plot_data_screening: Plot annual summary statistics for data screening

In fasstr: Analyze, Summarize, and Visualize Daily Streamflow Data

Plot annual summary statistics for data screening

Description

Plots the mean, median, maximum, minimum, standard deviation of annual flows and indicates data availability. Calculates statistics from all values, unless specified. Data calculated using screen_flow_data() function. Returns a list of plots.

Usage

plot_data_screening(
  data,
  dates = Date,
  values = Value,
  groups = STATION_NUMBER,
  station_number,
  roll_days = 1,
  roll_align = "right",
  water_year_start = 1,
  months = 1:12,
  start_year,
  end_year,
  include_title = FALSE,
  plot_availability = TRUE,
  include_stats = c("Mean", "Median", "Minimum", "Maximum", "Standard Deviation")
)

Arguments

data	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.
dates	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.
values	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.
groups	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.
station_number	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.
roll_days	Numeric value of the number of days to apply a rolling mean. Default 1.
roll_align	Character string identifying the direction of the rolling mean 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'.
water_year_start	Numeric value indicating the month (1 through 12) of the start of water year for analysis. Default 1.
months	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).
start_year	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.
end_year	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.
include_title	Logical value to indicate adding the group/station number to the plot, if provided. Default FALSE.
plot_availability	Logical value specifying whether to indicate if years contain complete data or missing values. Default TRUE. Use FALSE for original fasstr version.
include_stats	Vector of one or all of c("Mean", "Median", "Minimum", "Maximum", "Standard Deviation") to list annual summary statistics to plot for screening. Default all.

Value

A list of ggplot2 objects with the following for each station provided:

Data_Screening

a plot that contains annual summary statistics for screening

Default plots on each object:

Minimum	annual minimum of all daily flows for a given year
Maximum	annual maximum of all daily flows for a given year
Mean	annual mean of all daily flows for a given year
StandardDeviation	annual 1 standard deviation of all daily flows for a given year

See Also

screen_flow_data

Examples

# Run if HYDAT database has been downloaded (using tidyhydat::download_hydat())
if (file.exists(tidyhydat::hy_downloaded_db())) {

# Plot screening statistics using a data frame and data argument with defaults
flow_data <- tidyhydat::hy_daily_flows(station_number = "08NM116")
plot_data_screening(data = flow_data)

# Plot screening statistics using station_number argument with defaults
plot_data_screening(station_number = "08NM116")
                  
# Plot screening statistics for water years starting in October
plot_data_screening(station_number = "08NM116",
                 water_year_start = 10)
                  
# Plot screening statistics for 7-day flows for July-September months only
plot_data_screening(station_number = "08NM116",
                 roll_days = 7,
                 months = 7:9)
                 
}

fasstr documentation built on Sept. 30, 2024, 9:24 a.m.