使用shell数据处理数据实例①-------手把手教学版

引子:

在工作过程中经常要处理各种小数据,同事间会用各种工具方法来处理,比如用java、python、Perl甚至用UE手工处理。但貌似不都方便。

今天举一例子使用shell来处理,来说明shell一行可以解决用其它语言多行的问题。

需求:

有两个文件, device_jingweidu.txt 和device.txt,文件内容如下面格式:

device_jingweidu.txt:

08659100001310000171,08659100001110000171@QQY.SZF,1,三明尤溪水东水库坝上,118.210124,26.176165
08659100001310000172,08659100001110000172@QQY.SZF,1,三明尤溪水东水库坝下,118.210124,26.176165
08659100001310000365,08659100001110000365@QQY.SZF,1,北高镇东乡村码头水位监控,119.156551,25.382036
08659100001310000607,08659100001110000607@QQY.SZF,1,海洋渔业无线接入摄像头,0,0
08659100001310000621,08659100001110000621@QQY.SZF,1,福州连江山仔水库上游,119.423026,26.225916
08659100001310000622,08659100001110000622@QQY.SZF,1,福州连江山仔水库下游,119.420331,26.230514
08659100001310000696,08659100001110000696@QQY.SZF,1,南平沙溪口水库2,118.09497,26.589413
08659100001310001026,08659100001110001026@QQY.SZF,1,077乌山路市政府门口B,119.303413,26.080324
08659100001310001094,08659100001110001094@QQY.SZF,1,三明安砂水库坝上,117.119716,26.038324
08659100001310001095,08659100001110001095@QQY.SZF,1,三明安砂水库坝下,117.119716,26.038324
08659100001310001096,08659100001110001096@QQY.SZF,1,南平沙溪口水库1,118.09497,26.589413
08659100001310001188,08659100001110001188@QQY.SZF,1,福鼎-沙埕渔港(省),120.424978,27.167177
08659100001310001346,08659100001110001346@QQY.SZF,1,福清东张水库大坝上弧门旁,119.296539,25.70688
08659100001310001356,08659100001110001356@QQY.SZF,1,惠女水库溢洪道桥,118.589045,25.099911
08659100001310001392,08659100001110001392@QQY.SZF,1,福州_连江黄歧渔港,119.889881,26.324397
08659100001310001393,08659100001110001393@QQY.SZF,1,福州_罗源磬里渔排区,119.723905,26.468112

后面两列为经维度

device.txt:

08659100001310001026@QQY.SZF,08659100001110001026@QQY.SZF,1,077乌山路市政府门口B,0,0
08659100001310001346@QQY.SZF,08659100001110001346@QQY.SZF,1,福清东张水库大坝上弧门旁,0,0
08659100001310001417@QQY.SZF,08659100001110001417@QQY.SZF,1,宁德_霞浦三沙渔港,0,0
08659100001310001420@QQY.SZF,08659100001110001420@QQY.SZF,1,南平_九峰桥头,0,0
08659100001310001544@QQY.SZF,08659100001110001544@QQY.SZF,1,(暂拆)湄洲镇湄洲岛渔港-010038,0,0
08659100001310003450@QQY.SZF,08659100001110003450@QQY.SZF,1,092_北大路华林路口,0,0
08659100001310003657@QQY.SZF,08659100001110003657@QQY.SZF,1,城厢区下尾渔港-010050,0,0
08659100001310004612@QQY.SZF,08659100001110004612@QQY.SZF,1,01闽清水口水库水工楼楼顶,0,0
08659100001310004613@QQY.SZF,08659100001110004613@QQY.SZF,1,02闽清水口水库船闸屋顶,0,0
08659100001310005130@QQY.SZF,08659100001110005130@QQY.SZF,1,惠安崇武码头,0,0

后面两列经维度都为0

现需要将device.txt的文件与device_jingweidu.txt文件比对,然后将经纬度更新上次。

需求很简单,根据地点为参数,然后将经纬度更新至device.txt文件

实现:

思路很简单:将原文件存储,然后再读取要更新的文件进行比对,有的就经纬度替换

先看看python是怎么实现的吧,很简单

#coding:utf-8
'''
Created on 2016-5-4
@author: Administrator
'''

source_text=r'f:\\Work\\device(带经纬度).txt'
uipath=unicode(source_text,'utf8')
dest_text=r'F:\Work\device.txt'

source_dict={}
with open(uipath) as source:
    for line in source:
        new=line.split(',',4)
        source_dict[new[3]]=new[4].strip()

dd=open('f:\\Work\\new_devices.txt','wb')


with open(dest_text) as dest:
    for line in dest:
        new=line.split(',')
        
        #print new[3],
        if new[3] in source_dict:
            dd.write(",".join(new[:-2])+","+source_dict[new[3]]+"\r\n") #这里是在windows下,所以用\r\n换行
        else:
            dd.write(",".join(new[:-2])+","+"0.0"+"\r\n")
                 
dd.close()

结果如下:

