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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 key1 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
SQLHelper1 #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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