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mgInt_apply.R
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# script to calculate Mat. and GHG intensities per house type and cohort and county, for projections
# script to load, analyze, and combine by scenario bs.csv files
# Peter Berrill April 2021
rm(list=ls()) # clear workspace i.e. remove saved variables
cat("\014") # clear console
library(dplyr)
library(ggplot2)
library(reshape2)
library(RColorBrewer)
setwd("~/Yale Courses/Research/Final Paper/HSM_github")
load("Resstock_outputs/bs_base.RData") # too large to store on github
load("Resstock_outputs/bs_baseRFA.RData") # too large to store on github
load("Material_Intensities/Arch_intensities.RData") # produced by mgInt.R
load("Intermediate_results/ctycode.RData")
StDiv<-unique(bs_base[,c("State","Census.Division")])
# adjust Athena based impacts of emissions from transport and construction by factor 2, except for MH which have much lower construction energy requirements
mgi_all[!mgi_all$Type=="MH",]$`gi20_Transport/Construction`<-2*mgi_all[!mgi_all$Type=="MH",]$`gi20_Transport/Construction`
mgi_all[!mgi_all$Type=="MH",]$`gi60_Transport/Construction`<-2*mgi_all[!mgi_all$Type=="MH",]$`gi60_Transport/Construction`
# readjust the totals with updated transport and construction emissions
mgi_all$gi20_Tot<-rowSums(mgi_all[,19:29])
mgi_all$gi60_Tot<-rowSums(mgi_all[,31:41])
# GHG intensities for baseline floor area ########
bs_base$arch<-0
# define all archetype groups
# slab SF
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories==1 &
!bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-1
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-2
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories==1 &
!bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-3
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-4
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories>1 &
!bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-5
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-6
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-7
# this one needs redefined, represent with arch 7 for now, small SF with multiple stories and garage
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Slab" & bs_base$Geometry.Stories>1 &
!bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-7
# Basement SF
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories==1 &
!bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-8
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-9
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories==1 &
!bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-10
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-11
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories>1 &
!bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-12
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-13
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-14
# this one needs redefined, represent with arch 14 for now, small SF with multiple stories and garage
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_base$Geometry.Stories>1 &
!bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-14
# MF Mid-Rise
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Multi-Family with 2 - 4 Units","Multi-Family with 5+ Units") & !bs_base$Geometry.Floor.Area.Bin == "0-1499" &
!bs_base$Geometry.Building.Number.Units.HL=="50 or more Units high", ]$arch<-15 # Large MF Mid-rise
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Multi-Family with 2 - 4 Units","Multi-Family with 5+ Units") & bs_base$Geometry.Floor.Area.Bin == "0-1499" &
!bs_base$Geometry.Building.Number.Units.HL=="50 or more Units high", ]$arch<-16 # Small MF Mid-rise
# Crawlspace SF
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories==1 &
!bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-17
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-18
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories==1 &
!bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-19
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-20
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories>1 &
!bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-21
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-22
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-23
# this one needs redefined, represent with arch 23 for now, small SF with multiple stories and garage
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Crawl" & bs_base$Geometry.Stories>1 &
!bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-23
# Pier and Beam SF
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Pier and Beam" & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-24
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Pier and Beam" & bs_base$Geometry.Stories==1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-25
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Pier and Beam" & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & !bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-26
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_base$Geometry.Foundation.Type=="Pier and Beam" & bs_base$Geometry.Stories>1 &
bs_base$Geometry.Garage=="None" & bs_base$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-27
# MH
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Mobile Home") & !bs_base$Geometry.Floor.Area.Bin == "0-1499", ]$arch<-28
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Mobile Home") & bs_base$Geometry.Floor.Area.Bin == "0-1499", ]$arch<-29
# MF high-rise
bs_base[bs_base$Geometry.Building.Type.RECS %in% c("Multi-Family with 2 - 4 Units","Multi-Family with 5+ Units") & bs_base$Geometry.Building.Number.Units.HL=="50 or more Units high", ]$arch<-30
mgi_all$Division<-"New England"
mgi_all[mgi_all$Div=="MA",]$Division<-"Middle Atlantic"
mgi_all[mgi_all$Div=="ENC",]$Division<-"East North Central"
mgi_all[mgi_all$Div=="WNC",]$Division<-"West North Central"
mgi_all[mgi_all$Div=="SA",]$Division<-"South Atlantic"
mgi_all[mgi_all$Div=="ESC",]$Division<-"East South Central"
mgi_all[mgi_all$Div=="WSC",]$Division<-"West South Central"
mgi_all[mgi_all$Div=="MT",]$Division<-"Mountain"
mgi_all[mgi_all$Div=="PAC",]$Division<-"Pacific"
mgi_all$arch_div<-paste(mgi_all$arch,mgi_all$Division,sep="_")
bs_base$arch_div<-paste(bs_base$arch,bs_base$Census.Division,sep="_")
mgi_all_comb<-mgi_all[,c(45,7:42)]
bs_base0<-merge(bs_base,mgi_all_comb,by="arch_div")
bs_base0$Type3<-"MF"
bs_base0[bs_base0$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached"),]$Type3<-"SF"
bs_base0[bs_base0$Geometry.Building.Type.RECS == "Mobile Home",]$Type3<-"MH"
# now calculate mateial and ghg intensities
# do for all materials with a function
ts_table<-as.data.frame(table(bs_base0$Type3,bs_base0$State))
names(ts_table)<-c("Type3","State","count")
tc_table<-as.data.frame(table(bs_base0$Type3,bs_base0$County))
names(tc_table)<-c("Type3","County","count")
tcs<-tc_table[tc_table$count<4,]
int<-function(mg,mat,yr,bs) {
bsf<-bs
ym<-paste(mg,yr,'_',mat,sep = '')
gc<-tapply(bsf[,ym],list(bsf$Type3,bsf$County),mean)
# ghg int by division
gd<-round(as.data.frame(tapply(bsf[,ym],list(bsf$Census.Division,bsf$Type3),mean)),2)
gd$Census.Division<-rownames(gd)
rownames(gd)<-1:nrow(gd)
gd<-gd[,c(4,1:3)]
# ghg int by state
gs<-round(as.data.frame(tapply(bsf[,ym],list(bsf$State,bsf$Type3),mean)),2)
gs$State<-rownames(gs)
rownames(gs)<-1:nrow(gs)
gs<-gs[,c(4,1:3)]
gs<-merge(gs,StDiv)
# fill in state blanks based on division average
for (k in 2:4) {
for (r in 1:49) {
if (is.na(gs[r,k])) {
gs[r,k]<-gd[gd$Census.Division==gs[r,"Census.Division"],k]
}
}
}
# ghg int by county
gc<-round(as.data.frame(tapply(bsf[,ym],list(bsf$County,bsf$Type3),mean)),2)
gc$County<-rownames(gc)
rownames(gc)<-1:nrow(gc)
gc<-gc[,c(4,1:3)]
gc<-merge(gc,ctycode,by.x="County",by.y="RS_ID",all=TRUE)
gc<-gc[order(gc$GeoID),]
gc<-gc[-c(which(substr(gc$GeoID,1,2) %in% c("02","15"))),]
gc$State<-substr(gc$County,1,2)
rownames(gc)<-1:3108
# if mean value based on excessively small number of data points, change to NA
for (j in 1:nrow(tcs)) {
gc[gc$County==tcs$County[j],as.character(tcs$Type3[j])]<-NA
}
# fill in county blanks based on state average
for (k in 2:4) {
for (r in 1:3108) {
if (is.na(gc[r,k])) {
gc[r,k]<-gs[gs$State==gc[r,"State"],k]
}
}
}
gc$Material<-mat
if(is.numeric(yr)) { gc$Year<-2000+yr}
gc
}
g20_tc_Cem<-int('gi','Cement',20,bs_base0)
g60_tc_Cem<-int('gi','Cement',60,bs_base0)
g20_tc_Con<-int('gi','Concrete',20,bs_base0)
g60_tc_Con<-int('gi','Concrete',60,bs_base0)
g20_tc_Stl<-int('gi','Steel',20,bs_base0)
g60_tc_Stl<-int('gi','Steel',60,bs_base0)
g20_tc_Gls<-int('gi','Glass',20,bs_base0)
g60_tc_Gls<-int('gi','Glass',60,bs_base0)
g20_tc_Gyp<-int('gi','Gypsum',20,bs_base0)
g60_tc_Gyp<-int('gi','Gypsum',60,bs_base0)
g20_tc_Ins<-int('gi','Insulation',20,bs_base0)
g60_tc_Ins<-int('gi','Insulation',60,bs_base0)
g20_tc_Wod<-int('gi','Wood',20,bs_base0)
g60_tc_Wod<-int('gi','Wood',60,bs_base0)
g20_tc_Fbg<-int('gi','Fibreglass',20,bs_base0)
g60_tc_Fbg<-int('gi','Fibreglass',60,bs_base0)
g20_tc_SnA<-int('gi','Sand/Aggregate',20,bs_base0)
g60_tc_SnA<-int('gi','Sand/Aggregate',60,bs_base0)
g20_tc_Oth<-int('gi','Other',20,bs_base0)
g60_tc_Oth<-int('gi','Other',60,bs_base0)
g20_tc_TnC<-int('gi','Transport/Construction',20,bs_base0)
g60_tc_TnC<-int('gi','Transport/Construction',60,bs_base0)
g20_tc_Tot<-int('gi','Tot',20,bs_base0)
g60_tc_Tot<-int('gi','Tot',60,bs_base0)
m_tc_Cem<-int('mi','Cement','',bs_base0)
