’
57     SELECT * FROM employee 
58             WHERE name LIKE 'al__';
59 1. 查看岗位是teacher的员工姓名、年龄
60 2. 查看岗位是teacher且年龄大于30岁的员工姓名、年龄
61 3. 查看岗位是teacher且薪资在9000-1000范围内的员工姓名、年龄、薪资
62 4. 查看岗位描述不为NULL的员工信息
63 5. 查看岗位是teacher且薪资是10000或9000或30000的员工姓名、年龄、薪资
64 6. 查看岗位是teacher且薪资不是10000或9000或30000的员工姓名、年龄、薪资
65 7. 查看岗位是teacher且名字是jin开头的员工姓名、年薪
66 select name,age from employee where post = 'teacher';
67 select name,age from employee where post='teacher' and age > 30; 
68 select name,age,salary from employee where post='teacher' and salary between 9000 and 10000;
69 select * from employee where post_comment is not null;
70 select name,age,salary from employee where post='teacher' and salary in (10000,9000,30000);
71 select name,age,salary from employee where post='teacher' and salary not in (10000,9000,30000);
72 select name,salary*12 from employee where post='teacher' and name like 'jin%';

where约束查询（in,between,like等)）

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='127.0.0.1',
 7     port=3306,
 8     user='root',
 9     password='',
10     db='text1',
11     charset='utf8'
12 )
13 
14 # 拿游标
15 cursor=conn.cursor()
16 
17 # 执行sql
18 # 增、删、改
19 
20 
21 ##################    1 插入数据     ###########
22 # 单条插入
23 # sql='insert into t1(user,pwd) values(%s,%s)'
24 # # rows=cursor.execute(sql,('wxx','123')) #
25 # rows = cursor.execute('insert into t1(user,pwd) values(%(user)s, %(pwd)s)',{'user':'hah','pwd':'123'})
26 # print(rows)
27 #
28 # # 批量插入
29 # rows=cursor.executemany(sql,[('egon3','123'),('egon4','111'),('egon5','2222')]) # 批量插入
30 # print(cursor.lastrowid)
31 
32 ##################    2 修改数据     ###########
33 # sql='update t1 set user = %s where user ="wxx"'
34 # rows = cursor.execute(sql,("wh"))
35 # print(rows)
36 
37 
38 ##################    3 删除数据    ###########
39 # sql='delete from t1 where user like "%alin%"'
40 # rows = cursor.execute(sql)
41 # print(rows)
42 
43 # conn.commit()
44 
45 # # 关闭
46 # cursor.close()
47 # conn.close()

pymsql 增，删，改

 1 ##################    4 查询数据    ###########
 2 
 3 
 4 # import pymysql
 5 #
 6 # # 建立链接
 7 # conn=pymysql.connect(
 8 #     host='192.168.10.15',
 9 #     port=3306,
10 #     user='root',
11 #     password='123',
12 #     db='db9',
13 #     charset='utf8'
14 # )
15 
16 # 拿游标
17 # cursor=conn.cursor(pymysql.cursors.DictCursor)
18 
19 # 执行sql
20 # 查询
21 # rows=cursor.execute('select * from t1;')
22 # print(rows)
23 # print(cursor.fetchone())
24 # print(cursor.fetchone())
25 
26 
27 
28 # print(cursor.fetchmany(2))
29 
30 # print(cursor.fetchall())
31 # print(cursor.fetchall())
32 
33 
34 
35 # cursor.scroll(3,mode='absolute') # 相对绝对位置移动
36 # print(cursor.fetchone())
37 # cursor.scroll(2,mode='relative') # 相对当前位置移动
38 # print(cursor.fetchone())
39 
40 #
41 
42 # 关闭
43 # cursor.close()
44 # conn.close()

pymsql 查询

#1、增删改
import pymysql

# 建立链接
conn=pymysql.connect(
    host='192.168.10.15',
    port=3306,
    user='root',
    password='123',
    db='db7',
    charset='utf8'
)

# 拿游标
cursor=conn.cursor()

# 执行sql
# cursor.callproc('p1')
# print(cursor.fetchall())

cursor.callproc('p2',(2,4,0))
# print(cursor.fetchall())

cursor.execute('select @_p2_2')
print(cursor.fetchone())

# 关闭
cursor.close()
conn.close()

存储过程的执行

事务　　

import pymysql

conn = pymysql.connect(host='127.0.0.1', port=3306, user='root', passwd='root123', charset="utf8", db='userdb')
cursor = conn.cursor()

