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29 changes: 29 additions & 0 deletions R/datasets.R
Original file line number Diff line number Diff line change
Expand Up @@ -444,6 +444,31 @@ keep_columns_from_dataset <- function(dataset, columns, validate = FALSE) {
dataset$keep_columns(columns, validate)
}

#' Convert R datetime objects to Python datetime.datetime objects
#'
#' Wrapped in suppressWarnings() due to unnecessary warning in timedatectl
#' package: https://stat.ethz.ch/pipermail/r-devel/2018-May/076163.html
#'
#' @param posix_date The POSIX* object to be converted
#' @return A Python datetime.datetime object
#' @md
.posixct_to_datetime <- function(posix_date) {
suppressWarnings({
datetime <- import("datetime", convert=FALSE)

parsed_date <- sapply(stringr::str_split(posix_date, "[- : ]")[[1]],
as.integer)
names(parsed_date) <- c("year", "month", "day", "hour", "minute", "second")

datetime$datetime(parsed_date[["year"]],
parsed_date[["month"]],
parsed_date[["day"]],
parsed_date[["hour"]],
parsed_date[["minute"]],
parsed_date[["second"]])
})
}

#' Filter Tabular Dataset with time stamp columns after a specified start time.
#'
#' @description
Expand All @@ -458,6 +483,7 @@ keep_columns_from_dataset <- function(dataset, columns, validate = FALSE) {
#' @md
filter_dataset_after_time <- function(dataset, start_time,
include_boundary = TRUE) {
start_time <- .posixct_to_datetime(start_time)
dataset$time_after(start_time, include_boundary)
}

Expand All @@ -475,6 +501,7 @@ filter_dataset_after_time <- function(dataset, start_time,
#' @md
filter_dataset_before_time <- function(dataset, end_time,
include_boundary = TRUE) {
end_time <- .posixct_to_datetime(end_time)
dataset$time_before(end_time, include_boundary)
}

Expand All @@ -493,6 +520,8 @@ filter_dataset_before_time <- function(dataset, end_time,
#' @md
filter_dataset_between_time <- function(dataset, start_time, end_time,
include_boundary = TRUE) {
start_time <- .posixct_to_datetime(start_time)
end_time <- .posixct_to_datetime(end_time)
dataset$time_between(start_time, end_time, include_boundary)
}

Expand Down
11 changes: 7 additions & 4 deletions tests/testthat/test_datasets.R
Original file line number Diff line number Diff line change
Expand Up @@ -10,11 +10,14 @@ test_that("create a tabular dataset,
ws <- existing_ws

# create tabular dataset from delimited files
date <- as.POSIXct("2011-05-01 17:55:23")
path_to_dataset <- "https://automlsamplenotebookdata.blob.core.windows.net/automl-sample-notebook-data/nyc_energy.csv"
dataset <- create_tabular_dataset_from_delimited_files(path=path_to_dataset)

time_column_name <- 'timeStamp'
dataset <- create_tabular_dataset_from_delimited_files(path=path_to_dataset)$with_timestamp_columns(fine_grain_timestamp=time_column_name)
filtered_dataset <- filter_dataset_before_time(dataset, date)

# load data into data frame
pandas_df <- load_dataset_into_data_frame(dataset)
pandas_df <- load_dataset_into_data_frame(filtered_dataset)
expect_equal(is.data.frame(pandas_df), TRUE)

# register first version of the dataset
Expand All @@ -28,7 +31,7 @@ test_that("create a tabular dataset,
expect_equal(registered_dataset1$name, registered_dataset2$name)
expect_equal(registered_dataset1$description, 'I am version 1')
expect_equal(registered_dataset2$description, 'I am version 2')

# unregister datasets
unregister_all_dataset_versions(dataset)
expect_equal(dataset$name, NULL)
Expand Down