-
Notifications
You must be signed in to change notification settings - Fork 2
/
Copy pathmgInt.R
970 lines (874 loc) · 63.7 KB
/
mgInt.R
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
# script to read in and characterize material and GHG intensities of housing archetypes
# Peter Berrill April 2021
rm(list=ls()) # clear workspace i.e. remove saved variables
cat("\014") # clear console
library(dplyr)
library(reshape2)
library(readxl)
library(ggplot2)
setwd("~/Yale Courses/Research/Final Paper/HSM_github")
conc<-read.csv("Housing Archetypes/MatCon.csv")
conc<-conc[order(conc$Material),]
names(conc)<-gsub('\\.\\.',', ', names(conc))
names(conc)<-gsub('\\.',' ', names(conc))
agg<-read.csv("Housing Archetypes/MatAgg.csv")
names(agg)[c(10,12)]<-c("Sand/Aggregate","Transport/Construction")
gi<-read_excel("Housing Archetypes/MatGHGint.xlsx",sheet = "Data")
# share of new single-family built with wood/masonry framing, based on Survey of Construction microdata https://www.census.gov/construction/chars/microdata.html
load("Data/framing.RData")
MatList<-conc$Material
MatTemp<-data.frame(Material=MatList,Mass = 0)
agg<-agg[order(agg$Material),]
# try in a loop ####
for (a in c(1:48,59,60)) {
# for (a in c(1:33)) {
for (b in 1:4) {
fn<-paste("Housing Archetypes/Bill of Materials Report ",a, ".", b, ".xlsx",sep="")
fn2<-paste("Housing Archetypes/LCA ",a, ".", b, ".xlsx",sep="")
bom<-as.data.frame(read_excel(fn))
names(bom)<-bom[5,]
bom<-bom[6:nrow(bom),c(1,11)]
lca<-as.data.frame(read_excel(fn2))
if (a %in% c(1,2,5,6,8,9,12,13,17,18,21,22,24,25,28,29,31,32,35,36,38,39,42,43,45,47)) {
fa<-3000/10.765 # floor area, m2
}
if (a %in% c(3,4,7,10,11,14,19,20,23,26,27,30,33,34,37,40,41,44,46,48)) {
fa<-1400/10.765 # floor area, m2
}
if (a==15) {fa<-38880/10.765}
if (a==16) {fa<-20880/10.765}
if (a==59) {fa<-1800/10.765}
if (a==60) {fa<-1000/10.765}
bom$Mat_Int<-as.numeric(bom$`Mass Value`)*1000/fa
bom2<-merge(bom,MatTemp,by="Material",all = TRUE)
bom2[is.na(bom2$`Mass Value`),]$Mat_Int<-0
bom2<-bom2[,c("Material","Mat_Int")]
mc<-t(conc[,2:ncol(conc)])%*%bom2$Mat_Int
mgi<-data.frame(Material=rownames(mc),mi=as.numeric(mc))
mgi$gi20<-mgi$mi*gi$GHGint2020
mgi$gi60<-mgi$mi*gi$GHGint2060
tran<-as.numeric(lca[6,7])
con<-as.numeric(lca[6,6])
tc<-data.frame(Material=c('Transport (A4)','Construction (A5)'),mi=0,gi20=c(tran,con)/fa,gi60=0.7*c(tran,con)/fa)
mgi<-rbind(mgi,tc)
mgi$gi20pc<-round(mgi$gi20/sum(mgi$gi20),3)
mgi$gi60pc<-round(mgi$gi60/sum(mgi$gi60),3)
mgi$arch<-paste(a,".",b,sep="")
assign(paste("mgi",a,".",b,sep=""),mgi)
mgio<-mgi[order(mgi$Material),]
mi_agg<-t(agg[,2:ncol(agg)])%*%mgio$mi
assign(paste("mi_agg",a,".",b,sep=""),mi_agg)
rm(fa)
}
assign(paste("mgi",a,sep=""),rbind(get(paste("mgi",a,".1",sep = "")),get(paste("mgi",a,".2",sep = "")),get(paste("mgi",a,".3",sep = "")),get(paste("mgi",a,".4",sep = ""))))
mgi_arch<-get(paste("mgi",a,sep=""))
mi_avg<-data.frame(Material=mgio$Material,mi= as.numeric(tapply(mgi_arch$mi,mgi_arch$Material,mean)))
mi_avg_agg<-data.frame(Material=rownames(mi_agg),mi= as.numeric(t(agg[,2:ncol(agg)])%*%mi_avg$mi))
assign(paste("mi_aa_",a,sep=""),mi_avg_agg)
gi20_avg<-data.frame(Material=mgio$Material,gi20= as.numeric(tapply(mgi_arch$gi20,mgi_arch$Material,mean)))
gi20_avg_agg<-data.frame(Material=rownames(mi_agg),gi20= as.numeric(t(agg[,2:ncol(agg)])%*%gi20_avg$gi20))
assign(paste("gi20_aa_",a,sep=""),gi20_avg_agg)
gi60_avg<-data.frame(Material=mgio$Material,gi60= as.numeric(tapply(mgi_arch$gi60,mgi_arch$Material,mean)))
gi60_avg_agg<-data.frame(Material=rownames(mi_agg),gi60= as.numeric(t(agg[,2:ncol(agg)])%*%gi60_avg$gi60))
assign(paste("gi60_aa_",a,sep=""),gi60_avg_agg)
rm(list=ls(pattern='mi_agg'))
}
# calculation for MF hi-rise, for which only one archetype exists ##########
fn<-paste("Housing Archetypes/Bill of Materials Report 61_agg.xlsx",sep="")
fn2<-paste("Housing Archetypes/LCA 61.xlsx",sep="")
bom<-as.data.frame(read_excel(fn))
names(bom)<-bom[5,]
bom<-bom[6:nrow(bom),c(1,11)]
fa=100000/10.765 # 100,000 sfqt of living area divided by sqft->m2 conversion. It seems Reyna et al do not include service and public areas in their modelling of this building
bom$Mat_Int<-as.numeric(bom$`Mass Value`)*1000/fa
bom2<-merge(bom,MatTemp,by="Material",all = TRUE)
bom2[is.na(bom2$`Mass Value`),]$Mat_Int<-0
bom2<-bom2[,c("Material","Mat_Int")]
lca<-as.data.frame(read_excel(fn2))
mc<-t(conc[,2:ncol(conc)])%*%bom2$Mat_Int
mgi<-data.frame(Material=rownames(mc),mi=as.numeric(mc))
mgi$gi20<-mgi$mi*gi$GHGint2020
mgi$gi60<-mgi$mi*gi$GHGint2060
tran<-as.numeric(lca[6,7])
con<-as.numeric(lca[6,6])
tc<-data.frame(Material=c('Transport (A4)','Construction (A5)'),mi=0,gi20=c(tran,con)/fa,gi60=0.7*c(tran,con)/fa)
mgi<-rbind(mgi,tc)
mgi$gi20pc<-round(mgi$gi20/sum(mgi$gi20),3)
mgi$gi60pc<-round(mgi$gi60/sum(mgi$gi60),3)
mgi$arch<-61
mgi61<-mgi
mgio<-mgi[order(mgi$Material),]
mi_agg<-t(agg[,2:ncol(agg)])%*%mgio$mi
mi_agg61<-mi_agg
mgi_arch<-mgi61
mi_avg<-data.frame(Material=mgio$Material,mi= as.numeric(tapply(mgi_arch$mi,mgi_arch$Material,mean)))
mi_avg_agg<-data.frame(Material=rownames(mi_agg),mi= as.numeric(t(agg[,2:ncol(agg)])%*%mi_avg$mi))
mi_aa_61<-mi_avg_agg
gi20_avg<-data.frame(Material=mgio$Material,gi20= as.numeric(tapply(mgi_arch$gi20,mgi_arch$Material,mean)))
gi20_avg_agg<-data.frame(Material=rownames(mi_agg),gi20= as.numeric(t(agg[,2:ncol(agg)])%*%gi20_avg$gi20))
gi20_aa_61<-gi20_avg_agg
gi60_avg<-data.frame(Material=mgio$Material,gi60= as.numeric(tapply(mgi_arch$gi60,mgi_arch$Material,mean)))
gi60_avg_agg<-data.frame(Material=rownames(mi_agg),gi60= as.numeric(t(agg[,2:ncol(agg)])%*%gi60_avg$gi60))
gi60_aa_61<-gi60_avg_agg
rm(list=ls(pattern='mi_agg'))
############
frame_weights<-data.frame(Div=c("NE","MA","ENC","WNC","SA","ESC","WSC","MT","PAC"),Wood=wood_pc_div,Mason=mason_pc_div)
ins_div<-c(1.25,1,1.25,1.25,0.65,0.75,0.5,0.75,0.75) # factor to increase/decrease insulation level by division based on dominant climate
# SF Slab
# Arch 1, from archs 1 & 8
mgi_all1<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="Yes",Size="Large",Div=frame_weights$Div)
mgi_all1[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_1$mi,mi_aa_8$mi))
mgi_all1$mi_Insulation<-ins_div*mgi_all1$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all1$mi_Tot<-rowSums(mgi_all1[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all1[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_1$gi20,gi20_aa_8$gi20))
mgi_all1$gi20_Insulation<-ins_div*mgi_all1$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all1$gi20_Tot<-rowSums(mgi_all1[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all1[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_1$gi60,gi60_aa_8$gi60))
mgi_all1$gi60_Insulation<-ins_div*mgi_all1$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all1$gi60_Tot<-rowSums(mgi_all1[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all1$arch<-1
# Arch 2, from archs 2 & 9
mgi_all2<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all2[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_2$mi,mi_aa_9$mi))
mgi_all2$mi_Insulation<-ins_div*mgi_all2$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all2$mi_Tot<-rowSums(mgi_all2[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all2[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_2$gi20,gi20_aa_9$gi20))