# 开启事务
conn.begin()

try:
    cursor.execute("update users set amount=1 where id=1")
    int('asdf')
    cursor.execute("update tran set amount=2 where id=2")
except Exception as e:
    # 回滚
    print("回滚")
    conn.rollback()
else:
    # 提交
    print("提交")
    conn.commit()

cursor.close()
conn.close()

事务

排他锁
排它锁（ for update），加锁之后，其他事务不可以读写

A: 访问页面查看商品剩余 100
B: 访问页面查看商品剩余 100

此时 A、B 同时下单，那么他们同时执行SQL：
    update goods set count=count-1 where id=3
由于Innodb引擎内部会加锁，所以他们两个即使同一时刻执行，内部也会排序逐步执行。


但是，当商品剩余 1个时，就需要注意了。
A: 访问页面查看商品剩余 1
B: 访问页面查看商品剩余 1

此时 A、B 同时下单，那么他们同时执行SQL：
    update goods set count=count-1 where id=3
这样剩余数量就会出现 -1，很显然这是不正确的，所以应该怎么办呢？


这种情况下，可以利用 排它锁，在更新之前先查询剩余数量，只有数量 >0 才可以购买，所以，下单时应该执行：
    begin; -- start transaction;
    select count from goods where id=3 for update;
    -- 获取个数进行判断
    if 个数>0:
        update goods set count=count-1 where id=3;
    else:
        -- 已售罄
    commit;

应用场景：总共100件商品，每次购买一件需要让商品个数减1

import pymysql
import threading


def task():
    conn = pymysql.connect(host='127.0.0.1', port=3306, user='root', passwd='root123', charset="utf8", db='userdb')
    cursor = conn.cursor(pymysql.cursors.DictCursor)
    # cursor = conn.cursor()
    
    # 开启事务
    conn.begin()

    cursor.execute("select id,age from tran where id=2 for update")
    # fetchall      ( {"id":1,"age":10},{"id":2,"age":10}, )   ((1,10),(2,10))
    # {"id":1,"age":10}   (1,10)
    result = cursor.fetchone()
    current_age = result['age']
    
    if current_age > 0:
        cursor.execute("update tran set age=age-1 where id=2")
    else:
        print("已售罄")

    conn.commit()

    cursor.close()
    conn.close()


def run():
    for i in range(5):
        t = threading.Thread(target=task)
        t.start()


if __name__ == '__main__':
    run()

排他锁（for update）

SQL工具类(数据库连接池)
1 单例与方法　

# db.py
# 单例与方法

import pymysql
from dbutils.pooled_db import PooledDB


class DBHelper(object):

    def __init__(self):
        # TODO 此处配置，可以去配置文件中读取。
        self.pool = PooledDB(
            creator=pymysql,  # 使用链接数据库的模块
            maxconnections=5,  # 连接池允许的最大连接数，0和None表示不限制连接数
            mincached=2,  # 初始化时，链接池中至少创建的空闲的链接，0表示不创建
            maxcached=3,  # 链接池中最多闲置的链接，0和None不限制
            blocking=True,  # 连接池中如果没有可用连接后，是否阻塞等待。True，等待；False，不等待然后报错
            setsession=[],  # 开始会话前执行的命令列表。如：["set datestyle to ...", "set time zone ..."]
            ping=0,
            # ping MySQL服务端，检查是否服务可用。# 如：0 = None = never, 1 = default = whenever it is requested, 2 = when a cursor is created, 4 = when a query is executed, 7 = always
            host='127.0.0.1',
            port=3306,
            user='root',
            password='root123',
            database='userdb',
            charset='utf8'
        )

    def get_conn_cursor(self):
        conn = self.pool.connection()
        cursor = conn.cursor(pymysql.cursors.DictCursor)
        return conn, cursor

    def close_conn_cursor(self, *args):
        for item in args:
            item.close()

    def exec(self, sql, **kwargs):
        conn, cursor = self.get_conn_cursor()

        cursor.execute(sql, kwargs)
        conn.commit()

        self.close_conn_cursor(conn, cursor)

    def fetch_one(self, sql, **kwargs):
        conn, cursor = self.get_conn_cursor()

        cursor.execute(sql, kwargs)
        result = cursor.fetchone()

        self.close_conn_cursor(conn, cursor)
        return result

    def fetch_all(self, sql, **kwargs):
        conn, cursor = self.get_conn_cursor()

        cursor.execute(sql, kwargs)
        result = cursor.fetchall()

        self.close_conn_cursor(conn, cursor)

        return result


db = DBHelper()

