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# begin license for material from https://github.com/github/gitignore/** | ||
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# Copyright (c) 2015 GitHub, Inc. | ||
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# Permission is hereby granted, free of charge, to any person obtaining a | ||
# copy of this software and associated documentation files (the "Software"), | ||
# to deal in the Software without restriction, including without limitation | ||
# the rights to use, copy, modify, merge, publish, distribute, sublicense, | ||
# and/or sell copies of the Software, and to permit persons to whom the | ||
# Software is furnished to do so, subject to the following conditions: | ||
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# The above copyright notice and this permission notice shall be included in | ||
# all copies or substantial portions of the Software. | ||
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# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
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# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | ||
# DEALINGS IN THE SOFTWARE. | ||
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# end license for material from https://github.com/github/gitignore/** | ||
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# begin material from https://github.com/github/gitignore/blob/master/Global/Emacs.gitignore | ||
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*~ | ||
\#*\# | ||
/.emacs.desktop | ||
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*.elc | ||
auto-save-list | ||
tramp | ||
.\#* | ||
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# Org-mode | ||
.org-id-locations | ||
*_archive | ||
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# flymake-mode | ||
*_flymake.* | ||
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# eshell files | ||
/eshell/history | ||
/eshell/lastdir | ||
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# elpa packages | ||
/elpa/ | ||
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# reftex files | ||
*.rel | ||
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# AUCTeX auto folder | ||
/auto/ | ||
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# cask packages | ||
.cask/ | ||
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# end material from https://github.com/github/gitignore/blob/master/Global/Emacs.gitignore | ||
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# begin material from https://github.com/github/gitignore/blob/master/Global/Vim.gitignore | ||
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[._]*.s[a-w][a-z] | ||
[._]s[a-w][a-z] | ||
*.un~ | ||
Session.vim | ||
.netrwhist | ||
*~ | ||
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# end material from https://github.com/github/gitignore/blob/master/Global/Vim.gitignore | ||
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# begin material from https://github.com/github/gitignore/blob/master/R.gitignore | ||
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# History files | ||
.Rhistory | ||
.Rapp.history | ||
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# Session Data files | ||
.RData | ||
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# Example code in package build process | ||
*-Ex.R | ||
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# RStudio files | ||
.Rproj.user/ | ||
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# produced vignettes | ||
vignettes/*.html | ||
vignettes/*.pdf | ||
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# OAuth2 token, see https://github.com/hadley/httr/releases/tag/v0.3 | ||
.httr-oauth | ||
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# begin material from https://github.com/github/gitignore/blob/master/C%2B%2B.gitignore | ||
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# Compiled Object files | ||
*.slo | ||
*.lo | ||
*.o | ||
*.obj | ||
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# Precompiled Headers | ||
*.gch | ||
*.pch | ||
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# Compiled Dynamic libraries | ||
*.so | ||
*.dylib | ||
*.dll | ||
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# Fortran module files | ||
*.mod | ||
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# Compiled Static libraries | ||
*.lai | ||
*.la | ||
*.a | ||
*.lib | ||
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# Executables | ||
*.exe | ||
*.out | ||
*.app | ||
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# end material from https://github.com/github/gitignore/blob/master/C%2B%2B.gitignore | ||
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# Assume contents of man page directories are automatically generated: | ||
man/** | ||
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# Ignore copy of delphi_epidata.R: | ||
# /R_pkg/epiforecast/R/delphi_epidata.R | ||
# /R_pkg/epiforecast/R/RcppExports.R | ||
# /R_pkg/epiforecast/src/RcppExports.cpp | ||
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# Ignore epiforecast package data folder (it should be generated by scripts in data-raw): | ||
/R_pkg/epiforecast/data/** | ||
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# (For now) offline copies of data that was fetched | ||
*.csv | ||
*.Rdata | ||
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# R documentatation | ||
*.Rd | ||
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# Personal todo lists | ||
*todo-justin.org |
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library(epiforecast) | ||