mgi_all2$gi20_Insulation<-ins_div*mgi_all2$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all2$gi20_Tot<-rowSums(mgi_all2[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all2[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_2$gi60,gi60_aa_9$gi60))
mgi_all2$gi60_Insulation<-ins_div*mgi_all2$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all2$gi60_Tot<-rowSums(mgi_all2[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all2$arch<-2
# Arch 3, from archs 3 & 10
mgi_all3<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="Yes",Size="Small",Div=frame_weights$Div)
mgi_all3[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_3$mi,mi_aa_10$mi))
mgi_all3$mi_Insulation<-ins_div*mgi_all3$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all3$mi_Tot<-rowSums(mgi_all3[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all3[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_3$gi20,gi20_aa_10$gi20))
mgi_all3$gi20_Insulation<-ins_div*mgi_all3$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all3$gi20_Tot<-rowSums(mgi_all3[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all3[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_3$gi60,gi60_aa_10$gi60))
mgi_all3$gi60_Insulation<-ins_div*mgi_all3$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all3$gi60_Tot<-rowSums(mgi_all3[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all3$arch<-3
# Arch 4, from archs 4 & 11
mgi_all4<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all4[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_4$mi,mi_aa_11$mi))
mgi_all4$mi_Insulation<-ins_div*mgi_all4$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all4$mi_Tot<-rowSums(mgi_all4[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all4[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_4$gi20,gi20_aa_11$gi20))
mgi_all4$gi20_Insulation<-ins_div*mgi_all4$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all4$gi20_Tot<-rowSums(mgi_all4[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all4[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_4$gi60,gi60_aa_11$gi60))
mgi_all4$gi60_Insulation<-ins_div*mgi_all4$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all4$gi60_Tot<-rowSums(mgi_all4[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all4$arch<-4
# Arch 5, from archs 5 & 12
mgi_all5<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Div=frame_weights$Div)
mgi_all5[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_5$mi,mi_aa_12$mi))
mgi_all5$mi_Insulation<-ins_div*mgi_all5$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all5$mi_Tot<-rowSums(mgi_all5[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all5[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_5$gi20,gi20_aa_12$gi20))
mgi_all5$gi20_Insulation<-ins_div*mgi_all5$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all5$gi20_Tot<-rowSums(mgi_all5[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all5[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_5$gi60,gi60_aa_12$gi60))
mgi_all5$gi60_Insulation<-ins_div*mgi_all5$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all5$gi60_Tot<-rowSums(mgi_all5[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all5$arch<-5
# Arch 6, from archs 6 & 13
mgi_all6<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all6[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_6$mi,mi_aa_13$mi))
mgi_all6$mi_Insulation<-ins_div*mgi_all6$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all6$mi_Tot<-rowSums(mgi_all6[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all6[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_6$gi20,gi20_aa_13$gi20))
mgi_all6$gi20_Insulation<-ins_div*mgi_all6$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all6$gi20_Tot<-rowSums(mgi_all6[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all6[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_6$gi60,gi60_aa_13$gi60))
mgi_all6$gi60_Insulation<-ins_div*mgi_all6$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all6$gi60_Tot<-rowSums(mgi_all6[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all6$arch<-6
# Arch 7, from archs 7 & 14
mgi_all7<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all7[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_7$mi,mi_aa_14$mi))
mgi_all7$mi_Insulation<-ins_div*mgi_all7$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all7$mi_Tot<-rowSums(mgi_all7[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all7[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_7$gi20,gi20_aa_14$gi20))
mgi_all7$gi20_Insulation<-ins_div*mgi_all7$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all7$gi20_Tot<-rowSums(mgi_all7[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all7[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_7$gi60,gi60_aa_14$gi60))
mgi_all7$gi60_Insulation<-ins_div*mgi_all7$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all7$gi60_Tot<-rowSums(mgi_all7[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all7$arch<-7
# SF Basement
# Arch 8, from archs 17 & 24
mgi_all8<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="Yes",Size="Large",Div=frame_weights$Div)
mgi_all8[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_17$mi,mi_aa_24$mi))
mgi_all8$mi_Insulation<-ins_div*mgi_all8$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all8$mi_Tot<-rowSums(mgi_all8[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all8[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_17$gi20,gi20_aa_24$gi20))
mgi_all8$gi20_Insulation<-ins_div*mgi_all8$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all8$gi20_Tot<-rowSums(mgi_all8[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all8[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_17$gi60,gi60_aa_24$gi60))
mgi_all8$gi60_Insulation<-ins_div*mgi_all8$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all8$gi60_Tot<-rowSums(mgi_all8[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all8$arch<-8
# Arch 9, from archs 18 & 25
mgi_all9<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all9[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_18$mi,mi_aa_25$mi))
mgi_all9$mi_Insulation<-ins_div*mgi_all9$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all9$mi_Tot<-rowSums(mgi_all9[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all9[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_18$gi20,gi20_aa_25$gi20))
mgi_all9$gi20_Insulation<-ins_div*mgi_all9$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all9$gi20_Tot<-rowSums(mgi_all9[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all9[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_18$gi60,gi60_aa_25$gi60))
mgi_all9$gi60_Insulation<-ins_div*mgi_all9$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all9$gi60_Tot<-rowSums(mgi_all9[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all9$arch<-9
# Arch 10, from archs 19 & 26
mgi_all10<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="Yes",Size="Small",Div=frame_weights$Div)
mgi_all10[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_19$mi,mi_aa_26$mi))
mgi_all10$mi_Insulation<-ins_div*mgi_all10$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all10$mi_Tot<-rowSums(mgi_all10[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all10[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_19$gi20,gi20_aa_26$gi20))
