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04 January, 2024

R: Pattern matching one column to a json string stored in another column

 Programing Coderfunda     January 04, 2024     No comments   

I have a dataframe of untidy data: TX_JAN_2019_DF


This dataframe contains a columns TX_JAN_2019_DF$AREA (type: numeric) and TX_JAN_2019_DF$DEVICE_HOME_AREA (type: character)


TX_JAN_2019_DF$AREA[1] produces:[1] 481210216382


TX_JAN_2019_DF$DEVICE_HOME_AREA[1] produces a sample of the string (for this benefit of this post, this output is greatly reduced):


"{\"481210216382\":307,\"481210216371\":50,\"481210216381\":43,\"481130137213\":35,\"481210216373\":27,\"481130137222\":21,\"481210216154\":21,\"481210216152\":17,\"481210216133\":15,\"481210216372\":4}"


As you can see the json string is a string of values type character. I need to pattern match the first column TX_JAN_2019_DF$DEVICE[1], to see if the second column element TX_JAN_2019_DF$DEVICE_HOME_AREA[1] and the json string stored in that element contains the pattern and if it does, what is the number after the colon (307 for example in the first element).


Then of course do this for all columns TX_JAN_2019_DF$DEVICE_HOME_AREA


I'm at a loss on how to do this as the json adds a complication to normal pattern matching. I've looked at the jsonlite library, but the examples are not much help.


Thank you in advance
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