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rm(list=ls()) | |
library(jsonlite) | |
library(dplyr) | |
setwd('/Users/erikgregorywebb/Documents/Python/venmo') | |
# function to get transaction data | |
transaction_data <- function(url) { | |
raw <- fromJSON(url)$data | |
temp_1 <- data.frame(payment_id = raw$payment_id, | |
permalink = raw$permalink, | |
via = raw$via, | |
story_id = raw$story_id, | |
audience = raw$audience, | |
updated_time = raw$updated_time, | |
created_time = raw$created_time, | |
message = raw$message, | |
type = raw$type, | |
likes = raw$likes$count) | |
temp_2 <- as.vector(unlist(raw$transactions[1], recursive = T, use.names = F)) | |
for (i in 2:length(raw$transactions)) { | |
row <- as.vector(unlist(raw$transactions[i], recursive = T, use.names = F)) | |
temp_2 <- rbind(temp_2, row) | |
} | |
colnames(temp_2) <- c('t_username', 't_picture', 't_is_business', 't_name', 't_firstname', 't_lastname', 't_cancelled', 't_date_created', 't_external_id', 't_id') | |
trans <- cbind(temp_1, raw$actor, temp_2) | |
return(trans) | |
} | |
# implement (sample) | |
url = 'https://venmo.com/api/v5/public?limit=50' | |
trans = transaction_data(url) | |
# gather data for 'x' amount of time | |
dfs <- list() | |
for (i in 1:25) { | |
Sys.sleep(10) | |
tryCatch({temp = transaction_data(url)}, error=function(e) {Sys.sleep(10)}) | |
dfs[[i]] <- temp | |
print(paste(i, ": No Error")) | |
} | |
trans <- data.frame(do.call(rbind, dfs)) | |
# save copy as .csv file | |
filename = paste('venmo-public-payments-raw-', Sys.Date(), '.csv', sep = '') | |
write.csv(trans, file = filename, row.names = F) | |
# extract 'interesting' information | |
df <- trans %>% | |
mutate(date_created = substr(date_created, 1, 10)) %>% | |
select(`Payment ID` = payment_id, | |
`Payment Date & Time` = updated_time, | |
From = name, | |
`User Since` = date_created, | |
Type = type, | |
To = t_name, | |
Message = message) | |
# save copy as .csv file | |
filename = paste('venmo-public-payments-interesting', Sys.Date(), '.csv', sep = '') | |
write.csv(df, file = filename, row.names = F) |
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