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Commit bafee1b8 authored by Ben Anderson's avatar Ben Anderson
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moved green grid stuff to new repo

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#### About ----
# Code to process NZ GREEN Grid grid spy data
#### Libraries ----
library(data.table)
library(lubridate) # keep here otherwise data.table masks various functions
library(readr)
library(greenGridr)
#### Local parameters ----
fpath <- "/Volumes/hum-csafe/Research Projects/GREEN Grid/_RAW DATA/GridSpyData/" # location of data
#fpath <- "~/Data/NZGreenGrid/gridspy/1min_orig/" # location of data
pattern <- "*at1.csv$" # filters only 1 min data
outPath <- "/Volumes/hum-csafe/Research Projects/GREEN Grid/Clean_data/gridSpy/1min/" # place to save them
#outPath <- "~/Data/NZGreenGrid/gridspy/consolidated/"
dataThreshold <- 3000 # assume any files smaller than this (bytes) = no data
### Code ----
# Get the full 1 minute file listing ----
filesDT <- list1mGridSpyFiles(fpath, pattern)
filesDT <- filesDT[, c("hhID","fileName") := tstrsplit(V1, "/")]
filesDT <- filesDT[, fullPath := paste0(fpath, hhID,"/",fileName)]
print(paste0("Found ", nrow(filesDT), " files from ", uniqueN(filesDT$hhID), " households."))
# check
head(filesDT)
# Load, process & save the ones which probably have data ----
hhIDs <- unique(filesDT$hhID) # list of household ids
allFileInfoDT <- data.table()
for(hh in hhIDs){
print(paste0("Loading: ", hh))
tempHhDT <- data.table() # create data.table to hold file contents
filesToLoad <- filesDT[hhID == hh, fullPath]
for(f in filesToLoad){
# check file
# print(paste0("Checking: ", f))
rf <- path.expand(f) # just in case of ~ etc
finfo <- file.info(rf)
allFileInfoDT <- rbind(allFileInfoDT, as.data.table(finfo))
fsize <- file.size(rf)
if(fsize > dataThreshold){ # set above
print(paste0("Checking: ", f))
print(paste0("File size = ", file.size(f), " so probably OK")) # files under 3kb are probably empty
# attempt to load the file
tempDT <- fread(f)
tempHhDT <- rbind(tempHhDT, tempDT, fill = TRUE) # just in case there are different numbers of columns (quite likely!)
}
}
# tidy column names
tempHhDT$r_dateTime <- tempHhDT$"date NZ"
tempHhDT$"date NZ" <- NULL #to avoid confusion
# remove duplicates caused by over-lapping files
nObs <- nrow(tempHhDT)
print(paste0("N rows before removal of dublicates: ", nObs))
tempHhDT <- unique(tempHhDT)
nObs <- nrow(tempHhDT)
print(paste0("N rows after removal of dublicates: ", nObs))
# set month
tempHhDT$month <- month(tempHhDT$r_dateTime) # requires lubridate
tempHhDT$year <- year(tempHhDT$r_dateTime) # requires lubridate
# > save out by year & month ----
months <- unique(tempHhDT$month)
years <- unique(tempHhDT$year)
for(m in months){
for(y in years){
ofile <- paste0(outPath, hh,"_", y, "_", m, "_all_1min_data.csv")
write_csv(tempHhDT[month == m & year == y], ofile)
print(paste0("Saved ", ofile))
#cmd <- paste0("gzip -f ", ofile) # gzip it
#try(system(cmd)) # in case it fails - if it does there will just be .csv files (not gzipped) - e.g. under windows
}
}
}
summary(allFileInfoDT)
Package: greenGridr
Type: Package
Title: Functions for processing NZ GREEN Grid project data
Version: 0.1.0
Author: Ben Anderson
Maintainer: Ben Anderson <b.anderson@soton.ac.uk>
Description: The NZ GREEN Grid project collected electricity consumption data for each circuit of XXX NZ dwellings over a period of XX months from Year1 to Year 2.
The project also collected household survey and time-use diary data on specific dates. This package provides a set of functions to process and link this data. Note that the data is _not_ included in the package.
License: Apache License Version 2.0
Encoding: UTF-8
LazyData: true
RoxygenNote: 6.0.1
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Copyright 2018 Ben Anderson
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exportPattern("^[[:alpha:]]+")
# State required packages
#' @import data.table
#' @import lubridate
#' @import readr
#' List all available 1 minute grid spy data files from a given path
#'
#' \code{list1mGridSpyFiles}. Lists all available 1 minute grid spy files from data repository. The functions, like most others in this package will fail
#' if you do not have the data in a folder/directory corresponding to 'fpath'. Code borrows extensively from similar SAVE project function.
#' This could take quite a long time if you have a lot of files. The function returns a data table with 2 columns: hhID (household id) and fullPath (full path to each file)
#' We need the hhID as we cannot just concatinate all the files since the column headings (circuit labels) vary.
