Is there a way to error checking of Robot framework testdata

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Is there any way by which error checking can be done for the robot framework test data (testcases and keywords).

RIDE displays red color if there is import error, or a required argument is not passed. How is it implemented?

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you could run your tests with dryrun flag:

--dryrun              Verifies test data and runs tests so that library
                      keywords are not executed.
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For validation you can use the below code

Run Keyword And Return Status

http://robotframework.org/robotframework/latest/libraries/BuiltIn.html#Run%20Keyword%20And%20Return%20Status