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#!/usr/bin/env Rscript | ||
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# Updated Jan 3, 2018 | ||
# | ||
# This script will download data for all airsis monitors for the specified time frame | ||
# | ||
# # Example | ||
# airsis_getYearlyData_exec.R --startdate=20150101 --enddate=2016010223 --outputDir="~/Data/airsis" --fileName="airsis_2015" | ||
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VERSION <- "0.0.1" | ||
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suppressPackageStartupMessages( | ||
{ | ||
library(methods) | ||
library(optparse) | ||
library(PWFSLSmoke) | ||
library(MazamaSpatialUtils) | ||
} | ||
) | ||
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########################################## | ||
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saveAirsisData <- function(opt) { | ||
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# Get all unitids | ||
usfs_unitids <- airsis_availableUnits(opt$startdate, opt$enddate, provider = 'USFS') | ||
apcd_unitids <- airsis_availableUnits(opt$startdate, opt$enddate, provider = 'APCD') | ||
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# for usfs and apcd, make a list of ws_monitor objects for all units | ||
monitors <- list() | ||
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for ( provider in c("USFS", "APCD", "ARB2", "EPA")) { | ||
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unitids <- airsis_availableUnits(opt$startdate, opt$enddate, provider = provider) | ||
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for ( unitid in unitids ) { | ||
result <- try (monitor <- airsis_createMonitorObject(startdate = opt$startdate, enddate = opt$enddate, provider = provider, unitID = unitid)) | ||
if ("try-error" %in% class(result)) { | ||
print(paste0("error loading ", provider, " ", unitid, ": ", geterrmessage())) | ||
} else { | ||
monitors[[paste0(unitid, "_", provider)]] <- monitor | ||
} | ||
} | ||
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} | ||
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all_monitors <- monitor_combine(monitors) | ||
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# Set the name of all_monitors to fileName | ||
if (is.null(opt$fileName)) { | ||
fileName <- paste0('airsis_', opt$startdate, "_", opt$enddate) | ||
} else { | ||
fileName <- opt$fileName | ||
} | ||
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assign(fileName, all_monitors) | ||
filePath <- paste0(opt$outputDir, '/', fileName, '.RData') | ||
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# Save the RData file | ||
save(list = fileName, file = filePath) | ||
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} | ||
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################################################################################ | ||
# Main program | ||
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# ----- Parse command line options --------------------------------------------- | ||
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# Set up option parser | ||
option_list <- list( | ||
make_option(c("--startdate"),default=NULL, help="starting date of the data to be downloaded"), | ||
make_option(c("--enddate"), default=NULL, help="ending date of the data to be downloaded"), | ||
make_option(c("--outputDir"), default=getwd(), help="Output directory for generated RData files [default=\"%default\"]"), | ||
make_option(c("--fileName"), default=NULL, help="name for the RData file"), | ||
make_option(c("--logDir"), default=getwd(), help="Output directory for generated .log file [default=\"%default\"]"), | ||
make_option(c("--spatialDataDir"), default='~/Data/Spatial', help="Directory containing spatial datasets used by MazamaSpatialUtils [default=\"%default\"]"), | ||
make_option(c("-V","--version"), action="store_true", default=FALSE, help="Print out version number [default\"%default\"]") | ||
) | ||
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# Parse arguments | ||
opt <- parse_args(OptionParser(option_list=option_list)) | ||
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# Print out version and quit | ||
if ( opt$version ) { | ||
cat(paste0('createCSV_exec.R ',VERSION,'\n')) | ||
quit() | ||
} | ||
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# Sanity checks | ||
if ( is.null(opt$startdate) ) stop(paste0("startdate is required")) | ||
if ( is.null(opt$enddate) ) stop(paste0("enddate is required")) | ||
if ( !file.exists(opt$outputDir) ) stop(paste0("outputDir not found: ",opt$outputDir)) | ||
if ( !file.exists(opt$logDir) ) stop(paste0("logDir not found: ",opt$logDir)) | ||
