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My full reproducible code
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#library(tidyverse) | |
library(config) | |
library(DBI) | |
library(odbc) | |
library(tibble) | |
library(dplyr) | |
library(tidyr) | |
library(lubridate) | |
library(tsibble) | |
library(readr) | |
library(feasts) | |
library(fable) | |
library(prophet) | |
library(fable.prophet) | |
library(reprex) | |
# testtraindata <- ts2 %>% | |
# select(!any_of(c("ds"))) %>% filter(station_id %in% c("04")) | |
# testmodel <- model(.safely=TRUE,.data = testtraindata, | |
# prophetb = prophet(callvolume ~ | |
# holiday(myholidays,prior_scale = 30)) | |
# ) | |
# saveRDS(ts2,"ts2.RDS") | |
# saveRDS(myholidays,"myholidays.RDS") | |
# saveRDS(testmodel,"testmodel.RDS") | |
mysqlconnect <- function(driver,server,database,user,password){ | |
# odbc::odbcListDrivers() #To find drivers uncomment and run | |
con <- DBI::dbConnect(odbc::odbc(), | |
Driver = driver, | |
Server = server, | |
dbname = database, | |
UID = user, | |
PWD = password, | |
Port = 3306) | |
return(con) | |
} | |
create_holidays <- function(train_data) { | |
myconfig = config::get(config="mysql",file = "C:/Lechi/Automation/secrets/config.yml") | |
mysqlconn = mysqlconnect(myconfig$driver,myconfig$server,myconfig$database, | |
myconfig$username,myconfig$password) | |
res <- dbSendQuery(mysqlconn, "SELECT * FROM datawarehouse.extraholidays") | |
extraholidays <- dbFetch(res) | |
dbClearResult(res) | |
DBI::dbDisconnect(mysqlconn) | |
myyears <- train_data$incident_date%>% lubridate::year() | |
(myholidays <- prophet:::make_holidays_df(myyears,"US") %>%# dplyr::mutate(index=ds) %>% | |
dplyr::mutate(holiday=as.character(holiday)) %>% | |
dplyr::mutate(holiday=forcats::as_factor(holiday)) %>% | |
dplyr::mutate( | |
holiday=forcats::fct_relabel(holiday, | |
~ gsub(" ",".",gsub("[[:punct:]]+","",gsub(" \\(Observed\\)", "", .x))) | |
)) %>% dplyr::mutate(mymonth=months(ds)))#%>% | |
mycalander <- extraholidays %>% | |
mutate(year = lubridate::year(ds)) %>% | |
dplyr::filter(year %in% unique(myyears)) %>% | |
dplyr::filter(OnAFedHoliday == 'no') %>% | |
dplyr::select(!tidyr::any_of(c("Note","key","year","month","day","OnAFedHoliday"))) %>% | |
dplyr::distinct() %>% | |
dplyr::mutate(ds = lubridate::ymd(ds)) | |
myholidays <- bind_rows(myholidays %>% | |
dplyr::select(!mymonth),mycalander) %>% | |
dplyr::mutate(ds=lubridate::round_date(ds, unit = 'week')) %>% distinct() | |
return(myholidays) | |
} | |
#' This errors out | |
library(config) | |
library(DBI) | |
library(odbc) | |
library(tibble) | |
library(dplyr) | |
library(readr) | |
library(feasts) | |
library(fable) | |
library(prophet) | |
library(fable.prophet) | |
library(reprex) | |
myprepfunction <- function() { | |
ts2 <- readRDS(url("https://github.com/lbui30/reprexdata/blob/main/ts2.RDS?raw=true")) | |
testmodel <- readRDS(url("https://github.com/lbui30/reprexdata/blob/main/testmodel.RDS?raw=true")) | |
sampledata <- ts2 %>% select(!any_of(c("ds"))) %>% filter(station_id %in% c("04")) | |
# simplifying for reprex.... | |
# myholidays <- create_holidays(sampledata) | |
myholidays <- readRDS(url("https://github.com/lbui30/reprexdata/blob/main/myholidays.RDS?raw=true")) | |
myforcast <- testmodel %>% | |
forecast(h = "4 weeks") | |
return(myforcast) | |
} | |
forecast = myprepfunction() | |
#' But this does not | |
ts2 <- readRDS(url("https://github.com/lbui30/reprexdata/blob/main/ts2.RDS?raw=true")) | |
testmodel <- readRDS(url("https://github.com/lbui30/reprexdata/blob/main/testmodel.RDS?raw=true")) | |
sampledata <- ts2 %>% select(!any_of(c("ds"))) %>% filter(station_id %in% c("04")) | |
myholidays <- readRDS(url("https://github.com/lbui30/reprexdata/blob/main/myholidays.RDS?raw=true")) | |
myforcast <- testmodel %>% | |
forecast(h = "4 weeks") |
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