m_tc_Con<-int('mi','Concrete','',bs_base0)
m_tc_Stl<-int('mi','Steel','',bs_base0)
m_tc_Gls<-int('mi','Glass','',bs_base0)
m_tc_Wod<-int('mi','Wood','',bs_base0)
m_tc_Gyp<-int('mi','Gypsum','',bs_base0)
m_tc_Ins<-int('mi','Insulation','',bs_base0)
m_tc_Fbg<-int('mi','Fibreglass','',bs_base0)
m_tc_SnA<-int('mi','Sand/Aggregate','',bs_base0)
m_tc_Oth<-int('mi','Other','',bs_base0)
m_tc_Tot<-int('mi','Tot','',bs_base0)
# combine and save the material intensities for each material by county
m_tc_all<-m_tc_Cem[,c(5,1)]
m_tc_all[,paste(c('MF','MH','SF'),'Cement',sep = '_')]<-m_tc_Cem[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Concrete',sep = '_')]<-m_tc_Con[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Steel',sep = '_')]<-m_tc_Stl[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Glass',sep = '_')]<-m_tc_Gls[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Wood',sep = '_')]<-m_tc_Wod[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Gypsum',sep = '_')]<-m_tc_Gyp[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Insulation',sep = '_')]<-m_tc_Ins[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Fibreglass',sep = '_')]<-m_tc_Fbg[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Sand_Aggregate',sep = '_')]<-m_tc_SnA[,c(2:4)]
m_tc_all[,paste(c('MF','MH','SF'),'Other',sep = '_')]<-m_tc_Oth[,c(2:4)]
save(m_tc_all,file='Material_Intensities/MI_tc.RData')
# GHG intensities for baseline reudced floor area ########
bs_baseRFA$arch<-0
# define all archetype groups
# slab SF
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories==1 &
!bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-1
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-2
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories==1 &
!bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-3
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-4
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories>1 &
!bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-5
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-6
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-7
# this one needs redefined, represent with arch 7 for now, small SF with multiple stories and garage
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Slab" & bs_baseRFA$Geometry.Stories>1 &
!bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-7
# Basement SF
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories==1 &
!bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-8
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-9
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories==1 &
!bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-10
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-11
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories>1 &
!bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-12
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-13
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-14
# this one needs redefined, represent with arch 14 for now, small SF with multiple stories and garage
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type %in% c("Heated Basement","Unheated Basement") & bs_baseRFA$Geometry.Stories>1 &
!bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-14
# MF Mid-Rise
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Multi-Family with 2 - 4 Units","Multi-Family with 5+ Units") & !bs_baseRFA$Geometry.Floor.Area.Bin == "0-1499" &
!bs_baseRFA$Geometry.Building.Number.Units.HL=="50 or more Units high", ]$arch<-15 # Large MF Mid-rise
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Multi-Family with 2 - 4 Units","Multi-Family with 5+ Units") & bs_baseRFA$Geometry.Floor.Area.Bin == "0-1499" &
!bs_baseRFA$Geometry.Building.Number.Units.HL=="50 or more Units high", ]$arch<-16 # Small MF Mid-rise
# Crawlspace SF
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories==1 &
!bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-17
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-18
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories==1 &
!bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-19
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-20
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories>1 &
!bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-21
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-22
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-23
# this one needs redefined, represent with arch 23 for now, small SF with multiple stories and garage
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Crawl" & bs_baseRFA$Geometry.Stories>1 &
!bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-23
# Pier and Beam SF
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Pier and Beam" & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-24
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Pier and Beam" & bs_baseRFA$Geometry.Stories==1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-25
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Pier and Beam" & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & !bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-26
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached") & bs_baseRFA$Geometry.Foundation.Type=="Pier and Beam" & bs_baseRFA$Geometry.Stories>1 &
bs_baseRFA$Geometry.Garage=="None" & bs_baseRFA$Geometry.Floor.Area %in% c("0-499","500-749","750-999","1000-1499","1500-1999"), ]$arch<-27
# MH
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Mobile Home") & !bs_baseRFA$Geometry.Floor.Area.Bin == "0-1499", ]$arch<-28
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Mobile Home") & bs_baseRFA$Geometry.Floor.Area.Bin == "0-1499", ]$arch<-29
# MF high-rise
bs_baseRFA[bs_baseRFA$Geometry.Building.Type.RECS %in% c("Multi-Family with 2 - 4 Units","Multi-Family with 5+ Units") & bs_baseRFA$Geometry.Building.Number.Units.HL=="50 or more Units high", ]$arch<-30
bs_baseRFA$arch_div<-paste(bs_baseRFA$arch,bs_baseRFA$Census.Division,sep="_")
bs_baseRFA0<-merge(bs_baseRFA,mgi_all_comb,by="arch_div")
bs_baseRFA0$Type3<-"MF"
bs_baseRFA0[bs_baseRFA0$Geometry.Building.Type.RECS %in% c("Single-Family Detached","Single-Family Attached"),]$Type3<-"SF"
bs_baseRFA0[bs_baseRFA0$Geometry.Building.Type.RECS == "Mobile Home",]$Type3<-"MH"
#
ts_table<-as.data.frame(table(bs_baseRFA0$Type3,bs_baseRFA0$State))
names(ts_table)<-c("Type3","State","count")
tc_table<-as.data.frame(table(bs_baseRFA0$Type3,bs_baseRFA0$County))
names(tc_table)<-c("Type3","County","count")
tcs<-tc_table[tc_table$count<4,]
g20_tc_Cem_RFA<-int('gi','Cement',20,bs_baseRFA0)
g60_tc_Cem_RFA<-int('gi','Cement',60,bs_baseRFA0)
g20_tc_Con_RFA<-int('gi','Concrete',20,bs_baseRFA0)
g60_tc_Con_RFA<-int('gi','Concrete',60,bs_baseRFA0)
g20_tc_Stl_RFA<-int('gi','Steel',20,bs_baseRFA0)
g60_tc_Stl_RFA<-int('gi','Steel',60,bs_baseRFA0)
g20_tc_Gls_RFA<-int('gi','Glass',20,bs_baseRFA0)
g60_tc_Gls_RFA<-int('gi','Glass',60,bs_baseRFA0)
g20_tc_Gyp_RFA<-int('gi','Gypsum',20,bs_baseRFA0)
g60_tc_Gyp_RFA<-int('gi','Gypsum',60,bs_baseRFA0)
g20_tc_Ins_RFA<-int('gi','Insulation',20,bs_baseRFA0)
g60_tc_Ins_RFA<-int('gi','Insulation',60,bs_baseRFA0)
g20_tc_Wod_RFA<-int('gi','Wood',20,bs_baseRFA0)
g60_tc_Wod_RFA<-int('gi','Wood',60,bs_baseRFA0)
g20_tc_Fbg_RFA<-int('gi','Fibreglass',20,bs_baseRFA0)
g60_tc_Fbg_RFA<-int('gi','Fibreglass',60,bs_baseRFA0)
g20_tc_SnA_RFA<-int('gi','Sand/Aggregate',20,bs_baseRFA0)
g60_tc_SnA_RFA<-int('gi','Sand/Aggregate',60,bs_baseRFA0)
g20_tc_Oth_RFA<-int('gi','Other',20,bs_baseRFA0)
g60_tc_Oth_RFA<-int('gi','Other',60,bs_baseRFA0)
g20_tc_TnC_RFA<-int('gi','Transport/Construction',20,bs_baseRFA0)
g60_tc_TnC_RFA<-int('gi','Transport/Construction',60,bs_baseRFA0)
g20_tc_Tot_RFA<-int('gi','Tot',20,bs_baseRFA0)
g60_tc_Tot_RFA<-int('gi','Tot',60,bs_baseRFA0)
m_tc_Cem_RFA<-int('mi','Cement','',bs_baseRFA0)
m_tc_Con_RFA<-int('mi','Concrete','',bs_baseRFA0)
m_tc_Stl_RFA<-int('mi','Steel','',bs_baseRFA0)
m_tc_Gls_RFA<-int('mi','Glass','',bs_baseRFA0)
m_tc_Wod_RFA<-int('mi','Wood','',bs_baseRFA0)
m_tc_Gyp_RFA<-int('mi','Gypsum','',bs_baseRFA0)
m_tc_Ins_RFA<-int('mi','Insulation','',bs_baseRFA0)
m_tc_Fbg_RFA<-int('mi','Fibreglass','',bs_baseRFA0)
m_tc_SnA_RFA<-int('mi','Sand/Aggregate','',bs_baseRFA0)
m_tc_Oth_RFA<-int('mi','Other','',bs_baseRFA0)
m_tc_Tot_RFA<-int('mi','Tot','',bs_baseRFA0)
# calculate GHG flows #########
load("HSM_results/County_FloorArea.RData") # loads 5 smop_*_FA files, one for each scenario base, hiDR, hiDRMF, hiMF, RFA
load("../resstock_projections/ExtData/County_FloorArea.RData") # loads 6 smop*_FA files, one for each scenario base, hiDR, hi MF, each with and witout RFA
# base, hiDR, hiMF, hiDRMF
for (i in 1:3108) { print(i) # this takes longer, about 2hr
# first get GHG intensities
GHGI_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Tot$SF[i],g60_tc_Tot$SF[i]),n=41)[2]))
GHGI_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Tot$MF[i],g60_tc_Tot$MF[i]),n=41)[2]))
GHGI_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Tot$MH[i],g60_tc_Tot$MH[i]),n=41)[2]))
GHGI_Cem_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Cem$SF[i],g60_tc_Cem$SF[i]),n=41)[2]))
GHGI_Cem_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Cem$MF[i],g60_tc_Cem$MF[i]),n=41)[2]))
GHGI_Cem_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Cem$MH[i],g60_tc_Cem$MH[i]),n=41)[2]))
GHGI_Con_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Con$SF[i],g60_tc_Con$SF[i]),n=41)[2]))
GHGI_Con_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Con$MF[i],g60_tc_Con$MF[i]),n=41)[2]))
GHGI_Con_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Con$MH[i],g60_tc_Con$MH[i]),n=41)[2]))
GHGI_Stl_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Stl$SF[i],g60_tc_Stl$SF[i]),n=41)[2]))
GHGI_Stl_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Stl$MF[i],g60_tc_Stl$MF[i]),n=41)[2]))
GHGI_Stl_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Stl$MH[i],g60_tc_Stl$MH[i]),n=41)[2]))
GHGI_Gls_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gls$SF[i],g60_tc_Gls$SF[i]),n=41)[2]))
GHGI_Gls_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gls$MF[i],g60_tc_Gls$MF[i]),n=41)[2]))
GHGI_Gls_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gls$MH[i],g60_tc_Gls$MH[i]),n=41)[2]))
GHGI_Gyp_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gyp$SF[i],g60_tc_Gyp$SF[i]),n=41)[2]))
GHGI_Gyp_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gyp$MF[i],g60_tc_Gyp$MF[i]),n=41)[2]))
GHGI_Gyp_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gyp$MH[i],g60_tc_Gyp$MH[i]),n=41)[2]))
GHGI_Ins_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Ins$SF[i],g60_tc_Ins$SF[i]),n=41)[2]))
GHGI_Ins_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Ins$MF[i],g60_tc_Ins$MF[i]),n=41)[2]))
GHGI_Ins_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Ins$MH[i],g60_tc_Ins$MH[i]),n=41)[2]))
GHGI_Wod_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Wod$SF[i],g60_tc_Wod$SF[i]),n=41)[2]))
GHGI_Wod_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Wod$MF[i],g60_tc_Wod$MF[i]),n=41)[2]))
GHGI_Wod_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Wod$MH[i],g60_tc_Wod$MH[i]),n=41)[2]))
GHGI_Fbg_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Fbg$SF[i],g60_tc_Fbg$SF[i]),n=41)[2]))
GHGI_Fbg_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Fbg$MF[i],g60_tc_Fbg$MF[i]),n=41)[2]))
GHGI_Fbg_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Fbg$MH[i],g60_tc_Fbg$MH[i]),n=41)[2]))
GHGI_SnA_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_SnA$SF[i],g60_tc_SnA$SF[i]),n=41)[2]))
GHGI_SnA_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_SnA$MF[i],g60_tc_SnA$MF[i]),n=41)[2]))
GHGI_SnA_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_SnA$MH[i],g60_tc_SnA$MH[i]),n=41)[2]))
GHGI_Oth_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Oth$SF[i],g60_tc_Oth$SF[i]),n=41)[2]))
GHGI_Oth_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Oth$MF[i],g60_tc_Oth$MF[i]),n=41)[2]))
GHGI_Oth_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Oth$MH[i],g60_tc_Oth$MH[i]),n=41)[2]))
GHGI_TnC_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_TnC$SF[i],g60_tc_TnC$SF[i]),n=41)[2]))
GHGI_TnC_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_TnC$MF[i],g60_tc_TnC$MF[i]),n=41)[2]))
GHGI_TnC_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_TnC$MH[i],g60_tc_TnC$MH[i]),n=41)[2]))
# now calculate GHG absolute flows, total and per material for baseline
smop_base_FA[[3]][[i]]$GHG_NC_SF<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_SF
smop_base_FA[[3]][[i]]$GHG_NC_MF<-smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_MF
smop_base_FA[[3]][[i]]$GHG_NC_MH<-smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_MH
smop_base_FA[[3]][[i]]$GHG_NC_Cem<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Cem_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Cem_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Cem_MH
smop_base_FA[[3]][[i]]$GHG_NC_Con<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Con_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Con_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Con_MH
smop_base_FA[[3]][[i]]$GHG_NC_Stl<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Stl_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Stl_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Stl_MH
smop_base_FA[[3]][[i]]$GHG_NC_Gls<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Gls_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Gls_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Gls_MH
smop_base_FA[[3]][[i]]$GHG_NC_Gyp<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Gyp_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Gyp_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Gyp_MH
smop_base_FA[[3]][[i]]$GHG_NC_Ins<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Ins_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Ins_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Ins_MH
smop_base_FA[[3]][[i]]$GHG_NC_Wod<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Wod_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Wod_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Wod_MH
smop_base_FA[[3]][[i]]$GHG_NC_Fbg<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Fbg_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Fbg_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Fbg_MH
smop_base_FA[[3]][[i]]$GHG_NC_SnA<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_SnA_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_SnA_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_SnA_MH
smop_base_FA[[3]][[i]]$GHG_NC_Oth<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_Oth_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_Oth_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_Oth_MH
smop_base_FA[[3]][[i]]$GHG_NC_TnC<-smop_base_FA[[3]][[i]]$NC_SF_m2*GHGI_TnC_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*GHGI_TnC_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*GHGI_TnC_MH
# total emissions from new construction
smop_base_FA[[3]][[i]]$GHG_NC<-smop_base_FA[[3]][[i]]$GHG_NC_SF+smop_base_FA[[3]][[i]]$GHG_NC_MF+smop_base_FA[[3]][[i]]$GHG_NC_MH
# now calculate GHG absolute flows, total and per material for hiDR
smop_hiDR_FA[[3]][[i]]$GHG_NC_SF<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_SF
smop_hiDR_FA[[3]][[i]]$GHG_NC_MF<-smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_MF
smop_hiDR_FA[[3]][[i]]$GHG_NC_MH<-smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Cem<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Cem_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Cem_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Cem_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Con<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Con_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Con_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Con_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Stl<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Stl_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Stl_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Stl_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Gls<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Gls_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Gls_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Gls_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Gyp<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Gyp_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Gyp_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Gyp_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Ins<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Ins_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Ins_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Ins_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Wod<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Wod_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Wod_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Wod_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Fbg<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Fbg_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Fbg_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Fbg_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_SnA<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_SnA_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_SnA_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_SnA_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_Oth<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_Oth_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_Oth_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_Oth_MH
smop_hiDR_FA[[3]][[i]]$GHG_NC_TnC<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*GHGI_TnC_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*GHGI_TnC_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*GHGI_TnC_MH
# total emissions from new construction
smop_hiDR_FA[[3]][[i]]$GHG_NC<-smop_hiDR_FA[[3]][[i]]$GHG_NC_SF+smop_hiDR_FA[[3]][[i]]$GHG_NC_MF+smop_hiDR_FA[[3]][[i]]$GHG_NC_MH
# now calculate GHG absolute flows, total and per material for hiMF
smop_hiMF_FA[[3]][[i]]$GHG_NC_SF<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_SF
smop_hiMF_FA[[3]][[i]]$GHG_NC_MF<-smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_MF
smop_hiMF_FA[[3]][[i]]$GHG_NC_MH<-smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Cem<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Cem_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Cem_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Cem_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Con<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Con_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Con_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Con_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Stl<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Stl_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Stl_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Stl_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Gls<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Gls_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Gls_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Gls_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Gyp<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Gyp_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Gyp_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Gyp_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Ins<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Ins_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Ins_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Ins_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Wod<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Wod_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Wod_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Wod_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Fbg<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Fbg_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Fbg_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Fbg_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_SnA<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_SnA_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_SnA_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_SnA_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_Oth<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Oth_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Oth_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Oth_MH
smop_hiMF_FA[[3]][[i]]$GHG_NC_TnC<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*GHGI_TnC_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*GHGI_TnC_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*GHGI_TnC_MH
# total emissions from new construction
smop_hiMF_FA[[3]][[i]]$GHG_NC<-smop_hiMF_FA[[3]][[i]]$GHG_NC_SF+smop_hiMF_FA[[3]][[i]]$GHG_NC_MF+smop_hiMF_FA[[3]][[i]]$GHG_NC_MH
# now calculate GHG absolute flows, total and per material for hiDRMF
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_SF<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_SF
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_MF<-smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_MF
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_MH<-smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Cem<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Cem_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Cem_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Cem_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Con<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Con_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Con_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Con_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Stl<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Stl_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Stl_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Stl_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Gls<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Gls_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Gls_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Gls_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Gyp<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Gyp_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Gyp_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Gyp_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Ins<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Ins_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Ins_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Ins_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Wod<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Wod_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Wod_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Wod_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Fbg<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Fbg_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Fbg_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Fbg_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_SnA<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_SnA_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_SnA_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_SnA_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_Oth<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_Oth_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_Oth_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_Oth_MH
smop_hiDRMF_FA[[3]][[i]]$GHG_NC_TnC<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*GHGI_TnC_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*GHGI_TnC_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*GHGI_TnC_MH
# total emissions from new construction
smop_hiDRMF_FA[[3]][[i]]$GHG_NC<-smop_hiDRMF_FA[[3]][[i]]$GHG_NC_SF+smop_hiDRMF_FA[[3]][[i]]$GHG_NC_MF+smop_hiDRMF_FA[[3]][[i]]$GHG_NC_MH
# now get material intensities
MI_SF<-m_tc_Tot$SF[i]
MI_MF<-m_tc_Tot$MF[i]
MI_MH<-m_tc_Tot$MH[i]
MI_Cem_SF<-m_tc_Cem$SF[i]
MI_Cem_MF<-m_tc_Cem$MF[i]
MI_Cem_MH<-m_tc_Cem$MH[i]
MI_Con_SF<-m_tc_Con$SF[i]
MI_Con_MF<-m_tc_Con$MF[i]
MI_Con_MH<-m_tc_Con$MH[i]
MI_Stl_SF<-m_tc_Stl$SF[i]
MI_Stl_MF<-m_tc_Stl$MF[i]
MI_Stl_MH<-m_tc_Stl$MH[i]
MI_Gls_SF<-m_tc_Gls$SF[i]
MI_Gls_MF<-m_tc_Gls$MF[i]
MI_Gls_MH<-m_tc_Gls$MH[i]
MI_Gyp_SF<-m_tc_Gyp$SF[i]
MI_Gyp_MF<-m_tc_Gyp$MF[i]
MI_Gyp_MH<-m_tc_Gyp$MH[i]
MI_Ins_SF<-m_tc_Ins$SF[i]
MI_Ins_MF<-m_tc_Ins$MF[i]
MI_Ins_MH<-m_tc_Ins$MH[i]
MI_Wod_SF<-m_tc_Wod$SF[i]
MI_Wod_MF<-m_tc_Wod$MF[i]
MI_Wod_MH<-m_tc_Wod$MH[i]
MI_Fbg_SF<-m_tc_Fbg$SF[i]
MI_Fbg_MF<-m_tc_Fbg$MF[i]
MI_Fbg_MH<-m_tc_Fbg$MH[i]
MI_SnA_SF<-m_tc_SnA$SF[i]
MI_SnA_MF<-m_tc_SnA$MF[i]
MI_SnA_MH<-m_tc_SnA$MH[i]
MI_Oth_SF<-m_tc_Oth$SF[i]
MI_Oth_MF<-m_tc_Oth$MF[i]
MI_Oth_MH<-m_tc_Oth$MH[i]
#inflows first
# now calculate material absolute flows, total and per material for base
smop_base_FA[[3]][[i]]$M_NC_SF<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_SF
smop_base_FA[[3]][[i]]$M_NC_MF<-smop_base_FA[[3]][[i]]$NC_MF_m2*MI_MF
smop_base_FA[[3]][[i]]$M_NC_MH<-smop_base_FA[[3]][[i]]$NC_MH_m2*MI_MH
smop_base_FA[[3]][[i]]$M_NC_Cem<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Cem_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Cem_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Cem_MH
smop_base_FA[[3]][[i]]$M_NC_Con<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Con_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Con_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Con_MH
smop_base_FA[[3]][[i]]$M_NC_Stl<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Stl_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Stl_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Stl_MH
smop_base_FA[[3]][[i]]$M_NC_Gls<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Gls_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Gls_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Gls_MH
smop_base_FA[[3]][[i]]$M_NC_Gyp<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Gyp_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Gyp_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Gyp_MH
smop_base_FA[[3]][[i]]$M_NC_Ins<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Ins_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Ins_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Ins_MH
smop_base_FA[[3]][[i]]$M_NC_Wod<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Wod_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Wod_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Wod_MH
smop_base_FA[[3]][[i]]$M_NC_Fbg<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Fbg_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Fbg_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Fbg_MH
smop_base_FA[[3]][[i]]$M_NC_SnA<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_SnA_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_SnA_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_SnA_MH
smop_base_FA[[3]][[i]]$M_NC_Oth<-smop_base_FA[[3]][[i]]$NC_SF_m2*MI_Oth_SF+smop_base_FA[[3]][[i]]$NC_MF_m2*MI_Oth_MF+smop_base_FA[[3]][[i]]$NC_MH_m2*MI_Oth_MH
smop_base_FA[[3]][[i]]$M_NC<-smop_base_FA[[3]][[i]]$M_NC_SF+smop_base_FA[[3]][[i]]$M_NC_MF+smop_base_FA[[3]][[i]]$M_NC_MH
# now calculate material absolute flows, total and per material for hiDR
smop_hiDR_FA[[3]][[i]]$M_NC_SF<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_SF
smop_hiDR_FA[[3]][[i]]$M_NC_MF<-smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_MF
