The System Wide Monitoring Program (SWMP) was implemented by the National Estuarine Research Reserve System (NERRS) in 1995 to provide continuous monitoring data at over 140 continuous monitoring stations in 28 estuaries across the United States. SWMPr (pronounced “swamper”) is an R package for retrieving, organizing, and analyzing estuary monitoring data from SWMP. Please cite the package as follows:
Beck MW. 2016. SWMPr: An R package for retrieving, organizing, and analyzing environmental data for estuaries. The R Journal. 8(1):219-232. https://journal.r-project.org/archive/2016-1/beck.pdf
Install the package from CRAN as follows:
The development (unstable) version of this package can be installed from Github:
A manuscript describing full use of the package is available from the
R
Journal. All source materials for the manuscript are available here. A brief
description of the available functions is provided below. See help
documentation for more details on each function (e.g.,
?all_params). All functions are grouped into respective
categories that describe their use: retrieve, organize, and analyze.
Help files for functions in each category can be viewed as follows:
help.search('retrieve', package = 'SWMPr')
help.search('organize', package = 'SWMPr')
help.search('analyze', package = 'SWMPr')
all_params
|
Retrieve any number of records starting with the most recent at a given
station, all parameters. Wrapper to exportAllParamsXMLNew
function on web services.
|
all_params_dtrng
|
Retrieve records of all parameters within a given date range for a
station. Optional argument for a single parameter. Wrapper to
exportAllParamsDateRangeXMLNew.
|
import_local
|
Import files from a local path. The files must be in a specific format, specifically those returned from the CDMO using the zip downloads option for a reserve. |
import_remote
|
Import SWMP site data from a remote independent server. These files have been downloaded from CDMO, processed using functions in this package, and uploaded to an Amazon server for quicker import into R. |
single_param
|
Retrieve any number of records for a single parameter starting with the
most recent at a given station. Wrapper to
exportSingleParamXMLNew function on web services.
|
site_codes
|
Metadata for all stations, wrapper to
exportStationCodesXMLNew function on web services.
|
site_codes_ind
|
Metadata for all stations at a single site, wrapper to
NERRFilterStationCodesXMLNew function on web services.
|
cens_id
|
Creates additional columns in a swmpr object that identify observations below, within, or above the detection limit. |
comb
|
Combines swmpr objects to a common time series using setstep, such as combining the weather, nutrients, and water quality data for a single station. Only different data types can be combined. |
qaqc
|
Remove QAQC columns and remove data based on QAQC flag values for a swmpr object. Only applies if QAQC columns are present. |
qaqcchk
|
View a summary of the number of observations in a swmpr object that are assigned to different QAQC flags used by CDMO. The output is used to inform further processing but is not used explicitly. |
rem_reps
|
Remove replicate nutrient data that occur on the same day. The default is to average replicates. |
setstep
|
Format data from a swmpr object to a continuous time series at a given
timestep. The function is used in comb and can also be used
with individual stations.
|
subset
|
Subset by dates and/or columns for a swmpr object. This is a method passed to the generic `subset’ function provided in the base package. |
aggreswmp
|
Aggregate swmpr objects for different time periods - years, quarters, months, weeks, days, or hours. Aggregation function is user-supplied but defaults to mean. |
aggremetab
|
Aggregate metabolism data from a swmpr object. This is primarily used
within plot_metab but may be useful for simple summaries of
raw daily data.
|
ecometab
|
Estimate ecosystem metabolism for a combined water quality and weather dataset using the open-water method. |
decomp
|
Decompose a swmpr time series into trend, seasonal, and residual
components. This is a simple wrapper to decompose.
Decomposition of monthly or daily trends is possible.
|
decomp_cj
|
Decompose a swmpr time series into grandmean, annual, seasonal, and
events components. This is a simple wrapper to decompTs in
the wq package. Only monthly decomposition is possible.
|
hist
|
Plot a histogram for a swmpr object. |
lines
|
Add lines to an existing swmpr plot. |
map_reserve
|
Create a map of all stations in a reserve using the ggmap package. |
na.approx
|
Linearly interpolate missing data (NA values) in a swmpr
object. The maximum gap size that is interpolated is defined as a
maximum number of records with missing data.
|
overplot
|
Plot multiple SWMP time series on the same y-axis. |
plot
|
Plot a univariate time series for a swmpr object. The parameter name must be specified. |
plot_metab
|
Plot ecosystem metabolism estimates after running ecometab
on a swmpr object.
|
plot_summary
|
Create summary plots of seasonal/annual trends and anomalies for a water quality or weather parameter. |
plot_wind
|
Create a wind rose using weather data. |
smoother
|
Smooth swmpr objects with a moving window average. Window size and sides
can be specified, passed to filter.
|
calcKL
|
Estimate the reaeration coefficient for air-sea gas exchange. This is
only used within the ecometab function.
|
metab_day
|
Identify the metabolic day for each approximate 24 period in an hourly
time series. This is only used within the ecometab
function.
|
param_names
|
Returns column names as a list for the parameter type(s) (nutrients, weather, or water quality). Includes QAQC columns with ‘f_’ prefix. Used internally in other functions. |
parser
|
Parses html returned from CDMO web services, used internally in retrieval functions. |
swmpr
|
Creates object of swmpr class, used internally in retrieval functions. |
time_vec
|
Converts time vectors to POSIX objects with correct time zone for a site/station, used internally in retrieval functions. |