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[SOLVED] Example Set Transformation - Performance Problem
South2wood
Hi,
I have a large data set (10 millionn lines) where each line/example of the table is identified by two id-attributes, for example like this:
domain (id), week (id), value (attribute)
facebook.com; 1; 0,5
facebook.com; 2; 0,6
google.com; 1; 0,9
google.com; 2; 0,4
...
Now I want to transform the table into a time series, like this:
domain (id), value_week1 (attribute), value_week2 (attribute)
facebook.com; 0,5; 0,6
google.com; 0,9; 0,4
I tried to solve it by importing my data into a mysql database and do the transformation process with a php script, but it lasts for hours and didn't terminate yet. Is there a transformation operator in rapidminer which can do the job?
Another question. If I define two attributes as ID, does rapidminer understand that each line is defined by two IDs? I tried some set operations (Set Minus, Join) and it doesn't seem to work?
Happy New Year by the way ;-)
Best regards,
Matthias
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earmijo
For your first question: Use the operator Pivot (using domain as the group attribute and week as the index attribute).
Regards,
E
South2wood
Thanks, I dont know why I didn't see it. Exactly what I needed!
misanthropic789
I was unable to get it to see more than one ID field. Not sure if I was doing something wrong or if its a limitation of the software.
MariusHelf
If you need one unique ID you could use the Generate Attribute operator to create a new attribute from the two ID attributes.
Best, Marius
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