猪 - 获得前 n 名并在 'other' 中休息

Question

我有分组和聚合的数据，看起来像这样-

Date Country Browser Count
---- ------- ------- -----
2015-07-11,US,Chrome,13
2015-07-11,US,Opera Mini,1
2015-07-11,US,Firefox,2
2015-07-11,US,IE,1
2015-07-11,US,Safari,1
...
2015-07-11,UK,Chrome Mobile,1026
2015-07-11,UK,IE,455
2015-07-11,UK,Mobile Safari,4782
2015-07-11,UK,Mobile Firefox,40
...
2015-07-11,DE,Android browser,1316
2015-07-11,DE,Opera Mini,3
2015-07-11,DE,PS4 Web browser,11

我想获得每个国家/地区的前 n 个浏览器（按计数），并希望将其余浏览器汇总到 'Other' 下。我查看了 Pig 的内置 TOP 函数，但我将如何在其他函数中进行分组。我想要的结果，例如 (n = 2) ->

2015-07-11,US,Chrome,13
2015-07-11,US,Firefox,2
2015-07-11,US,Other,3

解决此问题的最佳方法是什么？

Answer 1

好的..这个要求很好..

我只是在 Pig 脚本的 LOAD 语句中使用您的输入。

输入：

2015-07-11,US,Chrome,13
2015-07-11,US,Opera Mini,1
2015-07-11,US,Firefox,2
2015-07-11,US,IE,1
2015-07-11,US,Safari,1
2015-07-11,UK,Chrome Mobile,1026
2015-07-11,UK,IE,455
2015-07-11,UK,Mobile Safari,4782
2015-07-11,UK,Mobile Firefox,40
2015-07-11,DE,Android browser,1316
2015-07-11,DE,Opera Mini,3
2015-07-11,DE,PS4 Web browser,11
2015-07-11,US,Chrome,13
2015-07-11,US,Firefox,2
2015-07-11,US,Other,3

下面是这方面的编码。

您可以将 n 参数的值传递给 pig 脚本，目前我在 LIMIT 语句本身中将 n 的值设置为 2。（即 n=2）。

实际上我在下面的代码中硬编码了 n=2。

records     = LOAD '/user/cloudera/inputfiles/entries.txt' USING PigStorage(',') as (dt:chararray,country:chararray,browser:chararray,count:int);

records_each    = FOREACH(GROUP records BY (dt,country,browser)) GENERATE flatten(group) AS (dt,country,browser), MAX(records.count) as counts;

records_grp_order = ORDER records_each BY dt ASC , country  ASC , counts DESC;

records_grp     = GROUP records_grp_order BY (dt, country);

rec_each    = FOREACH records_grp {

               top_2_recs = LIMIT records_grp_order  2;
               generate  MAX(top_2_recs.dt) AS temp_dt, MAX(top_2_recs.country) AS temp_country, flatten(top_2_recs.browser) AS temp_browser;

            };
rec_join    =  JOIN records_each BY (dt,country,browser)  left outer , rec_each BY (temp_dt,temp_country,temp_browser);

rec_join_each   = FOREACH rec_join generate dt,country, (temp_browser is not null ? browser : 'OTHERS') AS browser, counts AS counts;

rec_final_grp   = GROUP rec_join_each BY (dt,country,browser);

final_output    = FOREACH rec_final_grp generate flatten(group) AS (dt,country,browser), SUM(rec_join_each.counts) AS total_counts;

sorted_output   = ORDER final_output BY  dt ASC , country  ASC, total_counts DESC;

dump sorted_output;

输出

(2015-07-11,DE,Android browser,1316)
(2015-07-11,DE,PS4 Web browser,11)
(2015-07-11,DE,OTHERS,3)
(2015-07-11,UK,Mobile Safari,4782)
(2015-07-11,UK,Chrome Mobile,1026)
(2015-07-11,UK,OTHERS,495)
(2015-07-11,US,Chrome,13)
(2015-07-11,US,OTHERS,3)
(2015-07-11,US,Firefox,2)

猪 - 获得前 n 名并在 'other' 中休息

Pig - Get Top n and group rest in 'other'

hadoop

apache-pig

hdfs