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February 27, 2018 16:20
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download climate locations for a single location
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library(lubridate) | |
library(dplyr) | |
#################################################################################### | |
#' Download downscaled climate forecast data | |
#' | |
#' Individual climate models available are are c('CFSv2','CMC1','CMC2','GFDL-FLOR','GFDL','NASA','NCAR'), | |
#' 'ENSMEAN' is the mean of all models. | |
#' lead_time is the months into the future to obtain forecasts. Max of 7 | |
#' Default lat and lon are for Portal, AZ | |
get_climate_forecasts = function(climate_model = 'ENSMEAN', | |
lat = 31.9555, lon = -109.0744, | |
lead_time = 6){ | |
if(!climate_model %in% c('CFSv2','CMC1','CMC2','GFDL-FLOR','GFDL','NASA','NCAR')) stop(paste0('Unknown climate model: ',climate_model)) | |
if(!lead_time %in% 1:7) stop(paste0('Lead time must an integer be between 1 and 7, got: ',lead_time)) | |
today = Sys.Date() | |
start_time = strftime(today, format='%Y-%m-%d') | |
end_time = strftime(today %m+% months(lead_time), format='%Y-%m-%d') | |
# add in timestamps for URL | |
start_time = paste0(start_time,'T00%3A00%3A00Z') | |
end_time = paste0(end_time,'T00%3A00%3A00Z') | |
full_url = paste0('https://tds-proxy.nkn.uidaho.edu/thredds/ncss/NWCSC_INTEGRATED_SCENARIOS_ALL_CLIMATE/bcsd-nmme/monthlyForecasts/bcsd_nmme_metdata_',climate_model, | |
'_forecast_1monthAverage.nc?var=prate&var=tmp2m&latitude=',lat,'&longitude=',lon,'&time_start=',start_time,'&time_end=',end_time,'&accept=csv') | |
raw_download = RCurl::getURL(full_url) | |
df=read.table(sep=',',skip=1,text=raw_download) | |
colnames(df) = c('date','lat','lon','precip','temperature') | |
df = df %>% | |
mutate(date = as_date(date)) %>% | |
mutate(year = year(date), month=month(date)) %>% | |
select(-date, -lat, -lon) | |
return(df) | |
} |
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