Reputation: 179
Is there a way to reshape the data in pig?
The data looks like this -
id | p1 | count
1 | "Accessory" | 3
1 | "clothing" | 2
2 | "Books" | 1
I want to reshape the data so that the output would look like this--
id | Accessory | clothing | Books
1 | 3 | 2 | 0
2 | 0 | 0 | 1
Can anyone please suggest some way around?
Upvotes: 0
Views: 78
Reputation: 2287
If its a fixed set of product line the below code might help, otherwise you can go for a custom UDF which helps in achieving the objective.
Input : a.csv
1|Accessory|3
1|Clothing|2
2|Books|1
Pig Snippet :
test = LOAD 'a.csv' USING PigStorage('|') AS (product_id:long,product_name:chararray,rec_cnt:long);
req_stats = FOREACH (GROUP test BY product_id) {
accessory = FILTER test BY product_name=='Accessory';
clothing = FILTER test BY product_name=='Clothing';
books = FILTER test BY product_name=='Books';
GENERATE group AS product_id, (IsEmpty(accessory) ? '0' : BagToString(accessory.rec_cnt)) AS a_cnt, (IsEmpty(clothing) ? '0' : BagToString(clothing.rec_cnt)) AS c_cnt, (IsEmpty(books) ? '0' : BagToString(books.rec_cnt)) AS b_cnt;
};
DUMP req_stats;
Output :DUMP req_stats;
(1,3,2,0)
(2,0,0,1)
Upvotes: 1