SQL操作类（基于数据库连接池）

from db import db

db.exec("insert into d1(name) values(%(name)s)", name="华王666")

ret = db.fetch_one("select * from d1")
print(ret)

ret = db.fetch_one("select * from d1 where id=%(nid)s", nid=3)
print(ret)

ret = db.fetch_all("select * from d1")
print(ret)

ret = db.fetch_all("select * from d1 where id>%(nid)s", nid=2)
print(ret)

2 基于上下文管理

# db_context.py
import threading
import pymysql
from dbutils.pooled_db import PooledDB

POOL = PooledDB(
    creator=pymysql,  # 使用链接数据库的模块
    maxconnections=5,  # 连接池允许的最大连接数，0和None表示不限制连接数
    mincached=2,  # 初始化时，链接池中至少创建的空闲的链接，0表示不创建
    maxcached=3,  # 链接池中最多闲置的链接，0和None不限制
    blocking=True,  # 连接池中如果没有可用连接后，是否阻塞等待。True，等待；False，不等待然后报错
    setsession=[],  # 开始会话前执行的命令列表。如：["set datestyle to ...", "set time zone ..."]
    ping=0,
    host='127.0.0.1',
    port=3306,
    user='root',
    password='root123',
    database='userdb',
    charset='utf8'
)


class Connect(object):
    def __init__(self):
        self.conn = conn = POOL.connection()
        self.cursor = conn.cursor(pymysql.cursors.DictCursor)

    def __enter__(self):
        return self

    def __exit__(self, exc_type, exc_val, exc_tb):
        self.cursor.close()
        self.conn.close()

    def exec(self, sql, **kwargs):
        self.cursor.execute(sql, kwargs)
        self.conn.commit()

    def fetch_one(self, sql, **kwargs):
        self.cursor.execute(sql, kwargs)
        result = self.cursor.fetchone()
        return result

    def fetch_all(self, sql, **kwargs):
        self.cursor.execute(sql, kwargs)
        result = self.cursor.fetchall()
        return result

db_context.py

from db_context import Connect

with Connect() as obj:
    # print(obj.conn)
    # print(obj.cursor)
    ret = obj.fetch_one("select * from d1")
    print(ret)

    ret = obj.fetch_one("select * from d1 where id=%(id)s", id=3)
    print(ret)

操作表（utils）

#操作表
#1、自行创建测试数据；
#班级表：class
create table class(
cid int primary key auto_increment,
caption char(5),
grade_id int
);
insert into class values
(1,'一年一班',1),
(2,'二年一班',2),
(3,'三年二班',3);

#2、查询学生总人数；
    select count(sid) as total_sid from student;
    
#3、查询“生物”课程和“物理”课程成绩都及格的学生id和姓名；
    #成绩表与课程表连表-一学生分组-找出条件
select sid,sname from 
    student where sid in 
        (select student_id 
        from score inner join course  #连表
            on score.course_id=course.cid
            where score>=60 
            and cname ='生物' or cname ='物理'
        group by # 学生id分组
            score.student_id
        having
            count(course_id)=2);
            

#4、查询每个年级的班级数，取出班级数最多的前三个年级；
    select gname,count(gname) from 
    class inner join class_grade on class.grade_id=class_grade.gid
        group by 
            gname
            order by count(gname)desc
            limit(3);
    

#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；
select 
    sid,
    sname,
    t1.avg_score
from
    student
inner join(
    select
        student_id,
        avg(score)as avg_score
    from
        score
    group by
        student_id
    having
        avg(score) in(
            (select avg(score)as low_score from score group by student_id order by avg(score) limit 1),
            (select avg(score)as high_score from score group by student_id order by avg(score) desc limit 1))
        )as t1
on
    student.sid=t1.student_id;
    

#6、查询每个年级的学生人数；
# 学生与班级连表-grade_id分组-统计人数

select grade_id,count(sid)as total_student
from
(select
    class.grade_id,student.sid
from
    student
inner join 
    class
on
    student.class_id=class.cid) as t1
group by 
    t1.grade_id;
    
    