smop_hiDR_FA[[3]][[i]]$M_NC_MH<-smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Cem<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Cem_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Cem_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Cem_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Con<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Con_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Con_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Con_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Stl<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Stl_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Stl_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Stl_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Gls<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Gls_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Gls_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Gls_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Gyp<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Gyp_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Gyp_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Gyp_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Ins<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Ins_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Ins_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Ins_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Wod<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Wod_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Wod_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Wod_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Fbg<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Fbg_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Fbg_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Fbg_MH
smop_hiDR_FA[[3]][[i]]$M_NC_SnA<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_SnA_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_SnA_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_SnA_MH
smop_hiDR_FA[[3]][[i]]$M_NC_Oth<-smop_hiDR_FA[[3]][[i]]$NC_SF_m2*MI_Oth_SF+smop_hiDR_FA[[3]][[i]]$NC_MF_m2*MI_Oth_MF+smop_hiDR_FA[[3]][[i]]$NC_MH_m2*MI_Oth_MH
smop_hiDR_FA[[3]][[i]]$M_NC<-smop_hiDR_FA[[3]][[i]]$M_NC_SF+smop_hiDR_FA[[3]][[i]]$M_NC_MF+smop_hiDR_FA[[3]][[i]]$M_NC_MH
# now calculate material absolute flows, total and per material for hiMF
smop_hiMF_FA[[3]][[i]]$M_NC_SF<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_SF
smop_hiMF_FA[[3]][[i]]$M_NC_MF<-smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_MF
smop_hiMF_FA[[3]][[i]]$M_NC_MH<-smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Cem<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Cem_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Cem_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Cem_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Con<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Con_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Con_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Con_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Stl<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Stl_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Stl_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Stl_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Gls<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Gls_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Gls_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Gls_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Gyp<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Gyp_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Gyp_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Gyp_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Ins<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Ins_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Ins_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Ins_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Wod<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Wod_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Wod_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Wod_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Fbg<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Fbg_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Fbg_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Fbg_MH
smop_hiMF_FA[[3]][[i]]$M_NC_SnA<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_SnA_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_SnA_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_SnA_MH
smop_hiMF_FA[[3]][[i]]$M_NC_Oth<-smop_hiMF_FA[[3]][[i]]$NC_SF_m2*MI_Oth_SF+smop_hiMF_FA[[3]][[i]]$NC_MF_m2*MI_Oth_MF+smop_hiMF_FA[[3]][[i]]$NC_MH_m2*MI_Oth_MH
smop_hiMF_FA[[3]][[i]]$M_NC<-smop_hiMF_FA[[3]][[i]]$M_NC_SF+smop_hiMF_FA[[3]][[i]]$M_NC_MF+smop_hiMF_FA[[3]][[i]]$M_NC_MH
# now calculate material absolute flows, total and per material for hiDRMF
smop_hiDRMF_FA[[3]][[i]]$M_NC_SF<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_SF
smop_hiDRMF_FA[[3]][[i]]$M_NC_MF<-smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_MF
smop_hiDRMF_FA[[3]][[i]]$M_NC_MH<-smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Cem<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Cem_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Cem_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Cem_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Con<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Con_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Con_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Con_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Stl<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Stl_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Stl_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Stl_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Gls<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Gls_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Gls_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Gls_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Gyp<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Gyp_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Gyp_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Gyp_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Ins<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Ins_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Ins_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Ins_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Wod<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Wod_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Wod_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Wod_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Fbg<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Fbg_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Fbg_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Fbg_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_SnA<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_SnA_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_SnA_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_SnA_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC_Oth<-smop_hiDRMF_FA[[3]][[i]]$NC_SF_m2*MI_Oth_SF+smop_hiDRMF_FA[[3]][[i]]$NC_MF_m2*MI_Oth_MF+smop_hiDRMF_FA[[3]][[i]]$NC_MH_m2*MI_Oth_MH
smop_hiDRMF_FA[[3]][[i]]$M_NC<-smop_hiDRMF_FA[[3]][[i]]$M_NC_SF+smop_hiDRMF_FA[[3]][[i]]$M_NC_MF+smop_hiDRMF_FA[[3]][[i]]$M_NC_MH
# now material outflows
smop_base_FA[[3]][[i]]$M_Dem_SF<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_SF
smop_base_FA[[3]][[i]]$M_Dem_MF<-smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_MF
smop_base_FA[[3]][[i]]$M_Dem_MH<-smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_MH
smop_base_FA[[3]][[i]]$M_Dem_Cem<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Cem_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Cem_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Cem_MH
smop_base_FA[[3]][[i]]$M_Dem_Con<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Con_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Con_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Con_MH
smop_base_FA[[3]][[i]]$M_Dem_Stl<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Stl_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Stl_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Stl_MH
smop_base_FA[[3]][[i]]$M_Dem_Gls<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Gls_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Gls_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Gls_MH
smop_base_FA[[3]][[i]]$M_Dem_Gyp<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Gyp_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Gyp_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Gyp_MH
smop_base_FA[[3]][[i]]$M_Dem_Ins<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Ins_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Ins_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Ins_MH
smop_base_FA[[3]][[i]]$M_Dem_Wod<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Wod_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Wod_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Wod_MH
smop_base_FA[[3]][[i]]$M_Dem_Fbg<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Fbg_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Fbg_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Fbg_MH
smop_base_FA[[3]][[i]]$M_Dem_SnA<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_SnA_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_SnA_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_SnA_MH
smop_base_FA[[3]][[i]]$M_Dem_Oth<-smop_base_FA[[3]][[i]]$Dem_SF_m2*MI_Oth_SF+smop_base_FA[[3]][[i]]$Dem_MF_m2*MI_Oth_MF+smop_base_FA[[3]][[i]]$Dem_MH_m2*MI_Oth_MH
smop_base_FA[[3]][[i]]$M_Dem<-smop_base_FA[[3]][[i]]$M_Dem_SF+smop_base_FA[[3]][[i]]$M_Dem_MF+smop_base_FA[[3]][[i]]$M_Dem_MH
smop_base_FA[[3]][[i]]$M_Rat_Con<-smop_base_FA[[3]][[i]]$M_Dem_Con/smop_base_FA[[3]][[i]]$M_NC_Con
smop_base_FA[[3]][[i]]$M_Rat_Wod<-smop_base_FA[[3]][[i]]$M_Dem_Wod/smop_base_FA[[3]][[i]]$M_NC_Wod
