#' @docType data
#'
#' @title Sinsinawa Creek, IL stream gradient points
#'
#' @description A \code{sf} object containing stream
#' gradient points for Sinsinawa Creek, IL. These points represent elevation
#' values extracted from a LiDAR terrain surface along the flowline of the
#' stream.
#'
#' @format A \code{sf} with 3521 observations and 23
#' variables.
#' \describe{
#' \item{OBJECTID}{numeric; The ArcGIS feature class assigned unique
#' identifier for each point in the dataset.}
#' \item{OBJECTID_1}{numeric; The ArcGIS feature class assigned unique
#' identifier for each point in the dataset.}
#' \item{ReachName}{character; The name of the reach.}
#' \item{POINT_X}{numeric; The longitude or easting of the point.
#' Coordinate system units can be determined by checking the
#' \code{st_crs(sin_gradient_sf)}.}
#' \item{POINT_Y}{numeric; The latitude or northing of the point.
#' Coordinate system units can be determined by checking the
#' \code{st_crs(sin_gradient_sf)}.}
#' \item{POINT_M}{numeric; The route distance of this cross section from
#' the upstream end of the reach. Coordinate system units
#' can be determined by checking the
#' \code{st_crs(sin_gradient_sf)}.}
#' \item{Z}{numeric; The elevation of the point. By convention, the
#' vertical units used in this project are NADV88 feet.}
#' \item{Z_smooth}{numeric; The smoothed elevation of the point. By
#' convention, the vertical unites used in this project are
#' NAVD88 feet.}
#' \item{upstream_x}{numeric; The x-coordinate value (longitude) of the next
#' upstream point in the moving window.}
#' \item{upstream_y}{numeric; The y-coordinate value (latitude) of the next
#' upstream point in the moving window.}
#' \item{downstream_x}{numeric; The x-coordinate value (longitude) of the
#' next downsteam point in the moving window.}
#' \item{downstream_y}{numeric; The y-coordinate value (latitude) of the
#' next downsteam point in the moving window.}
#' \item{upstream_m}{numeric; The m-coordinate value (route position) of the
#' next upstream point in the moving window.}
#' \item{downstream_m}{numeric; The m-coordinate value (route position) of
#' the next downstream point in the moving window.}
#' \item{rise}{numeric; The elevation difference between the downstream and
#' upstream point in the moving window, units are in feet.}
#' \item{run}{numeric; The longitudinal distance along the stream network
#' between the downstream and upstream point in the moving window,
#' units are in feet.}
#' \item{stream_length}{numeric; The longitudinal distance along the stream
#' network between the downstream and upstream point in
#' the moving window, units are in feet.}
#' \item{valley_length}{numeric; The longitudinal distance along the
#' valleyline between the downstream and upstream
#' stream network point in the moving window, units are
#' in feet.}
#' \item{sinuosity}{numeric; The sinuosity of the stream within the moving
#' window (valley_length/stream_length).}
#' \item{sinuosity_gte_one}{numeric;The sinuosity metric, values greater than
#' or equal to one.}
#' \item{slope}{numeric; The slope of the stream within the moving window
#' (rise/run).}
#' \item{slope_gte_zero}{numeric; The slope metric, values greater than of
#' equal to zero.}
#' }
#' @source This dataset was produced using the \code{FluvialGeomorph} ArcGIS
#' toolbox.
#'
#' @keywords datasets
#'
"sin_gradient_sf"
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