Generates small area estimates by domain and/or tree domain (and estimation unit).
Usage
modSAtree(
SApopdatlst = NULL,
prednames = NULL,
SApackage = "JoSAE",
SAmethod = "area",
estseed = "none",
woodland = "Y",
largebnd.unique = NULL,
landarea = "FOREST",
pcfilter = NULL,
estvar = NULL,
estvar.filter = NULL,
estvar.derive = NULL,
rowvar = NULL,
modelselect = FALSE,
prior = function(x) 1/(sqrt(x) * (1 + x)),
na.fill = "NONE",
savedata = FALSE,
savesteps = FALSE,
multest = TRUE,
returntitle = FALSE,
table_opts = NULL,
title_opts = NULL,
savedata_opts = NULL,
multest_opts = NULL,
save4testing = FALSE,
...
)Arguments
- SApopdatlst
List. List of population data objects returned from modSApop().
- prednames
String vector. Name(s) of predictor variables to use in model.
- SApackage
String. Small area package to use ('JoSAE', 'sae', 'hbsae')
- SAmethod
String. Small area method to use ('unit', 'area')
- estseed
String. Use seedling data only or add to tree data. Seedling estimates are only for counts (estvar='TPA_UNADJ')-('none', 'only', 'add').
- woodland
String. If woodland = 'Y', include woodland tree species where measured. If woodland = 'N', only include timber species. See FIESTA::ref_species$WOODLAND ='Y/N'. If woodland = 'only', only include woodland species.
- largebnd.unique
String. Name of the large boundary unique identifier to define plots within a model extent. If NULL, all plots are used for model extent.
- landarea
String. The sample area filter for estimates ('ALL', 'FOREST', 'TIMBERLAND'). If landarea=FOREST, filtered to COND_STATUS_CD = 1; If landarea=TIMBERLAND, filtered to SITECLCD in(1:6) and RESERVCD = 0.
- pcfilter
String. A filter for plot or cond attributes (including pltassgn). Must be R logical syntax.
- estvar
String. Name of the tree estimate variable.
- estvar.filter
String. A tree filter for estimate variable. Must be R syntax (e.g., "STATUSCD == 1").
- estvar.derive
List. A derivation of a tree variable to estimate. Must be a named list with one element (e.g., list(SDI='SUM(POWER(DIA/10,1.605) * TPA_UNADJ)'). Set estvar = NULL.
- rowvar
String. Name of the row domain variable in cond or tree. If only one domain, rowvar = domain variable. If more than one domain, include colvar. If no domain, rowvar = NULL.
- modelselect
Logical. If TRUE, selects useful predictors using mase:ElasticNet.
- prior
Function. A prior function to use for hbsae models.
- na.fill
String. An estimate to fill in for NA values (i.e., when model is unstable or no predictors are selected). Choose from the following list that does not include SApackage used ('NONE', 'DIR', 'JU.GREG', 'JU.EBLUP','JFH','hbsaeU','hbsaeA'). DIR is suggested value to fill NA values.
- savedata
Logical. If TRUE, saves table(s) to outfolder.
- savesteps
Logical. Saves graphs of predictors and response with labels whether selected or not for both area- and unit-level models.
- multest
Logical. If TRUE, returns a data frame of SA estimates using both unit-level and area-level estimates.
- returntitle
Logical. If TRUE, returns title(s) of the estimation table(s).
- table_opts
List. See help(table_options()) for a list of options.
- title_opts
List. See help(title_options()) for a list of options.
- savedata_opts
List. See help(savedata_options()) for a list of options. Only used when savedata = TRUE.
- multest_opts
List. See help(multest_options()) for a list of options. Only used when multest = TRUE.
- save4testing
Logical. If TRUE, saves intermediate steps as R objects to outfolder for testing (pdomdat, dunitlut).
- ...
Parameters for modSApop() if SApopdat is NULL.
Value
- est
Data frame. Tree estimates and percent sampling error by domain. Estimates are based on the SApackage and SAmethod parameters defined.
- titlelst
List. List of titles used for table output.
- raw
List of raw data. If rawdata=TRUE, a list including raw data components used for calculating estimate.
- dunit.multest
Data frame. Table comparing different estimation strategies for SAE.
Raw data
- domdat
Data frame. Domain-level data used for estimation.
- estvar
String. Name of estimation variable.
- estvar.filter
String. Logical filter specified for tree data.
- dunit.totest
String. Table of estimates, including more details.
Details
If variables are NULL, then it will prompt user to input variables.
Necessary variables:
| Data | Variable | Description | |
| tree | tuniqueid | Unique identifier for each plot, to link to pltstrat (e.g., PLT_CN). | |
| CONDID | Unique identifier of each condition on plot, to link to cond. Set CONDID=1, if only 1 condition per plot. | ||
| TPA_UNADJ | Number of trees per acre each sample tree represents (e.g. DESIGNCD=1: TPA_UNADJ=6.018046 for trees on subplot; 74.965282 for trees on microplot). | ||
| cond | cuniqueid | Unique identifier for each plot, to link to pltstrat (ex. PLT_CN). | |
| CONDID | Unique identifier of each condition on plot. Set CONDID=1, if only 1 condition per plot. | ||
| CONDPROP_UNADJ | Unadjusted proportion of condition on each plot. Set CONDPROP_UNADJ=1, if only 1 condition per plot. | ||
| COND_STATUS_CD | Status of each forested condition on plot (i.e. accessible forest, nonforest, water, etc.) | ||
| NF_COND_STATUS_CD | If ACI=TRUE. Status of each nonforest condition on plot (i.e. accessible nonforest, nonsampled nonforest) | ||
| SITECLCD | If landarea=TIMBERLAND. Measure of site productivity. | ||
| RESERVCD | If landarea=TIMBERLAND. Reserved status. | ||
| SUBPROP_UNADJ | Unadjusted proportion of subplot conditions on each plot. Set SUBPROP_UNADJ=1, if only 1 condition per subplot. | ||
| MICRPROP_UNADJ | If microplot tree attributes. Unadjusted proportion of microplot conditions on each plot. Set MICRPROP_UNADJ=1, if only 1 condition per microplot. | ||
| MACRPROP_UNADJ | If macroplot tree attributes. Unadjusted proportion of macroplot conditions on each plot. Set MACRPROP_UNADJ=1, if only 1 condition per macroplot. | ||
| pltassign | puniqueid | Unique identifier for each plot, to link to cond (ex. CN). | |
| STATECD | Identifies state each plot is located in. | ||
| INVYR | Identifies inventory year of each plot. | ||
| PLOT_STATUS_CD | Status of each plot (i.e. sampled, nonsampled). If not included, all plots are assumed as sampled. |
Reference names are available for the following variables:
ADFORCD,
AGENTCD, CCLCD, DECAYCD, DSTRBCD, KINDCD, OWNCD, OWNGRPCD, FORTYPCD,
FLDTYPCD, FORTYPCDCALC, TYPGRPCD, FORINDCD, RESERVCD, LANDCLCD, STDSZCD,
FLDSZCD, PHYSCLCD, MIST_CL_CD, PLOT_STATUS_CD, STATECD, TREECLCD, TRTCD,
SPCD, SPGRPCD
Note
ADJUSTMENT FACTOR:
The adjustment factor is necessary to account for
nonsampled conditions. For model-based estimation, we calculate adjustment
factors by plot.
It is calculated by dividing 1 / summed condition proportions by plot. An adjustment factor is determined for each tree based on the size of the plot it was measured on. This is identified using TPA_UNADJ as follows:
| PLOT SIZE | TPA_UNADJ | |
| SUBPLOT | 6.018046 | |
| MICROPLOT | 74.965282 | |
| MACROPLOT | 0.999188 |
If ACI=FALSE, only nonsampled forest conditions are accounted for in the
adjustment factor.
If ACI=TRUE, the nonsampled nonforest conditions are
removed as well and accounted for in adjustment factor. This is if you are
interested in estimates for all lands or nonforest lands in the
All-Condition-Inventory.
Common tree filters for estvar.filter:
| FILTER | DESCRIPTION | |
| "STATUSCD == 1" | Live trees | |
| "STATUSCD == 2" | Dead trees | |
| "TPAMORT_UNADJ > 0" | Mortality trees | |
| "STATUSCD == 2 & DIA >= 5.0" | Dead trees >= 5.0 inches diameter | |
| "STATUSCD == 2 & AGENTCD == 30" | Dead trees from fire |
References
Breidenbach, J. 2018. JoSAE: Unit-Level and Area-Level Small Area Estimation. R package version 0.3.0. https://CRAN.R-project.org/package=JoSAE.
Molina I, Marhuenda Y. 2015. sae: An R Package for Small Area Estimation. The R Journal 7(1), 81-98. https://journal.r-project.org/archive/2015/RJ-2015-007/RJ-2015-007.
Examples
# \donttest{
# Set up population dataset (see ?modSApop() for more information)
SApopdat <- modSApop(popTabs = list(tree = FIESTA::WYtree,
cond = FIESTA::WYcond),
pltassgn = FIESTA::WYpltassgn,
pltassgnid = "CN",
dunitarea = FIESTA::WYunitarea,
dunitvar = "ESTN_UNIT",
dunitzonal = FIESTA::WYunitzonal,
prednames = c("dem", "tcc", "tpi", "tnt"),
predfac = "tnt")
#> savedata=FALSE with savedata parameters... no data are saved
#> variables are missing from dataset: STATECD, UNITCD, COUNTYCD, PLOT, PLOT_STATUS_CD, PLOT_NONSAMPLE_REASN_CD, INTENSITY, SUBCYCLE, MACRO_BREAKPOINT_DIA
#> SURVEY table does not exist in database... assuming annual inventory plots
#> INVYR not in input data... no invyrs returned...
#> SUBCYCLE not in data... assuming all SUBCYCLE <> 99
#> removing nonsampled forest plots...
#> returning data needed for estimation...
#> there are 14 nonsampled conditions
# Use an area level Fay-Herriot model to estimate total net cubic-foot volume
# of live trees (at least 5 inches diameter)
modSAtree(SApopdatlst = SApopdat,
SApackage = "JoSAE",
SAmethod = "unit",
landarea = "FOREST",
estvar = "VOLCFNET",
estvar.filter = "STATUSCD = 1")
#> outfolder is NULL, defaulting to working directory
#> generating estimates for... SApopdat
#> getting estimates for VOLCFNET_TPA_ADJ...
#> using the following predictors... dem, tcc, tpi, tnt2
#>
#>
#>
#> getting output...