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# Assign log file names | ||
debugLog <- file.path(opt$logDir, paste0('airsis_getYearlyData_', '_DEBUG.log')) | ||
infoLog <- file.path(opt$logDir, paste0('airsis_getYearlyData_', '_INFO.log')) | ||
errorLog <- file.path(opt$logDir, paste0('airsis_getYearlyData_', '_ERROR.log')) | ||
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# Set up logging | ||
logger.setup(debugLog=debugLog, infoLog=infoLog, errorLog=errorLog) | ||
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# Silence other warning messages | ||
options(warn=-1) # -1=ignore, 0=save/print, 1=print, 2=error | ||
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# Set up MazamaSpatialUtils | ||
setSpatialDataDir(opt$spatialDataDir) ##FOR bash | ||
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loadSpatialData("NaturalEarthAdm1") | ||
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# ----- Save airnow ws_monitor object as a RData file ------ | ||
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result <- try( saveAirsisData(opt) ) | ||
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if ( "try-error" %in% class(result) ) { | ||
msg <- paste("Error saving airsis data: ", geterrmessage()) | ||
logger.fatal(msg) | ||
} else { | ||
# Guarantee that the errorLog exists | ||
if ( !file.exists(errorLog) ) dummy <- file.create(errorLog) | ||
logger.info("Completed successfully!") | ||
} | ||
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--- | ||
title: "Yearly AIRSIS Data" | ||
author: "Mazama Science" | ||
date: "`r Sys.Date()`" | ||
output: html_document | ||
--- | ||
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```{r, echo=FALSE} | ||
knitr::opts_chunk$set(fig.width=7, fig.height=5) | ||
``` | ||
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# Setup | ||
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Start by loading the PWFSLSmoke package and loading the data. | ||
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```{r Setup, message=FALSE} | ||
suppressPackageStartupMessages({ | ||
library(PWFSLSmoke) | ||
library(ggplot2) | ||
library(gridExtra) | ||
} | ||
) | ||
logger.setLevel(ERROR) | ||
load("~/Data/airsis/airsis_2015.RData") | ||
load("~/Data/airsis/airsis_2016.Rdata") | ||
``` | ||
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# Orientation | ||
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```{r mapping} | ||
monitorLeaflet(airsis_2015) | ||
monitorLeaflet(airsis_2016) | ||
``` | ||
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```{r} | ||
days2015 <- sum(!is.na(airsis_2015$data[-1]))/24 | ||
days2016 <- sum(!is.na(airsis_2016$data[-1]))/24 | ||
deployments2015 <- ncol(airsis_2015$data) - 1 | ||
deployments2016 <- ncol(airsis_2016$data) - 1 | ||
``` | ||
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Let's see how they were distributed through time: | ||
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```{r} | ||
counts2015 <- data.frame(time = airsis_2015$data$datetime, count = apply(airsis_2015$data[-1], 1, function(x) sum(!is.na(x)))) | ||
counts2016 <- data.frame(time = airsis_2016$data$datetime, count = apply(airsis_2016$data[-1], 1, function(x) sum(!is.na(x)))) | ||
plot1 <- ggplot(counts2015, aes(time, count))+ | ||
geom_bar(stat="identity")+ | ||
labs(title='2015', subtitle='number of deployments each hour') | ||
plot2 <- ggplot(counts2016, aes(time, count))+ | ||
geom_bar(stat="identity")+ | ||
labs(title='2016', subtitle='number of deployments each hour') | ||
grid.arrange(plot1, plot2, nrow = 2) | ||
``` | ||
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```{r monthly_maps} | ||
basemap <- esriMap_getMap(bboxString = '-168.9,20.18,-58.68,70.51') | ||
layout(matrix(c(3,3,1,2), 2, 2, byrow = TRUE), widths=c(1,1), heights=c(1,3)) | ||
for ( month in 1:12) { | ||
# First 2015 | ||
tlim2015 <- if (month < 12) { | ||
paste0('2015', stringr::str_pad(as.character(c(month, month+1)), 2, side = 'left', "0"), '01') | ||
} else { | ||
c('20151201', '20160101') | ||
} | ||
ws_monitor2015 <- monitor_subset(airsis_2015, tlim = tlim2015) | ||
month_str <- strftime(ws_monitor2015$data$datetime[30], format = "%B") | ||
tlim2016 <- if (month < 12) { | ||
paste0('2016', stringr::str_pad(as.character(c(month, month+1)), 2, side = 'left', "0"), '01') | ||
} else { | ||
c('20161201', '20170101') | ||
} | ||
ws_monitor2016 <- monitor_subset(airsis_2016, tlim = tlim2016) | ||
monitorEsriMap(ws_monitor2015, mapRaster = basemap, main = '2015') | ||
monitorEsriMap(ws_monitor2016, mapRaster = basemap, main = '2016') | ||
plot(0,0,axes = F, col = 'transparent') | ||
text(0,0,month_str, cex = 3) | ||
} | ||
``` | ||
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