mgi_all10$gi20_Insulation<-ins_div*mgi_all10$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all10$gi20_Tot<-rowSums(mgi_all10[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all10[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_19$gi60,gi60_aa_26$gi60))
mgi_all10$gi60_Insulation<-ins_div*mgi_all10$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all10$gi60_Tot<-rowSums(mgi_all10[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all10$arch<-10
# Arch 11, from archs 20 & 27
mgi_all11<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all11[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_20$mi,mi_aa_27$mi))
mgi_all11$mi_Insulation<-ins_div*mgi_all11$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all11$mi_Tot<-rowSums(mgi_all11[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all11[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_20$gi20,gi20_aa_27$gi20))
mgi_all11$gi20_Insulation<-ins_div*mgi_all11$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all11$gi20_Tot<-rowSums(mgi_all11[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all11[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_20$gi60,gi60_aa_27$gi60))
mgi_all11$gi60_Insulation<-ins_div*mgi_all11$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all11$gi60_Tot<-rowSums(mgi_all11[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all11$arch<-11
# Arch 12, from archs 21 & 28
mgi_all12<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Div=frame_weights$Div)
mgi_all12[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_21$mi,mi_aa_28$mi))
mgi_all12$mi_Insulation<-ins_div*mgi_all12$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all12$mi_Tot<-rowSums(mgi_all12[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all12[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_21$gi20,gi20_aa_28$gi20))
mgi_all12$gi20_Insulation<-ins_div*mgi_all12$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all12$gi20_Tot<-rowSums(mgi_all12[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all12[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_21$gi60,gi60_aa_28$gi60))
mgi_all12$gi60_Insulation<-ins_div*mgi_all12$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all12$gi60_Tot<-rowSums(mgi_all12[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all12$arch<-12
# Arch 13, from archs 22 & 29
mgi_all13<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all13[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_22$mi,mi_aa_29$mi))
mgi_all13$mi_Insulation<-ins_div*mgi_all13$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all13$mi_Tot<-rowSums(mgi_all13[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all13[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_22$gi20,gi20_aa_29$gi20))
mgi_all13$gi20_Insulation<-ins_div*mgi_all13$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all13$gi20_Tot<-rowSums(mgi_all13[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all13[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_22$gi60,gi60_aa_29$gi60))
mgi_all13$gi60_Insulation<-ins_div*mgi_all13$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all13$gi60_Tot<-rowSums(mgi_all13[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all13$arch<-13
# Arch 14, from archs 23 & 30
mgi_all14<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all14[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_23$mi,mi_aa_30$mi))
mgi_all14$mi_Insulation<-ins_div*mgi_all14$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all14$mi_Tot<-rowSums(mgi_all14[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all14[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_23$gi20,gi20_aa_30$gi20))
mgi_all14$gi20_Insulation<-ins_div*mgi_all14$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all14$gi20_Tot<-rowSums(mgi_all14[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all14[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_23$gi60,gi60_aa_30$gi60))
mgi_all14$gi60_Insulation<-ins_div*mgi_all14$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all14$gi60_Tot<-rowSums(mgi_all14[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all14$arch<-14
# multifamily mid-rise
# Arch 15, from arch 15
mgi_all15<-data.frame(Foundation="Strip",Type="MF",Stories="Multiple",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all15[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_15$mi,each=9)
mgi_all15$mi_Insulation<-ins_div*mgi_all15$mi_Insulation
mgi_all15$mi_Tot<-rowSums(mgi_all15[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all15[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_15$gi20,each=9)
mgi_all15$gi20_Insulation<-ins_div*mgi_all15$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all15$gi20_Tot<-rowSums(mgi_all15[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all15[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_15$gi60,each=9)
mgi_all15$gi60_Insulation<-ins_div*mgi_all15$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all15$gi60_Tot<-rowSums(mgi_all15[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all15$arch<-15
mgi_all16<-data.frame(Foundation="Strip",Type="MF",Stories="Multiple",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all16[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_16$mi,each=9)
mgi_all16$mi_Insulation<-ins_div*mgi_all16$mi_Insulation
mgi_all16$mi_Tot<-rowSums(mgi_all16[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all16[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_16$gi20,each=9)
mgi_all16$gi20_Insulation<-ins_div*mgi_all16$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all16$gi20_Tot<-rowSums(mgi_all16[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all16[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_16$gi60,each=9)
mgi_all16$gi60_Insulation<-ins_div*mgi_all16$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all16$gi60_Tot<-rowSums(mgi_all16[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all16$arch<-16
# single-family crawlspace
# Arch 17, from archs 31 & 38
mgi_all17<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="Yes",Size="Large",Div=frame_weights$Div)
mgi_all17[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_31$mi,mi_aa_38$mi))
mgi_all17$mi_Insulation<-ins_div*mgi_all17$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all17$mi_Tot<-rowSums(mgi_all17[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_all17[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_31$gi20,gi20_aa_38$gi20))
mgi_all17$gi20_Insulation<-ins_div*mgi_all17$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all17$gi20_Tot<-rowSums(mgi_all17[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_all17[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_31$gi60,gi60_aa_38$gi60))
mgi_all17$gi60_Insulation<-ins_div*mgi_all17$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all17$gi60_Tot<-rowSums(mgi_all17[,paste("gi60_", gi60_aa_2$Material, sep="")])
mgi_all17$arch<-17
# Arch 18, from archs 32 & 39
mgi_all18<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all18[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_32$mi,mi_aa_39$mi))
mgi_all18$mi_Insulation<-ins_div*mgi_all18$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all18$mi_Tot<-rowSums(mgi_all18[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_all18[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_32$gi20,gi20_aa_39$gi20))
