Last active
November 14, 2017 05:04
-
-
Save sanxfxteam/7502426 to your computer and use it in GitHub Desktop.
R: flatten a JSON file into a data frame
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
## Example data.json | |
[{"event":"glop","params":{"name":"toto","value":"glop"}}, | |
{"event":"glot","params":{"name":"toto","info":"gggg"}}, | |
{"event":"gogo","params":"text"}, | |
{"event":"gogo2"} | |
]; | |
## Expected output | |
event params.name params.value params.info params | |
1 glop toto glop <NA> <NA> | |
2 glot toto <NA> gggg <NA> | |
3 gogo <NA> <NA> <NA> text | |
4 gogo2 <NA> <NA> <NA> <NA> | |
## Flattening function | |
dataframeFromJSON <- function(l) { | |
l1 <- lapply(l, function(x) { | |
x[sapply(x, is.null)] <- NA | |
unlist(x) | |
}) | |
keys <- unique(unlist(lapply(l1, names))) | |
l2 <- lapply(l1, '[', keys) | |
l3 <- lapply(l2, setNames, keys) | |
res <- data.frame(do.call(rbind, l3)) | |
return(res) | |
} | |
## Example | |
data <- fromJSON(paste(readLines('data.json'), collapse="")) | |
df <- dataframeFromJSON(data) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment