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How does one check for interrater reliability when one is asked to run a qualitative analyses where each statement may tap into various themes? e.g.,

why do you like gardening:

Coder 1:

Participant's response theme 1 - exercise theme 2 - relaxing theme 3 - monetary theme theme 4 - aesthetics
I like to garden because my house looks nicer and can sell some of the flowers 0 0 1 1
It's a nice form of exercise 1 0 0 0
Flowers are pretty 0 0 0 1

Coder 2:

Participant's response theme 1 - exercise theme 2 - relaxing theme 3 - monetary theme theme 4 - aesthetics
I like to garden because my house looks nicer and can sell some of the flowers 0 0 1 0
It's a nice form of exercise 1 0 0 0
Flowers are pretty 0 0 0 1

How can we calculate the overall agreement across all themes and all participants between these coders? I know this is a silly example, I just wanted to be able to demonstrate what I mean. I use R for data analysis.

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