Created
March 31, 2015 08:11
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datadr quick start with RHIPE backend
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library(Rhipe) | |
rhinit() | |
rhoptions(zips = "/ln/share/RhipeLib.tar.gz") | |
rhoptions(runner = "sh ./RhipeLib/library/Rhipe/bin/RhipeMapReduce.sh") | |
rhoptions(file.types.remove.regex = "(/_meta|/_rh_meta|/_outputs|/_SUCCESS|/_LOG|/_log|rhipe_debug|rhipe_merged_index_db)") | |
hdfs.setwd("/ln/rhafen") | |
library(datadr) | |
housing <- drRead.csv(hdfsConn("/tmp/housing/", type = "text"), | |
output = hdfsConn("housing_raw"), | |
colClasses = c(rep("character", 3), "Date", rep("numeric", 3))) | |
byCounty <- divide(housing, | |
by = c("county", "state"), update = TRUE, | |
output = hdfsConn("by_county")) | |
byCounty | |
summary(byCounty) | |
priceQ <- drQuantile(byCounty, var = "medListPriceSqft") | |
xyplot(q ~ fval, data = priceQ, scales = list(y = list(log = 10))) | |
byCounty[[1]] | |
lmCoef <- function(x) | |
coef(lm(medListPriceSqft ~ time, data = x))[2] | |
byCountySlope <- addTransform(byCounty, lmCoef) | |
byCountySlope[[1]] | |
countySlopes <- recombine(byCountySlope, combRbind) | |
head(countySlopes) |
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