mgi_all18$gi20_Insulation<-ins_div*mgi_all18$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all18$gi20_Tot<-rowSums(mgi_all18[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_all18[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_32$gi60,gi60_aa_39$gi60))
mgi_all18$gi60_Insulation<-ins_div*mgi_all18$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all18$gi60_Tot<-rowSums(mgi_all18[,paste("gi60_", gi60_aa_2$Material, sep="")])
mgi_all18$arch<-18
# Arch 19, from archs 33 & 40
mgi_all19<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="Yes",Size="Small",Div=frame_weights$Div)
mgi_all19[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_33$mi,mi_aa_40$mi))
mgi_all19$mi_Insulation<-ins_div*mgi_all19$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all19$mi_Tot<-rowSums(mgi_all19[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_all19[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_33$gi20,gi20_aa_40$gi20))
mgi_all19$gi20_Insulation<-ins_div*mgi_all19$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all19$gi20_Tot<-rowSums(mgi_all19[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_all19[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_33$gi60,gi60_aa_40$gi60))
mgi_all19$gi60_Insulation<-ins_div*mgi_all19$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all19$gi60_Tot<-rowSums(mgi_all19[,paste("gi60_", gi60_aa_2$Material, sep="")])
mgi_all19$arch<-19
# Arch 20, from archs 34 & 41
mgi_all20<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all20[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_34$mi,mi_aa_41$mi))
mgi_all20$mi_Insulation<-ins_div*mgi_all20$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all20$mi_Tot<-rowSums(mgi_all20[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_all20[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_34$gi20,gi20_aa_41$gi20))
mgi_all20$gi20_Insulation<-ins_div*mgi_all20$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all20$gi20_Tot<-rowSums(mgi_all20[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_all20[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_34$gi60,gi60_aa_41$gi60))
mgi_all20$gi60_Insulation<-ins_div*mgi_all20$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all20$gi60_Tot<-rowSums(mgi_all20[,paste("gi60_", gi60_aa_2$Material, sep="")])
mgi_all20$arch<-20
# Arch 21, from archs 35 & 42
mgi_all21<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Div=frame_weights$Div)
mgi_all21[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_35$mi,mi_aa_42$mi))
mgi_all21$mi_Insulation<-ins_div*mgi_all21$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all21$mi_Tot<-rowSums(mgi_all21[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_all21[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_35$gi20,gi20_aa_42$gi20))
mgi_all21$gi20_Insulation<-ins_div*mgi_all21$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all21$gi20_Tot<-rowSums(mgi_all21[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_all21[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_35$gi60,gi60_aa_42$gi60))
mgi_all21$gi60_Insulation<-ins_div*mgi_all21$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all21$gi60_Tot<-rowSums(mgi_all21[,paste("gi60_", gi60_aa_2$Material, sep="")])
mgi_all21$arch<-21
# Arch 22, from archs 36 & 43
mgi_all22<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all22[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_36$mi,mi_aa_43$mi))
mgi_all22$mi_Insulation<-ins_div*mgi_all22$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all22$mi_Tot<-rowSums(mgi_all22[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_all22[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_36$gi20,gi20_aa_43$gi20))
mgi_all22$gi20_Insulation<-ins_div*mgi_all22$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all22$gi20_Tot<-rowSums(mgi_all22[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_all22[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_36$gi60,gi60_aa_43$gi60))
mgi_all22$gi60_Insulation<-ins_div*mgi_all22$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all22$gi60_Tot<-rowSums(mgi_all22[,paste("gi60_", gi60_aa_2$Material, sep="")])
mgi_all22$arch<-22
# Arch 23, from archs 37 & 44
mgi_all23<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all23[,paste("mi_", mi_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(mi_aa_37$mi,mi_aa_44$mi))
mgi_all23$mi_Insulation<-ins_div*mgi_all23$mi_Insulation # adjust insulation values based on local climates, by division
mgi_all23$mi_Tot<-rowSums(mgi_all23[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_all23[,paste("gi20_", gi20_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi20_aa_37$gi20,gi20_aa_44$gi20))
mgi_all23$gi20_Insulation<-ins_div*mgi_all23$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all23$gi20_Tot<-rowSums(mgi_all23[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_all23[,paste("gi60_", gi60_aa_1$Material, sep="")]<-as.matrix(frame_weights[,c("Wood","Mason")])%*%t(cbind(gi60_aa_37$gi60,gi60_aa_44$gi60))
mgi_all23$gi60_Insulation<-ins_div*mgi_all23$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all23$gi60_Tot<-rowSums(mgi_all23[,paste("gi60_", gi60_aa_2$Material, sep="")])
mgi_all23$arch<-23
# single-family pier & beam
# Arch 24, from arch 45
mgi_all24<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="One",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all24[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_45$mi,each=9)
mgi_all24$mi_Insulation<-ins_div*mgi_all24$mi_Insulation
mgi_all24$mi_Tot<-rowSums(mgi_all24[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all24[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_45$gi20,each=9)
mgi_all24$gi20_Insulation<-ins_div*mgi_all24$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all24$gi20_Tot<-rowSums(mgi_all24[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all24[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_45$gi60,each=9)
mgi_all24$gi60_Insulation<-ins_div*mgi_all24$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all24$gi60_Tot<-rowSums(mgi_all24[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all24$arch<-24
# Arch 25, from arch 46
mgi_all25<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="One",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all25[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_46$mi,each=9)
mgi_all25$mi_Insulation<-ins_div*mgi_all25$mi_Insulation
mgi_all25$mi_Tot<-rowSums(mgi_all25[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all25[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_46$gi20,each=9)
mgi_all25$gi20_Insulation<-ins_div*mgi_all25$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all25$gi20_Tot<-rowSums(mgi_all25[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all25[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_46$gi60,each=9)
mgi_all25$gi60_Insulation<-ins_div*mgi_all25$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all25$gi60_Tot<-rowSums(mgi_all25[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all25$arch<-25
# Arch 26, from arch 47
mgi_all26<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="Multiple",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all26[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_47$mi,each=9)
