This examples adds rows and columns to the output, including FIA names, for net cubic-foot volume of live trees (at least 5 inches diameter) by forest type and stand-size class, Wyoming, 2011-2013. We also use the *_options
functions to return output with estimates (est) and percent standard error (pse) in same cell - est(pse) with allin1 = TRUE
and save data to an outfolder with savedata = TRUE
and outfolder = outfolder
.
tree4 <- modMAtree(MApopdat = MApopdat, # pop - population calculations
MAmethod = "greg", # est - model-assisted method
landarea = "FOREST", # est - forest land filter
prednames = c("dem", "slp"), # est - predictors to use in model
estvar = "VOLCFNET", # est - net cubic-foot volume
estvar.filter = "STATUSCD == 1", # est - live trees only
rowvar = "FORTYPCD", # est - row domain
colvar = "STDSZCD", # est - column domain
returntitle = TRUE, # out - return title information
savedata = TRUE, # out - save data to outfolder
table_opts = table_options(
row.FIAname = TRUE, # est - row domain names
col.FIAname = TRUE, # est - column domain names
allin1 = TRUE # out - return output with est(pse)
),
savedata_opts = savedata_options(
outfolder = outfolder, # out - outfolder for saving data
outfn.pre = "WY" # out - prefix for output files
))
Again, we investigate the output of the returned list:
# Look at output list from modGBarea()
names(tree4)
output
## [1] "est" "pse" "titlelst" "raw" "statecd" "states" "invyr"
# Estimate and percent sampling error of estimate
tree4$est
output
## Forest type Large diameter
## 1 Douglas-fir 13,220,807.8 (110.84)
## 2 Engelmann spruce 280,813,787.4 ( 56.81)
## 3 Engelmann spruce / subalpine fir 258,361,837.5 ( 46.33)
## 4 Subalpine fir 64,151,931.3 ( 74.52)
## 5 Lodgepole pine 843,091,898.5 ( 23.55)
## 6 Aspen -- ( --)
## 7 Nonstocked -- ( --)
## 8 Total 1,459,640,262.5 ( 14.80)
## Medium diameter Small diameter Nonstocked
## 1 -- ( --) 3,232,360.3 (162.26) -- ( --)
## 2 91,643,840.9 (115.58) -- ( --) -- ( --)
## 3 19,870,297.1 ( 73.46) 6,039,623.3 ( 88.17) -- ( --)
## 4 -- ( --) -- ( --) -- ( --)
## 5 423,496,333.8 ( 28.44) 11,122,841.6 ( 61.94) -- ( --)
## 6 -- ( --) -- ( --) -- ( --)
## 7 -- ( --) -- ( --) -- ( --)
## 8 535,010,471.8 ( 26.77) 20,394,825.1 ( 45.99) -- ( --)
## Total
## 1 16,453,168.1 ( 91.71)
## 2 372,457,628.3 ( 50.51)
## 3 284,271,757.8 ( 41.67)
## 4 64,151,931.3 ( 74.52)
## 5 1,277,711,073.9 ( 16.98)
## 6 -- ( --)
## 7 -- ( --)
## 8 2,015,045,559.4 ( 10.67)
## Raw data (list object) for estimate
raw4 <- tree4$raw # extract raw data list object from output
names(raw4)
output
## [1] "unit_totest" "unit_rowest" "unit_colest" "unit_grpest"
## [5] "domdat" "plotweights" "estvar" "estvar.filter"
## [9] "module" "esttype" "MAmethod" "predselectlst"
## [13] "rowvar" "colvar" "areaunits" "estunits"
head(raw4$unit_totest) # estimates by estimation unit (i.e., ESTN_UNIT)
output
## ONEUNIT nhat nhat.var NBRPLT NBRPLT.gt0 AREAUSED est est.var
## 1 1 1811.42 37356.8 37 34 1112412 2015045559 4.622759e+16
## est.se est.cv pse CI99left CI99right CI95left CI95right
## 1 215006029 0.1067003 10.67003 1461226728 2568864391 1593641485 2436449634
## CI68left CI68right
## 1 1801231118 2228860000
head(raw4$unit_rowest) # estimates by row, by estimation unit (i.e., ESTN_UNIT)
output
## ONEUNIT FORTYPCD nhat nhat.var NBRPLT NBRPLT.gt0
## 1 1 201 14.79053 183.9783 37 2
## 2 1 265 334.81975 28597.8813 37 4
## 3 1 266 255.54531 11338.6666 37 5
## 4 1 268 57.66920 1847.0547 37 2
## 5 1 281 1148.59483 38016.6026 37 23
## 6 1 901 0.00000 0.0000 37 0
## Forest type AREAUSED est est.var est.se
## 1 Douglas-fir 1112412 16453168 2.276660e+14 15088604
## 2 Engelmann spruce 1112412 372457628 3.538877e+16 188119031
## 3 Engelmann spruce / subalpine fir 1112412 284271758 1.403116e+16 118453199
## 4 Subalpine fir 1112412 64151931 2.285659e+15 47808562
## 5 Lodgepole pine 1112412 1277711074 4.704407e+16 216896455
## 6 Aspen 1112412 0 0.000000e+00 0
## est.cv pse CI99left CI99right CI95left CI95right CI68left
## 1 0.9170637 91.70637 0 55318835 0 46026287 1448187
## 2 0.5050750 50.50750 0 857020140 3751103 741164153 185381175
## 3 0.4166900 41.66900 0 589386980 52107753 516435763 166475040
## 4 0.7452396 74.52396 0 187298626 0 157854990 16608330
## 5 0.1697539 16.97539 719022828 1836399319 852601833 1702820315 1062016684
## 6 NaN NaN 0 0 0 0 0
## CI68right
## 1 31458149
## 2 559534081
## 3 402068476
## 4 111695532
## 5 1493405464
## 6 0
head(raw4$unit_colest) # estimates by column, by estimation unit (i.e., ESTN_UNIT)
output
