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October 10, 2019 12:49
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R functions for creating a voronoi map for ERCOT.
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download_spdf_bound_ercot <- function(..., path = config$path_spdf_bound, backup = FALSE) { | |
url <- 'http://www.ercot.com/content/cdr/static/ercot_boundary.kml' | |
download.file(url = url, destfile = config$path_kml_bound, quiet = TRUE) | |
bound <- | |
config$path_kml_bound %>% | |
xml2::read_xml() %>% | |
xml2::xml_children() %>% | |
xml2::xml_children() %>% | |
magrittr::extract(4) %>% | |
xml2::xml_children() %>% | |
magrittr::extract(3) %>% | |
xml2::xml_children() %>% | |
magrittr::extract(4) %>% | |
xml2::xml_children() %>% | |
magrittr::extract(4) %>% | |
xml2::xml_text() %>% | |
# readLines() | |
str_split(',0\\s+', simplify = TRUE) %>% | |
str_replace_all('[^(0-9|.|,|\\-)]','') %>% | |
str_split(',', simplify = TRUE) %>% | |
as_tibble() %>% | |
purrr::set_names(c('lon', 'lat')) %>% | |
mutate_all(list(as.numeric)) %>% | |
filter(!is.na(lon) & !is.na(lat)) %>% | |
bind_rows( | |
., | |
slice(., 1L) | |
) | |
bound_nontop <- | |
bound %>% | |
arrange(desc(row_number())) %>% | |
slice(c(24:n())) | |
bound_state <- | |
teplot::get_map_data_state(state = 'tx') %>% | |
as_tibble() | |
bound_top <- | |
bound_state %>% | |
slice(c(840:870)) %>% | |
select(lon = long, lat) | |
bound_fix <- | |
bind_rows( | |
bound_top, | |
bound_nontop | |
) %>% | |
bind_rows( | |
., | |
slice(., 1L) | |
) | |
# # bound_fix %>% count(lon, lat) | |
# bound_fix %>% | |
# ggplot(aes(lon, lat)) + | |
# geom_path() | |
bound_poly <- | |
bound_fix %>% | |
sp::Polygon() %>% | |
list() %>% | |
sp::Polygons(ID = 'dummy') %>% | |
list() %>% | |
sp::SpatialPolygons() | |
spdf_bound <- | |
sp::SpatialPolygonsDataFrame( | |
bound_poly, | |
data.frame(state = c('texas'), row.names = c('dummy')) | |
) | |
# sp::proj4string(spdf_bound) <- sp::CRS('+init=epsg:4326') | |
# # NOTE: This is actually the same coordinate system. By transforming here, | |
# # removing some of the attributes to match with `spdf_pnt`. | |
# spdf_bound <- sp::spTransform(spdf_bound, sp::CRS('+proj=longlat +datum=WGS84')) | |
# spdf_bound | |
write_rds(spdf_bound, path = path) | |
} | |
get_spdf_bound_ercot <- function(..., path = config$path_spdf_bound, overwrite = FALSE, backup = FALSE) { | |
exists <- fs::file_exists(path) | |
if(!overwrite & !exists) { | |
.display_warning( | |
'Needed file does not already exist. ', | |
'Ignoring `overwrite = FALSE` and trying to download now.', | |
... | |
) | |
overwrite <- TRUE | |
} | |
if(!exists | overwrite) { | |
f_download_possibly <- | |
purrr::possibly( | |
.f = ~download_sdpf_bound_ercot(..., path = path), | |
otherwise = NULL | |
) | |
res <- f_download_possibly() | |
} else { | |
res <- .import_data_from_path(..., path = path) | |
} | |
if (!is.null(res)) { | |
return(res) | |
} | |
if(!exists) { | |
.display_warning( | |
'Could not download data.', | |
... | |
) | |
} else if (overwrite) { | |
.display_warning( | |
'Could not download data. Nonetheless, the file may already exist. ', | |
'(Try `overwrite = FALSE`)', | |
... | |
) | |
} | |
invisible(NULL) | |
} | |
create_spdf <- function(data) { | |
stopifnot(is.data.frame(data)) | |
stopifnot(sum(c('lat', 'lon') %in% colnames(data)) == 2) | |
stopifnot(any('value' %in% colnames(data))) | |
data <- | |
data %>% | |
filter(!is.na(lat), !is.na(lon)) | |
spdf_pnt <- | |
sp::SpatialPointsDataFrame( | |
cbind(data$lon, data$lat), | |
data, | |
match.ID = TRUE | |
) | |
# spdf_pnt@bbox <- spdf_base_map@bbox | |
# sp::proj4string(spdf_pnt) <- sp::proj4string(spdf_base_map) | |
spdf_pnt@bbox <- spdf_bound@bbox | |
sp::proj4string(spdf_pnt) <- sp::proj4string(spdf_bound) | |
spdf_pnt | |
} | |
convert_spdf_pnt_to_sf_poly <- function(spdf_pnt) { | |
# stopifnot(class(spdf_pnt) == '') | |
th <- | |
spdf_pnt %>% | |
maptools::as.ppp.SpatialPointsDataFrame() %>% | |
spatstat::dirichlet() %>% | |
methods::as('SpatialPolygons') | |
sp::proj4string(th) <- sp::proj4string(spdf_pnt) | |
th_z <- sp::over(th, spdf_pnt) | |
spdf_pnt_poly <- sp::SpatialPolygonsDataFrame(th, th_z) | |
# spdf_pnt_poly_trim <- raster::intersect(spdf_base_map, spdf_pnt_poly) | |
spdf_pnt_poly_trim <- raster::intersect(spdf_bound, spdf_pnt_poly) | |
spdf_pnt_poly_trim %>% sf::st_as_sf() | |
} | |
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