#' @param fpath the name of the directory where the function should look
#' @param pattern a pattern to match. Use the pattern to filter e.g. 1m (xx_at1.csv) from 30s () files
#'
#' @author Ben Anderson, \email{b.anderson@@soton.ac.uk}
#' @export
#'
list1mGridSpyFiles <- function(fpath, pattern){
print(paste0("Looking for files matching ", pattern, " in ", fpath))
dt <- as.data.table(list.files(path = fpath, pattern = pattern, # use the pattern to filter e.g. 1m from 30s files
recursive = TRUE))
return(dt)
}
#' Tidy long numbers
#'
#' \code{tidyNum} reformats long numbers to include commas and prevents scientific formats
#'
#' @param number an input number or list
#'
#' @author Ben Anderson, \email{b.anderson@@soton.ac.uk}
#' @export
#'
tidyNum <- function(number) {
format(number, big.mark=",", scientific=FALSE)
}
#' Find the path to Parent Directory
#'
#' Equivalent of \code{findParentDirectory}. Is useful for running a project
#' across multiple computers where the project is stored in different directories.
#'
#' @param Parent the name of the directory to which the function should track back.
#' Should be the root of the GitHub repository
#'
#' @author Mikey Harper, \email{m.harper@@soton.ac.uk}
#' @export
#'
findParentDirectory <- function(Parent){
directory <-getwd()
while(basename(directory) != Parent){
directory <- dirname(directory)
}
return(directory)
}
#' Installs and loads packages
#'
#' \code{myRequiredPackages} checks whether the package is already installed,
#' installing those which are not preinstalled. All the libraries are then load.
#'
#' Especially useful when running on virtual machines where package installation
#' is not persistent (Like UoS sve). It will fail if the packages need to be
#' installed but there is no internet access
#' @param ... A list of packages
#' @param repository The repository to load functions from. Defaults to "https://cran.ma.imperial.ac.uk/"
#' @importFrom utils install.packages
#'
#' @author Luke Blunden, \email{lsb@@soton.ac.uk} (original)
#' @author Michael Harper \email{m.harper@@soton.ac.uk} (revised version)
#' @export
#'
myRequiredPackages <- function(..., repository = "https://cran.rstudio.com"){
packages <- c(...)
# Find if package isn't installed
newPackages <- packages[!(packages %in% utils::installed.packages()[,1])]
# Install if required
if (length(newPackages)){utils::install.packages(newPackages, dependencies = TRUE)}
# Load packages
sapply(packages, require, character.only = TRUE)
}
# greenGridr
Package of functions to process [NZ GREEN Grid](https://www.otago.ac.nz/centre-sustainability/research/energy/otago050285.html) data.
See package [DESCRIPTION](DESCRIPTION) file for (some) more info.
### Terms of code re-use
Read the [License](LICENSE) file.
[YMMV](http://en.wiktionary.org/wiki/YMMV)
% Generated by roxygen2: do not edit by hand
% Please edit documentation in R/utilities.R
\name{findParentDirectory}
\alias{findParentDirectory}
\title{Find the path to Parent Directory}
\usage{
findParentDirectory(Parent)
}
\arguments{
\item{Parent}{the name of the directory to which the function should track back.
Should be the root of the GitHub repository}
}
\description{
Equivalent of \code{findParentDirectory}. Is useful for running a project
across multiple computers where the project is stored in different directories.
}
\author{
Mikey Harper, \email{m.harper@soton.ac.uk}
}
\name{hello}
\alias{hello}
\title{Hello, World!}
\usage{
hello()
}
\description{
Prints 'Hello, world!'.
}
\examples{
hello()
}
% Generated by roxygen2: do not edit by hand
% Please edit documentation in R/processGridSpyFiles.R
\name{list1mGridSpyFiles}
\alias{list1mGridSpyFiles}
\title{List all available 1 minute grid spy data files from a given path}
\usage{
list1mGridSpyFiles(fpath, pattern)
}
\arguments{
\item{fpath}{the name of the directory where the function should look}
\item{pattern}{a pattern to match. Use the pattern to filter e.g. 1m (xx_at1.csv) from 30s () files}
}
\description{
\code{list1mGridSpyFiles}. Lists all available 1 minute grid spy files from data repository. The functions, like most others in this package will fail
if you do not have the data in a folder/directory corresponding to 'fpath'. Code borrows extensively from similar SAVE project function.
This could take quite a long time if you have a lot of files. The function returns a data table with 2 columns: hhID (household id) and fullPath (full path to each file)
We need the hhID as we cannot just concatinate all the files since the column headings (circuit labels) vary.
}
\author{
Ben Anderson, \email{b.anderson@soton.ac.uk}
}
% Generated by roxygen2: do not edit by hand
% Please edit documentation in R/utilities.R
\name{myRequiredPackages}
\alias{myRequiredPackages}
\title{Installs and loads packages}
\usage{
myRequiredPackages(..., repository = "https://cran.rstudio.com")
}
\arguments{
\item{...}{A list of packages}
\item{repository}{The repository to load functions from. Defaults to "https://cran.ma.imperial.ac.uk/"}
}
\description{
\code{myRequiredPackages} checks whether the package is already installed,
installing those which are not preinstalled. All the libraries are then load.
}
\details{
Especially useful when running on virtual machines where package installation
is not persistent (Like UoS sve). It will fail if the packages need to be
installed but there is no internet access
}
\author{
Luke Blunden, \email{lsb@soton.ac.uk} (original)
Michael Harper \email{m.harper@soton.ac.uk} (revised version)
}
% Generated by roxygen2: do not edit by hand
% Please edit documentation in R/utilities.R
\name{tidyNum}
\alias{tidyNum}
\title{Tidy long numbers}
\usage{
tidyNum(number)
}
\arguments{
\item{number}{an input number or list}
}
\description{
\code{tidyNum} reformats long numbers to include commas and prevents scientific formats
}
\author{
Ben Anderson, \email{b.anderson@soton.ac.uk}
}
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