PIG 中的标量投影无效

Invalid scalar projection in PIG

我在 PIG 中的数据列名称为

关键字,campaign_id,日期,时间,display_site,was_clicked,每次点击费用,国家/地区,展示位置

我想做的是寻找点击率高的关键字。

所以,我试图理解为什么以下代码会给我无效的标量投影错误

  grouped = GROUP data BY keyword;
  by_keyword = FOREACH grouped 
{
  clicked = FILTER data BY was_clicked == 1;
  total = COUNT(data.keyword);
  GENERATE group, ((double)COUNT(clicked) / total) AS ctr;
}

我遇到的错误:

37,632 [main] ERROR org.apache.pig.tools.grunt.Grunt - ERROR 1200: Pig script failed to parse: 
<line 59, column 33> Invalid scalar projection: clicked : A column needs to be projected from a relation for it to be used as a scalar
Details at logfile: /home/cloudera/pig_1486224821223.log

如有任何帮助,我们将不胜感激。

编辑:

data = LOAD '/user/cloudera/pig_demo/ad_data.txt' AS (keyword:chararray,campaign_id:chararray,
      date:chararray, time:chararray,display_site:chararray, was_clicked:int, 
      cpc:int, country:chararray, placement:chararray);

记录样本:

tablet  C6  5/1/2013    3:47:10 movienet.example.com    0   102 USA TOP

猪版本 0.15.

输入文件data.txt:

tablet  C6  5/1/2013    3:47:10 movienet.example.com    0   102 USA TOP
tablet  C6  5/1/2013    3:47:10 movienet.example.com    0   102 USA TOP
tablet  C6  5/1/2013    3:47:10 movienet.example.com    0   102 USA TOP
tablet  C6  5/1/2013    3:47:10 movienet.example.com    1   102 USA TOP

脚本:

data = LOAD '/path/data.txt' AS (keyword:chararray,campaign_id:chararray,
  date:chararray, time:chararray,display_site:chararray, was_clicked:int, 
  cpc:int, country:chararray, placement:chararray);
grouped = GROUP data BY keyword;
by_keyword = FOREACH grouped 
{
  clicked = FILTER data BY was_clicked == 1;
  total = COUNT(data.keyword);
  GENERATE group, ((double)COUNT(clicked) / total) AS ctr;
}
dump by_keyword

给我正确的结果:

(tablet,0.25)