#7、查询每位学生的学号，姓名，选课数，平均成绩；
select
    sid,
    sname,
    t1.total_course,
    t1.avg_score
from
    student
left join(
    select
        student_id,
        count(course_id)as total_course,
        avg(score)as avg_score
    from
        score
    group by
        student_id
    )as t1
on
student.sid=t1.student_id;

#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；
select
    sid,
    sname,
    t1.course_id,
    t1.score
from
    student
inner join(
    select
        student_id,
        course_id,
        score
    from
        score
    where
        score in(
            (select score from score where student_id=2 order by score desc limit 1),
            (select score from score where student_id=2 order by score limit 1 )
            )
        )as t1
on
    student.sid=t1.student_id;
 
#9、查询姓“李”的老师的个数和所带班级数；
select
    count(t1.tid)as total_li,
    count(teach2cls.cid)as total_class
from
    teach2cls
inner join(
    select
        tid
    from
        teacher
    where
        tname like "李%"
    )as t1
on
    teach2cls.tid=t1.tid

#10、查询班级数小于5的年级id和年级名；
select 
    gid,
    gname
from
    class_grade
where 
    gid
in
    (select #年纪id与对应班级数的表
        grade_id
    from
        class 
    group by
        grade_id
    having
        count(cid)<5);
    


#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)
    #班级id    班级名称    年级  年级级别
        #1     一年一班    一年级    低
        
    #班级表与年纪表连表--加入级别
    
select
    class.cid as '班级id',
    class.caption as '班级名称',
    class_grade.gname as '年级',
    case when class_grade.gid between 1 and 2 then '低'
    when class_grade.gid between 3 and 4 then '中'
    when class_grade.gid between 5 and 6 then '高' else 0 end as '年级级别'
from
    class,
    class_grade
where
    class.grade_id = class_grade.gid;
    
#12、查询学过“张三”老师2门课以上的同学的学号、姓名；
    # 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

select
    student_id
from
    score
where
    course_id
in
    (select
        course.cid
    from
        course
    inner join
        teacher
    on
        course.teacher_id=teacher.tid
    where 
        teacher.tname='张三')
group by
    student_id
having
    count(course_id)>=2;
    
    
#13、查询教授课程超过2门的老师的id和姓名；

select 
    tid,
    tname
from
    teacher
where 
    tid 
in 
    (select 
        teacher_id
    from
        course
    group by 
        teacher_id
    having
        count(cid)>2
    );

#14、查询学过编号“1”课程和编号“2”课程的同学的学号、姓名；
select 
    sid,sname
from
    student
where 
    sid
in
    (select 
        student_id 
    from 
        score
    where 
        course_id
    in 
        ('1','2')
    group by
        student_id
    having
        count(course_id)=2);

#15、查询没有带过高年级的老师id和姓名；

select
    tid,
    tname
from
    teacher
where 
    tid
in
    (select
        tid
    from
        teach2cls
    where
        cid
    in
        (select
            cid 
        from
            class
        where
            grade_id<3));
    

#16、查询学过“张三”老师所教的所有课的同学的学号、姓名；

select
    sid,
    sname
from
    student
where sid in (
    select distinct student_id from score where course_id in (
        select cid from course where teacher_id in(
            select tid from teacher where tname='张三'
            )
        )
    );
#17、查询带过超过2个班级的老师的id和姓名；
select
    tid,
    tname
from
    teacher
where tid in (
    select
        tid
    from
        teach2cls
    group by
        tid
    having
        count(cid)>2
);
#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；
    
select
  sid,
  sname
from 
    student
where sid in (
    select s1.student_id
    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
    where s1.score < s2.score);

#19、查询所带班级数最多的老师id和姓名；

select
    tid,
    tname
from
    teacher
where
    tid in (
        select
            tid
        from
            teach2cls
        group by
            tid
        having
            count(cid)=(
                select
                    count(cid)
                from
                    teach2cls
                group by
                    tid
                order by
                    count(cid) desc
                limit 1
            )
    );
#20、查询有课程成绩小于60分的同学的学号、姓名；
select
    sid,
    sname
from
    student
where
    sid in (
        select
            student_id
        from
            score
        where
            score<60
    );
 
#21、查询没有学全所有课的同学的学号、姓名；

select 
    sid,
    sname
from
    student
where
    sid
not in
    (select 
        student_id
    from
        score
    group by
        student_id
    having
        count(course_id)=(select count(cid) from course)
        );