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## Make dummy csv | ||
area.name = "hhs1" | ||
hhs1.dat = fetchEpidataFullDat("fluview", area.name, "wili", | ||
min.points.in.season=52L, | ||
first.week.of.season = 21L, | ||
cache.file=sprintf("fluview_%s_fetch.Rdata", area.name)) | ||
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## Create a csv in the correct, desirable format | ||
filename="./correct.csv" | ||
hhs1.dat = lapply(hhs1.dat, function(myvec){ if(length(myvec)<53) return(c(myvec,NA)) else {return(myvec)}}) | ||
correct.hhs1.dat = do.call(cbind, hhs1.dat) | ||
correct.hhs1.dat = correct.hhs1.dat[-53,] | ||
write.csv(correct.hhs1.dat, file = filename,row.names=FALSE) | ||
full.dat = read.from.file(filename) | ||
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## Try EB with basic options | ||
mysim = eb.sim(full.dat, n.sims=1000) | ||
epiforecast:::plot.sim(mysim) | ||
targets = epiforecast:::forecast.sim(mysim,'pht') | ||
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## Try EB with more simulation settings | ||
control.list = get.eb.control.list(sd.option="prior",max.match.length=5) | ||
mysim = eb.sim(full.dat, n.sims=100, control.list=control.list) | ||
epiforecast:::plot.sim(mysim) | ||
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## Try BR | ||
mysim = br.sim(full.dat, n.sims=100, bootstrap=T) | ||
epiforecast:::plot.sim(mysim) | ||
epiforecast:::print.sim(mysim,verbose=TRUE) | ||
targets = epiforecast:::forecast.sim(mysim, "pht") | ||
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## Try BR with more simulation settings | ||
control.list = get_br_control_list(df=5, cv.rule="1se") | ||
mysim = br.sim(full.dat, n.sims=100, bootstrap=T, control.list=control.list) | ||
epiforecast:::plot.sim(mysim) | ||
epiforecast:::print.sim(mysim,verbose=TRUE) | ||
targets = epiforecast:::forecast.sim(mysim, "pht", plot.hist=TRUE) | ||
targets = epiforecast:::forecast.sim(mysim, "pwk", plot.hist=TRUE) | ||
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## Try twkde | ||
mysim = twkde.sim(full.dat) | ||
epiforecast:::plot.sim(mysim) |
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inst/doc |
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Package: epiforecast | ||
Type: Package | ||
Title: Tools for forecasting semi-regular seasonal epidemic curves and similar | ||
time series | ||
Version: 0.0.1 | ||
Date: 2015-12-09 | ||
Author: Logan C. Brooks, David C. Farrow, Sangwon Hyun, Ryan J. Tibshirani, Roni | ||
Rosenfeld | ||
Maintainer: Logan C. Brooks <lcbrooks@cs.cmu.edu> | ||
Imports: | ||
stats, | ||
utils, | ||
lubridate, | ||
splines, | ||
glmgen, | ||
glmnet, | ||
httr, | ||
Rcpp, | ||
rlist, | ||
RColorBrewer, | ||
data.table, | ||
hexbin, | ||
plotrix | ||
Description: Tools for forecasting semi-regular seasonal epidemic curves and | ||
similar time series. Includes an empirical Bayes approach that forms a prior | ||
by transforming historical curves, a basis regression approach that balances | ||
matching observations from the current season and matching historical | ||
seasons' measurements for future weeks, and timestep-by-timestep weighted | ||
kernel density estimation on backward differences parameterized by both the | ||
time series measurments and the current time. | ||
License: GPL-2 | ||
RoxygenNote: 5.0.1.9000 | ||
Collate: | ||
'RcppExports.R' | ||
'match.R' | ||
'utils.R' | ||
'br.R' | ||
'checks.R' | ||
'cv.R' | ||
'delphi_epidata.R' | ||
'eb_dists.R' | ||
'weeks.R' | ||
'loaders.R' | ||
'interface.R' | ||
'eb.R' | ||
'holidays.R' | ||
'read.R' | ||
'simclass.R' | ||
'todo-by-file.R' | ||
'twkde.R' | ||
LinkingTo: Rcpp | ||
SystemRequirements: C++14 | ||
Suggests: | ||
testthat |
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# Generated by roxygen2: do not edit by hand | ||
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export(DateToYearWeekWdayDF) | ||
export(DatesOfSeason) | ||
export(Seq) | ||
export(augmentWeeklyDF) | ||
export(br.sim) | ||
export(br.smoothedCurve) | ||
export(dat.to.matrix) | ||
export(eb.createForecasts) | ||
export(eb.fitSmoothCurves) | ||
export(eb.sim) | ||
export(fetchEpidataDF) | ||
export(fetchEpidataFullDat) | ||
export(get.latest.time) | ||
export(get_br_control_list) | ||
export(get_eb_control_list) | ||
export(is_christmas) | ||
export(is_newyear) | ||
export(is_thanksgiving) | ||
export(lastWeekNumber) | ||
export(match.arg.else.default) | ||
export(match.dat) | ||
export(match.integer) | ||
export(match.new.dat.sim) | ||
export(match.single.na.or.numeric) | ||
export(match.single.nonna.integer) | ||
export(match.single.nonna.integer.or.null) | ||
export(read.from.file) | ||
export(seasonModelWeekDFToYearWeekDF) | ||
export(seasonModelWeekToYearWeekDF) | ||
export(seasonModelWeekWdayDFToDate) | ||
export(seasonModelWeekWdayToDate) | ||
export(seasonOfDate) | ||
export(seasonOfYearWeek) | ||
export(trimPartialPastSeasons) | ||
export(twkde.markovian.sim) | ||
export(twkde.sim) | ||
export(unifChoicePrior) | ||
export(weekConventions) | ||
export(yearWeekDFToSeasonModelWeekDF) | ||
export(yearWeekWdayDFToDate) | ||
export(yearWeekWdayListsToDate) | ||
export(yearWeekWdayVecsToDate) | ||
import(RColorBrewer) | ||
import(Rcpp) | ||
import(data.table) | ||
import(glmgen) | ||
import(hexbin) | ||
import(httr) | ||
import(plotrix) | ||
import(rlist) | ||
useDynLib(epiforecast) |
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# This file was generated by Rcpp::compileAttributes | ||
# Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 | ||
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