mgi_all26$mi_Insulation<-ins_div*mgi_all26$mi_Insulation
mgi_all26$mi_Tot<-rowSums(mgi_all26[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all26[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_47$gi20,each=9)
mgi_all26$gi20_Insulation<-ins_div*mgi_all26$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all26$gi20_Tot<-rowSums(mgi_all26[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all26[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_47$gi60,each=9)
mgi_all26$gi60_Insulation<-ins_div*mgi_all26$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all26$gi60_Tot<-rowSums(mgi_all26[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all26$arch<-26
# Arch 27, from arch 48
mgi_all27<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="Multiple",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all27[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_48$mi,each=9)
mgi_all27$mi_Insulation<-ins_div*mgi_all27$mi_Insulation
mgi_all27$mi_Tot<-rowSums(mgi_all27[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all27[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_48$gi20,each=9)
mgi_all27$gi20_Insulation<-ins_div*mgi_all27$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all27$gi20_Tot<-rowSums(mgi_all27[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all27[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_48$gi60,each=9)
mgi_all27$gi60_Insulation<-ins_div*mgi_all27$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all27$gi60_Tot<-rowSums(mgi_all27[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all27$arch<-27
# MH
# Arch 28, from arch 59
mgi_all28<-data.frame(Foundation="Pier & Beam",Type="MH",Stories="One",Garage="No",Size="Large",Div=frame_weights$Div)
mgi_all28[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_59$mi,each=9)
mgi_all28$mi_Insulation<-ins_div*mgi_all28$mi_Insulation
mgi_all28$mi_Tot<-rowSums(mgi_all28[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all28[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_59$gi20,each=9)
mgi_all28$gi20_Insulation<-ins_div*mgi_all28$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all28$gi20_Tot<-rowSums(mgi_all28[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all28[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_59$gi60,each=9)
mgi_all28$gi60_Insulation<-ins_div*mgi_all28$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all28$gi60_Tot<-rowSums(mgi_all28[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all28$arch<-28
# Arch 29, from arch 60
mgi_all29<-data.frame(Foundation="Pier & Beam",Type="MH",Stories="One",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all29[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_60$mi,each=9)
mgi_all29$mi_Insulation<-ins_div*mgi_all29$mi_Insulation
mgi_all29$mi_Tot<-rowSums(mgi_all29[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all29[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_60$gi20,each=9)
mgi_all29$gi20_Insulation<-ins_div*mgi_all29$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all29$gi20_Tot<-rowSums(mgi_all29[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all29[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_60$gi60,each=9)
mgi_all29$gi60_Insulation<-ins_div*mgi_all29$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all29$gi60_Tot<-rowSums(mgi_all29[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all29$arch<-29
# MF high-rise
# Arch 30, from arch 61
mgi_all30<-data.frame(Foundation="Pile",Type="MF",Stories="Multiple",Garage="No",Size="Small",Div=frame_weights$Div)
mgi_all30[,paste("mi_", mi_aa_1$Material, sep="")]<-rep(mi_aa_61$mi,each=9)
mgi_all30$mi_Insulation<-ins_div*mgi_all30$mi_Insulation
mgi_all30$mi_Tot<-rowSums(mgi_all30[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_all30[,paste("gi20_", gi20_aa_1$Material, sep="")]<-rep(gi20_aa_61$gi20,each=9)
mgi_all30$gi20_Insulation<-ins_div*mgi_all30$gi20_Insulation # adjust insulation values based on local climates, by division
mgi_all30$gi20_Tot<-rowSums(mgi_all30[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_all30[,paste("gi60_", gi60_aa_1$Material, sep="")]<-rep(gi60_aa_61$gi60,each=9)
mgi_all30$gi60_Insulation<-ins_div*mgi_all30$gi60_Insulation # adjust insulation values based on local climates, by division
mgi_all30$gi60_Tot<-rowSums(mgi_all30[,paste("gi60_", gi60_aa_1$Material, sep="")])
mgi_all30$arch<-30
# paste together
mgi_all<-bind_rows(mgi_all1,mgi_all2,mgi_all3,mgi_all4,mgi_all5,mgi_all6,mgi_all7,mgi_all8,mgi_all9,mgi_all10,
mgi_all11,mgi_all12,mgi_all13,mgi_all14,mgi_all15,mgi_all16,mgi_all17,mgi_all18,mgi_all19,mgi_all20,
mgi_all21,mgi_all22,mgi_all23,mgi_all24,mgi_all25,mgi_all26,mgi_all27,mgi_all28,mgi_all29,mgi_all30)
save(mgi_all,file="Material_Intensities/Arch_intensities.RData")
# now make another dataframe combining all mi and gi for all ~50 archetypes, not including regional differentiation of wood/masonry framing share, or insulation level #########
# SF Slab: 1-14
# Arch 1
mgi_full1<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="Yes",Size="Large",Frame="Wood")
mgi_full1[,paste("mi_", mi_aa_1$Material, sep="")]<-mi_aa_1$mi
mgi_full1$mi_Tot<-sum(mgi_full1[,paste("mi_", mi_aa_1$Material, sep="")])
mgi_full1[,paste("gi20_", gi20_aa_1$Material, sep="")]<-gi20_aa_1$gi20
mgi_full1$gi20_Tot<-sum(mgi_full1[,paste("gi20_", gi20_aa_1$Material, sep="")])
mgi_full1$arch<-1
# Arch 8
mgi_full8<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="Yes",Size="Large",Frame="Masonry")
mgi_full8[,paste("mi_", mi_aa_8$Material, sep="")]<-mi_aa_8$mi
mgi_full8$mi_Tot<-sum(mgi_full8[,paste("mi_", mi_aa_8$Material, sep="")])
mgi_full8[,paste("gi20_", gi20_aa_8$Material, sep="")]<-gi20_aa_8$gi20
mgi_full8$gi20_Tot<-sum(mgi_full8[,paste("gi20_", gi20_aa_8$Material, sep="")])
mgi_full8$arch<-8
# Arch 2
mgi_full2<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="No",Size="Large",Frame="Wood")
mgi_full2[,paste("mi_", mi_aa_2$Material, sep="")]<-mi_aa_2$mi
mgi_full2$mi_Tot<-sum(mgi_full2[,paste("mi_", mi_aa_2$Material, sep="")])
mgi_full2[,paste("gi20_", gi20_aa_2$Material, sep="")]<-gi20_aa_2$gi20
mgi_full2$gi20_Tot<-sum(mgi_full2[,paste("gi20_", gi20_aa_2$Material, sep="")])
mgi_full2$arch<-2
# Arch 9
mgi_full9<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="No",Size="Large",Frame="Masonry")
mgi_full9[,paste("mi_", mi_aa_9$Material, sep="")]<-mi_aa_9$mi
mgi_full9$mi_Tot<-sum(mgi_full9[,paste("mi_", mi_aa_9$Material, sep="")])
mgi_full9[,paste("gi20_", gi20_aa_9$Material, sep="")]<-gi20_aa_9$gi20
mgi_full9$gi20_Tot<-sum(mgi_full9[,paste("gi20_", gi20_aa_9$Material, sep="")])
mgi_full9$arch<-9
# Arch 3
mgi_full3<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="Yes",Size="Small",Frame="Wood")
mgi_full3[,paste("mi_", mi_aa_3$Material, sep="")]<-mi_aa_3$mi
mgi_full3$mi_Tot<-sum(mgi_full3[,paste("mi_", mi_aa_3$Material, sep="")])
mgi_full3[,paste("gi20_", gi20_aa_3$Material, sep="")]<-gi20_aa_3$gi20
mgi_full3$gi20_Tot<-sum(mgi_full3[,paste("gi20_", gi20_aa_3$Material, sep="")])
mgi_full3$arch<-3
# Arch 10
mgi_full10<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="Yes",Size="Small",Frame="Masonry")
mgi_full10[,paste("mi_", mi_aa_10$Material, sep="")]<-mi_aa_10$mi
