Dear all,
I have the following question.
Background
I have a timeseries dataset regarding fx trades with different counterparties as below. Key variables are the categorical variable 'counterparty type' indicating which is the originating side of a trade (who is trading), and some numerical variables, for illustration below I included flow(is the counterparty buying or selling).
My current dataset set looks as below:
time Currency counterparty type buy/sell
9am eur/usd bank 1
10am eur/usd corporate -1
11am eur/usd non bank financial -1
12pm eur/usd government 1
1pm eur/usd corporate 1
Question
Could you tell me how I can convert the categorical variable automatically to several dummies, each counterparty type should be a dummy with a 1 or 0 indicating whether there is a trade or not.(also all other variables need to be adjusted accordingly to the new structure e.g variable flow)
For illustration the code should convert the table to the below structure:
time Currency bank corporate non bank financial government buy/sell
9am eur/usd 1 0 0 0 1
10am eur/usd 0 1 0 0 -1
11am eur/usd 0 0 1 0 -1
12pm eur/usd 0 0 0 1 1
1pm eur/usd 0 1 0 0 1
I am aware of the @expand function however it only works within a regression framework and beforing running a regression I would liketo make some more changes to the basic dataset, e-g frequency compunding etc
Hope you are able to help - thanks!
Best
Neo
How to convert a categorical variable into dummies
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neophytosk
- Posts: 16
- Joined: Fri Mar 22, 2013 3:44 am
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startz
- Non-normality and collinearity are NOT problems!
- Posts: 3797
- Joined: Wed Sep 17, 2008 2:25 pm
Re: How to convert a categorical variable into dummies
series bank = @recode(counterparty="bank",1,0)
I have a timeseries dataset regarding fx trades with different counterparties as below. Key variables are the categorical variable 'counterparty type' indicating which is the originating side of a trade (who is trading), and some numerical variables, for illustration below I included flow(is the counterparty buying or selling).
My current dataset set looks as below:
time Currency counterparty type buy/sell
9am eur/usd bank 1
10am eur/usd corporate -1
11am eur/usd non bank financial -1
12pm eur/usd government 1
1pm eur/usd corporate 1
Question
Could you tell me how I can convert the categorical variable automatically to several dummies, each counterparty type should be a dummy with a 1 or 0 indicating whether there is a trade or not.(also all other variables need to be adjusted accordingly to the new structure e.g variable flow)
-
neophytosk
- Posts: 16
- Joined: Fri Mar 22, 2013 3:44 am
Re: How to convert a categorical variable into dummies
Hi Statz,
Thnx for the reply.
However to convert the counterparty type with the recode function I need to re write the command for all counterparty types in the variable.My example was very simplified. I am looking for a code to do this since I have many categorcial variables to convert into dummies and each one of them has 7-8 different types. Is there a more efficient way to do this?
Neo
Thnx for the reply.
However to convert the counterparty type with the recode function I need to re write the command for all counterparty types in the variable.My example was very simplified. I am looking for a code to do this since I have many categorcial variables to convert into dummies and each one of them has 7-8 different types. Is there a more efficient way to do this?
Neo
-
startz
- Non-normality and collinearity are NOT problems!
- Posts: 3797
- Joined: Wed Sep 17, 2008 2:25 pm
Re: How to convert a categorical variable into dummies
You can create a group with
and then refer to the series within that group as g(1), g(2), etc.
Code: Select all
group g @expand(counterparty)Who is online
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