I have the following data set for a movie database:
Ratings: UserID, MovieID, Rating Movies: MovieID, Genre Users: UserID, Gender, Age
I wrote a PIG script to get female users in the age group (20-30) who have rated the highest rated movie. The following is the code I've got so far:
users_input = load '/users.dat' USING PigStorage('\u003B') as (UserID: long, gender: chararray, age: int, occupation: int, zip: long);
movies_input = load '/movies.dat' USING PigStorage('\u003B') as (MovieID: long, title: chararray, genre: chararray);
ratings_input = load '/ratings.dat' USING PigStorage('\u003B') as (UserID: long, MovieID: long, rating: int, timestamp: chararray);
movie_filter = filter movies_input by (genre matches '.*Action.*') OR (genre matches '.*War.*');
temp = COGROUP movie_filter by MovieID, ratings_input by MovieID;
temp1 = FILTER temp BY COUNT(movie_filter) > 0;
temp2 = FOREACH temp1 GENERATE group, AVG(ratings_input.rating) AS ratings;
temp3 = ORDER temp2 BY ratings DESC;
temp4 = LIMIT temp3 1;
temp5 = FOREACH temp4 GENERATE ratings;
temp6 = FILTER temp3 BY (temp5.ratings == ratings);
female_users = filter users_input by gender == 'F';
age_users = filter female_users by age >=20 AND age <=30;
age_use = FOREACH age_users GENERATE UserID;
MovID = FOREACH temp6 GENERATE group;
all_users_records = FILTER ratings_input BY (MovID.group == MovieID);
all_users = FOREACH all_users_records GENERATE UserID;
female_aged_records = FILTER all_users BY (UserID == age_use.UserID);
female_aged_users = FOREACH female_aged_records GENERATE UserID;
store all_users into '/output_pig' using PigStorage();
I execute this but end up getting the error: "Scalar has more than one row in the output. 1st : (11), 2nd :(24)"
Could anyone please help me? Thanks in advance.
As others have noted, this is not a very helpful error message. You've probably got a dot where you need a double semi-colon.
@jhofman, I think you mean a double colon (the relation operator) '::' instead of a dot.
Finally, the pig script should look like this:
...
temp2 = FOREACH temp1 GENERATE group, AVG(ratings_input :: rating) AS ratings;
...
temp6 = FILTER temp3 BY (temp5 :: ratings == ratings);
...
all_users_records = FILTER ratings_input BY (MovID :: group == MovieID);
all_users = FOREACH all_users_records GENERATE UserID;
female_aged_records = FILTER all_users BY (UserID == age_use :: UserID);
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