#> $est
#> Key: <DOMAIN>
#> DOMAIN Estimate Percent Sampling Error
#> <char> <num> <num>
#> 1: 1 1272085486 42.00
#> 2: 11 1337616736 28.10
#> 3: 13 1796583269 54.57
#> 4: 15 262112029 158.14
#> 5: 17 504229836 60.30
#> 6: 19 1633747800 34.19
#> 7: 21 610627865 76.59
#> 8: 23 3022402967 17.37
#> 9: 25 1150880848 73.70
#> 10: 27 321981868 149.60
#> 11: 29 3040671721 16.58
#> 12: 3 1399576486 37.64
#> 13: 31 403675066 80.53
#> 14: 33 890303250 38.06
#> 15: 35 2740943485 18.26
#> 16: 37 1715622713 98.39
#> 17: 39 4030328649 8.22
#> 18: 41 450523122 83.61
#> 19: 43 558110950 67.65
#> 20: 45 325202938 120.24
#> 21: 5 640684631 105.55
#> 22: 7 3231403006 27.95
#> 23: 9 830362307 68.92
#> DOMAIN Estimate Percent Sampling Error
#>
#> $raw
#> $raw$dunit_totest
#> DOMAIN nhat nhat.se NBRPLT.gt0 estimator AREAUSED nhat.var est
#> 1 1 461.2995 193.7304 23 JU.EBLUP 2757613 37531.46 1272085485
#> 2 11 728.1037 204.5856 26 JU.EBLUP 1837124 41855.27 1337616736
#> 3 13 302.9606 165.3289 46 JU.EBLUP 5930088 27333.65 1796583269
#> 4 15 183.4774 290.1554 0 JU.EBLUP 1428579 84190.15 262112029
#> 5 17 392.7118 236.8005 5 JU.EBLUP 1283969 56074.46 504229836
#> 6 19 611.4779 209.0867 21 JU.EBLUP 2671802 43717.25 1633747800
#> 7 21 355.0009 271.8949 2 JU.EBLUP 1720074 73926.81 610627865
#> 8 23 1154.9316 200.5817 37 JU.EBLUP 2616954 40233.01 3022402967
#> 9 25 334.5151 246.5380 5 JU.EBLUP 3440445 60781.00 1150880847
#> 10 27 191.4452 286.4097 2 JU.EBLUP 1681849 82030.52 321981868
#> 11 29 681.7916 113.0071 77 JU.EBLUP 4459826 12770.60 3040671721
#> 12 3 692.2671 260.5789 9 JU.EBLUP 2021729 67901.37 1399576486
#> 13 31 298.8041 240.6328 4 JU.EBLUP 1350969 57904.14 403675066
#> 14 33 550.4813 209.4959 19 JU.EBLUP 1617318 43888.54 890303250
#> 15 35 867.7148 158.4393 41 JU.EBLUP 3158807 25103.01 2740943485
#> 16 37 255.5170 251.3971 0 JU.EBLUP 6714319 63200.52 1715622713
#> 17 39 1491.6420 122.5824 82 JU.EBLUP 2701941 15026.46 4030328649
#> 18 41 337.2093 281.9322 2 JU.EBLUP 1336034 79485.75 450523122
#> 19 43 388.8321 263.0375 1 JU.EBLUP 1435352 69188.70 558110951
#> 20 45 211.7154 254.5686 8 JU.EBLUP 1536038 64805.19 325202938
#> 21 5 208.4891 220.0527 12 JU.EBLUP 3072988 48423.21 640684631
#> 22 7 633.9865 177.1750 34 JU.EBLUP 5096959 31390.98 3231403006
#> 23 9 304.2007 209.6409 14 JU.EBLUP 2729653 43949.31 830362307
#> est.var est.se est.cv pse CI99left CI99right
#> 1 2.854054e+17 534233445 0.41996662 41.996662 0 2648179648
#> 2 1.412626e+17 375849122 0.28098417 28.098417 369493554 2305739919
#> 3 9.612136e+17 980415004 0.54571086 54.571086 0 4321964965
#> 4 1.718185e+17 414509893 1.58142262 158.142262 0 1329818758
#> 5 9.244303e+16 304044451 0.60298782 60.298782 0 1287396443
#> 6 3.120768e+17 558638305 0.34193668 34.193668 194790883 3072704716
#> 7 2.187239e+17 467679264 0.76589899 76.589899 0 1815289819
#> 8 2.755337e+17 524913032 0.17367407 17.367407 1670316597 4374489338
#> 9 7.194441e+17 848200533 0.73700117 73.700117 0 3335700636
#> 10 2.320328e+17 481697868 1.49604035 149.604035 0 1562753352
#> 11 2.540079e+17 503991960 0.16575020 16.575020 1742474463 4338868979
#> 12 2.775393e+17 526819955 0.37641384 37.641384 42578208 2756574764
#> 13 1.056818e+17 325087446 0.80531961 80.531961 0 1241044835
#> 14 1.148000e+17 338821502 0.38056865 38.056865 17556897 1763049603
#> 15 2.504794e+17 500479147 0.18259375 18.259375 1451794631 4030092338
#> 16 2.849211e+18 1687960547 0.98387631 98.387631 0 6063520953
#> 17 1.097004e+17 331210546 0.08217954 8.217954 3177186818 4883470480
#> 18 1.418810e+17 376670973 0.83607468 83.607468 0 1420763253
#> 19 1.425450e+17 377551334 0.67648079 67.648079 0 1530618741
#> 20 1.529022e+17 391027097 1.20240948 120.240948 0 1332421993
#> 21 4.572727e+17 676219420 1.05546378 105.546378 0 2382510428
#> 22 8.155061e+17 903053739 0.27946181 27.946181 905290723 5557515288
#> 23 3.274665e+17 572246903 0.68915327 68.915327 0 2304372649
#> CI95left CI95right CI68left CI68right
#> 1 225007174 2319163797 740812824 1803358146
#> 2 600965993 2074267480 963850614 1711382859
#> 3 0 3718161366 821601839 2771564698
#> 4 0 1074536490 0 674324660
#> 5 0 1100146010 201870434 806589237
#> 6 538836841 2728658758 1078205533 2189290066
#> 7 0 1527262379 145540533 1075715196
#> 8 1993592329 4051213606 2500399064 3544406870
#> 9 0 2813323344 307381141 1994380554
#> 10 0 1266092341 0 801010110
#> 11 2052865632 4028477810 2539472944 3541870499
#> 12 367028348 2432124624 875676229 1923476743
#> 13 0 1040834751 80389292 726960839
#> 14 226225309 1554381191 553359536 1227246963
#> 15 1760022381 3721864588 2243238051 3238648918
#> 16 0 5023964592 37017041 3394228386
#> 17 3381167907 4679489392 3700953711 4359703588
#> 18 0 1188784664 75939704 825106541
#> 19 0 1298097968 182652050 933569851
#> 20 0 1091601966 0 714062917
#> 21 0 1966050340 0 1313156364
#> 22 1461450202 5001355809 2333354096 4129451915
#> 23 0 1951945628 261286863 1399437751
#>
#> $raw$domdat
#> CN DOMAIN dem tcc tpi tnt
#> 1 40404729010690 1 0.88075612 -0.15496225 0.158401977 2
#> 2 40404730010690 1 0.66202111 2.51191137 -2.152005364 1
#> 3 40404737010690 1 1.27366902 0.57842800 0.472437926 1
#> 4 40404738010690 1 0.98607298 1.31181824 -0.110771694 1
#> 5 40404742010690 1 0.51619777 -0.42164961 -1.523933466 2
#> 6 40404743010690 1 0.46556467 0.57842800 -0.178065112 2
#> 7 40404746010690 1 0.12936085 -0.15496225 4.038989064 2
#> 8 40404755010690 1 -0.17443778 0.77844352 0.360282230 1
#> 9 40404758010690 1 0.43315948 -0.48832145 0.494869065 2
#> 10 40404759010690 1 0.35822249 -0.28830593 0.831336154 2
#> 11 40404762010690 1 0.45138740 -0.28830593 -0.761274732 2
#> 12 40404788010690 1 0.38455170 0.31174063 -0.693981314 2
#> 13 40404821010690 1 2.40785056 2.24522401 4.599767544 1
#> 14 40404822010690 1 2.44025575 2.24522401 -0.155633973 1
#> 15 40404827010690 1 1.93797535 2.97861425 -0.335083086 1
#> 16 40404831010690 1 1.04278206 0.11172511 1.616426027 2
#> 17 40404837010690 1 1.98050716 3.11195793 -0.245358530 1
#> 18 40404838010690 1 1.57949297 0.04505327 -1.972556250 1
#> 19 40404843010690 1 1.09746581 -0.42164961 0.068677420 2
#> 20 40404844010690 1 1.68886047 2.91194241 -0.021047137 1
#> 21 40404845010690 1 1.59164491 3.04528609 0.135970837 1
#> 22 40404851010690 1 1.48835338 1.71184928 1.033216407 1
#> 23 40404864010690 1 1.86911433 1.71184928 0.786473875 1
#> 24 40404866010690 1 1.69493645 2.51191137 -0.178065112 1
#> 25 40404876010690 3 1.03468076 4.11203554 -0.021047137 1
#> 26 40404876010690 3 1.03468076 4.11203554 -0.021047137 1
#> 27 40404879010690 3 1.18252943 3.84534818 -0.895861567 1
#> 28 40404893010690 3 1.74556955 0.11172511 0.068677420 2
#> 29 40404894010690 3 1.76582279 0.91178720 -0.222927390 1
#> 30 40404920010690 3 1.23923851 0.17839695 1.392114634 2
#> 31 40404925010690 3 1.42354301 0.37841247 0.337851090 2
#> 32 40404930010690 3 1.98050716 4.51206658 -1.008017263 1
#> 33 40404937010690 3 -0.45393251 -0.28830593 0.337851090 2
#> 34 40404939010690 3 1.67063256 3.84534818 -1.052879542 1
#> 35 40404940010690 3 2.17493828 2.84527057 0.225695394 1
#> 36 40404943010690 3 -0.80633892 0.97845904 0.629455900 2
#> 37 40404955010690 3 0.33391859 0.17839695 1.706150584 1
#> 38 40404967010690 5 -1.58608873 0.24506879 -1.254759795 2
#> 39 40404970010690 5 -1.65494975 -0.48832145 -0.873430428 2
#> 40 40404971010690 5 -1.72988675 0.57842800 -3.049250933 2
#> 41 40404973010690 5 -1.49697447 0.44508431 -0.335083086 2
#> 42 40404977010690 5 -1.46051863 2.31189585 -2.107143086 1