smop_base_FA[[3]][[i]]$M_Rat_Stl<-smop_base_FA[[3]][[i]]$M_Dem_Stl/smop_base_FA[[3]][[i]]$M_NC_Stl
smop_base_FA[[3]][[i]]$M_Rat_Tot<-smop_base_FA[[3]][[i]]$M_Dem/smop_base_FA[[3]][[i]]$M_NC
# now calculate material absolute OUTflows, total and per material for hiDR
smop_hiDR_FA[[3]][[i]]$M_Dem_SF<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_SF
smop_hiDR_FA[[3]][[i]]$M_Dem_MF<-smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_MF
smop_hiDR_FA[[3]][[i]]$M_Dem_MH<-smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Cem<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Cem_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Cem_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Cem_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Con<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Con_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Con_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Con_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Stl<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Stl_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Stl_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Stl_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Gls<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Gls_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Gls_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Gls_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Gyp<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Gyp_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Gyp_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Gyp_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Ins<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Ins_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Ins_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Ins_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Wod<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Wod_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Wod_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Wod_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Fbg<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Fbg_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Fbg_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Fbg_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_SnA<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_SnA_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_SnA_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_SnA_MH
smop_hiDR_FA[[3]][[i]]$M_Dem_Oth<-smop_hiDR_FA[[3]][[i]]$Dem_SF_m2*MI_Oth_SF+smop_hiDR_FA[[3]][[i]]$Dem_MF_m2*MI_Oth_MF+smop_hiDR_FA[[3]][[i]]$Dem_MH_m2*MI_Oth_MH
smop_hiDR_FA[[3]][[i]]$M_Dem<-smop_hiDR_FA[[3]][[i]]$M_Dem_SF+smop_hiDR_FA[[3]][[i]]$M_Dem_MF+smop_hiDR_FA[[3]][[i]]$M_Dem_MH
smop_hiDR_FA[[3]][[i]]$M_Rat_Con<-smop_hiDR_FA[[3]][[i]]$M_Dem_Con/smop_hiDR_FA[[3]][[i]]$M_NC_Con
smop_hiDR_FA[[3]][[i]]$M_Rat_Wod<-smop_hiDR_FA[[3]][[i]]$M_Dem_Wod/smop_hiDR_FA[[3]][[i]]$M_NC_Wod
smop_hiDR_FA[[3]][[i]]$M_Rat_Stl<-smop_hiDR_FA[[3]][[i]]$M_Dem_Stl/smop_hiDR_FA[[3]][[i]]$M_NC_Stl
smop_hiDR_FA[[3]][[i]]$M_Rat_Tot<-smop_hiDR_FA[[3]][[i]]$M_Dem/smop_hiDR_FA[[3]][[i]]$M_NC
# now calculate material absolute flows, total and per material for hiMF
smop_hiMF_FA[[3]][[i]]$M_Dem_SF<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_SF
smop_hiMF_FA[[3]][[i]]$M_Dem_MF<-smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_MF
smop_hiMF_FA[[3]][[i]]$M_Dem_MH<-smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Cem<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Cem_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Cem_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Cem_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Con<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Con_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Con_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Con_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Stl<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Stl_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Stl_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Stl_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Gls<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Gls_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Gls_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Gls_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Gyp<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Gyp_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Gyp_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Gyp_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Ins<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Ins_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Ins_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Ins_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Wod<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Wod_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Wod_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Wod_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Fbg<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Fbg_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Fbg_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Fbg_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_SnA<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_SnA_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_SnA_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_SnA_MH
smop_hiMF_FA[[3]][[i]]$M_Dem_Oth<-smop_hiMF_FA[[3]][[i]]$Dem_SF_m2*MI_Oth_SF+smop_hiMF_FA[[3]][[i]]$Dem_MF_m2*MI_Oth_MF+smop_hiMF_FA[[3]][[i]]$Dem_MH_m2*MI_Oth_MH
smop_hiMF_FA[[3]][[i]]$M_Dem<-smop_hiMF_FA[[3]][[i]]$M_Dem_SF+smop_hiMF_FA[[3]][[i]]$M_Dem_MF+smop_hiMF_FA[[3]][[i]]$M_Dem_MH
smop_hiMF_FA[[3]][[i]]$M_Rat_Con<-smop_hiMF_FA[[3]][[i]]$M_Dem_Con/smop_hiMF_FA[[3]][[i]]$M_NC_Con
smop_hiMF_FA[[3]][[i]]$M_Rat_Wod<-smop_hiMF_FA[[3]][[i]]$M_Dem_Wod/smop_hiMF_FA[[3]][[i]]$M_NC_Wod
smop_hiMF_FA[[3]][[i]]$M_Rat_Stl<-smop_hiMF_FA[[3]][[i]]$M_Dem_Stl/smop_hiMF_FA[[3]][[i]]$M_NC_Stl
smop_hiMF_FA[[3]][[i]]$M_Rat_Tot<-smop_hiMF_FA[[3]][[i]]$M_Dem/smop_hiMF_FA[[3]][[i]]$M_NC
# now calculate material absolute flows, total and per material for hiDRMF
smop_hiDRMF_FA[[3]][[i]]$M_Dem_SF<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_SF
smop_hiDRMF_FA[[3]][[i]]$M_Dem_MF<-smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_MF
smop_hiDRMF_FA[[3]][[i]]$M_Dem_MH<-smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Cem<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Cem_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Cem_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Cem_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Con<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Con_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Con_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Con_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Stl<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Stl_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Stl_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Stl_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Gls<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Gls_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Gls_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Gls_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Gyp<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Gyp_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Gyp_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Gyp_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Ins<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Ins_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Ins_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Ins_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Wod<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Wod_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Wod_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Wod_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Fbg<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Fbg_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Fbg_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Fbg_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_SnA<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_SnA_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_SnA_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_SnA_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem_Oth<-smop_hiDRMF_FA[[3]][[i]]$Dem_SF_m2*MI_Oth_SF+smop_hiDRMF_FA[[3]][[i]]$Dem_MF_m2*MI_Oth_MF+smop_hiDRMF_FA[[3]][[i]]$Dem_MH_m2*MI_Oth_MH
smop_hiDRMF_FA[[3]][[i]]$M_Dem<-smop_hiDRMF_FA[[3]][[i]]$M_Dem_SF+smop_hiDRMF_FA[[3]][[i]]$M_Dem_MF+smop_hiDRMF_FA[[3]][[i]]$M_Dem_MH
smop_hiDRMF_FA[[3]][[i]]$M_Rat_Con<-smop_hiDRMF_FA[[3]][[i]]$M_Dem_Con/smop_hiDRMF_FA[[3]][[i]]$M_NC_Con
smop_hiDRMF_FA[[3]][[i]]$M_Rat_Wod<-smop_hiDRMF_FA[[3]][[i]]$M_Dem_Wod/smop_hiDRMF_FA[[3]][[i]]$M_NC_Wod
smop_hiDRMF_FA[[3]][[i]]$M_Rat_Stl<-smop_hiDRMF_FA[[3]][[i]]$M_Dem_Stl/smop_hiDRMF_FA[[3]][[i]]$M_NC_Stl
smop_hiDRMF_FA[[3]][[i]]$M_Rat_Tot<-smop_hiDRMF_FA[[3]][[i]]$M_Dem/smop_hiDRMF_FA[[3]][[i]]$M_NC
}