#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；
select
    sid,sname
from
    student
where
    sid in (
        select
            distinct student_id
        from
            score
        where
            course_id in(
                select
                    course_id
                from
                    score
                where
                    student_id =1
            )
    )
    and sid !=1;

#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；
select
    sid,sname
from
    student
where
    sid in (
        select
            distinct student_id
        from
            score
        where
            course_id in(
                select
                    course_id
                from
                    score
                where
                    student_id =1
            )
    )
    and sid !=1;

#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；

select
    sid,
    sname
from
    student
where sid in (
    select student_id from score,
    (select course_id from score where student_id=2)as t1
    where score.course_id = t1.course_id and score.student_id !=2 group by score.student_id
    having count(score.course_id)=(select count(course_id)from score where student_id=2)
);


#25、删除学习“张三”老师课的score表记录；

delete from score where course_id in (
    select cid from course where teacher_id =(
        select tid from teacher where tname='张三')
);

#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；
insert score(student_id,course_id,score)
    select t1.sid,2,t2.avg_score from(
    (select sid from student where sid not in (select student_id from score where course_id = 2)) as t1,
    (select avg(score)as avg_score from score where course_id = 2) as t2);
    
#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；

select
    student_id,
    (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',
    (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',
    (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',
    count(course_id) as '有效课程数',
    avg(score) as '有效平均分'
from
    score as s1
group by
    student_id
order by
    avg(score);


#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；

select
    course_id as id,
    max(score.score) as '最高分',
    min(score.score) as '最低分'
from
    course
left join score
on score.course_id=course.cid 
group by course_id;

#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；
select course_id,
    avg(score) as avg_score,
    sum(case when score.score >= 60 then 1 else 0 end) / count(sid) * 100 as percent
from
    score
group by
    course_id
order by
    avg(score) asc,percent desc;
#30、课程平均分从高到低显示（现实任课老师）；
select
    t1.cid,
    t1.tname,
    t2.avg_score
from(
    select
        teacher.tid as tid,
        teacher.tname as tname,
        course.cid as cid
    from
        teacher
    inner join
        course
    on teacher.tid = teacher_id
    )as t1
inner join
    (select course_id,avg(score)as avg_score from score group by course_id )as t2
on
    t1.cid=t2.course_id
order by
    avg_score desc;

#31、查询各科成绩前三名的记录(不考虑成绩并列情况) ；
select
  student_id,
  score,
  course_id
from score r1
where (SELECT count(1)
       from (select distinct
               score,
               course_id
             from score) r2
       where r2.course_id = r1.course_id AND r2.score > r1.score) <= 2
order by course_id, score DESC;
 
#32、查询每门课程被选修的学生数；
select
    course_id,
    count(student_id)
from
    score
group by
    course_id;

#33、查询选修了2门以上课程的全部学生的学号和姓名；
elect
    sid,
    sname
from
    student
where sid in(
    select
        student_id
    from
        score
    group by
        student_id
    having
        count(course_id)>2);

#34、查询男生、女生的人数，按倒序排列；
select
    gender,
    count(sid)
from
    student
group by
    gender
order by   
    count(sid) desc;

#35、查询姓“张”的学生名单；
select
    *
from
    student
where
    sname like "张%";
#36、查询同名同姓学生名单，并统计同名人数；
select
    sname,
    count(sid)
from
    student
group by
    sname
having
    count(sid)>1;
#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；
select
    course_id,
    avg(score)
from
    score
group by
    course_id
order by
    avg(score),
    course_id desc;
#38、查询课程名称为“数学”，且分数低于60的学生姓名和分数；
select
    student.sname,
    t1.score
from
    student
inner join  (
    select
        student_id,
        score
    from
        score
    where score.score<60 and course_id in (
        select
            cid
        from
            course
        where cname='数学'
    )
)as t1
on 
    t1.student_id=student.sid;
#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；
select
    sid,
    sname
from
    student
where sid in(
    select
        student_id
    from
        score
    where
    course_id=3 and score>80
);
#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；
select
    s1.student_id,
    low_score,
    s2.student_id,
    high_score
from(
    select
        tid,
        student_id,
        score as low_score
    from
        (select student_id,cid,cname,score,tid
        from score
        inner join
            (select tid,tname,cid,cname from teacher inner join course on teacher.tid=course.teacher_id where tname='王五')as t1
        on score.course_id=t1.cid)as t2 order by score limit 1) as s1
    inner join (
        select tid,student_id,score as high_score from
            (select student_id,cid,cname,score,tid
            from score
            inner join
                (select tid,tname,cid,cname from teacher
                inner join
                    course
                on teacher.tid=course.teacher_id where tname='王五')as t1
            on score.course_id=t1.cid)as t2 order by score desc limit 1) as s2
    on s1.tid=s2.tid;
#42、查询各个课程及相应的选修人数；
select
    course_id ,
    count(student_id)
from
    score
group by
    course_id;
    