## ONEUNIT STDSZCD nhat nhat.var NBRPLT NBRPLT.gt0 Stand-size class
## 1 1 1 1312.13957 37720.24765 37 18 Large diameter
## 2 1 2 480.94618 16570.36181 37 14 Medium diameter
## 3 1 3 18.33387 71.08256 37 4 Small diameter
## 4 1 5 0.00000 0.00000 37 0 Nonstocked
## AREAUSED est est.var est.se est.cv pse CI99left
## 1 1112412 1459640263 4.667734e+16 216049403 0.1480155 14.80155 903133879
## 2 1112412 535010472 2.050518e+16 143196301 0.2676514 26.76514 166161244
## 3 1112412 20394825 8.796191e+13 9378801 0.4598618 45.98618 0
## 4 1112412 0 0.000000e+00 0 NaN NaN 0
## CI99right CI95left CI95right CI68left CI68right
## 1 2016146646 1036191214 1883089311 1244788231 1674492295
## 2 903859699 254350880 815670064 392607782 677413162
## 3 44553016 2012713 38776937 11068003 29721648
## 4 0 0 0 0 0
head(raw4$unit_grpest) # estimates by row and column, by estimation unit (i.e., ESTN_UNIT)
output
## ONEUNIT grpvar nhat nhat.var NBRPLT NBRPLT.gt0 FORTYPCD STDSZCD
## 1 1 201#1 11.884809 173.51852 37 1 201 1
## 2 1 201#3 2.905721 22.22926 37 1 201 3
## 3 1 265#1 252.436776 20564.47714 37 3 265 1
## 4 1 265#2 82.382977 9067.00974 37 1 265 2
## 5 1 266#1 232.253657 11575.99347 37 3 266 1
## 6 1 266#2 17.862348 172.20105 37 1 266 2
## Stand-size class Forest type AREAUSED est
## 1 Large diameter Douglas-fir 1112412 13220808
## 2 Small diameter Douglas-fir 1112412 3232360
## 3 Large diameter Engelmann spruce 1112412 280813787
## 4 Medium diameter Engelmann spruce 1112412 91643841
## 5 Large diameter Engelmann spruce / subalpine fir 1112412 258361838
## 6 Medium diameter Engelmann spruce / subalpine fir 1112412 19870297
## est.var est.se est.cv pse CI99left CI99right CI95left
## 1 2.147224e+14 14653411 1.1083597 110.83597 0 50965492 0
## 2 2.750785e+13 5244793 1.6225891 162.25891 0 16742051 0
## 3 2.544774e+16 159523489 0.5680757 56.80757 0 691719064 0
## 4 1.122007e+16 105924847 1.1558316 115.58316 0 364488165 0
## 5 1.432484e+16 119686437 0.4632512 46.32512 0 566653670 23780731
## 6 2.130921e+14 14597675 0.7346481 73.46481 0 57471417 0
## CI95right CI68left CI68right
## 1 41940965 0 27793007
## 2 13511965 0 8448086
## 3 593474080 122174397 439453178
## 4 299252726 0 196981640
## 5 492942944 139338716 377384959
## 6 48481215 5353524 34387070
# Titles (list object) for estimate
titlelst4 <- tree4$titlelst
names(titlelst4)
output
## [1] "title.estpse" "title.yvar" "title.estvar" "title.unitvar"
## [5] "title.ref" "outfn.estpse" "outfn.rawdat" "outfn.param"
## [9] "title.rowvar" "title.row" "title.colvar" "title.col"
## [13] "title.unit"
output
## $title.estpse
## [1] "Net merchantable bole wood volume of live trees (timber species at least 5 inch dia), in cubic feet (percent sampling error), by forest type and stand-size class on forest land"
##
## $title.yvar
## [1] "Net volume, in cubic feet"
##
## $title.estvar
## [1] "Net merchantable bole wood volume of live trees (timber species at least 5 inch dia)"
##
## $title.unitvar
## [1] "ONEUNIT"
##
## $title.ref
## [1] "Wyoming, 2011-2013"
##
## $outfn.estpse
## [1] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland"
##
## $outfn.rawdat
## [1] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_rawdata"
##
## $outfn.param
## [1] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_parameters"
##
## $title.rowvar
## [1] "Forest type"
##
## $title.row
## [1] "Net merchantable bole wood volume of live trees (timber species at least 5 inch dia), in cubic feet (percent sampling error), by forest type on forest land; Wyoming, 2011-2013"
##
## $title.colvar
## [1] "Stand-size class"
##
## $title.col
## [1] "Net merchantable bole wood volume of live trees (timber species at least 5 inch dia), in cubic feet (percent sampling error), by stand-size class on forest land; Wyoming, 2011-2013"
##
## $title.unit
## [1] "cubic feet"
# List output files in outfolder
list.files(outfolder, pattern = "WY_tree")
output
## [1] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_modMA_mase_greg.csv"
output
## [1] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_rawdata_modMA_mase_greg_domdat.csv"
## [2] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_rawdata_modMA_mase_greg_plotweights.csv"
## [3] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_rawdata_modMA_mase_greg_unit_colest.csv"
## [4] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_rawdata_modMA_mase_greg_unit_grpest.csv"
## [5] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_rawdata_modMA_mase_greg_unit_rowest.csv"
## [6] "WY_tree_VOLCFNET_FORTYPCD_STDSZCD_forestland_rawdata_modMA_mase_greg_unit_totest.csv"
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