# extract template for making US summary results, for each scenario ##########
# extract id, year, pop, pop shares, hhs, occ HU, VR, tot HU, tot dem by type, tot con by type, inflows and outflows to m2 stock, total occupied m2 by type,
# material flows (in and out) by material type and and construction related GHG by material type
# m2/cap, emissions and materials in new construction by material, by tpye, and total
us_base_FA<-as.data.frame(smop_base_FA[[3]][[1]][,c(1:31,315:382)]) # until 382 rather than 364
# columns to add from the initial base dataframe: pop, occ HU, tot HU, dem and con, new con and dem units and m2, occ m2, tot ghg and material flows
add<-c(3,7:9,14:17,22:31,33:48,53:95) # 81 ->99
add_smop<-c(3,7:9,14:17,22:31,316:331,336:378)
# turn all variables except year to 0
us_base_FA[,c(1,3:31,33:99)]<-0
# nc_base<-rep(0,8) # initialize vector for new construction every 5 years
for (i in 1:3108) { # this takes about 20 seconds
us_base_FA[,add]<-us_base_FA[,add]+smop_base_FA[[3]][[i]][,add_smop]
}
# calculate shares of population by housing type
us_base_FA[,4:6]<-us_base_FA[,7:9]/us_base_FA$Population
# calculate HHS
us_base_FA[,10:12]<-us_base_FA[,7:9]/us_base_FA[,15:17]
us_base_FA$HH_Size<-us_base_FA$Population/us_base_FA$Tot_Hous_Units
# calculate vacancy ratios (TU/OU)
us_base_FA[,18:21]<-us_base_FA[,22:25]/us_base_FA[,14:17]
# calculate m2/cap by type
us_base_FA[,c("m2cap_SF","m2cap_MF","m2cap_MH","m2cap")]<-us_base_FA[,c("Occ_m2_SF","Occ_m2_MF","Occ_m2_MH","Occ_m2")]/us_base_FA[,c("Pop_SF","Pop_MF","Pop_MH","Population")]
# calculate the ratios
us_base_FA[,96:99]<-us_base_FA[,c("M_Dem_Con","M_Dem_Wod","M_Dem_Stl","M_Dem")]/us_base_FA[,c("M_NC_Con","M_NC_Wod","M_NC_Stl","M_NC")]
# same for hiDR
us_hiDR_FA<-as.data.frame(smop_hiDR_FA[[3]][[1]][,c(1:31,315:382)]) # until 382 rather than 364
# columns to add from the initial hiDR dataframe: pop, occ HU, tot HU, dem and con, new con and dem units and m2, occ m2, tot ghg and material flows
add<-c(3,7:9,14:17,22:31,33:48,53:95) # 81 ->99
add_smop<-c(3,7:9,14:17,22:31,316:331,336:378)
# turn all variables except year to 0
us_hiDR_FA[,c(1,3:31,33:99)]<-0
# nc_hiDR<-rep(0,8) # initialize vector for new construction every 5 years
for (i in 1:3108) { # this takes about 20 seconds
us_hiDR_FA[,add]<-us_hiDR_FA[,add]+smop_hiDR_FA[[3]][[i]][,add_smop]
}
# calculate shares of population by housing type
us_hiDR_FA[,4:6]<-us_hiDR_FA[,7:9]/us_hiDR_FA$Population
# calculate HHS
us_hiDR_FA[,10:12]<-us_hiDR_FA[,7:9]/us_hiDR_FA[,15:17]
us_hiDR_FA$HH_Size<-us_hiDR_FA$Population/us_hiDR_FA$Tot_Hous_Units
# calculate vacancy ratios (TU/OU)
us_hiDR_FA[,18:21]<-us_hiDR_FA[,22:25]/us_hiDR_FA[,14:17]
# calculate m2/cap by type
us_hiDR_FA[,c("m2cap_SF","m2cap_MF","m2cap_MH","m2cap")]<-us_hiDR_FA[,c("Occ_m2_SF","Occ_m2_MF","Occ_m2_MH","Occ_m2")]/us_hiDR_FA[,c("Pop_SF","Pop_MF","Pop_MH","Population")]
# calculate the ratios
us_hiDR_FA[,96:99]<-us_hiDR_FA[,c("M_Dem_Con","M_Dem_Wod","M_Dem_Stl","M_Dem")]/us_hiDR_FA[,c("M_NC_Con","M_NC_Wod","M_NC_Stl","M_NC")]
# same for hiMF
us_hiMF_FA<-as.data.frame(smop_hiMF_FA[[3]][[1]][,c(1:31,315:382)]) # until 382 rather than 364
# columns to add from the initial hiMF dataframe: pop, occ HU, tot HU, dem and con, new con and dem units and m2, occ m2, tot ghg and material flows
add<-c(3,7:9,14:17,22:31,33:48,53:95) # 81 ->99
add_smop<-c(3,7:9,14:17,22:31,316:331,336:378)
# turn all variables except year to 0
us_hiMF_FA[,c(1,3:31,33:99)]<-0
# nc_hiMF<-rep(0,8) # initialize vector for new construction every 5 years
for (i in 1:3108) { # this takes about 20 seconds
us_hiMF_FA[,add]<-us_hiMF_FA[,add]+smop_hiMF_FA[[3]][[i]][,add_smop]
}
# calculate shares of population by housing type
us_hiMF_FA[,4:6]<-us_hiMF_FA[,7:9]/us_hiMF_FA$Population
# calculate HHS
us_hiMF_FA[,10:12]<-us_hiMF_FA[,7:9]/us_hiMF_FA[,15:17]
us_hiMF_FA$HH_Size<-us_hiMF_FA$Population/us_hiMF_FA$Tot_Hous_Units
# calculate vacancy ratios (TU/OU)
us_hiMF_FA[,18:21]<-us_hiMF_FA[,22:25]/us_hiMF_FA[,14:17]
# calculate m2/cap by type
us_hiMF_FA[,c("m2cap_SF","m2cap_MF","m2cap_MH","m2cap")]<-us_hiMF_FA[,c("Occ_m2_SF","Occ_m2_MF","Occ_m2_MH","Occ_m2")]/us_hiMF_FA[,c("Pop_SF","Pop_MF","Pop_MH","Population")]
# calculate the ratios
us_hiMF_FA[,96:99]<-us_hiMF_FA[,c("M_Dem_Con","M_Dem_Wod","M_Dem_Stl","M_Dem")]/us_hiMF_FA[,c("M_NC_Con","M_NC_Wod","M_NC_Stl","M_NC")]
# same for hiDRMF
us_hiDRMF_FA<-as.data.frame(smop_hiDRMF_FA[[3]][[1]][,c(1:31,315:382)]) # until 382 rather than 364
# columns to add from the initial hiDRMF dataframe: pop, occ HU, tot HU, dem and con, new con and dem units and m2, occ m2, tot ghg and material flows
add<-c(3,7:9,14:17,22:31,33:48,53:95) # 81 ->99
add_smop<-c(3,7:9,14:17,22:31,316:331,336:378)
# turn all variables except year to 0
us_hiDRMF_FA[,c(1,3:31,33:99)]<-0
# nc_hiDRMF<-rep(0,8) # initialize vector for new construction every 5 years
for (i in 1:3108) { # this takes about 20 seconds
us_hiDRMF_FA[,add]<-us_hiDRMF_FA[,add]+smop_hiDRMF_FA[[3]][[i]][,add_smop]
}
# calculate shares of population by housing type
us_hiDRMF_FA[,4:6]<-us_hiDRMF_FA[,7:9]/us_hiDRMF_FA$Population
# calculate HHS
us_hiDRMF_FA[,10:12]<-us_hiDRMF_FA[,7:9]/us_hiDRMF_FA[,15:17]
us_hiDRMF_FA$HH_Size<-us_hiDRMF_FA$Population/us_hiDRMF_FA$Tot_Hous_Units
# calculate vacancy ratios (TU/OU)
us_hiDRMF_FA[,18:21]<-us_hiDRMF_FA[,22:25]/us_hiDRMF_FA[,14:17]
# calculate m2/cap by type
us_hiDRMF_FA[,c("m2cap_SF","m2cap_MF","m2cap_MH","m2cap")]<-us_hiDRMF_FA[,c("Occ_m2_SF","Occ_m2_MF","Occ_m2_MH","Occ_m2")]/us_hiDRMF_FA[,c("Pop_SF","Pop_MF","Pop_MH","Population")]
# calculate the ratios
us_hiDRMF_FA[,96:99]<-us_hiDRMF_FA[,c("M_Dem_Con","M_Dem_Wod","M_Dem_Stl","M_Dem")]/us_hiDRMF_FA[,c("M_NC_Con","M_NC_Wod","M_NC_Stl","M_NC")]
# now calculate the embodied material and GHG flows for the reduced floor area scenarios
for (i in 1:3108) { print(i) # this takes a while now, probably 2 hours
# first get GHG intensities
GHGI_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Tot$SF[i],g60_tc_Tot$SF[i]),n=41)[2]))
GHGI_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Tot$MF[i],g60_tc_Tot$MF[i]),n=41)[2]))
GHGI_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Tot$MH[i],g60_tc_Tot$MH[i]),n=41)[2]))
GHGI_Cem_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Cem$SF[i],g60_tc_Cem$SF[i]),n=41)[2]))
GHGI_Cem_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Cem$MF[i],g60_tc_Cem$MF[i]),n=41)[2]))
GHGI_Cem_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Cem$MH[i],g60_tc_Cem$MH[i]),n=41)[2]))
GHGI_Con_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Con$SF[i],g60_tc_Con$SF[i]),n=41)[2]))
GHGI_Con_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Con$MF[i],g60_tc_Con$MF[i]),n=41)[2]))
GHGI_Con_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Con$MH[i],g60_tc_Con$MH[i]),n=41)[2]))
GHGI_Stl_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Stl$SF[i],g60_tc_Stl$SF[i]),n=41)[2]))
GHGI_Stl_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Stl$MF[i],g60_tc_Stl$MF[i]),n=41)[2]))
GHGI_Stl_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Stl$MH[i],g60_tc_Stl$MH[i]),n=41)[2]))
GHGI_Gls_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gls$SF[i],g60_tc_Gls$SF[i]),n=41)[2]))
GHGI_Gls_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gls$MF[i],g60_tc_Gls$MF[i]),n=41)[2]))
GHGI_Gls_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gls$MH[i],g60_tc_Gls$MH[i]),n=41)[2]))
GHGI_Gyp_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gyp$SF[i],g60_tc_Gyp$SF[i]),n=41)[2]))
GHGI_Gyp_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gyp$MF[i],g60_tc_Gyp$MF[i]),n=41)[2]))
GHGI_Gyp_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Gyp$MH[i],g60_tc_Gyp$MH[i]),n=41)[2]))
GHGI_Ins_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Ins$SF[i],g60_tc_Ins$SF[i]),n=41)[2]))
GHGI_Ins_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Ins$MF[i],g60_tc_Ins$MF[i]),n=41)[2]))
GHGI_Ins_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Ins$MH[i],g60_tc_Ins$MH[i]),n=41)[2]))
GHGI_Wod_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Wod$SF[i],g60_tc_Wod$SF[i]),n=41)[2]))
GHGI_Wod_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Wod$MF[i],g60_tc_Wod$MF[i]),n=41)[2]))
GHGI_Wod_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Wod$MH[i],g60_tc_Wod$MH[i]),n=41)[2]))
GHGI_Fbg_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Fbg$SF[i],g60_tc_Fbg$SF[i]),n=41)[2]))
GHGI_Fbg_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Fbg$MF[i],g60_tc_Fbg$MF[i]),n=41)[2]))
GHGI_Fbg_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Fbg$MH[i],g60_tc_Fbg$MH[i]),n=41)[2]))
GHGI_SnA_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_SnA$SF[i],g60_tc_SnA$SF[i]),n=41)[2]))
GHGI_SnA_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_SnA$MF[i],g60_tc_SnA$MF[i]),n=41)[2]))
GHGI_SnA_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_SnA$MH[i],g60_tc_SnA$MH[i]),n=41)[2]))
GHGI_Oth_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Oth$SF[i],g60_tc_Oth$SF[i]),n=41)[2]))
GHGI_Oth_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Oth$MF[i],g60_tc_Oth$MF[i]),n=41)[2]))
GHGI_Oth_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_Oth$MH[i],g60_tc_Oth$MH[i]),n=41)[2]))
GHGI_TnC_SF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_TnC$SF[i],g60_tc_TnC$SF[i]),n=41)[2]))
GHGI_TnC_MF<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_TnC$MF[i],g60_tc_TnC$MF[i]),n=41)[2]))
GHGI_TnC_MH<-as.numeric(unlist(approx(c(2020,2060),c(g20_tc_TnC$MH[i],g60_tc_TnC$MH[i]),n=41)[2]))
