表关联类型
内连接:
- 仅显示满足条件的行
- From T1,T2 where T1.ID=T2.ID
- From T1 inner join T2 ON T1.ID=T2.ID
左连接:
- 显示左表T1中的所有行,并把右表T2中符合条件加到左表T1中
- From T1 left out join T2 ON T1.ID=T2.ID
右连接:
- 显示右表T1中的所有行,并把左表T1中符合条件加到右表T2中
- From T1 right outer join T2 ON T1.ID=T2.ID
全连接:
- 显示左表T1,右表T2两边中的所有行,即把左联结果表+右联结果表组合在一起,然后过滤掉重复的
- From T1 full outer join T2 ON T1.ID=T2.ID
文件关联类型:
文件导入
- data=pd.read_csv(/path/inputfile) #读取数据
- df=DataFrame(data) #转换为dataframe格式
内连接
- df3=pd.merge(df1,df2,on='key')
- df4=pd.merge(df1,df2,on='key',how='inner')
左连接
df_l=pd.merge(df1,df2,on='key',how='left')
右连接
df_r=pd.merge(df1,df2,on='key',how='right')
全连接
df_a=pd.merge(df1,df2,on='key',how='outer')
实例
内连接:mysql> select * from stud_info T1 , stud_score T2 where T1.stud_code=T2.stud_code;
内连接:mysql> select * from stud_info T1 inner join stud_score T2 on T1.stud_code=T2.stud_code;
左连接:mysql> select * from stud_info T1 left outer join stud_score T2 on T1.stud_code=T2.stud_code;
右连接:mysql> select * from stud_info T1 right outer join stud_score T2 on T1.stud_code=T2.stud_code;
文件关联
In [1]: import numpy as np
In [2]: import pandas as pd
In [3]: from pandas import DataFrame
In [4]: df1=DataFrame({'key':['a','a','b','c','c'],'data1':range(5)})
In [5]: df2=DataFrame({'key':['a','b','d'],'data1':range(3)})
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alt="" />
内连接【三种方式】
In [8]: df3=pd.merge(df1,df2,on='key') #把符合条件的行取出来
In [10]: df4=pd.merge(df1,df2,on='key',how='inner')
In [12]: df5=pd.merge(df1,df2,left_on="key",right_on="key",how="inner")
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" alt="" />
左连接
In [14]: df_l=pd.merge(df1,df2,on="key",how='left')
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" alt="" />
右连接
In [16]: df_r=pd.merge(df1,df2,on="key",how='right')
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" alt="" />
全连接
In [18]: df6=pd.merge(df1,df2,on='key',how='outer')
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" alt="" />
In [21]: df7=pd.merge(df1,df2,on='key',how='inner',suffixes=['_left','_right'])
注释:两个表结构相同的字段,自动添加后缀_x,-y,也可自定义后缀,通过suffixes=('_left','_right')
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" alt="" />
选择数据
In [24]: df7=df6[['key','data1_x']]
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" alt="" />
修改列名
In [40]: df8=df7.rename(columns={'data1_right':'data'}) 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" alt="" />
保存数据
df8.to_csv('data07.csv') #保存到当前目录下
df8.to_csv('data07.csv',index=False,cols=['key','data']) #忽略行索引
实例
关联stud_info.csv、stud_score.csv;左关联;关联字段stud_code;保存结果到文件
#!/bin/bash
#文件名称:pandas_mysql2.sh
#文件功能:左关联两个文件并保存结果到文件
#创建时间:--
#创建作者:邬家栋
ipython << EOF
import numpy as np
import pandas as pd
from pandas import DataFrame
import MySQLdb
conn=MySQLdb.connect(host='localhost',port=,user='feigu_mysql',passwd='feigu2016',db='testdb',charset='utf8',unix_socket='/var/run/mysqld/mysqld.sock')
data1=pd.read_csv('/tmp/stud_info.csv')
data2=pd.read_csv('/tmp/stud_score.csv')
df1=DataFrame(data1)
df2=DataFrame(data2)
df_l=pd.merge(df1,df2,on='stud_code',how='left')
df_l.to_csv('datawu2.csv')
cat datawu2.csv
quit
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" 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