mgi_full10$mi_Tot<-sum(mgi_full10[,paste("mi_", mi_aa_10$Material, sep="")])
mgi_full10[,paste("gi20_", gi20_aa_10$Material, sep="")]<-gi20_aa_10$gi20
mgi_full10$gi20_Tot<-sum(mgi_full10[,paste("gi20_", gi20_aa_10$Material, sep="")])
mgi_full10$arch<-10
# Arch 4
mgi_full4<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="No",Size="Small",Frame="Wood")
mgi_full4[,paste("mi_", mi_aa_4$Material, sep="")]<-mi_aa_4$mi
mgi_full4$mi_Tot<-sum(mgi_full4[,paste("mi_", mi_aa_4$Material, sep="")])
mgi_full4[,paste("gi20_", gi20_aa_4$Material, sep="")]<-gi20_aa_4$gi20
mgi_full4$gi20_Tot<-sum(mgi_full4[,paste("gi20_", gi20_aa_4$Material, sep="")])
mgi_full4$arch<-4
# Arch 11
mgi_full11<-data.frame(Foundation="Slab",Type="SF",Stories="One",Garage="No",Size="Small",Frame="Masonry")
mgi_full11[,paste("mi_", mi_aa_11$Material, sep="")]<-mi_aa_11$mi
mgi_full11$mi_Tot<-sum(mgi_full11[,paste("mi_", mi_aa_11$Material, sep="")])
mgi_full11[,paste("gi20_", gi20_aa_11$Material, sep="")]<-gi20_aa_11$gi20
mgi_full11$gi20_Tot<-sum(mgi_full11[,paste("gi20_", gi20_aa_11$Material, sep="")])
mgi_full11$arch<-11
# Arch 5
mgi_full5<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Frame="Wood")
mgi_full5[,paste("mi_", mi_aa_5$Material, sep="")]<-mi_aa_5$mi
mgi_full5$mi_Tot<-sum(mgi_full5[,paste("mi_", mi_aa_5$Material, sep="")])
mgi_full5[,paste("gi20_", gi20_aa_5$Material, sep="")]<-gi20_aa_5$gi20
mgi_full5$gi20_Tot<-sum(mgi_full5[,paste("gi20_", gi20_aa_5$Material, sep="")])
mgi_full5$arch<-5
# Arch 12
mgi_full12<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Frame="Masonry")
mgi_full12[,paste("mi_", mi_aa_12$Material, sep="")]<-mi_aa_12$mi
mgi_full12$mi_Tot<-sum(mgi_full12[,paste("mi_", mi_aa_12$Material, sep="")])
mgi_full12[,paste("gi20_", gi20_aa_12$Material, sep="")]<-gi20_aa_12$gi20
mgi_full12$gi20_Tot<-sum(mgi_full12[,paste("gi20_", gi20_aa_12$Material, sep="")])
mgi_full12$arch<-12
# Arch 6
mgi_full6<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="No",Size="Large",Frame="Wood")
mgi_full6[,paste("mi_", mi_aa_6$Material, sep="")]<-mi_aa_6$mi
mgi_full6$mi_Tot<-sum(mgi_full6[,paste("mi_", mi_aa_6$Material, sep="")])
mgi_full6[,paste("gi20_", gi20_aa_6$Material, sep="")]<-gi20_aa_6$gi20
mgi_full6$gi20_Tot<-sum(mgi_full6[,paste("gi20_", gi20_aa_6$Material, sep="")])
mgi_full6$arch<-6
# Arch 13
mgi_full13<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="No",Size="Large",Frame="Masonry")
mgi_full13[,paste("mi_", mi_aa_13$Material, sep="")]<-mi_aa_13$mi
mgi_full13$mi_Tot<-sum(mgi_full13[,paste("mi_", mi_aa_13$Material, sep="")])
mgi_full13[,paste("gi20_", gi20_aa_13$Material, sep="")]<-gi20_aa_13$gi20
mgi_full13$gi20_Tot<-sum(mgi_full13[,paste("gi20_", gi20_aa_13$Material, sep="")])
mgi_full13$arch<-13
# Arch 7
mgi_full7<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="No",Size="Small",Frame="Wood")
mgi_full7[,paste("mi_", mi_aa_7$Material, sep="")]<-mi_aa_7$mi
mgi_full7$mi_Tot<-sum(mgi_full7[,paste("mi_", mi_aa_7$Material, sep="")])
mgi_full7[,paste("gi20_", gi20_aa_7$Material, sep="")]<-gi20_aa_7$gi20
mgi_full7$gi20_Tot<-sum(mgi_full7[,paste("gi20_", gi20_aa_7$Material, sep="")])
mgi_full7$arch<-7
# Arch 14
mgi_full14<-data.frame(Foundation="Slab",Type="SF",Stories="Multiple",Garage="No",Size="Small",Frame="Masonry")
mgi_full14[,paste("mi_", mi_aa_14$Material, sep="")]<-mi_aa_14$mi
mgi_full14$mi_Tot<-sum(mgi_full14[,paste("mi_", mi_aa_14$Material, sep="")])
mgi_full14[,paste("gi20_", gi20_aa_14$Material, sep="")]<-gi20_aa_14$gi20
mgi_full14$gi20_Tot<-sum(mgi_full14[,paste("gi20_", gi20_aa_14$Material, sep="")])
mgi_full14$arch<-14
# MF Mid-Rise: 15-16
mgi_full15<-data.frame(Foundation="Strip",Type="MF",Stories="Multiple",Garage="No",Size="Large",Frame="Podium")
mgi_full15[,paste("mi_", mi_aa_15$Material, sep="")]<-mi_aa_15$mi
mgi_full15$mi_Tot<-sum(mgi_full15[,paste("mi_", mi_aa_15$Material, sep="")])
mgi_full15[,paste("gi20_", gi20_aa_15$Material, sep="")]<-gi20_aa_15$gi20
mgi_full15$gi20_Tot<-sum(mgi_full15[,paste("gi20_", gi20_aa_15$Material, sep="")])
mgi_full15$arch<-15
mgi_full16<-data.frame(Foundation="Strip",Type="MF",Stories="Multiple",Garage="No",Size="Small",Frame="Podium")
mgi_full16[,paste("mi_", mi_aa_16$Material, sep="")]<-mi_aa_16$mi
mgi_full16$mi_Tot<-sum(mgi_full16[,paste("mi_", mi_aa_16$Material, sep="")])
mgi_full16[,paste("gi20_", gi20_aa_16$Material, sep="")]<-gi20_aa_16$gi20
mgi_full16$gi20_Tot<-sum(mgi_full16[,paste("gi20_", gi20_aa_16$Material, sep="")])
mgi_full16$arch<-16
# SF Basement: 17-30
# Arch 17
mgi_full17<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="Yes",Size="Large",Frame="Wood")
mgi_full17[,paste("mi_", mi_aa_17$Material, sep="")]<-mi_aa_17$mi
mgi_full17$mi_Tot<-sum(mgi_full17[,paste("mi_", mi_aa_17$Material, sep="")])
mgi_full17[,paste("gi20_", gi20_aa_17$Material, sep="")]<-gi20_aa_17$gi20
mgi_full17$gi20_Tot<-sum(mgi_full17[,paste("gi20_", gi20_aa_17$Material, sep="")])
mgi_full17$arch<-17
# Arch 24
mgi_full24<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="Yes",Size="Large",Frame="Masonry")
mgi_full24[,paste("mi_", mi_aa_24$Material, sep="")]<-mi_aa_24$mi
mgi_full24$mi_Tot<-sum(mgi_full24[,paste("mi_", mi_aa_24$Material, sep="")])
mgi_full24[,paste("gi20_", gi20_aa_24$Material, sep="")]<-gi20_aa_24$gi20
mgi_full24$gi20_Tot<-sum(mgi_full24[,paste("gi20_", gi20_aa_24$Material, sep="")])
mgi_full24$arch<-24
# Arch 18
mgi_full18<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="No",Size="Large",Frame="Wood")
mgi_full18[,paste("mi_", mi_aa_18$Material, sep="")]<-mi_aa_18$mi
mgi_full18$mi_Tot<-sum(mgi_full18[,paste("mi_", mi_aa_18$Material, sep="")])
mgi_full18[,paste("gi20_", gi20_aa_18$Material, sep="")]<-gi20_aa_18$gi20
mgi_full18$gi20_Tot<-sum(mgi_full18[,paste("gi20_", gi20_aa_18$Material, sep="")])
mgi_full18$arch<-18
# Arch 25
mgi_full25<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="No",Size="Large",Frame="Masonry")
mgi_full25[,paste("mi_", mi_aa_25$Material, sep="")]<-mi_aa_25$mi
mgi_full25$mi_Tot<-sum(mgi_full25[,paste("mi_", mi_aa_25$Material, sep="")])
mgi_full25[,paste("gi20_", gi20_aa_25$Material, sep="")]<-gi20_aa_25$gi20
mgi_full25$gi20_Tot<-sum(mgi_full25[,paste("gi20_", gi20_aa_25$Material, sep="")])
mgi_full25$arch<-25
# Arch 19
mgi_full19<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="Yes",Size="Small",Frame="Wood")
mgi_full19[,paste("mi_", mi_aa_19$Material, sep="")]<-mi_aa_19$mi
mgi_full19$mi_Tot<-sum(mgi_full19[,paste("mi_", mi_aa_19$Material, sep="")])
mgi_full19[,paste("gi20_", gi20_aa_19$Material, sep="")]<-gi20_aa_19$gi20
mgi_full19$gi20_Tot<-sum(mgi_full19[,paste("gi20_", gi20_aa_19$Material, sep="")])
mgi_full19$arch<-19
# Arch 26
mgi_full26<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="Yes",Size="Small",Frame="Masonry")
mgi_full26[,paste("mi_", mi_aa_26$Material, sep="")]<-mi_aa_26$mi
mgi_full26$mi_Tot<-sum(mgi_full26[,paste("mi_", mi_aa_26$Material, sep="")])
mgi_full26[,paste("gi20_", gi20_aa_26$Material, sep="")]<-gi20_aa_26$gi20
mgi_full26$gi20_Tot<-sum(mgi_full26[,paste("gi20_", gi20_aa_26$Material, sep="")])
mgi_full26$arch<-26
# Arch 20
mgi_full20<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="No",Size="Small",Frame="Wood")
mgi_full20[,paste("mi_", mi_aa_20$Material, sep="")]<-mi_aa_20$mi
mgi_full20$mi_Tot<-sum(mgi_full20[,paste("mi_", mi_aa_20$Material, sep="")])