# now calculate GHG absolute flows, total and per material for the baseline RFA scenario
smop_RFA_FA[[3]][[i]]$GHG_NC_SF<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_SF
smop_RFA_FA[[3]][[i]]$GHG_NC_MF<-smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_MF
smop_RFA_FA[[3]][[i]]$GHG_NC_MH<-smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Cem<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Cem_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Cem_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Cem_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Con<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Con_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Con_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Con_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Stl<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Stl_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Stl_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Stl_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Gls<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Gls_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Gls_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Gls_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Gyp<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Gyp_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Gyp_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Gyp_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Ins<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Ins_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Ins_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Ins_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Wod<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Wod_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Wod_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Wod_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Fbg<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Fbg_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Fbg_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Fbg_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_SnA<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_SnA_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_SnA_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_SnA_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_Oth<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Oth_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Oth_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Oth_MH
smop_RFA_FA[[3]][[i]]$GHG_NC_TnC<-smop_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_TnC_SF+smop_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_TnC_MF+smop_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_TnC_MH
# total emissions from new construction
smop_RFA_FA[[3]][[i]]$GHG_NC<-smop_RFA_FA[[3]][[i]]$GHG_NC_SF+smop_RFA_FA[[3]][[i]]$GHG_NC_MF+smop_RFA_FA[[3]][[i]]$GHG_NC_MH
# now calculate GHG absolute flows, total and per material for the hiDR_RFA scenario
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_SF<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_SF
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_MF<-smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_MF
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_MH<-smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Cem<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Cem_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Cem_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Cem_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Con<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Con_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Con_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Con_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Stl<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Stl_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Stl_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Stl_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Gls<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Gls_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Gls_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Gls_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Gyp<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Gyp_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Gyp_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Gyp_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Ins<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Ins_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Ins_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Ins_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Wod<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Wod_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Wod_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Wod_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Fbg<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Fbg_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Fbg_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Fbg_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_SnA<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_SnA_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_SnA_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_SnA_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_Oth<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Oth_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Oth_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Oth_MH
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_TnC<-smop_hiDR_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_TnC_SF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_TnC_MF+smop_hiDR_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_TnC_MH
# total emissions from new construction
smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC<-smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_SF+smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_MF+smop_hiDR_RFA_FA[[3]][[i]]$GHG_NC_MH
# now calculate GHG absolute flows, total and per material for the hiMF_RFA scenario
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_SF<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_SF
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_MF<-smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_MF
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_MH<-smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Cem<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Cem_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Cem_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Cem_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Con<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Con_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Con_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Con_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Stl<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Stl_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Stl_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Stl_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Gls<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Gls_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Gls_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Gls_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Gyp<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Gyp_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Gyp_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Gyp_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Ins<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Ins_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Ins_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Ins_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Wod<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Wod_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Wod_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Wod_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Fbg<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Fbg_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Fbg_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Fbg_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_SnA<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_SnA_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_SnA_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_SnA_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_Oth<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_Oth_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_Oth_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_Oth_MH
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_TnC<-smop_hiMF_RFA_FA[[3]][[i]]$NC_SF_m2*GHGI_TnC_SF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MF_m2*GHGI_TnC_MF+smop_hiMF_RFA_FA[[3]][[i]]$NC_MH_m2*GHGI_TnC_MH
# total emissions from new construction
smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC<-smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_SF+smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_MF+smop_hiMF_RFA_FA[[3]][[i]]$GHG_NC_MH
# now get material intensities
MI_SF<-m_tc_Tot$SF[i]
MI_MF<-m_tc_Tot$MF[i]
MI_MH<-m_tc_Tot$MH[i]
MI_Cem_SF<-m_tc_Cem$SF[i]
MI_Cem_MF<-m_tc_Cem$MF[i]
MI_Cem_MH<-m_tc_Cem$MH[i]
MI_Con_SF<-m_tc_Con$SF[i]
MI_Con_MF<-m_tc_Con$MF[i]
MI_Con_MH<-m_tc_Con$MH[i]
MI_Stl_SF<-m_tc_Stl$SF[i]