Calculates annual statistics from all annual fasstr functions from a daily streamflow data set.
Data is ideally long-term and continuous with minimal missing/seasonal data as annual statistics are calculated.
Calculates statistics from all values, unless specified. Returns a tibble with statistics.
Data calculated using the following functions:
calc_all_annual_stats(
data,
dates = Date,
values = Value,
groups = STATION_NUMBER,
station_number,
basin_area,
water_year_start = 1,
start_year,
end_year,
exclude_years,
months = 1:12,
annual_percentiles = c(10, 90),
monthly_percentiles = c(10, 20),
stats_days = 1,
stats_align = "right",
lowflow_days = c(1, 3, 7, 30),
lowflow_align = "right",
timing_percent = c(25, 33, 50, 75),
normal_percentiles = c(25, 75),
transpose = FALSE,
complete_years = FALSE,
ignore_missing = FALSE,
allowed_missing_annual = ifelse(ignore_missing, 100, 0),
allowed_missing_monthly = ifelse(ignore_missing, 100, 0)
)Data frame of daily data that contains columns of dates, flow values, and (optional) groups (e.g. station numbers).
Leave blank or set to NULL if using station_number argument.
Name of column in data that contains dates formatted YYYY-MM-DD. Only required if dates column name is not
'Date' (default). Leave blank or set to NULL if using station_number argument.
Name of column in data that contains numeric flow values, in units of cubic metres per second.
Only required if values column name is not 'Value' (default). Leave blank if using station_number argument.
Name of column in data that contains unique identifiers for different data sets, if applicable. Only required
if groups column name is not 'STATION_NUMBER'. Function will automatically group by a column named 'STATION_NUMBER' if
present. Remove the 'STATION_NUMBER' column beforehand to remove this grouping. Leave blank if using station_number
argument.
Character string vector of seven digit Water Survey of Canada station numbers (e.g. "08NM116") of
which to extract daily streamflow data from a HYDAT database. Requires tidyhydat package and a HYDAT database.
Leave blank if using data argument.
Upstream drainage basin area, in square kilometres, to apply to observations. Three options:
(1) Leave blank if groups is STATION_NUMBER with HYDAT station numbers to extract basin areas from HYDAT.
(2) A single numeric value to apply to all observations.
(3) List each basin area for each group/station in groups (can override HYDAT value if listed) as such c("08NM116" = 795,
"08NM242" = 10). If group is not listed the HYDAT area will be applied if it exists, otherwise it will be NA.
Numeric value indicating the month (1 through 12) of the start of water year for
analysis. Default 1.
Numeric value of the first year to consider for analysis. Leave blank or set well before start date (i.e.
1800) to use from the first year of the source data.
Numeric value of the last year to consider for analysis. Leave blank or set well after end date (i.e.
2100) to use up to the last year of the source data.
Numeric vector of years to exclude from analysis. Leave blank or set to NULL to include all years.
Numeric vector of months to include in analysis. For example, 3 for March, 6:8 for Jun-Aug or
c(10:12,1) for first four months (Oct-Jan) when water_year_start = 10 (Oct). Default summarizes all
months (1:12). If not 1:12, seasonal total yield and volumetric flows will not be included.
Numeric vector of percentiles to calculate annually. Set to NA if none required. Used for
calc_annual_stats() function. Default c(10,90).
Numeric vector of percentiles to calculate monthly for each year. Set to NA if none required.
Used for calc_monthly_stats() function. Default c(10,20).
Numeric vector of the number of days to apply a rolling mean on basic stats. Default c(1).
Used for calc_annual_stats() and calc_monthly_stats() functions.
Character string identifying the direction of the rolling mean on basic stats from the specified date, either by
the first ('left'), last ('right'), or middle ('center') day of the rolling n-day group of observations.
Default 'right'. Used for calc_annual_stats(), calc_monthly_stats(), and calc_annual_normal_days()
functions.
Numeric vector of the number of days to apply a rolling mean on low flow stats. Default c(1,3,7,30).
Used for calc_lowflow_stats() function.
Character string identifying the direction of the rolling mean on low flow stats from the specified date,
either by the first ('left'), last ('right'), or middle ('center') day of the rolling n-day group of
observations. Default 'right'. Used for calc_lowflow_stats() function.
Numeric vector of percents of annual total flows to determine dates. Used for calc_annual_flow_timing()
function. Default c(25,33.3,50,75).
Numeric vector of two values, lower and upper percentiles, respectively indicating the limits of the
normal range. Default c(25,75).
Logical value indicating whether to transpose rows and columns of results. Default FALSE.
Logical values indicating whether to include only years with complete data in analysis. Default FALSE.
Logical value indicating whether dates with missing values should be included in the calculation. If
TRUE then a statistic will be calculated regardless of missing dates. If FALSE then only those statistics from
time periods with no missing dates will be returned. Default FALSE.
Numeric value between 0 and 100 indicating the percentage of missing dates allowed to be
included to calculate an annual statistic (0 to 100 percent). If 'ignore_missing = FALSE' then it defaults to 0
(zero missing dates allowed), if 'ignore_missing = TRUE' then it defaults to 100 (any missing dates allowed);
consistent with ignore_missing usage. Supersedes ignore_missing when used. Only for annual means, percentiles,
minimums, and maximums.
Numeric value between 0 and 100 indicating the percentage of missing dates allowed to be
included to calculate a monthly statistic (0 to 100 percent). If 'ignore_missing = FALSE' then it defaults to 0
(zero missing dates allowed), if 'ignore_missing = TRUE' then it defaults to 100 (any missing dates allowed);
consistent with ignore_missing usage. Supersedes ignore_missing when used.Only for monthly means, percentiles,
minimums, and maximums.
A tibble data frame with column "Year" and then 107 (default) variables from the fasstr annual functions. See listed functions above for default variables. Transposing data creates a column of "Statistics" and subsequent columns for each year selected.
if (FALSE) {
# Working examples:
# Run if HYDAT database has been downloaded (using tidyhydat::download_hydat())
if (file.exists(tidyhydat::hy_downloaded_db())) {
# Calculate all annual statistics from this package with default arguments
calc_all_annual_stats(station_number = "08NM116")
# Calculate all annual statistics from this package with default arguments
# with some default arguments shown to customize metrics
calc_all_annual_stats(station_number = "08NM116",
annual_percentiles = c(10,90),
monthly_percentiles = c(10,20),
stats_days = 1,
stats_align = "right",
lowflow_days = c(1,3,7,30),
lowflow_align = "right",
timing_percent = c(25,33,50,75),
normal_percentiles = c(25,75))
}
}