mgi_full20[,paste("gi20_", gi20_aa_20$Material, sep="")]<-gi20_aa_20$gi20
mgi_full20$gi20_Tot<-sum(mgi_full20[,paste("gi20_", gi20_aa_20$Material, sep="")])
mgi_full20$arch<-20
# Arch 27
mgi_full27<-data.frame(Foundation="Basement",Type="SF",Stories="One",Garage="No",Size="Small",Frame="Masonry")
mgi_full27[,paste("mi_", mi_aa_27$Material, sep="")]<-mi_aa_27$mi
mgi_full27$mi_Tot<-sum(mgi_full27[,paste("mi_", mi_aa_27$Material, sep="")])
mgi_full27[,paste("gi20_", gi20_aa_27$Material, sep="")]<-gi20_aa_27$gi20
mgi_full27$gi20_Tot<-sum(mgi_full27[,paste("gi20_", gi20_aa_27$Material, sep="")])
mgi_full27$arch<-27
# Arch 21
mgi_full21<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Frame="Wood")
mgi_full21[,paste("mi_", mi_aa_21$Material, sep="")]<-mi_aa_21$mi
mgi_full21$mi_Tot<-sum(mgi_full21[,paste("mi_", mi_aa_21$Material, sep="")])
mgi_full21[,paste("gi20_", gi20_aa_21$Material, sep="")]<-gi20_aa_21$gi20
mgi_full21$gi20_Tot<-sum(mgi_full21[,paste("gi20_", gi20_aa_21$Material, sep="")])
mgi_full21$arch<-21
# Arch 28
mgi_full28<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Frame="Masonry")
mgi_full28[,paste("mi_", mi_aa_28$Material, sep="")]<-mi_aa_28$mi
mgi_full28$mi_Tot<-sum(mgi_full28[,paste("mi_", mi_aa_28$Material, sep="")])
mgi_full28[,paste("gi20_", gi20_aa_28$Material, sep="")]<-gi20_aa_28$gi20
mgi_full28$gi20_Tot<-sum(mgi_full28[,paste("gi20_", gi20_aa_28$Material, sep="")])
mgi_full28$arch<-28
# Arch 22
mgi_full22<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="No",Size="Large",Frame="Wood")
mgi_full22[,paste("mi_", mi_aa_22$Material, sep="")]<-mi_aa_22$mi
mgi_full22$mi_Tot<-sum(mgi_full22[,paste("mi_", mi_aa_22$Material, sep="")])
mgi_full22[,paste("gi20_", gi20_aa_22$Material, sep="")]<-gi20_aa_22$gi20
mgi_full22$gi20_Tot<-sum(mgi_full22[,paste("gi20_", gi20_aa_22$Material, sep="")])
mgi_full22$arch<-22
# Arch 29
mgi_full29<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="No",Size="Large",Frame="Masonry")
mgi_full29[,paste("mi_", mi_aa_29$Material, sep="")]<-mi_aa_29$mi
mgi_full29$mi_Tot<-sum(mgi_full29[,paste("mi_", mi_aa_29$Material, sep="")])
mgi_full29[,paste("gi20_", gi20_aa_29$Material, sep="")]<-gi20_aa_29$gi20
mgi_full29$gi20_Tot<-sum(mgi_full29[,paste("gi20_", gi20_aa_29$Material, sep="")])
mgi_full29$arch<-29
# Arch 23
mgi_full23<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="No",Size="Small",Frame="Wood")
mgi_full23[,paste("mi_", mi_aa_23$Material, sep="")]<-mi_aa_23$mi
mgi_full23$mi_Tot<-sum(mgi_full23[,paste("mi_", mi_aa_23$Material, sep="")])
mgi_full23[,paste("gi20_", gi20_aa_23$Material, sep="")]<-gi20_aa_23$gi20
mgi_full23$gi20_Tot<-sum(mgi_full23[,paste("gi20_", gi20_aa_23$Material, sep="")])
mgi_full23$arch<-23
# Arch 30
mgi_full30<-data.frame(Foundation="Basement",Type="SF",Stories="Multiple",Garage="No",Size="Small",Frame="Masonry")
mgi_full30[,paste("mi_", mi_aa_30$Material, sep="")]<-mi_aa_30$mi
mgi_full30$mi_Tot<-sum(mgi_full30[,paste("mi_", mi_aa_30$Material, sep="")])
mgi_full30[,paste("gi20_", gi20_aa_30$Material, sep="")]<-gi20_aa_30$gi20
mgi_full30$gi20_Tot<-sum(mgi_full30[,paste("gi20_", gi20_aa_30$Material, sep="")])
mgi_full30$arch<-30
# SF Crawlspace: 31-44
# Arch 31
mgi_full31<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="Yes",Size="Large",Frame="Wood")
mgi_full31[,paste("mi_", mi_aa_31$Material, sep="")]<-mi_aa_31$mi
mgi_full31$mi_Tot<-sum(mgi_full31[,paste("mi_", mi_aa_31$Material, sep="")])
mgi_full31[,paste("gi20_", gi20_aa_31$Material, sep="")]<-gi20_aa_31$gi20
mgi_full31$gi20_Tot<-sum(mgi_full31[,paste("gi20_", gi20_aa_31$Material, sep="")])
mgi_full31$arch<-31
# Arch 38
mgi_full38<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="Yes",Size="Large",Frame="Masonry")
mgi_full38[,paste("mi_", mi_aa_38$Material, sep="")]<-mi_aa_38$mi
mgi_full38$mi_Tot<-sum(mgi_full38[,paste("mi_", mi_aa_38$Material, sep="")])
mgi_full38[,paste("gi20_", gi20_aa_38$Material, sep="")]<-gi20_aa_38$gi20
mgi_full38$gi20_Tot<-sum(mgi_full38[,paste("gi20_", gi20_aa_38$Material, sep="")])
mgi_full38$arch<-38
# Arch 32
mgi_full32<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="No",Size="Large",Frame="Wood")
mgi_full32[,paste("mi_", mi_aa_32$Material, sep="")]<-mi_aa_32$mi
mgi_full32$mi_Tot<-sum(mgi_full32[,paste("mi_", mi_aa_32$Material, sep="")])
mgi_full32[,paste("gi20_", gi20_aa_32$Material, sep="")]<-gi20_aa_32$gi20
mgi_full32$gi20_Tot<-sum(mgi_full32[,paste("gi20_", gi20_aa_32$Material, sep="")])
mgi_full32$arch<-32
# Arch 39
mgi_full39<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="No",Size="Large",Frame="Masonry")
mgi_full39[,paste("mi_", mi_aa_39$Material, sep="")]<-mi_aa_39$mi
mgi_full39$mi_Tot<-sum(mgi_full39[,paste("mi_", mi_aa_39$Material, sep="")])
mgi_full39[,paste("gi20_", gi20_aa_39$Material, sep="")]<-gi20_aa_39$gi20
mgi_full39$gi20_Tot<-sum(mgi_full39[,paste("gi20_", gi20_aa_39$Material, sep="")])
mgi_full39$arch<-39
# Arch 33
mgi_full33<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="Yes",Size="Small",Frame="Wood")
mgi_full33[,paste("mi_", mi_aa_33$Material, sep="")]<-mi_aa_33$mi
mgi_full33$mi_Tot<-sum(mgi_full33[,paste("mi_", mi_aa_33$Material, sep="")])
mgi_full33[,paste("gi20_", gi20_aa_33$Material, sep="")]<-gi20_aa_33$gi20
mgi_full33$gi20_Tot<-sum(mgi_full33[,paste("gi20_", gi20_aa_33$Material, sep="")])
mgi_full33$arch<-33
# Arch 40
mgi_full40<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="Yes",Size="Small",Frame="Masonry")
mgi_full40[,paste("mi_", mi_aa_40$Material, sep="")]<-mi_aa_40$mi
mgi_full40$mi_Tot<-sum(mgi_full40[,paste("mi_", mi_aa_40$Material, sep="")])
mgi_full40[,paste("gi20_", gi20_aa_40$Material, sep="")]<-gi20_aa_40$gi20
mgi_full40$gi20_Tot<-sum(mgi_full40[,paste("gi20_", gi20_aa_40$Material, sep="")])
mgi_full40$arch<-40
# Arch 34
mgi_full34<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="No",Size="Small",Frame="Wood")
mgi_full34[,paste("mi_", mi_aa_34$Material, sep="")]<-mi_aa_34$mi
mgi_full34$mi_Tot<-sum(mgi_full34[,paste("mi_", mi_aa_34$Material, sep="")])
mgi_full34[,paste("gi20_", gi20_aa_34$Material, sep="")]<-gi20_aa_34$gi20
mgi_full34$gi20_Tot<-sum(mgi_full34[,paste("gi20_", gi20_aa_34$Material, sep="")])
mgi_full34$arch<-34
# Arch 41
mgi_full41<-data.frame(Foundation="Crawlspace",Type="SF",Stories="One",Garage="No",Size="Small",Frame="Masonry")
mgi_full41[,paste("mi_", mi_aa_41$Material, sep="")]<-mi_aa_41$mi
mgi_full41$mi_Tot<-sum(mgi_full41[,paste("mi_", mi_aa_41$Material, sep="")])
mgi_full41[,paste("gi20_", gi20_aa_41$Material, sep="")]<-gi20_aa_41$gi20
mgi_full41$gi20_Tot<-sum(mgi_full41[,paste("gi20_", gi20_aa_41$Material, sep="")])
mgi_full41$arch<-41
# Arch 35
mgi_full35<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Frame="Wood")
mgi_full35[,paste("mi_", mi_aa_35$Material, sep="")]<-mi_aa_35$mi
mgi_full35$mi_Tot<-sum(mgi_full35[,paste("mi_", mi_aa_35$Material, sep="")])
mgi_full35[,paste("gi20_", gi20_aa_35$Material, sep="")]<-gi20_aa_35$gi20
mgi_full35$gi20_Tot<-sum(mgi_full35[,paste("gi20_", gi20_aa_35$Material, sep="")])
mgi_full35$arch<-35
# Arch 42
mgi_full42<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="Yes",Size="Large",Frame="Masonry")
mgi_full42[,paste("mi_", mi_aa_42$Material, sep="")]<-mi_aa_42$mi
mgi_full42$mi_Tot<-sum(mgi_full42[,paste("mi_", mi_aa_42$Material, sep="")])
