Calculate the percentile rank of a flow value
Calculates the percentile rank of a discharge value compared to all flow values of a streamflow data set.
Looks up the value in the distribution (stats::ecdf()
function) of all daily discharge values from all years, unless
specified. Returns a tibble with statistics.
calc_flow_percentile( data, dates = Date, values = Value, groups = STATION_NUMBER, station_number, roll_days = 1, roll_align = "right", flow_value, water_year_start = 1, start_year, end_year, exclude_years, complete_years = FALSE, months = 1:12 )
data |
Data frame of daily data that contains columns of dates, flow values, and (optional) groups (e.g. station numbers).
Leave blank if using |
dates |
Name of column in |
values |
Name of column in |
groups |
Name of column in |
station_number |
Character string vector of seven digit Water Survey of Canada station numbers (e.g. |
roll_days |
Numeric value of the number of days to apply a rolling mean. Default |
roll_align |
Character string identifying the direction of the rolling mean from the specified date, either by the first
( |
flow_value |
A numeric flow value of which to determine the percentile rank. Required. |
water_year_start |
Numeric value indicating the month ( |
start_year |
Numeric value of the first year to consider for analysis. Leave blank to use the first year of the source data. |
end_year |
Numeric value of the last year to consider for analysis. Leave blank to use the last year of the source data. |
exclude_years |
Numeric vector of years to exclude from analysis. Leave blank to include all years. |
complete_years |
Logical values indicating whether to include only years with complete data in analysis. Default |
months |
Numeric vector of months to include in analysis (e.g. |
A tibble data frame, or a single numeric value if no station number provided, of the percentile rank of a given flow value.
# Run if HYDAT database has been downloaded (using tidyhydat::download_hydat()) if (file.exists(tidyhydat::hy_downloaded_db())) { # Calculate the percentile rank of a 10-cms flow value from a full record calc_flow_percentile(station_number = "08NM116", flow_value = 10) # Calculate the percentile rank of a 10-cms flow value from years with no missing data calc_flow_percentile(station_number = "08NM116", complete_years = TRUE, flow_value = 10) # Calculate the percentile rank of a 10-cms flow value for June from years with no missing data calc_flow_percentile(station_number = "08NM116", complete_years = TRUE, months = 6, flow_value = 10) }
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