Created
June 16, 2018 15:33
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Sample Code: Using SQL Server with Microsoft R
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sqlConnString <- "Driver=SQL Server;Server=SETHMOTTDSVM;Database=RDB;Uid=ruser;Pwd=ruser" | |
# read in chunks of 100000 | |
sqlRowsPerRead <- 100000 | |
sqlTable <- "NYCTaxiBig" | |
ccColInfo <- list( | |
tpep_pickup_datetime = list(type = "character"), | |
tpep_dropoff_datetime = list(type = "character"), | |
passenger_count = list(type = "integer"), | |
trip_distance = list(type = "numeric"), | |
pickup_longitude = list(type = "numeric"), | |
pickup_latitude = list(type = "numeric"), | |
dropoff_longitude = list(type = "numeric"), | |
dropoff_latitude = list(type = "numeric"), | |
RateCodeID = list(type = "factor", levels = as.character(1:6), newLevels = c("standard", "JFK", "Newark", "Nassau or Westchester", "negotiated", "group ride")), | |
store_and_fwd_flag = list(type = "factor", levels = c("Y", "N")), | |
payment_type = list(type = "factor", levels = as.character(1:2), newLevels = c("card", "cash")), | |
fare_amount = list(type = "numeric"), | |
tip_amount = list(type = "numeric"), | |
total_amount = list(type = "numeric") | |
) | |
nyc_sql <- RxSqlServerData(connectionString = sqlConnString, table = sqlTable, rowsPerRead = sqlRowsPerRead, colInfo = ccColInfo) | |
system.time(linmod <- rxLinMod(tip_percent ~ pickup_nhood:dropoff_nhood + pickup_dow:pickup_hour, | |
data = nyc_sql, reportProgress = 0, | |
rowSelection = (u < .75))) |
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