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new_pull_no pack.R
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query.list <- list("start.date" = as.character(Sys.Date()-2),
"end.date" = as.character(Sys.Date()-1),
"dimensions" = "ga:date,ga:hour,ga:operatingSystem,ga:deviceCategory,ga:country,ga:landingContentGroup2",
"metrics" = "ga:sessions,ga:adsenseRevenue,ga:dfpRevenue,ga:backfillRevenue",
"segment" = NULL,
"sort" = NULL,
"filters" = "ga:sourceMedium=~facebook / cpc;ga:sessions>0;ga:country=~Canada|United States|Australia|New Zealand|United Kingdom;ga:deviceCategory=~mobile|tablet;ga:sourcePropertyDisplayName=~Fame10;ga:landingContentGroup2!~(not set)",
"max.results" = "10000",
"start.index" = "1",
"table.id" = paste("ga:","101353932", sep = ""),
"access_token" = service_token$credentials$access_token)
api_query(query.list)
toURI <- function(query.list){
query <- query.list
uri <- "https://www.googleapis.com/analytics/v3/data/ga?"
for (name in names(query)) {
uri.name <- switch(name,
start.date = "start-date",
end.date = "end-date",
dimensions = "dimensions",
metrics = "metrics",
segment = "segment",
sort = "sort",
filters = "filters",
max.results = "max-results",
start.index = "start-index",
table.id = "ids",
access_token = "access_token")
if (!is.null(query[[name]])) {
uri <- paste(uri,
URLencode(uri.name, reserved = TRUE),
"=",
URLencode(query[[name]], reserved = TRUE),
"&",
sep = "",
collapse = "")
}
}
# remove the last '&' that joins the query parameters together.
uri <- sub("&$", "", uri)
# remove any spaces that got added in from bad input.
uri <- gsub("\\s", "", uri)
return(uri)
}
api_query <- function(query.list){
# Hit One Query
query.uri <- toURI(query.list)
ga.list <- Get_Data_Feed(query.uri)
# Convert ga.list into a dataframe
ga.list.df <- data.frame()
ga.list.df <- rbind(ga.list.df, do.call(rbind, as.list(ga.list$rows)))
col.headers <- ga.list$columnHeaders
# Check if pagination is required
if (length(ga.list$rows) < ga.list$totalResults) {
number.of.pages <- ceiling(ga.list$totalResults / length(ga.list$rows))
# Clamp Number of Pages to 100 in order to enforce upper limit for pagination as 1M rows
if (number.of.pages > 100) {
number.of.pages <- 100
message("too big of query")
}
# Call Pagination Function
pagenation_loop <- function(i) {
dataframe.param <- data.frame()
start.index <- (i * as.numeric(query.list$max.results)) + 1
message("Getting data starting at row ", start.index)
query.list$start.index <- as.character(start.index)
query.uri <- toURI(query.list)
ga.list <- Get_Data_Feed(query.uri)
dataframe.param <- rbind(dataframe.param,
do.call(rbind, as.list(ga.list$rows)))
col.headers <- ga.list$columnHeaders
return(dataframe.param)
}
page.df <- mclapply(1:number.of.pages-1,
function(i) pagenation_loop(i),
mc.cores = detectCores(),
mc.cleanup = TRUE,
mc.preschedule = FALSE))
# Collate Results and convert to Dataframe
inter.df <- bind_rows(ga.list.df, page.df)
final.df <- set_col_names(col.headers, inter.df)
message("The API returned ", nrow(final.df), " results.")
return(final.df)
} else {
return(set_col_names(col.headers, ga.list.df))
}
}
Get_Data_Feed <- function(query.uri){
ga.Data <- GET(query.uri)
api.response.list <- content(ga.Data,as="parsed")
check.param <- regexpr("error", api.response.list)
if (check.param[1] != -1) {
ga.list <- list(code = api.response.list$error$code,
message = api.response.list$error$message)
} else {
code <- NULL
ga.list <- api.response.list
}
if (!is.null( ga.list$code)) {
stop(paste("code :",
ga.list$code,
"Reason :",
ga.list$message))
}
if (is.null(ga.list$rows)) {
warning("Your query matched 0 results. Please verify your query using the Query Feed Explorer and re-run it.")
return(NULL)
# break
} else {
return (ga.list)
}
}
set_col_names <- function(ga.list.param.columnHeaders, dataframe.param){
column.param <- t(sapply(ga.list.param.columnHeaders,
'[',
1 : max(sapply(ga.list.param.columnHeaders,
length))))
col.name <- gsub('ga:', '', as.character(column.param[, 1]))
col.datatype <- as.character(column.param[, 3])
colnames(dataframe.param) <- col.name
dataframe.param <- as.data.frame(dataframe.param)
dataframe.param <- set_col_type(col.datatype, col.name, dataframe.param)
return(dataframe.param)
}
set_col_type <-function(col.datatype, col.name, dataframe.param){
for(i in 1:length(col.datatype)) {
if (col.datatype[i] == "STRING") {
dataframe.param[, i] <- as.character(dataframe.param[, i])
} else {
dataframe.param[, i] <- as.numeric(as.character(dataframe.param[, i]))
}
}
return(dataframe.param)
}