Created
October 19, 2012 01:34
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determine avg hourly temperature of 3 airports via json query
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library('RJSONIO') | |
library('plyr') | |
# get data | |
source <- "http://dl.dropbox.com/u/274/readings_formatted.json" | |
data_raw <- fromJSON(source) | |
# format data into dataframe | |
data <- do.call('rbind.fill', lapply(data_raw, as.data.frame)) | |
data$timestamp <- as.POSIXlt(data$timestamp) | |
data$day <- as.numeric(strftime(data$timestamp, format="%d")) | |
data$hour <- as.numeric(strftime(data$timestamp, format="%H")) | |
# subset data by city | |
sfo <- data[ which(data$location == 'SFO'), ] | |
nrt <- data[ which(data$location == 'NRT'), ] | |
iad <- data[ which(data$location == 'IAD'), ] | |
# deprecated # returns a list of avg temperatures (per hour) given a city | |
getAverageHourlyTemp <- function(dataset){ | |
v = 1:24 | |
for (i in 1:24){ | |
hourset = dataset[which(dataset$hour == i-1),] | |
sum = sum(hourset$temperature) | |
v[i] = sum/nrow(hourset) | |
} | |
return(v) | |
} | |
# helper function that returns the average temperature of a city given a day and hour | |
getAvgFromDH <- function(dataset, day, hour){ | |
subset = dataset[which(dataset$hour == hour & dataset$day == day),] | |
sum = sum(subset$temperature) | |
return(sum/nrow(subset)) | |
} | |
# function that proves result is true (verify result) | |
getX <- function(nrt,iad,sfo){ | |
a = getAvgFromDH(nrt,15,13) | |
b = getAvgFromDH(iad,16,14) | |
c = getAvgFromDH(sfo,17,13) | |
return(floor(c^(b-a-7))) | |
} |
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