#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；
select distinct
    s1.course_id,
    s1.student_id,
    s1.score,
    s2.course_id,
    s2.student_id,
    s2.score
from
    score as s1,
    score as s2
where
s1.score = s2.score and s1.course_id != s2.course_id;
#44、查询每门课程成绩最好的前两名学生id和姓名；
select student.sid,student.sname,course.cname, score.score
    from score
inner join (
    select course_id, score, ranking
        from (
             select a.course_id, a.score, count(1) as ranking
                from
                    (select course_id, score from score group by course_id, score order by course_id, score desc)as a
                inner join
                    (select course_id, score from score group by course_id, score order by course_id, score desc)as b
                on a.course_id = b.course_id and a.score <= b.score group by course_id, score
        ) as t1
        where ranking in (1, 2) order by course_id, ranking)as s1
on score.course_id = s1.course_id and score.score = s1.score
inner join student
    on score.student_id = student.sid
inner join course
    on score.course_id = course.cid;
    
#45、检索至少选修两门课程的学生学号；
select
    student_id
from
    score
group by
    student_id
having
    count(course_id)>=2;
    
#46、查询没有学生选修的课程的课程号和课程名；
select
    course.cid,
    course.cname
from
    course
left join
    score
on
    course.cid=score.course_id
where
    score.student_id is null;
    
#47、查询没带过任何班级的老师id和姓名；
select
    teacher.tid,
    tname
from
    teacher
left join
    teach2cls
on
    teacher.tid=teach2cls.tid
where
    teach2cls.tcid is null;
    
#48、查询有两门以上课程超过80分的学生id及其平均成绩；
select
    student_id,
    avg(score)
from
    score
where
    score>80
group by
    student_id
having
    count(course_id)>2;
    
#49、检索“3”课程分数小于60，按分数降序排列的同学学号；
select
    student_id,
    score
from
    score
where
    score<60 and course_id=3
order by
    score desc;
    
#50、删除编号为“2”的同学的“1”课程的成绩；
delete from
    score 
 where
 student_id='2' and course_id='1';
 
#51、查询同时选修了物理课和生物课的学生id和姓名


select
    student.sid,
    student.sname
from
    student
where sid in (
        select
            student_id
        from
            score
        where
            course_id IN (
                select
                    cid
                from
                    course
                where cname = '物理' or cname = '生物'
            )
        group by
            student_id
        having
            count(course_id) = 2
    );

原生sql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

表结构设计 -demo

drop database blog;
drop database IF EXISTS blog;
create database blog default charset utf8 collate utf8_general_ci;
use blog;

create table user(
    id int not null auto_increment primary key,
    username varchar(16) not null,
    nickname varchar(16) not null,
    mobile char(11) not null,
    password varchar(64) not null,
    email varchar(64) not null,
    ctime datetime not null
)default charset=utf8;


create table article(
    id int not null auto_increment primary key,
    title varchar(255) not null,
    text text not null,
    read_count int default 0,
    comment_count int default 0,
    up_count int default 0,
    down_count int default 0,
    user_id int not null,
    ctime datetime not null,
    constraint fk_article_user foreign key (user_id) references user(id)
)default charset=utf8;


create table comment(
    id int not null auto_increment primary key,
    content varchar(255) not null,
    user_id int not null,
    article_id int not null,
    ctime datetime not null,
    constraint fk_comment_user foreign key (user_id) references user(id),
    constraint fk_comment_article foreign key (article_id) references article(id)
)default charset=utf8;


create table up_down(
    id int not null auto_increment primary key,
    choice tinyint not null,
    user_id int not null,
    article_id int not null,
    ctime datetime not null,
    constraint fk_up_down_user foreign key (user_id) references user(id),
    constraint fk_up_down_article foreign key (article_id) references article(id)
)default charset=utf8;

博客系统-表结构设计

posted @ 2021-05-02 13:14 风hua 阅读(92) 评论(0) 编辑收藏举报

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