08659100001310001026@QQY.SZF,08659100001110001026@QQY.SZF,1,077乌山路市政府门口B,119.303413,26.080324
08659100001310001346@QQY.SZF,08659100001110001346@QQY.SZF,1,福清东张水库大坝上弧门旁,119.296539,25.70688
08659100001310001417@QQY.SZF,08659100001110001417@QQY.SZF,1,宁德_霞浦三沙渔港,0.0
08659100001310001420@QQY.SZF,08659100001110001420@QQY.SZF,1,南平_九峰桥头,118.189546,26.639557
08659100001310001544@QQY.SZF,08659100001110001544@QQY.SZF,1,(暂拆)湄洲镇湄洲岛渔港-010038,0.0
08659100001310003450@QQY.SZF,08659100001110003450@QQY.SZF,1,092_北大路华林路口,119.299107,26.104303
08659100001310003657@QQY.SZF,08659100001110003657@QQY.SZF,1,城厢区下尾渔港-010050,0.0
08659100001310004612@QQY.SZF,08659100001110004612@QQY.SZF,1,01闽清水口水库水工楼楼顶,118.839738,26.298528
08659100001310004613@QQY.SZF,08659100001110004613@QQY.SZF,1,02闽清水口水库船闸屋顶,118.839738,26.298528

 

但是,太麻烦,为了处理文本每次都去写个脚本,万一未装python环境呢。

正好,数据正好在linux下,就直接用shell处理吧,首选awk

awk如何处理两个文件呢

使用NR、FNR来处理,如下:

# awk '{print NR,$0}' file1 file2
1 a b c d
2 a b d c
3 a c b d
4 aa bb cc dd
5 aa bb dd cc
6 aa cc bb dd

# awk '{print FNR,$0}' file1 file2
1 a b c d
2 a b d c
3 a c b d
1 aa bb cc dd
2 aa bb dd cc
3 aa cc bb dd

知道这一点后,处理我们这个需求更方便了,如下:

awk 'BEGIN{FS=OFS=","}NR==FNR{w[$4]=$5","$6}NR>FNR{for(a in w) if (a==$4){print $1,$2,$3,$4,w[a]}}' device_jingweidu.txt device.txt 

结果如下

08659100001310001026@QQY.SZF,08659100001110001026@QQY.SZF,1,077乌山路市政府门口B,119.303413,26.080324
08659100001310001346@QQY.SZF,08659100001110001346@QQY.SZF,1,福清东张水库大坝上弧门旁,119.296539,25.70688
08659100001310001420@QQY.SZF,08659100001110001420@QQY.SZF,1,南平_九峰桥头,118.189546,26.639557
08659100001310003450@QQY.SZF,08659100001110003450@QQY.SZF,1,092_北大路华林路口,119.299107,26.104303
08659100001310004612@QQY.SZF,08659100001110004612@QQY.SZF,1,01闽清水口水库水工楼楼顶,118.839738,26.298528
08659100001310004613@QQY.SZF,08659100001110004613@QQY.SZF,1,02闽清水口水库船闸屋顶,118.839738,26.298528

看不懂吗?来解释下吧:

1、awk的编码规则:

awk 'BEGIN{action}
模式{action}
END{action}'

2、BEGIN{FS=OFS=","}  FS表示:指定处理分隔符 OFS:输出分隔符,具体可以参考我之前的blog对FS\OFS\IFS等的解释http://www.cnblogs.com/landhu/p/4962521.html

因为这里的分隔都是以,来处理,所以先将分隔符以,号标识

3、NR==FNR{w[$4]=$5","$6}

NR==FNR,按之前NR和FNR说知道,NR==FNR表明在处理第一个文件

w[$4]=$5","$6,这是awk中的关联数组,下标为文件一中的第四列,值为$5,$6 ,存在数据w中

awk中的关联数组是shell中的一个难点,与其它语言的数组还不一样,具体可以参考:http://www.cnblogs.com/chengmo/archive/2010/10/08/1846190.html

4、NR>FNR 

表明处理第二个文件

{for(a in w) if (a==$4){print $1,$2,$3,$4,w[a]}}

关联数组的遍历,遍历时将值与第二个文件的第四列对比,有值时,就输出

 

优化

这个脚本没问题,但存在一个问题,未匹配上的没有显示且脚本有点长,我们来进行优化下,如下

awk 'BEGIN{FS=OFS=","}NR==FNR{w[$4]=$5","$6}NR>FNR && gsub(/0,0/,w[$4])' device_jingweidu.txt device.txt 

结果如下:

08659100001310001026@QQY.SZF,08659100001110001026@QQY.SZF,1,077乌山路市政府门口B,119.303413,26.080324
08659100001310001346@QQY.SZF,08659100001110001346@QQY.SZF,1,福清东张水库大坝上弧门旁,119.296539,25.70688
08659100001310001417@QQY.SZF,08659100001110001417@QQY.SZF,1,宁德_霞浦三沙渔港,
08659100001310001420@QQY.SZF,08659100001110001420@QQY.SZF,1,南平_九峰桥头,118.189546,26.639557
08659100001310001544@QQY.SZF,08659100001110001544@QQY.SZF,1,(暂拆)湄洲镇湄洲岛渔港-010038,
08659100001310003450@QQY.SZF,08659100001110003450@QQY.SZF,1,092_北大路华林路口,119.299107,26.104303

这个处理就相对好了,没有匹配的数据还有,显示经纬度为空

解释下脚本:

使用了一个awk内置函数gsub,用来替换的,直接将0,0替换数组的值

关于awk内置函数相关文档:http://www.cnblogs.com/chengmo/archive/2010/10/08/1845913.html

 

posted @ 2016-05-05 10:48  Believer007  阅读(2744)  评论(0编辑  收藏  举报