mgi_full42[,paste("gi20_", gi20_aa_42$Material, sep="")]<-gi20_aa_42$gi20
mgi_full42$gi20_Tot<-sum(mgi_full42[,paste("gi20_", gi20_aa_42$Material, sep="")])
mgi_full42$arch<-42
# Arch 36
mgi_full36<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="No",Size="Large",Frame="Wood")
mgi_full36[,paste("mi_", mi_aa_36$Material, sep="")]<-mi_aa_36$mi
mgi_full36$mi_Tot<-sum(mgi_full36[,paste("mi_", mi_aa_36$Material, sep="")])
mgi_full36[,paste("gi20_", gi20_aa_36$Material, sep="")]<-gi20_aa_36$gi20
mgi_full36$gi20_Tot<-sum(mgi_full36[,paste("gi20_", gi20_aa_36$Material, sep="")])
mgi_full36$arch<-36
# Arch 43
mgi_full43<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="No",Size="Large",Frame="Masonry")
mgi_full43[,paste("mi_", mi_aa_43$Material, sep="")]<-mi_aa_43$mi
mgi_full43$mi_Tot<-sum(mgi_full43[,paste("mi_", mi_aa_43$Material, sep="")])
mgi_full43[,paste("gi20_", gi20_aa_43$Material, sep="")]<-gi20_aa_43$gi20
mgi_full43$gi20_Tot<-sum(mgi_full43[,paste("gi20_", gi20_aa_43$Material, sep="")])
mgi_full43$arch<-43
# Arch 37
mgi_full37<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="No",Size="Small",Frame="Wood")
mgi_full37[,paste("mi_", mi_aa_37$Material, sep="")]<-mi_aa_37$mi
mgi_full37$mi_Tot<-sum(mgi_full37[,paste("mi_", mi_aa_37$Material, sep="")])
mgi_full37[,paste("gi20_", gi20_aa_37$Material, sep="")]<-gi20_aa_37$gi20
mgi_full37$gi20_Tot<-sum(mgi_full37[,paste("gi20_", gi20_aa_37$Material, sep="")])
mgi_full37$arch<-37
# Arch 44
mgi_full44<-data.frame(Foundation="Crawlspace",Type="SF",Stories="Multiple",Garage="No",Size="Small",Frame="Masonry")
mgi_full44[,paste("mi_", mi_aa_44$Material, sep="")]<-mi_aa_44$mi
mgi_full44$mi_Tot<-sum(mgi_full44[,paste("mi_", mi_aa_44$Material, sep="")])
mgi_full44[,paste("gi20_", gi20_aa_44$Material, sep="")]<-gi20_aa_44$gi20
mgi_full44$gi20_Tot<-sum(mgi_full44[,paste("gi20_", gi20_aa_44$Material, sep="")])
mgi_full44$arch<-44
# SF Pier and Beam: 45-48 (wood frame only, all excluding garage)
# Arch 45
mgi_full45<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="One",Garage="No",Size="Large",Frame="Wood")
mgi_full45[,paste("mi_", mi_aa_45$Material, sep="")]<-mi_aa_45$mi
mgi_full45$mi_Tot<-sum(mgi_full45[,paste("mi_", mi_aa_45$Material, sep="")])
mgi_full45[,paste("gi20_", gi20_aa_45$Material, sep="")]<-gi20_aa_45$gi20
mgi_full45$gi20_Tot<-sum(mgi_full45[,paste("gi20_", gi20_aa_45$Material, sep="")])
mgi_full45$arch<-45
# Arch 46
mgi_full46<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="One",Garage="No",Size="Small",Frame="Wood")
mgi_full46[,paste("mi_", mi_aa_46$Material, sep="")]<-mi_aa_46$mi
mgi_full46$mi_Tot<-sum(mgi_full46[,paste("mi_", mi_aa_46$Material, sep="")])
mgi_full46[,paste("gi20_", gi20_aa_46$Material, sep="")]<-gi20_aa_46$gi20
mgi_full46$gi20_Tot<-sum(mgi_full46[,paste("gi20_", gi20_aa_46$Material, sep="")])
mgi_full46$arch<-46
# Arch 47
mgi_full47<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="Multiple",Garage="No",Size="Large",Frame="Wood")
mgi_full47[,paste("mi_", mi_aa_47$Material, sep="")]<-mi_aa_47$mi
mgi_full47$mi_Tot<-sum(mgi_full47[,paste("mi_", mi_aa_47$Material, sep="")])
mgi_full47[,paste("gi20_", gi20_aa_47$Material, sep="")]<-gi20_aa_47$gi20
mgi_full47$gi20_Tot<-sum(mgi_full47[,paste("gi20_", gi20_aa_47$Material, sep="")])
mgi_full47$arch<-47
# Arch 48
mgi_full48<-data.frame(Foundation="Pier & Beam",Type="SF",Stories="Multiple",Garage="No",Size="Small",Frame="Wood")
mgi_full48[,paste("mi_", mi_aa_48$Material, sep="")]<-mi_aa_48$mi
mgi_full48$mi_Tot<-sum(mgi_full48[,paste("mi_", mi_aa_48$Material, sep="")])
mgi_full48[,paste("gi20_", gi20_aa_48$Material, sep="")]<-gi20_aa_48$gi20
mgi_full48$gi20_Tot<-sum(mgi_full48[,paste("gi20_", gi20_aa_48$Material, sep="")])
mgi_full48$arch<-48
# MH: 59-60
# Arch 59
mgi_full59<-data.frame(Foundation="Pier & Beam",Type="MH",Stories="One",Garage="No",Size="Large",Frame="Wood")
mgi_full59[,paste("mi_", mi_aa_59$Material, sep="")]<-mi_aa_59$mi
mgi_full59$mi_Tot<-sum(mgi_full59[,paste("mi_", mi_aa_59$Material, sep="")])
mgi_full59[,paste("gi20_", gi20_aa_59$Material, sep="")]<-gi20_aa_59$gi20
mgi_full59$gi20_Tot<-sum(mgi_full59[,paste("gi20_", gi20_aa_59$Material, sep="")])
mgi_full59$arch<-59
# Arch 60
mgi_full60<-data.frame(Foundation="Pier & Beam",Type="MH",Stories="One",Garage="No",Size="Small",Frame="Wood")
mgi_full60[,paste("mi_", mi_aa_60$Material, sep="")]<-mi_aa_60$mi
mgi_full60$mi_Tot<-sum(mgi_full60[,paste("mi_", mi_aa_60$Material, sep="")])
mgi_full60[,paste("gi20_", gi20_aa_60$Material, sep="")]<-gi20_aa_60$gi20
mgi_full60$gi20_Tot<-sum(mgi_full60[,paste("gi20_", gi20_aa_60$Material, sep="")])
mgi_full60$arch<-60
# MF High-rise, 61
mgi_full61<-data.frame(Foundation="Pile",Type="MF",Stories="Multiple",Garage="No",Size="Small",Frame="Masonry")
mgi_full61[,paste("mi_", mi_aa_61$Material, sep="")]<-mi_aa_61$mi
mgi_full61$mi_Tot<-sum(mgi_full61[,paste("mi_", mi_aa_61$Material, sep="")])
mgi_full61[,paste("gi20_", gi20_aa_61$Material, sep="")]<-gi20_aa_61$gi20
mgi_full61$gi20_Tot<-sum(mgi_full61[,paste("gi20_", gi20_aa_61$Material, sep="")])
mgi_full61$arch<-61
# paste together
mgi_full<-bind_rows(mgi_full1,mgi_full2,mgi_full3,mgi_full4,mgi_full5,mgi_full6,mgi_full7,mgi_full8,mgi_full9,mgi_full10,
mgi_full11,mgi_full12,mgi_full13,mgi_full14,mgi_full15,mgi_full16,mgi_full17,mgi_full18,mgi_full19,mgi_full20,
mgi_full21,mgi_full22,mgi_full23,mgi_full24,mgi_full25,mgi_full26,mgi_full27,mgi_full28,mgi_full29,mgi_full30,
mgi_full31,mgi_full32,mgi_full33,mgi_full34,mgi_full35,mgi_full36,mgi_full37,mgi_full38,mgi_full39,mgi_full40,
mgi_full41,mgi_full42,mgi_full43,mgi_full44,mgi_full45,mgi_full46,mgi_full47,mgi_full48,
mgi_full59,mgi_full60,mgi_full61)
save(mgi_full,file="Material_Intensities/Full_arch_intensities.RData")
write.csv(mgi_full,file="Material_Intensities/Full_arch_intensities.csv")
mgi_full$Type_Found<-paste(mgi_full$Type,mgi_full$Foundation)
mgi_full[mgi_full$Type_Found=="MF Pile",]$Type_Found<-"MF High-Rise"
mgi_full[mgi_full$Type_Found=="MF Strip",]$Type_Found<-"MF Low-Rise"
mgi_full$`Unit Size`<-mgi_full$Size
# Make SI Figure S9
windows(width=12,height=7)
# breaking out by size and frame type
ggplot(mgi_full,aes(x=Type_Found,y=gi20_Tot)) + geom_point(aes(shape=Frame,col=`Unit Size`),size=2.5) + theme_bw() + ylim(0,500) +
scale_color_manual(values=c('blue','red'))+scale_shape_manual(values=c(0, 2, 8)) +
labs(title = "Embodied GHG Intensities of Archtypes - by Unit Size and Framing Method",y="kgCO2e/m2",x="House and Foundation Type") +
theme(axis.text=element_text(size=13),axis.title=element_text(size=14,face = "bold"),plot.title = element_text(size = 15, face = "bold"),legend.text=element_text(size=13),legend.title=element_text(size=13))
# breaking out by stories and frame type
ggplot(mgi_full,aes(x=Type_Found,y=gi20_Tot)) + geom_point(aes(shape=Frame,col=Stories),size=2.5) + theme_bw() + ylim(0,500) +
scale_color_manual(values=c('green4','purple'))+scale_shape_manual(values=c(0, 2, 8)) +
labs(title = "Embodied GHG Intensities of Archtypes - by Number Stories and Framing Method",y="kgCO2e/m2",x="House and Foundation Type") +
theme(axis.text=element_text(size=13),axis.title=element_text(size=14,face = "bold"),plot.title = element_text(size = 15, face = "bold"),legend.text=element_text(size=13),legend.title=element_text(size=13))