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YEAR: 2015 | ||
YEAR: 2017 | ||
COPYRIGHT HOLDER: Bob Rudis |
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#' Plot a time series as a horizon plot | ||
#' | ||
#' A horizon plot breaks the Y dimension down using colours. This is useful | ||
#' when visualising y values spanning a vast range and / or trying to highlight | ||
#' outliers without losing context of the rest of the data.\cr \cr Horizon | ||
#' plots are best viewed in an apsect ratio of very low vertical length. | ||
#' | ||
#' @md | ||
#' @section Aesthetics: `x`, `y`, `fill`. `fill` defaults to `..band..` which is | ||
#' the band number the current data fill area belongs in. | ||
#' @section Other parameters: `bandwidth`, to dictate the span of a band. | ||
#' @export | ||
geom_horizon <- function(mapping = NULL, data = NULL, show.legend = TRUE, | ||
inherit.aes = TRUE, na.rm = TRUE, bandwidth = NULL, ...) { | ||
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list( | ||
layer( | ||
data = data, | ||
mapping = mapping, | ||
stat = "horizon", | ||
geom = GeomHorizon, | ||
position = 'identity', | ||
show.legend = show.legend, | ||
inherit.aes = inherit.aes, | ||
params = list(bandwidth = bandwidth, na.rm = na.rm, ...) | ||
) | ||
) | ||
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} | ||
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#' @rdname geom_horizon | ||
#' @keywords internal | ||
#' @export | ||
GeomHorizon <- ggproto("GeomHorizon", GeomArea, | ||
required_aes = c("x", "y"), | ||
default_aes = plyr::defaults( | ||
aes(fill=NA, size = 0.15, linetype = 1, alpha = NA, colour = "gray20"), | ||
ggplot2::GeomArea$default_aes | ||
), | ||
draw_key = ggplot2::draw_key_rect | ||
) | ||
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#' Transforms data for a horizon plot | ||
#' @rdname geom_horizon | ||
#' @export | ||
stat_horizon <- function(mapping = NULL, data = NULL, geom = "horizon", show.legend = TRUE, | ||
inherit.aes = TRUE, na.rm = TRUE, bandwidth = NULL, ...) { | ||
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list( | ||
layer( | ||
stat = StatHorizon, | ||
data = data, | ||
mapping = mapping, | ||
geom = geom, | ||
position = 'identity', | ||
show.legend = show.legend, | ||
inherit.aes = inherit.aes, | ||
params = list(bandwidth = bandwidth, na.rm = na.rm, ...) | ||
) | ||
) | ||
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} | ||
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#' @rdname geom_horizon | ||
#' @keywords internal | ||
#' @export | ||
StatHorizon <- ggproto( | ||
"StatHorizon", | ||
Stat, | ||
required_aes = c("x", "y"), | ||
default_aes = aes(fill=..band..), | ||
setup_params = function(data, params) { | ||
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# calculating a default bandwidth | ||
if (is.null(params$bandwidth)) { | ||
params$bandwidth <- diff(range(data$y)) / 4 | ||
message(sprintf("bandwidth not specified. Using computed bandwidth %s", | ||
params$bandwidth)) | ||
} | ||
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params$n_min_y <- min(data$y, na.rm = TRUE) | ||
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params | ||
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}, | ||
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compute_group = function(data, scales, bandwidth, n_min_y) { | ||
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# calculating the band in which the values fall | ||
data$fillb <- ((data$y - n_min_y) %/% bandwidth) + 1 | ||
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# calculating the banded y value | ||
orig_y <- data$y | ||
orig_fill_b <- data$fillb | ||
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data$y <- data$y - (bandwidth * (data$fillb - 1)) - n_min_y | ||
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fill_bands <- sort(unique(data$fillb)) | ||
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# for each band, calculating value at a particular x | ||
banded_data <- lapply( | ||
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fill_bands, | ||
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function(i_fill_band) { | ||
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df_banded_data <- data[data$fillb == i_fill_band,] | ||
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df_banded_data_high <- data[data$fillb > i_fill_band,] | ||
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if (nrow(df_banded_data_high) > 0) { | ||
df_banded_data_high$y <- bandwidth | ||
df_banded_data_high$fillb <- i_fill_band | ||
} | ||
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df_banded_data_low <- data[data$fillb < i_fill_band,] | ||
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if (nrow(df_banded_data_low) > 0) { | ||
df_banded_data_low$y <- 0 | ||
df_banded_data_low$fillb <- i_fill_band | ||
} | ||
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data <- rbind( | ||
rbind(df_banded_data, df_banded_data_low), | ||
df_banded_data_high | ||
) | ||
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data$fillb <- data$fillb * bandwidth | ||
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data$band <- i_fill_band | ||
data$group <- i_fill_band | ||
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data | ||
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} | ||
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) | ||
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data <- do.call(rbind, banded_data) | ||
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data$band <- factor(data$band) | ||
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data | ||
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} | ||
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) |
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