Apache pig group by function没有给出预期的输出

时间:2016-04-04 12:50:50

标签: csv hadoop apache-pig etl

我有csv格式的数据,如下所示。

数据格式如下

"first_name","last_name","company_name","address","city","county","postal","phone1","phone2","email","web"

User.csv下的示例数据。该文件包含以下数据。

"Aleshia","Tomkiewicz","Alan D Rosenburg Cpa Pc","14, Taylor St","St. Stephens Ward","Kent","CT2 7PP","01835-703597","01944-369967","atomkiewicz@hotmail.com","http://www.alandrosenburgcpapc.co.uk"
"Evan","Zigomalas","Cap Gemini America","5, Binney St","Abbey Ward","Buckinghamshire","HP11 2AX","01937-864715","01714-737668","evan.zigomalas@gmail.com","http://www.capgeminiamerica.co.uk"
"France","Andrade","Elliott, John W Esq","8 Moor Place","East Southbourne and Tuckton W","Bournemouth","BH6 3BE","01347-368222","01935-821636","france.andrade@hotmail.com","http://www.elliottjohnwesq.co.uk"

当我尝试使用PigStorage

加载时
user = LOAD '/home/abhijit/Downloads/User.csv' USING PigStorage(',');

DUMP user;

它的输出如下:

("Aleshia","Tomkiewicz","Alan D Rosenburg Cpa Pc","14 Taylor St","St. Stephens Ward","Kent","CT2 7PP","01835-703597","01944-369967","atomkiewicz@hotmail.com","http://www.alandrosenburgcpapc.co.uk")
("Evan","Zigomalas","Cap Gemini America","5, Binney St","Abbey Ward","Buckinghamshire","HP11 2AX","01937-864715","01714-737668","evan.zigomalas@gmail.com","http://www.capgeminiamerica.co.uk")
("France","Andrade","Elliott, John W Esq","8 Moor Place","East Southbourne and Tuckton W","Bournemouth","BH6 3BE","01347-368222","01935-821636","france.andrade@hotmail.com","http://www.elliottjohnwesq.co.uk")

我想在城市做一个小组。所以我写了

grp = group user by $4; 
dump grp;

我得到的输出为:

( Binney St",{("Evan","Zigomalas","Cap Gemini America","5, Binney St","Abbey Ward","Buckinghamshire","HP11 2AX","01937-864715","01714-737668","evan.zigomalas@gmail.com","http://www.capgeminiamerica.co.uk")})
("8 Moor Place",{("France","Andrade","Elliott, John W Esq","8 Moor Place","East Southbourne and Tuckton W","Bournemouth","BH6 3BE","01347-368222","01935-821636","france.andrade@hotmail.com","http://www.elliottjohnwesq.co.uk")})
("St. Stephens Ward",{("Aleshia","Tomkiewicz","Alan D Rosenburg Cpa Pc","14 Taylor St","St. Stephens Ward","Kent","CT2 7PP","01835-703597","01944-369967","atomkiewicz@hotmail.com","http://www.alandrosenburgcpapc.co.uk")})

company_name和地址正在创建一个问题,因为它包含','作为其中的一部分。例如地址中的"14, Taylor St"或company_name中的"Elliott, John W Esq"

所以我的$4"Taylor St"而不是"St. Stephens Ward"

处理

因此,由于地址数据中的额外分隔符或者公司名称数据没有正确加载或正确分离,并且按功能分组没有给出正确的结果。

如何通过输出实现组,如下所示

("Abbey Ward",{("Evan","Zigomalas","Cap Gemini America","5, Binney St","Abbey Ward","Buckinghamshire","HP11 2AX","01937-864715","01714-737668","evan.zigomalas@gmail.com","http://www.capgeminiamerica.co.uk")})
("St. Stephens Ward",{("Aleshia","Tomkiewicz","Alan D Rosenburg Cpa Pc","14, Taylor St","St. Stephens Ward","Kent","CT2 7PP","01835-703597","01944-369967","atomkiewicz@hotmail.com","http://www.alandrosenburgcpapc.co.uk")})
("East Southbourne and Tuckton W",{("France","Andrade","Elliott, John W Esq","8 Moor Place","East Southbourne and Tuckton W","Bournemouth","BH6 3BE","01347-368222","01935-821636","france.andrade@hotmail.com","http://www.elliottjohnwesq.co.uk")})


grp = group a by $5 ;

它不会成为我的解决方案。我已经想到了。

1 个答案:

答案 0 :(得分:1)

问题是PigStorage没有考虑转义,因此为不应该是列的字段创建列(每次条目包含逗号)。

使用CSVExcelStorage将解决此问题,因为此存储可以处理转义,从而创建正确的数量和列序列。