#> 43 40404981010690 5 -1.19115052 -0.42164961 -0.536963340 2
#> 44 40404983010690 5 -1.48077187 0.17839695 0.853767293 2
#> 45 40404992010690 5 -1.43013877 -0.22163409 -0.222927390 2
#> 46 40404998010690 5 -1.47469590 -0.28830593 -0.447238783 2
#> 47 40405017010690 5 -1.16887195 -0.35497777 1.324821217 2
#> 48 40405019010690 5 -1.26406219 -0.28830593 -4.866173211 2
#> 49 40405070010690 5 -0.92178240 -0.28830593 0.248126534 2
#> 50 40405093010690 5 -0.58152794 -0.48832145 0.091108559 2
#> 51 40405096010690 5 -0.97849148 1.11180272 -0.783705871 2
#> 52 40405135010690 7 0.37239975 1.04513088 3.007156659 1
#> 53 40405136010690 7 0.49189388 0.04505327 -0.761274732 1
#> 54 40405148010690 7 1.91164613 1.31181824 -2.174436503 2
#> 55 40405163010690 7 0.24075368 0.64509984 0.180833116 1
#> 56 40405165010690 7 1.55518908 3.57866081 0.001384002 1
#> 57 40405166010690 7 1.09138984 0.97845904 -0.716412453 1
#> 58 40405171010690 7 1.15214957 3.57866081 -0.335083086 1
#> 59 40405267010690 7 1.73949358 1.24514640 1.997755394 1
#> 60 40405275010690 7 1.29594758 3.37864529 -0.110771694 1
#> 61 40405277010690 7 1.61594880 3.24530161 -0.783705871 1
#> 62 40405278010690 7 2.04531753 2.64525505 0.853767293 1
#> 63 40405283010690 7 1.90151951 3.17862977 -0.088340555 1
#> 64 40405284010690 7 1.76379747 3.04528609 0.203264255 1
#> 65 40405289010690 7 1.96632989 2.84527057 -0.312651947 1
#> 66 40405290010690 7 1.99063378 3.17862977 0.001384002 1
#> 67 40405300010690 7 1.25139045 3.11195793 -0.581825618 1
#> 68 40405307010690 7 1.49848000 2.77859873 0.091108559 1
#> 69 40405307010690 7 1.49848000 2.77859873 0.091108559 1
#> 70 40405309010690 7 1.54101181 1.17847456 1.055647546 1
#> 71 40405310010690 7 1.87721562 2.84527057 -1.052879542 1
#> 72 40405310010690 7 1.87721562 2.84527057 -1.052879542 1
#> 73 40405310010690 7 1.87721562 2.84527057 -1.052879542 1
#> 74 40405314010690 7 0.92328793 1.17847456 -2.017418529 1
#> 75 40405320010690 7 1.55923973 1.31181824 0.405144508 1
#> 76 40405323010690 7 1.48227741 2.31189585 -1.232328656 1
#> 77 40405323010690 7 1.48227741 2.31189585 -1.232328656 1
#> 78 40405328010690 7 1.51873324 2.84527057 0.764042736 1
#> 79 40405330010690 7 1.52885986 1.97853664 0.853767293 1
#> 80 40405338010690 7 2.38354667 1.64517744 0.876198432 1
#> 81 40405339010690 7 1.49848000 2.11188032 -1.389346630 1
#> 82 40405343010690 7 1.31417550 2.11188032 0.808905014 1
#> 83 40405344010690 7 1.30404888 2.64525505 -0.963154985 1
#> 84 40405345010690 7 1.42556833 1.84519296 -1.366915491 1
#> 85 40405346010690 7 1.94607665 2.84527057 0.517300204 1
#> 86 40405347010690 7 1.44177092 1.91186480 0.360282230 1
#> 87 40405347010690 7 1.44177092 1.91186480 0.360282230 1
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#> 354 40406824010690 29 -0.12177935 -0.42164961 0.023815141 2
#> 355 40406828010690 29 3.23418283 0.24506879 1.369683495 2
#> 356 40406830010690 29 0.90506001 -0.22163409 0.786473875 2
#> 357 40406832010690 29 0.12531020 0.04505327 -3.744616250 2
#> 358 40406833010690 29 2.29645773 1.44516192 0.494869065 1
#> 359 40406835010690 29 1.15620021 0.84511536 1.952893115 1
#> 360 40406836010690 29 0.89088275 3.57866081 0.674318179 1
#> 361 40406838010690 29 -0.13190597 0.77844352 -5.135346882 1
#> 362 40406839010690 29 1.96025392 1.64517744 -1.232328656 2
#> 363 40406842010690 29 1.11164308 0.64509984 -0.110771694 2
#> 364 40406843010690 29 2.22354606 0.17839695 -0.492101061 2
#> 365 40406847010690 29 0.60936268 1.04513088 2.199635647 2
#> 366 40406848010690 29 1.13797230 0.51175615 0.898629571 1
#> 367 40406848010690 29 1.13797230 0.51175615 0.898629571 1
#> 368 40406850010690 29 1.20480799 0.57842800 0.853767293 1
#> 369 40406850010690 29 1.20480799 0.57842800 0.853767293 1
#> 370 40406851010690 29 1.49037870 2.77859873 -2.062280807 1
#> 371 40406852010690 29 2.05139350 0.84511536 2.625827292 1
#> 372 40406853010690 29 0.99214895 0.37841247 -0.581825618 1
#> 373 40406854010690 29 0.59721074 1.37849008 -0.940723846 1
#> 374 40406855010690 29 1.66253126 2.97861425 0.270557673 1
#> 375 40406860010690 29 0.92936391 0.91178720 -0.514532200 2
#> 376 40406861010690 29 0.73695811 2.51191137 -1.165035238 1
#> 377 40406862010690 29 1.00025025 1.24514640 -0.312651947 2
#> 378 40406865010690 29 1.16025086 -0.22163409 -1.411777770 2
#> 379 40406865010690 29 1.16025086 -0.22163409 -1.411777770 2
#> 380 40406866010690 29 2.11215323 0.31174063 -0.110771694 1
#> 381 40406869010690 29 0.17796863 -0.22163409 -2.107143086 2
#> 382 40406873010690 29 1.06911127 -0.08829041 -0.178065112 2
#> 383 40406874010690 29 1.94000067 2.97861425 -1.366915491 1
#> 384 40406876010690 29 1.99468443 1.11180272 -2.623059288 1
#> 385 40406877010690 29 1.28177031 0.31174063 1.706150584 1
#> 386 40406878010690 29 0.47974194 -0.35497777 2.760414127 2
#> 387 40406890010690 31 -0.80228827 0.31174063 -0.850999289 1
#> 388 40406893010690 31 -1.17494792 -0.15496225 0.001384002 2
#> 389 40406894010690 31 -0.80228827 0.17839695 -2.555765870 1
#> 390 40406898010690 31 -1.14861871 -0.15496225 -2.017418529 2
#> 391 40406899010690 31 -1.07368171 -0.42164961 -1.008017263 2
#> 392 40406921010690 31 0.02809464 -0.42164961 0.270557673 2
#> 393 40406937010690 31 -1.08178301 1.37849008 -0.043478276 2
#> 394 40406939010690 31 -1.13039079 0.04505327 1.279958938 2
#> 395 40406947010690 33 0.93543988 1.04513088 1.773444001 1
#> 396 40406948010690 33 0.24277901 3.44531713 1.863168558 1
#> 397 40406952010690 33 0.95569312 1.17847456 -0.469669922 1
#> 398 40406961010690 33 0.64986917 3.37864529 -1.927693972 1
#> 399 40406962010690 33 -0.52886951 0.57842800 -0.178065112 2
#> 400 40406963010690 33 -1.67115235 1.24514640 -0.402376504 2
#> 401 40406965010690 33 -1.23975830 -0.48832145 1.975324254 2
#> 402 40406974010690 33 -1.48077187 2.64525505 0.113539698 1
#> 403 40406976010690 33 1.50253065 3.51198897 -1.097741820 1
#> 404 40406978010690 33 0.48986856 4.57873842 0.651887040 1
#> 405 40406986010690 33 1.22506124 3.24530161 1.010785267 1
#> 406 40406999010690 33 1.40734041 3.64533265 -2.443610174 1
#> 407 40407005010690 33 1.90759549 3.97869186 -0.357514226 1
#> 408 40407006010690 33 1.79215201 1.64517744 0.674318179 1
#> 409 40407012010690 33 0.75923667 -0.28830593 0.764042736 1
#> 410 40407013010690 33 0.27720952 0.51175615 0.023815141 1
#> 411 40407022010690 33 0.82202172 3.71200449 -0.357514226 1
#> 412 40407024010690 33 1.08733919 3.71200449 -0.379945365 1
#> 413 40407024010690 33 1.08733919 3.71200449 -0.379945365 1
#> 414 40407027010690 33 0.49391921 4.37872290 0.180833116 1
#> 415 40407029010690 33 0.59316009 3.51198897 -0.222927390 1
#> 416 40407032010690 35 1.65442996 1.31181824 0.046246280 1
#> 417 40407033010690 35 1.55316375 -0.28830593 0.023815141 2
#> 418 40407035010690 35 2.02708961 2.04520848 0.315419951 1
#> 419 40407036010690 35 2.29240708 0.51175615 -0.267789669 1
#> 420 40407037010690 35 1.78202539 3.51198897 1.818306280 1
#> 421 40407037010690 35 1.78202539 3.51198897 1.818306280 1
#> 422 40407039010690 35 0.82607237 2.37856769 -0.088340555 1
#> 423 40407044010690 35 1.25544110 1.91186480 -0.604256757 2
#> 424 40407046010690 35 0.38252638 0.17839695 3.052018937 2
#> 425 40407049010690 35 2.62050960 0.44508431 -0.536963340 2
#> 426 40407051010690 35 0.37442508 -0.22163409 -2.286592200 2
#> 427 40407053010690 35 2.20734347 0.77844352 1.549132609 2
#> 428 40407055010690 35 0.43721013 -0.22163409 -1.299622073 2
#> 429 40407057010690 35 1.30404888 3.97869186 -0.267789669 1
#> 430 40407060010690 35 1.10961776 1.37849008 -0.492101061 1
#> 431 40407061010690 35 0.66607176 -0.15496225 1.728581723 2
#> 432 40407062010690 35 0.84632561 0.51175615 -0.290220808 2
#> 433 40407064010690 35 1.02455414 1.84519296 -0.514532200 1
#> 434 40407065010690 35 2.05341883 0.44508431 2.065048811 1
#> 435 40407071010690 35 1.84278511 1.04513088 -0.895861567 1
#> 436 40407076010690 35 1.39721379 2.17855216 -1.636089162 1
#> 437 40407077010690 35 2.01088702 0.11172511 3.410917165 1
#> 438 40407079010690 35 1.55316375 2.24522401 -0.649119036 1
#> 439 40407080010690 35 1.00835155 -0.02161857 0.023815141 2
#> 440 40407085010690 35 1.90759549 -0.08829041 0.876198432 2
#> 441 40407087010690 35 1.37493523 2.97861425 0.180833116 1
#> 442 40407090010690 35 1.90962081 1.71184928 -1.209897516 1
#> 443 40407096010690 35 2.17291295 1.64517744 -0.424807643 1
#> 444 40407101010690 35 1.96025392 0.64509984 0.517300204 2
#> 445 40407102010690 35 2.21747009 1.04513088 -0.895861567 2
#> 446 40407103010690 35 1.50455597 0.77844352 0.001384002 2
#> 447 40407109010690 35 1.95215262 3.77867633 -1.299622073 1
#> 448 40407115010690 35 1.85291173 2.24522401 0.135970837 2
#> 449 40407116010690 35 1.01645285 1.31181824 0.405144508 1
#> 450 40407123010690 35 0.84024964 -0.28830593 1.033216407 2
#> 451 40407124010690 35 1.95417794 1.77852112 -0.245358530 1
#> 452 40407125010690 35 1.35063134 1.37849008 -0.738843593 1
#> 453 40407131010690 35 1.42556833 2.51191137 -0.290220808 1
#> 454 40407132010690 35 1.66253126 0.64509984 0.921060711 1
#> 455 40407132010690 35 1.66253126 0.64509984 0.921060711 1
#> 456 40407171010690 35 0.69240098 2.37856769 0.315419951 1
#> 457 40407172010690 35 0.64379320 2.44523953 -0.379945365 1
#> 458 40407173010690 35 0.73290746 1.11180272 -0.178065112 1
#> 459 40407180010690 35 1.42556833 3.37864529 1.010785267 1
#> 460 40407180010690 35 1.42556833 3.37864529 1.010785267 1
#> 461 40407183010690 35 2.00481105 2.24522401 -0.424807643 1
#> 462 40407185010690 35 2.22557138 0.91178720 0.315419951 1
#> 463 40407399010690 37 0.09695567 -0.42164961 -0.357514226 2
#> 464 40407428010690 37 0.39467832 -0.48832145 1.010785267 2
#> 465 40407437010690 37 0.47569129 0.24506879 0.135970837 2
#> 466 40407439010690 37 0.92733858 -0.42164961 -0.133202833 2
#> 467 40407448010690 37 0.23062706 -0.48832145 -0.222927390 2
#> 468 40407467010690 37 0.51012180 -0.35497777 -0.402376504 2
#> 469 40407479010690 37 0.57088152 -0.22163409 -2.645490427 2
#> 470 40407486010690 37 0.24885498 0.31174063 -0.783705871 2
#> 471 40407524010690 37 0.58708412 0.24506879 0.427575647 2
#> 472 40407529010690 39 0.68024903 2.31189585 0.472437926 1
#> 473 40407532010690 39 0.78556589 2.84527057 0.001384002 1
#> 474 40407533010690 39 1.28784629 3.37864529 0.046246280 1
#> 475 40407534010690 39 1.36480860 3.17862977 -0.693981314 1
#> 476 40407535010690 39 0.67822371 3.57866081 0.517300204 1
#> 477 40407536010690 39 0.87265483 3.51198897 0.584593622 1
#> 478 40407537010690 39 0.92328793 1.37849008 0.001384002 1
#> 479 40407538010690 39 1.23113721 3.64533265 -0.043478276 1
#> 480 40407540010690 39 1.33037809 1.44516192 0.405144508 1
#> 481 40407541010690 39 1.30607420 2.44523953 -0.514532200 1
#> 482 40407542010690 39 1.03063011 3.17862977 -2.780077263 1
#> 483 40407544010690 39 1.10961776 2.97861425 -0.178065112 1
#> 484 40407545010690 39 1.15214957 3.91202002 0.405144508 1
#> 485 40407546010690 39 0.89290807 2.64525505 0.068677420 1
#> 486 40407548010690 39 1.03873141 3.37864529 0.696749318 1
#> 487 40407549010690 39 1.47620144 0.77844352 0.427575647 1
#> 488 40407549010690 39 1.47620144 0.77844352 0.427575647 1
#> 489 40407550010690 39 1.16227619 2.31189585 0.405144508 1
#> 490 40407551010690 39 1.21493462 2.31189585 -0.110771694 1
#> 491 40407554010690 39 0.62353995 2.51191137 -1.994987390 1
#> 492 40407555010690 39 0.51822310 -0.15496225 0.382713369 2
#> 493 40407556010690 39 1.29392226 -0.35497777 0.113539698 1
#> 494 40407557010690 39 1.17037748 -0.22163409 0.360282230 1
#> 495 40407559010690 39 1.42759365 -0.28830593 1.593994887 1
#> 496 40407560010690 39 1.27164369 1.77852112 -0.335083086 1
#> 497 40407560010690 39 1.27164369 1.77852112 -0.335083086 1
#> 498 40407561010690 39 1.20885864 2.04520848 0.584593622 1
#> 499 40407564010690 39 1.65645529 0.51175615 -3.318424604 1
#> 500 40407566010690 39 0.10505696 3.31197345 0.091108559 1
#> 501 40407567010690 39 0.58910944 1.91186480 -0.963154985 2
#> 502 40407569010690 39 0.01594270 2.37856769 0.337851090 1
#> 503 40407570010690 39 0.06455048 3.57866081 -0.940723846 1
#> 504 40407571010690 39 0.34607054 2.37856769 -0.200496251 1
#> 505 40407572010690 39 1.51265727 -0.28830593 0.450006787 1
#> 506 40407573010690 39 1.19265605 -0.15496225 1.100509824 1
#> 507 40407574010690 39 1.49645468 3.44531713 0.023815141 1
#> 508 40407575010690 39 1.19468137 3.44531713 -1.030448403 1
#> 509 40407577010690 39 0.80784445 3.91202002 -1.479071187 1
#> 510 40407578010690 39 1.24126383 3.24530161 0.450006787 1
#> 511 40407580010690 39 1.18860540 0.11172511 0.046246280 1
#> 512 40407581010690 39 0.93341455 0.57842800 -0.245358530 1
#> 513 40407582010690 39 0.84227497 3.37864529 -0.267789669 1
#> 514 40407583010690 39 1.72126566 -0.15496225 3.657659697 1
#> 515 40407585010690 39 0.82809770 3.31197345 1.952893115 1
#> 516 40407586010690 39 0.54860296 3.77867633 1.235096660 1
#> 517 40407587010690 39 0.59316009 3.31197345 -1.770675997 1
#> 518 40407588010690 39 0.49391921 3.11195793 0.651887040 1
#> 519 40407589010690 39 0.95569312 3.24530161 2.042617672 1
#> 520 40407591010690 39 0.26708290 2.44523953 -1.927693972 1
#> 521 40407592010690 39 1.27366902 -0.08829041 0.696749318 2
#> 522 40407595010690 39 0.38252638 -0.02161857 0.270557673 1
#> 523 40407596010690 39 0.63771722 3.71200449 0.135970837 1
#> 524 40407597010690 39 1.43569495 3.44531713 0.472437926 1
#> 525 40407598010690 39 1.71113904 -0.28830593 1.863168558 1
#> 526 40407599010690 39 1.45797352 0.17839695 3.724953114 2
#> 527 40407600010690 39 0.21847512 2.37856769 0.046246280 1
#> 528 40407602010690 39 0.20834850 2.91194241 -2.241729921 1
#> 529 40407603010690 39 0.60936268 3.04528609 0.248126534 1
#> 530 40407605010690 39 0.85240159 1.71184928 1.818306280 1
#> 531 40407608010690 39 0.96784506 1.64517744 0.607024761 1
#> 532 40407609010690 39 1.48835338 3.24530161 -0.312651947 1
#> 533 40407611010690 39 1.08733919 3.44531713 0.270557673 1
#> 534 40407612010690 39 1.06303530 0.84511536 -2.084711946 2
#> 535 40407614010690 39 1.75772150 3.37864529 -0.133202833 1
#> 536 40407615010690 39 1.13797230 2.44523953 1.257527799 1
#> 537 40407617010690 39 1.56329037 2.51191137 -0.155633973 1
#> 538 40407618010690 39 1.66050594 0.37841247 1.436976913 2
#> 539 40407622010690 39 0.68429968 0.11172511 -0.447238783 2
#> 540 40407623010690 39 1.39316314 3.51198897 0.203264255 1
#> 541 40407623010690 39 1.39316314 3.51198897 0.203264255 1
#> 542 40407626010690 39 1.62405010 2.91194241 -0.088340555 1
#> 543 40407627010690 39 1.36480860 3.51198897 2.087479951 1
#> 544 40407629010690 39 0.90911066 0.64509984 -2.757646123 2
#> 545 40407629010690 39 0.90911066 0.64509984 -2.757646123 2
#> 546 40407632010690 39 1.89544354 1.31181824 1.773444001 1
#> 547 40407633010690 39 1.22303591 1.17847456 1.212665521 1
#> 548 40407634010690 39 1.60379686 2.84527057 3.635228557 1
#> 549 40407635010690 39 2.01493767 -0.28830593 -0.065909416 2
#> 550 40407636010690 39 1.32632745 0.37841247 3.276330330 2
#> 551 40407637010690 39 0.34201989 3.17862977 -2.331454478 1
#> 552 40407638010690 39 0.41290624 3.57866081 -0.447238783 1
#> 553 40407641010690 39 0.48379258 1.71184928 -0.761274732 1
#> 554 40407643010690 39 2.02303896 1.24514640 -0.379945365 1
#> 555 40407644010690 39 0.89695872 -0.28830593 0.562162483 1
#> 556 40407645010690 39 1.58759427 0.44508431 1.145372103 2
#> 557 40407646010690 39 1.59974621 2.97861425 0.696749318 1
#> 558 40407647010690 39 0.39670364 1.11180272 0.113539698 1
#> 559 40407649010690 39 -0.07519689 2.37856769 -0.514532200 1
#> 560 40407650010690 39 0.83822432 2.31189585 -0.963154985 1
#> 561 40407651010690 39 1.01645285 3.24530161 -0.357514226 1
#> 562 40407652010690 39 1.13999762 3.64533265 -1.389346630 1
#> 563 40407653010690 39 1.12176970 1.77852112 1.078078685 1
#> 564 40407654010690 39 0.59113477 1.24514640 1.593994887 1
#> 565 40407654010690 39 0.59113477 1.24514640 1.593994887 1
#> 566 40407655010690 39 1.94000067 0.64509984 -2.824939541 1
#> 567 40407657010690 39 1.57949297 1.71184928 0.607024761 2
#> 568 40407658010690 39 1.57746764 2.71192689 0.674318179 1
#> 569 40407659010690 39 0.64986917 3.31197345 -2.309023339 1
#> 570 40407660010690 39 0.70252760 0.71177168 2.379084761 2
#> 571 40407686010690 41 0.70252760 -0.48832145 0.405144508 2
#> 572 40407688010690 41 0.40277962 -0.22163409 0.786473875 2
#> 573 40407709010690 41 1.47215079 3.64533265 0.113539698 1
#> 574 40407714010690 41 1.72531631 2.44523953 -0.514532200 2
#> 575 40407717010690 41 0.24682965 1.84519296 0.472437926 2
#> 576 40407718010690 41 0.39062767 0.91178720 -0.245358530 2
#> 577 40407737010690 43 0.96987039 2.37856769 -2.084711946 1
#> 578 40407750010690 43 -0.92380772 0.04505327 -1.501502326 2
#> 579 40407780010690 43 -0.77393373 1.24514640 -0.671550175 2
#> 580 40407783010690 43 -0.02861443 1.17847456 0.270557673 2
#> 581 40407795010690 45 -1.15874533 0.97845904 -0.110771694 2
#> 582 40407799010690 45 -1.20735311 0.04505327 0.023815141 2
#> 583 40407800010690 45 -0.67671817 1.24514640 -2.264161060 2
#> 584 40407801010690 45 -0.21494426 2.77859873 -1.030448403 1
#> 585 40407804010690 45 -0.47418575 -0.42164961 -1.142604099 1
#> 586 40407815010690 45 -0.18861504 3.64533265 1.818306280 1
#> 587 40407831010690 45 -0.22912153 2.91194241 0.853767293 1
#> 588 40407831010690 45 -0.22912153 2.91194241 0.853767293 1
#> 589 40407861010690 45 -1.66102573 -0.48832145 -0.267789669 2
#> 590 46792188020004 29 0.44126078 0.37841247 0.113539698 2
#> PLOT_STATUS_CD AOI tnt2 CONDID TOTAL VOLCFNET_TPA_ADJ LARGEBND
#> 1 1 1 0.4328854 1 1 41.80061 1
#> 2 1 1 -2.3093221 1 1 1563.03478 1
#> 3 1 1 -2.3093221 2 1 14.87069 1
#> 4 1 1 -2.3093221 1 1 137.52138 1
#> 5 1 1 0.4328854 1 1 448.67475 1
#> 6 1 1 0.4328854 1 1 907.80021 1
#> 7 1 1 0.4328854 2 1 1852.83790 1
#> 8 1 1 -2.3093221 1 1 811.66370 1
#> 9 1 1 0.4328854 1 1 257.09656 1
#> 10 1 1 0.4328854 1 1 331.43036 1
#> 11 1 1 0.4328854 1 1 0.00000 1
#> 12 1 1 0.4328854 1 1 60.66062 1
#> 13 1 1 -2.3093221 1 1 1699.12908 1
#> 14 1 1 -2.3093221 1 1 2030.15995 1
#> 15 1 1 -2.3093221 1 1 1534.15497 1
#> 16 1 1 0.4328854 1 1 132.15606 1
#> 17 1 1 -2.3093221 1 1 1647.15073 1
#> 18 1 1 -2.3093221 1 1 314.57555 1
#> 19 1 1 0.4328854 1 1 23.64324 1
#> 20 1 1 -2.3093221 1 1 1267.80867 1
#> 21 1 1 -2.3093221 1 1 1364.20019 1
#> 22 1 1 -2.3093221 1 1 20.73296 1
#> 23 1 1 -2.3093221 1 1 858.04500 1
#> 24 1 1 -2.3093221 1 1 1284.22360 1
#> 25 1 1 -2.3093221 1 1 2214.83862 1
#> 26 1 1 -2.3093221 2 1 554.72865 1
#> 27 1 1 -2.3093221 1 1 2721.65739 1
#> 28 1 1 0.4328854 1 1 3575.50640 1
#> 29 1 1 -2.3093221 1 1 0.00000 1
#> 30 1 1 0.4328854 1 1 583.87362 1
#> 31 1 1 0.4328854 1 1 2515.60668 1
#> 32 1 1 -2.3093221 1 1 1419.52730 1
#> 33 1 1 0.4328854 1 1 0.00000 1
#> 34 1 1 -2.3093221 1 1 3725.61704 1
#> 35 1 1 -2.3093221 1 1 3214.63398 1
#> 36 1 1 0.4328854 2 1 0.00000 1
#> 37 1 1 -2.3093221 1 1 1841.84823 1
#> 38 1 1 0.4328854 2 1 26.75820 1
#> 39 1 1 0.4328854 1 1 83.92494 1
#> 40 1 1 0.4328854 1 1 68.45977 1
#> 41 1 1 0.4328854 1 1 595.82610 1
#> 42 1 1 -2.3093221 1 1 1632.69401 1
#> 43 1 1 0.4328854 1 1 139.88767 1
#> 44 1 1 0.4328854 1 1 148.50467 1
#> 45 1 1 0.4328854 1 1 314.57622 1
#> 46 1 1 0.4328854 2 1 215.67836 1
#> 47 1 1 0.4328854 1 1 71.55551 1
#> 48 1 1 0.4328854 1 1 0.00000 1
#> 49 1 1 0.4328854 1 1 32.32289 1
#> 50 1 1 0.4328854 2 1 0.00000 1
#> 51 1 1 0.4328854 2 1 58.61852 1
#> 52 1 1 -2.3093221 1 1 0.00000 1
#> 53 1 1 -2.3093221 1 1 214.25175 1
#> 54 1 1 0.4328854 1 1 753.55154 1
#> 55 1 1 -2.3093221 1 1 676.42186 1
#> 56 1 1 -2.3093221 1 1 696.36019 1
#> 57 1 1 -2.3093221 2 1 126.05246 1
#> 58 1 1 -2.3093221 1 1 2671.47301 1
#> 59 1 1 -2.3093221 1 1 1675.75711 1
#> 60 1 1 -2.3093221 1 1 2186.00164 1
#> 61 1 1 -2.3093221 1 1 2044.47188 1
#> 62 1 1 -2.3093221 1 1 2145.40309 1
#> 63 1 1 -2.3093221 1 1 1609.50598 1
#> 64 1 1 -2.3093221 1 1 2122.73297 1
#> 65 1 1 -2.3093221 1 1 1975.27305 1
#> 66 1 1 -2.3093221 1 1 1492.93311 1
#> 67 1 1 -2.3093221 1 1 1154.59107 1
#> 68 1 1 -2.3093221 1 1 4.45071 1
#> 69 1 1 -2.3093221 2 1 452.90045 1
#> 70 1 1 -2.3093221 1 1 2830.42033 1
#> 71 1 1 -2.3093221 1 1 243.29529 1
#> 72 1 1 -2.3093221 2 1 348.80725 1
#> 73 1 1 -2.3093221 3 1 59.64203 1
#> 74 1 1 -2.3093221 1 1 3024.65501 1
#> 75 1 1 -2.3093221 1 1 1642.08154 1
#> 76 1 1 -2.3093221 1 1 103.70506 1
#> 77 1 1 -2.3093221 2 1 0.00000 1
#> 78 1 1 -2.3093221 1 1 2538.17671 1
#> 79 1 1 -2.3093221 1 1 2099.23436 1
#> 80 1 1 -2.3093221 1 1 2042.65226 1
#> 81 1 1 -2.3093221 1 1 1208.85013 1
#> 82 1 1 -2.3093221 1 1 4041.64055 1
#> 83 1 1 -2.3093221 2 1 407.06841 1
#> 84 1 1 -2.3093221 1 1 2106.55237 1
#> 85 1 1 -2.3093221 1 1 710.93259 1
#> 86 1 1 -2.3093221 1 1 894.56684 1
#> 87 1 1 -2.3093221 2 1 981.61926 1
#> 88 1 1 0.4328854 2 1 0.00000 1
#> 89 1 1 -2.3093221 1 1 2645.10909 1
#> 90 1 1 -2.3093221 1 1 534.50504 1
#> 91 1 1 -2.3093221 1 1 766.56322 1
#> 92 1 1 -2.3093221 1 1 1275.25176 1
#> 93 1 1 -2.3093221 1 1 0.00000 1
#> 94 1 1 0.4328854 1 1 38.38443 1
#> 95 1 1 0.4328854 1 1 15.98004 1
#> 96 1 1 0.4328854 2 1 109.49779 1
#> 97 1 1 0.4328854 1 1 0.00000 1
#> 98 1 1 -2.3093221 1 1 693.12290 1
#> 99 1 1 -2.3093221 2 1 0.00000 1
#> 100 1 1 -2.3093221 1 1 110.44571 1
#> 101 1 1 -2.3093221 1 1 1637.14658 1
#> 102 1 1 0.4328854 1 1 999.73193 1
#> 103 1 1 -2.3093221 1 1 439.75804 1
#> 104 1 1 0.4328854 1 1 0.00000 1
#> 105 1 1 0.4328854 1 1 2141.69943 1
#> 106 1 1 0.4328854 1 1 168.64316 1
#> 107 1 1 -2.3093221 1 1 2679.67092 1
#> 108 1 1 -2.3093221 1 1 803.93495 1
#> 109 1 1 -2.3093221 1 1 1672.85617 1
#> 110 1 1 -2.3093221 1 1 817.09357 1
#> 111 1 1 0.4328854 1 1 899.69777 1
#> 112 1 1 0.4328854 1 1 2081.06404 1
#> 113 1 1 0.4328854 2 1 294.89937 1
#> 114 1 1 0.4328854 1 1 2429.51364 1
#> 115 1 1 -2.3093221 1 1 963.21372 1
#> 116 1 1 0.4328854 1 1 281.99519 1
#> 117 1 1 0.4328854 1 1 184.62575 1
#> 118 1 1 -2.3093221 1 1 2507.79475 1
#> 119 1 1 -2.3093221 1 1 2517.51465 1
#> 120 1 1 -2.3093221 1 1 3537.96600 1
#> 121 1 1 -2.3093221 1 1 184.03782 1
#> 122 1 1 0.4328854 1 1 174.34740 1
#> 123 1 1 -2.3093221 1 1 162.97964 1
#> 124 1 1 0.4328854 1 1 133.71611 1
#> 125 1 1 0.4328854 1 1 1045.61795 1
#> 126 1 1 -2.3093221 1 1 229.76762 1
#> 127 1 1 -2.3093221 1 1 1430.69663 1
#> 128 1 1 -2.3093221 1 1 2945.98320 1
#> 129 1 1 -2.3093221 1 1 2192.04982 1
#> 130 1 1 -2.3093221 1 1 2526.44411 1
#> 131 1 1 0.4328854 1 1 935.78064 1
#> 132 1 1 0.4328854 2 1 1469.26564 1
#> 133 1 1 -2.3093221 1 1 859.22600 1
#> 134 1 1 -2.3093221 1 1 602.29124 1
#> 135 1 1 -2.3093221 2 1 95.95270 1
#> 136 1 1 -2.3093221 1 1 723.51604 1
#> 137 1 1 -2.3093221 1 1 258.94016 1
#> 138 1 1 -2.3093221 1 1 0.00000 1
#> 139 1 1 -2.3093221 1 1 675.29912 1
#> 140 1 1 0.4328854 1 1 282.91612 1
#> 141 1 1 -2.3093221 1 1 1100.52739 1
#> 142 1 1 0.4328854 1 1 203.07844 1
#> 143 1 1 -2.3093221 1 1 398.67080 1
#> 144 1 1 -2.3093221 1 1 928.38644 1
#> 145 1 1 -2.3093221 1 1 218.16436 1
#> 146 1 1 -2.3093221 1 1 842.80565 1
#> 147 1 1 -2.3093221 1 1 1753.63087 1
#> 148 1 1 -2.3093221 1 1 583.03662 1
#> 149 1 1 -2.3093221 1 1 947.37275 1
#> 150 1 1 0.4328854 1 1 3183.01415 1
#> 151 1 1 -2.3093221 1 1 2624.85579 1
#> 152 1 1 0.4328854 2 1 141.06826 1
#> 153 1 1 -2.3093221 1 1 2194.01226 1
#> 154 1 1 0.4328854 1 1 0.00000 1
#> 155 1 1 -2.3093221 1 1 600.31577 1
#> 156 1 1 0.4328854 1 1 353.30119 1
#> 157 1 1 0.4328854 1 1 16.43739 1
#> 158 1 1 -2.3093221 1 1 1018.42715 1
#> 159 1 1 0.4328854 1 1 0.00000 1
#> 160 1 1 -2.3093221 1 1 1329.23140 1
#> 161 1 1 -2.3093221 1 1 943.78500 1
#> 162 1 1 -2.3093221 1 1 2306.82609 1
#> 163 1 1 0.4328854 1 1 26.59996 1
#> 164 1 1 -2.3093221 1 1 869.77504 1
#> 165 1 1 -2.3093221 1 1 0.00000 1
#> 166 1 1 -2.3093221 1 1 1123.39300 1
#> 167 1 1 -2.3093221 1 1 0.00000 1
#> 168 1 1 -2.3093221 1 1 1535.20955 1
#> 169 1 1 -2.3093221 1 1 1689.62383 1
#> 170 1 1 -2.3093221 1 1 1456.13388 1
#> 171 1 1 -2.3093221 1 1 975.42814 1
#> 172 1 1 0.4328854 1 1 53.66127 1
#> 173 1 1 0.4328854 1 1 838.19079 1
#> 174 1 1 -2.3093221 1 1 1098.80318 1
#> 175 1 1 -2.3093221 1 1 858.63303 1
#> 176 1 1 -2.3093221 1 1 2.13314 1
#> 177 1 1 -2.3093221 1 1 906.53471 1
#> 178 1 1 -2.3093221 1 1 241.92437 1
#> 179 1 1 -2.3093221 2 1 88.01375 1
#> 180 1 1 -2.3093221 1 1 1221.20514 1
#> 181 1 1 -2.3093221 1 1 1025.05999 1
#> 182 1 1 -2.3093221 1 1 261.60113 1
#> 183 1 1 0.4328854 1 1 0.00000 1
#> 184 1 1 0.4328854 1 1 86.34596 1
#> 185 1 1 -2.3093221 1 1 1095.14109 1
#> 186 1 1 -2.3093221 1 1 0.00000 1
#> 187 1 1 0.4328854 2 1 154.86347 1
#> 188 1 1 -2.3093221 1 1 1377.21789 1
#> 189 1 1 0.4328854 1 1 431.32453 1
#> 190 1 1 0.4328854 1 1 650.38577 1
#> 191 1 1 -2.3093221 1 1 211.20131 1
#> 192 1 1 0.4328854 1 1 0.00000 1
#> 193 1 1 -2.3093221 1 1 0.00000 1
#> 194 1 1 0.4328854 2 1 4.50717 1
#> 195 1 1 -2.3093221 1 1 157.48761 1
#> 196 1 1 -2.3093221 2 1 226.17859 1
#> 197 1 1 0.4328854 2 1 23.53800 1
#> 198 1 1 0.4328854 1 1 2402.28663 1
#> 199 1 1 0.4328854 1 1 132.35866 1
#> 200 1 1 -2.3093221 1 1 0.00000 1
#> 201 1 1 0.4328854 1 1 0.00000 1
#> 202 1 1 0.4328854 2 1 0.00000 1
#> 203 1 1 -2.3093221 1 1 2072.84625 1
#> 204 1 1 -2.3093221 1 1 498.27546 1
#> 205 1 1 -2.3093221 2 1 1523.43390 1
#> 206 1 1 -2.3093221 1 1 2401.51529 1
#> 207 1 1 -2.3093221 1 1 731.82228 1
#> 208 1 1 -2.3093221 1 1 3838.28964 1
#> 209 1 1 -2.3093221 1 1 1333.84086 1
#> 210 1 1 -2.3093221 1 1 1944.79814 1
#> 211 1 1 -2.3093221 1 1 0.00000 1
#> 212 1 1 -2.3093221 1 1 1799.63379 1
#> 213 1 1 0.4328854 1 1 2253.47008 1
#> 214 1 1 -2.3093221 2 1 572.19936 1
#> 215 1 1 -2.3093221 2 1 462.87054 1
#> 216 1 1 -2.3093221 1 1 4097.95777 1
#> 217 1 1 -2.3093221 1 1 1299.98584 1
#> 218 1 1 0.4328854 1 1 1288.24243 1
#> 219 1 1 0.4328854 1 1 3609.83982 1
#> 220 1 1 -2.3093221 1 1 3324.58229 1
#> 221 1 1 -2.3093221 1 1 756.94398 1
#> 222 1 1 -2.3093221 2 1 92.13774 1
#> 223 1 1 0.4328854 1 1 1261.13165 1
#> 224 1 1 -2.3093221 2 1 233.44067 1
#> 225 1 1 0.4328854 2 1 35.17808 1
#> 226 1 1 -2.3093221 1 1 56.87378 1
#> 227 1 1 0.4328854 1 1 662.95182 1
#> 228 1 1 0.4328854 1 1 155.23326 1
#> 229 1 1 -2.3093221 1 1 1852.34771 1
#> 230 1 1 0.4328854 2 1 342.53655 1
#> 231 1 1 -2.3093221 1 1 1270.85955 1
#> 232 1 1 -2.3093221 1 1 2950.74466 1
#> 233 1 1 -2.3093221 1 1 1126.91092 1
#> 234 1 1 -2.3093221 1 1 1664.54178 1
#> 235 1 1 0.4328854 2 1 287.26791 1
#> 236 1 1 0.4328854 1 1 4928.11052 1
#> 237 1 1 -2.3093221 1 1 2861.11245 1
#> 238 1 1 0.4328854 1 1 0.00000 1
#> 239 1 1 0.4328854 2 1 332.78384 1
#> 240 1 1 -2.3093221 1 1 3261.18398 1
#> 241 1 1 -2.3093221 1 1 230.92631 1
#> 242 1 1 -2.3093221 1 1 24.60790 1
#> 243 1 1 -2.3093221 1 1 782.97985 1
#> 244 1 1 0.4328854 1 1 1756.17158 1
#> 245 1 1 -2.3093221 1 1 971.91659 1
#> 246 1 1 0.4328854 2 1 470.89273 1
#> 247 1 1 0.4328854 1 1 3591.52764 1
#> 248 1 1 0.4328854 2 1 35.41095 1
#> 249 1 1 0.4328854 1 1 535.00126 1
#> 250 1 1 -2.3093221 1 1 1960.34685 1
#> 251 1 1 -2.3093221 1 1 482.43060 1
#> 252 1 1 -2.3093221 2 1 932.24250 1
#> 253 1 1 -2.3093221 1 1 3571.15736 1
#> 254 1 1 -2.3093221 1 1 753.30288 1
#> 255 1 1 0.4328854 1 1 6736.67513 1
#> 256 1 1 -2.3093221 1 1 3457.35480 1
#> 257 1 1 0.4328854 1 1 123.09999 1
#> 258 1 1 0.4328854 1 1 1274.69615 1
#> 259 1 1 0.4328854 1 1 4553.45391 1
#> 260 1 1 0.4328854 1 1 1657.79210 1
#> 261 1 1 0.4328854 1 1 1025.06299 1
#> 262 1 1 -2.3093221 1 1 554.83059 1
#> 263 1 1 -2.3093221 1 1 0.00000 1
#> 264 1 1 -2.3093221 1 1 2800.98635 1
#> 265 1 1 -2.3093221 1 1 3062.00934 1
#> 266 1 1 -2.3093221 1 1 245.43846 1
#> 267 1 1 -2.3093221 1 1 2920.00377 1
#> 268 1 1 0.4328854 1 1 437.03580 1
#> 269 1 1 0.4328854 2 1 0.00000 1
#> 270 1 1 0.4328854 1 1 2282.95058 1
#> 271 1 1 -2.3093221 1 1 3429.70279 1
#> 272 1 1 -2.3093221 1 1 22.89362 1
#> 273 1 1 -2.3093221 2 1 291.07952 1
#> 274 1 1 0.4328854 1 1 138.88483 1
#> 275 1 1 0.4328854 1 1 13.16939 1
#> 276 1 1 0.4328854 1 1 295.08769 1
#> 277 1 1 -2.3093221 1 1 0.00000 1
#> 278 1 1 -2.3093221 1 1 0.00000 1
#> 279 1 1 -2.3093221 1 1 83.73087 1
#> 280 1 1 -2.3093221 1 1 539.82595 1
#> 281 1 1 -2.3093221 1 1 492.32672 1
#> 282 1 1 -2.3093221 1 1 5144.65951 1
#> 283 1 1 0.4328854 1 1 70.86047 1
#> 284 1 1 0.4328854 1 1 12.30913 1
#> 285 1 1 0.4328854 1 1 0.00000 1
#> 286 1 1 0.4328854 2 1 0.00000 1
#> 287 1 1 -2.3093221 1 1 1627.21021 1
#> 288 1 1 -2.3093221 1 1 2723.63460 1
#> 289 1 1 0.4328854 1 1 13.92921 1
#> 290 1 1 -2.3093221 1 1 958.17856 1
#> 291 1 1 -2.3093221 1 1 1207.79356 1
#> 292 1 1 0.4328854 1 1 6269.27986 1
#> 293 1 1 -2.3093221 1 1 4.73827 1
#> 294 1 1 -2.3093221 1 1 1787.26178 1
#> 295 1 1 -2.3093221 1 1 1982.66857 1
#> 296 1 1 0.4328854 1 1 494.57125 1
#> 297 1 1 -2.3093221 1 1 25.44742 1
#> 298 1 1 -2.3093221 2 1 0.00000 1
#> 299 1 1 0.4328854 1 1 0.00000 1
#> 300 1 1 -2.3093221 1 1 1265.27278 1
#> 301 1 1 -2.3093221 1 1 3248.54280 1
#> 302 1 1 -2.3093221 1 1 2908.55476 1
#> 303 1 1 -2.3093221 2 1 174.87000 1
#> 304 1 1 -2.3093221 1 1 0.00000 1
#> 305 1 1 -2.3093221 1 1 0.00000 1
#> 306 1 1 -2.3093221 1 1 1607.65453 1
#> 307 1 1 -2.3093221 1 1 4280.34610 1
#> 308 1 1 -2.3093221 1 1 1790.60974 1
#> 309 1 1 -2.3093221 2 1 0.00000 1
#> 310 1 1 -2.3093221 1 1 0.00000 1
#> 311 1 1 -2.3093221 1 1 0.00000 1
#> 312 1 1 -2.3093221 1 1 2724.71990 1
#> 313 1 1 -2.3093221 1 1 1815.62407 1
#> 314 1 1 0.4328854 1 1 814.64424 1
#> 315 1 1 -2.3093221 1 1 4400.57426 1
#> 316 1 1 -2.3093221 1 1 262.80063 1
#> 317 1 1 -2.3093221 1 1 2225.94739 1
#> 318 1 1 -2.3093221 1 1 529.49996 1
#> 319 1 1 -2.3093221 1 1 4537.34365 1
#> 320 1 1 -2.3093221 1 1 0.00000 1
#> 321 1 1 -2.3093221 1 1 2356.33317 1
#> 322 1 1 -2.3093221 1 1 41.05587 1
#> 323 1 1 -2.3093221 2 1 0.00000 1
#> 324 1 1 0.4328854 1 1 25.47987 1
#> 325 1 1 -2.3093221 2 1 915.87199 1
#> 326 1 1 0.4328854 1 1 0.00000 1
#> 327 1 1 -2.3093221 2 1 841.10881 1
#> 328 1 1 -2.3093221 1 1 56.39366 1
#> 329 1 1 0.4328854 1 1 0.00000 1
#> 330 1 1 -2.3093221 1 1 0.00000 1
#> 331 1 1 -2.3093221 1 1 593.23320 1
#> 332 1 1 -2.3093221 1 1 0.00000 1
#> 333 1 1 -2.3093221 1 1 563.30860 1
#> 334 1 1 -2.3093221 1 1 1132.99329 1
#> 335 1 1 -2.3093221 1 1 534.26951 1
#> 336 1 1 -2.3093221 1 1 452.58828 1
#> 337 1 1 0.4328854 1 1 306.85603 1
#> 338 1 1 0.4328854 1 1 19.28406 1
#> 339 1 1 0.4328854 2 1 128.21423 1
#> 340 1 1 -2.3093221 1 1 527.93867 1
#> 341 1 1 -2.3093221 1 1 2276.28591 1
#> 342 1 1 -2.3093221 2 1 1067.73450 1
#> 343 1 1 0.4328854 1 1 68.83071 1
#> 344 1 1 -2.3093221 1 1 644.93551 1
#> 345 1 1 -2.3093221 1 1 1134.14021 1
#> 346 1 1 -2.3093221 1 1 126.40031 1
#> 347 1 1 -2.3093221 1 1 224.76695 1
#> 348 1 1 0.4328854 1 1 0.00000 1
#> 349 1 1 0.4328854 2 1 23.23869 1
#> 350 1 1 -2.3093221 1 1 723.93830 1
#> 351 1 1 -2.3093221 1 1 1474.47377 1
#> 352 1 1 -2.3093221 1 1 0.00000 1
#> 353 1 1 0.4328854 1 1 684.12460 1
#> 354 1 1 0.4328854 2 1 103.67365 1
#> 355 1 1 0.4328854 2 1 8.63543 1
#> 356 1 1 0.4328854 1 1 0.00000 1
#> 357 1 1 0.4328854 1 1 164.48387 1
#> 358 1 1 -2.3093221 1 1 1599.88847 1
#> 359 1 1 -2.3093221 1 1 264.67841 1
#> 360 1 1 -2.3093221 1 1 0.00000 1
#> 361 1 1 -2.3093221 1 1 10.89715 1
#> 362 1 1 0.4328854 1 1 795.08199 1
#> 363 1 1 0.4328854 1 1 502.04683 1
#> 364 1 1 0.4328854 1 1 1242.02311 1
#> 365 1 1 0.4328854 1 1 0.00000 1
#> 366 1 1 -2.3093221 1 1 973.35522 1
#> 367 1 1 -2.3093221 2 1 77.76294 1
#> 368 1 1 -2.3093221 1 1 241.82857 1
#> 369 1 1 -2.3093221 2 1 146.20118 1
#> 370 1 1 -2.3093221 1 1 1308.53807 1
#> 371 1 1 -2.3093221 1 1 1383.90616 1
#> 372 1 1 -2.3093221 1 1 1100.13145 1
#> 373 1 1 -2.3093221 1 1 2213.62283 1
#> 374 1 1 -2.3093221 1 1 3397.38810 1
#> 375 1 1 0.4328854 1 1 322.56104 1
#> 376 1 1 -2.3093221 1 1 2945.77615 1
#> 377 1 1 0.4328854 1 1 0.00000 1
#> 378 1 1 0.4328854 1 1 0.00000 1
#> 379 1 1 0.4328854 2 1 0.00000 1
#> 380 1 1 -2.3093221 1 1 0.00000 1
#> 381 1 1 0.4328854 1 1 27.64373 1
#> 382 1 1 0.4328854 1 1 61.33162 1
#> 383 1 1 -2.3093221 1 1 606.82673 1
#> 384 1 1 -2.3093221 2 1 0.00000 1
#> 385 1 1 -2.3093221 1 1 557.41341 1
#> 386 1 1 0.4328854 1 1 0.00000 1
#> 387 1 1 -2.3093221 1 1 277.63579 1
#> 388 1 1 0.4328854 1 1 0.00000 1
#> 389 1 1 -2.3093221 1 1 19.73205 1
#> 390 1 1 0.4328854 1 1 0.00000 1
#> 391 1 1 0.4328854 1 1 0.00000 1
#> 392 1 1 0.4328854 1 1 0.00000 1
#> 393 1 1 0.4328854 2 1 1625.90429 1
#> 394 1 1 0.4328854 1 1 119.10089 1
#> 395 1 1 -2.3093221 2 1 203.39383 1
#> 396 1 1 -2.3093221 1 1 182.91117 1
#> 397 1 1 -2.3093221 1 1 145.92147 1
#> 398 1 1 -2.3093221 1 1 510.11291 1
#> 399 1 1 0.4328854 1 1 2823.38301 1
#> 400 1 1 0.4328854 1 1 3851.40161 1
#> 401 1 1 0.4328854 1 1 33.54800 1
#> 402 1 1 -2.3093221 1 1 440.33257 1
#> 403 1 1 -2.3093221 1 1 1542.98202 1
#> 404 1 1 -2.3093221 1 1 1178.33015 1
#> 405 1 1 -2.3093221 1 1 2448.14693 1
#> 406 1 1 -2.3093221 1 1 1987.17244 1
#> 407 1 1 -2.3093221 1 1 3072.15268 1
#> 408 1 1 -2.3093221 1 1 184.54693 1
#> 409 1 1 -2.3093221 1 1 1625.02352 1
#> 410 1 1 -2.3093221 1 1 0.00000 1
#> 411 1 1 -2.3093221 1 1 946.46541 1
#> 412 1 1 -2.3093221 1 1 1543.99938 1
#> 413 1 1 -2.3093221 2 1 1147.39265 1
#> 414 1 1 -2.3093221 1 1 2303.78751 1
#> 415 1 1 -2.3093221 2 1 143.64807 1
#> 416 1 1 -2.3093221 1 1 639.75318 1
#> 417 1 1 0.4328854 1 1 1396.41557 1
#> 418 1 1 -2.3093221 1 1 890.58841 1
#> 419 1 1 -2.3093221 1 1 1257.37387 1
#> 420 1 1 -2.3093221 1 1 2146.42389 1
#> 421 1 1 -2.3093221 2 1 126.30131 1
#> 422 1 1 -2.3093221 1 1 2434.53703 1
#> 423 1 1 0.4328854 1 1 2639.24637 1
#> 424 1 1 0.4328854 1 1 2537.66980 1
#> 425 1 1 0.4328854 1 1 413.09489 1
#> 426 1 1 0.4328854 1 1 1904.96478 1
#> 427 1 1 0.4328854 1 1 135.72136 1
#> 428 1 1 0.4328854 1 1 344.81826 1
#> 429 1 1 -2.3093221 1 1 1035.90038 1
#> 430 1 1 -2.3093221 1 1 4530.09363 1
#> 431 1 1 0.4328854 1 1 1492.02812 1
#> 432 1 1 0.4328854 1 1 0.00000 1
#> 433 1 1 -2.3093221 1 1 1453.80347 1
#> 434 1 1 -2.3093221 1 1 599.88136 1
#> 435 1 1 -2.3093221 1 1 37.94335 1
#> 436 1 1 -2.3093221 2 1 44.42034 1
#> 437 1 1 -2.3093221 1 1 584.22579 1
#> 438 1 1 -2.3093221 1 1 4615.28089 1
#> 439 1 1 0.4328854 1 1 0.00000 1
#> 440 1 1 0.4328854 1 1 0.00000 1
#> 441 1 1 -2.3093221 1 1 1870.48972 1
#> 442 1 1 -2.3093221 2 1 567.74263 1
#> 443 1 1 -2.3093221 1 1 2077.85964 1
#> 444 1 1 0.4328854 1 1 1939.97739 1
#> 445 1 1 0.4328854 1 1 210.19821 1
#> 446 1 1 0.4328854 1 1 988.09510 1
#> 447 1 1 -2.3093221 1 1 3728.80554 1
#> 448 1 1 0.4328854 1 1 2025.14460 1
#> 449 1 1 -2.3093221 1 1 409.40919 1
#> 450 1 1 0.4328854 1 1 1492.84181 1
#> 451 1 1 -2.3093221 1 1 6312.37756 1
#> 452 1 1 -2.3093221 1 1 130.64882 1
#> 453 1 1 -2.3093221 1 1 1406.12659 1
#> 454 1 1 -2.3093221 1 1 104.38289 1
#> 455 1 1 -2.3093221 2 1 0.00000 1
#> 456 1 1 -2.3093221 1 1 1259.06970 1
#> 457 1 1 -2.3093221 1 1 907.42826 1
#> 458 1 1 -2.3093221 1 1 891.25107 1
#> 459 1 1 -2.3093221 1 1 350.32768 1
#> 460 1 1 -2.3093221 2 1 577.11442 1
#> 461 1 1 -2.3093221 1 1 1020.69052 1
#> 462 1 1 -2.3093221 1 1 183.35293 1
#> 463 1 1 0.4328854 1 1 0.00000 1
#> 464 1 1 0.4328854 1 1 0.00000 1
#> 465 1 1 0.4328854 1 1 0.00000 1
#> 466 1 1 0.4328854 1 1 0.00000 1
#> 467 1 1 0.4328854 1 1 0.00000 1
#> 468 1 1 0.4328854 1 1 0.00000 1
#> 469 1 1 0.4328854 1 1 0.00000 1
#> 470 1 1 0.4328854 1 1 0.00000 1
#> 471 1 1 0.4328854 2 1 0.00000 1
#> 472 1 1 -2.3093221 1 1 183.68418 1
#> 473 1 1 -2.3093221 1 1 2360.99291 1
#> 474 1 1 -2.3093221 1 1 3985.55612 1
#> 475 1 1 -2.3093221 1 1 4248.83522 1
#> 476 1 1 -2.3093221 1 1 2220.27796 1
#> 477 1 1 -2.3093221 1 1 2559.91604 1
#> 478 1 1 -2.3093221 1 1 1137.59632 1
#> 479 1 1 -2.3093221 1 1 3952.80848 1
#> 480 1 1 -2.3093221 1 1 124.39998 1
#> 481 1 1 -2.3093221 1 1 0.00000 1
#> 482 1 1 -2.3093221 1 1 1268.92329 1
#> 483 1 1 -2.3093221 1 1 2934.59929 1
#> 484 1 1 -2.3093221 1 1 3446.15106 1
#> 485 1 1 -2.3093221 1 1 1081.11447 1
#> 486 1 1 -2.3093221 1 1 3005.62506 1
#> 487 1 1 -2.3093221 1 1 0.00000 1
#> 488 1 1 -2.3093221 2 1 0.00000 1
#> 489 1 1 -2.3093221 1 1 1483.34117 1
#> 490 1 1 -2.3093221 1 1 956.47975 1
#> 491 1 1 -2.3093221 1 1 667.38962 1
#> 492 1 1 0.4328854 1 1 0.00000 1
#> 493 1 1 -2.3093221 1 1 0.00000 1
#> 494 1 1 -2.3093221 1 1 3.29960 1
#> 495 1 1 -2.3093221 1 1 0.00000 1
#> 496 1 1 -2.3093221 1 1 1727.40482 1
#> 497 1 1 -2.3093221 2 1 0.00000 1
#> 498 1 1 -2.3093221 1 1 509.63353 1
#> 499 1 1 -2.3093221 1 1 405.66740 1
#> 500 1 1 -2.3093221 1 1 1610.98556 1
#> 501 1 1 0.4328854 1 1 377.54194 1
#> 502 1 1 -2.3093221 1 1 819.52538 1
#> 503 1 1 -2.3093221 1 1 1493.51770 1
#> 504 1 1 -2.3093221 1 1 1166.61574 1
#> 505 1 1 -2.3093221 1 1 1698.94245 1
#> 506 1 1 -2.3093221 1 1 0.00000 1
#> 507 1 1 -2.3093221 1 1 1147.48946 1
#> 508 1 1 -2.3093221 1 1 1765.42934 1
#> 509 1 1 -2.3093221 1 1 2563.04234 1
#> 510 1 1 -2.3093221 1 1 473.39645 1
#> 511 1 1 -2.3093221 1 1 0.00000 1
#> 512 1 1 -2.3093221 1 1 1897.78573 1
#> 513 1 1 -2.3093221 1 1 6520.33874 1
#> 514 1 1 -2.3093221 1 1 965.00858 1
#> 515 1 1 -2.3093221 1 1 171.61691 1
#> 516 1 1 -2.3093221 1 1 1323.89248 1
#> 517 1 1 -2.3093221 1 1 1141.75586 1
#> 518 1 1 -2.3093221 1 1 4040.66683 1
#> 519 1 1 -2.3093221 1 1 2318.51524 1
#> 520 1 1 -2.3093221 1 1 1984.83640 1
#> 521 1 1 0.4328854 1 1 0.00000 1
#> 522 1 1 -2.3093221 2 1 894.16422 1
#> 523 1 1 -2.3093221 1 1 2580.48062 1
#> 524 1 1 -2.3093221 1 1 1428.64044 1
#> 525 1 1 -2.3093221 1 1 0.00000 1
#> 526 1 1 0.4328854 1 1 0.00000 1
#> 527 1 1 -2.3093221 1 1 2295.18357 1
#> 528 1 1 -2.3093221 1 1 3226.81556 1
#> 529 1 1 -2.3093221 1 1 2225.85118 1
#> 530 1 1 -2.3093221 1 1 1711.56542 1
#> 531 1 1 -2.3093221 1 1 2857.48522 1
#> 532 1 1 -2.3093221 1 1 4187.45097 1
#> 533 1 1 -2.3093221 1 1 3056.95409 1
#> 534 1 1 0.4328854 1 1 3867.97086 1
#> 535 1 1 -2.3093221 1 1 1887.15887 1
#> 536 1 1 -2.3093221 1 1 1091.35203 1
#> 537 1 1 -2.3093221 1 1 1596.26681 1
#> 538 1 1 0.4328854 1 1 1559.18470 1
#> 539 1 1 0.4328854 1 1 985.68500 1
#> 540 1 1 -2.3093221 1 1 1433.72262 1
#> 541 1 1 -2.3093221 2 1 0.00000 1
#> 542 1 1 -2.3093221 1 1 9233.72823 1
#> 543 1 1 -2.3093221 1 1 2455.79182 1
#> 544 1 1 0.4328854 1 1 440.90216 1
#> 545 1 1 0.4328854 2 1 0.00000 1
#> 546 1 1 -2.3093221 1 1 2902.98451 1
#> 547 1 1 -2.3093221 2 1 1194.29725 1
#> 548 1 1 -2.3093221 1 1 2552.07139 1
#> 549 1 1 0.4328854 2 1 623.13437 1
#> 550 1 1 0.4328854 1 1 2645.23539 1
#> 551 1 1 -2.3093221 1 1 734.19796 1
#> 552 1 1 -2.3093221 1 1 1514.33138 1
#> 553 1 1 -2.3093221 1 1 4395.18629 1
#> 554 1 1 -2.3093221 1 1 406.23338 1
#> 555 1 1 -2.3093221 1 1 797.42524 1
#> 556 1 1 0.4328854 1 1 884.37187 1
#> 557 1 1 -2.3093221 2 1 0.00000 1
#> 558 1 1 -2.3093221 2 1 0.00000 1
#> 559 1 1 -2.3093221 1 1 127.75703 1
#> 560 1 1 -2.3093221 2 1 792.93790 1
#> 561 1 1 -2.3093221 1 1 1713.88998 1
#> 562 1 1 -2.3093221 1 1 2940.53774 1
#> 563 1 1 -2.3093221 1 1 3732.46558 1
#> 564 1 1 -2.3093221 1 1 2112.59230 1
#> 565 1 1 -2.3093221 2 1 27.48353 1
#> 566 1 1 -2.3093221 1 1 1043.34879 1
#> 567 1 1 0.4328854 1 1 7312.58618 1
#> 568 1 1 -2.3093221 1 1 1306.87073 1
#> 569 1 1 -2.3093221 1 1 1039.76432 1
#> 570 1 1 0.4328854 1 1 2763.28403 1
#> 571 1 1 0.4328854 2 1 0.00000 1
#> 572 1 1 0.4328854 1 1 0.00000 1
#> 573 1 1 -2.3093221 1 1 1267.35971 1
#> 574 1 1 0.4328854 2 1 351.69142 1
#> 575 1 1 0.4328854 1 1 0.00000 1
#> 576 1 1 0.4328854 1 1 0.00000 1
#> 577 1 1 -2.3093221 1 1 3558.84046 1
#> 578 1 1 0.4328854 1 1 0.00000 1
#> 579 1 1 0.4328854 1 1 0.00000 1
#> 580 1 1 0.4328854 1 1 0.00000 1
#> 581 1 1 0.4328854 1 1 135.04067 1
#> 582 1 1 0.4328854 1 1 968.56213 1
#> 583 1 1 0.4328854 1 1 329.15258 1
#> 584 1 1 -2.3093221 1 1 948.23936 1
#> 585 1 1 -2.3093221 1 1 696.89178 1
#> 586 1 1 -2.3093221 1 1 420.62721 1
#> 587 1 1 -2.3093221 1 1 511.23957 1
#> 588 1 1 -2.3093221 2 1 0.00000 1
#> 589 1 1 0.4328854 1 1 448.41925 1
#> 590 1 1 0.4328854 1 1 760.34081 1
#>
#> $raw$module
#> [1] "SA"
#>
#> $raw$esttype
#> [1] "TREE"
#>
#> $raw$SApackage
#> [1] "JoSAE"
#>
#> $raw$SAmethod
#> [1] "unit"
#>
#> $raw$estnm
#> [1] "est"
#>
#> $raw$predselect.unit
#> LARGEBND LARGEBND TOTAL dem tcc tpi tnt2
#> 1 SApopdat 1 1 1 1 1 1
#>
#> $raw$SAobjlst
#> $raw$SAobjlst$SApopdat
#> $raw$SAobjlst$SApopdat$unit.JoSAE.obj
#> domain.ID DOMAIN.domain STATECD.domain COUNTYCD.domain npixels.domain
#> 1 1 1 56 1 1376714
#> 2 11 11 56 11 915454
#> 3 13 13 56 13 2961420
#> 4 15 15 56 15 713352
#> 5 17 17 56 17 641459
#> 6 19 19 56 19 1334190
#> 7 21 21 56 21 859967
#> 8 23 23 56 23 1308662
#> 9 25 25 56 25 1720554
#> 10 27 27 56 27 841523
#> 11 29 29 56 29 2228161
#> 12 3 3 56 3 1010229
#> 13 31 31 56 31 675011
#> 14 33 33 56 33 807188
#> 15 35 35 56 35 1577267
#> 16 37 37 56 37 3355881
#> 17 39 39 56 39 1349166
#> 18 41 41 56 41 668120
#> 19 43 43 56 43 717122
#> 20 45 45 56 45 767376
#> 21 5 5 56 5 1538394
#> 22 7 7 56 7 2546066
#> 23 9 9 56 9 1362852
#> dem.domain tcc.domain tpi.domain tnt2.domain n.total.domain AOI.domain
#> 1 0.6598451 -0.03141457 0.02410391 -0.042887844 133 1
#> 2 -1.3094397 0.40230718 0.02371708 -0.313472854 85 1
#> 3 0.3972305 -0.06168731 0.02355032 -0.008444611 290 1
#> 4 -1.0811447 -0.39829389 0.02385520 0.380809162 70 1
#> 5 -0.1489854 -0.21369211 0.02429740 -0.020315265 58 1
#> 6 -0.5102112 0.14107300 0.02396383 -0.046262537 128 1
#> 7 -0.2463118 -0.41499575 0.02376571 0.396036366 86 1
#> 8 0.6245413 0.37904477 0.02373278 -0.299005826 132 1
#> 9 -0.1923341 -0.35050535 0.02401586 0.301923399 175 1
#> 10 -1.1468399 -0.42551939 0.02391425 0.304101296 79 1
#> 11 0.6983394 0.61652010 0.02383676 -0.728038041 216 1
#> 12 -0.6063518 0.03853765 0.02375948 0.018075308 98 1
#> 13 -0.7592113 -0.26690880 0.02369780 0.226691002 64 1
#> 14 -0.7626303 0.49425044 0.02387319 -0.345621625 82 1
#> 15 1.0107771 0.21888086 0.02454527 -0.222879790 158 1
#> 16 0.2924267 -0.43402957 0.02382172 0.391209881 339 1
#> 17 1.0255653 1.48278434 0.02372393 -1.312464307 125 1
#> 18 0.5315508 -0.15177307 0.02359849 0.133340723 63 1
#> 19 -0.7130302 -0.14297623 0.02342656 0.156749635 63 1
#> 20 -1.1930271 -0.20750101 0.02353014 0.125040286 73 1
#> 21 -1.1747311 -0.32445118 0.02392288 0.354126836 152 1
#> 22 0.5592886 0.01329258 0.02386679 -0.013807115 245 1
#> 23 -0.5938230 -0.25765696 0.02366908 0.198092337 133 1
#> LARGEBND.domain VOLCFNET_TPA_ADJ.domain VOLCFNET_TPA_ADJ.var.domain
#> 1 1 775.1405 495094.05
#> 2 1 1218.0345 1070431.18
#> 3 1 772.1428 536786.78
#> 4 1 0.0000 0.00
#> 5 1 368.2946 693020.97
#> 6 1 1613.1504 1580309.22
#> 7 1 409.0925 128889.07
#> 8 1 1792.3343 2478095.49
#> 9 1 598.6883 1576497.68
#> 10 1 311.7784 104011.36
#> 11 1 941.0274 1666328.60
#> 12 1 1863.9865 2041778.37
#> 13 1 255.2966 316258.55
#> 14 1 1315.7326 1474998.19
#> 15 1 1357.1323 1869351.64
#> 16 1 0.0000 0.00
#> 17 1 1748.1270 2660114.33
#> 18 1 269.8419 258599.95
#> 19 1 889.7101 3166336.35
#> 20 1 557.2716 86352.31
#> 21 1 242.0576 185350.51
#> 22 1 1458.5406 985650.06
#> 23 1 684.8870 696736.90
#> VOLCFNET_TPA_ADJ dem tcc tpi tnt2 n.i.sample
#> 1 775.1405 1.13274021 1.10346874 0.261211365 -1.16673564 24
#> 2 1218.0345 -1.04127653 1.30156103 -0.060732999 -1.14915739 26
#> 3 772.1428 1.53008270 1.30175457 -0.207267916 -1.48148587 53
#> 4 0.0000 -0.66557889 1.31181824 -0.693981314 -0.93821835 2
#> 5 368.2946 0.55037512 -0.19663215 -0.710804669 -0.25266648 8
#> 6 1613.1504 0.91325337 2.34826230 0.116598490 -1.68609312 22
#> 7 409.0925 -0.01950048 -0.15496225 1.694935014 0.43288540 2
#> 8 1792.3343 0.90793811 1.58026012 -0.390570641 -1.15470841 38
#> 9 598.6883 0.27836685 0.87368900 -0.267789669 -1.13409031 7
#> 10 311.7784 -1.12127683 1.61184152 -0.256574099 -2.30932209 2
#> 11 941.0274 1.16792254 1.32057313 -0.017195325 -1.39525293 99
#> 12 1863.9865 1.10759243 1.80074507 0.124755268 -1.16673564 12
#> 13 255.2966 -0.89823801 0.09505715 -0.615472327 -0.25266648 8
#> 14 1315.7326 0.51103319 2.45857389 0.059704964 -1.89799097 20
#> 15 1357.1323 1.47854897 1.37394427 0.087030170 -1.31215573 44
#> 16 0.0000 0.44913704 -0.17718620 -0.330098389 0.43288540 9
#> 17 1748.1270 1.04280361 2.06364963 0.145038745 -1.93008063 94
#> 18 269.8419 0.82337194 1.35626613 0.169617546 -0.02414919 6
#> 19 889.7101 -0.18912138 1.21181048 -0.996801694 -0.25266648 4
#> 20 557.2716 -0.72633862 1.33682018 -0.264985776 -0.93821835 8
#> 21 242.0576 -1.31570795 0.14506103 -0.854203737 0.23701343 14
#> 22 1458.5406 1.48632806 2.20262811 -0.002354521 -2.15697723 36
#> 23 684.8870 0.15017668 0.91549119 -0.229158262 -1.09056321 18
#> mean.resid.lm mean.resid.lme Synth EBLUP GREG gamma.i
#> 1 -284.79056 -250.82898 602.5350 461.2995 317.74444 0.55749038
#> 2 303.55261 402.78236 569.1069 728.1037 872.65952 0.57713561
#> 3 -373.14112 -346.85140 565.8233 302.9606 192.68216 0.73559956
#> 4 -946.76431 -865.67141 302.4461 183.4774 -644.31816 0.09501156
#> 5 -114.41388 -121.20708 447.1141 392.7118 332.70020 0.29574784
#> 6 94.67111 176.82481 557.1764 611.4779 651.84751 0.53593087
#> 7 -164.92002 -134.35165 379.9483 355.0009 215.02832 0.09501156
#> 8 579.07156 628.18065 753.7640 1154.9316 1332.83552 0.66608156
#> 9 -262.90084 -217.37932 406.2469 334.5151 143.34607 0.26871328
#> 10 -643.10900 -526.10112 279.6516 191.4452 -363.45738 0.09501156
#> 11 -188.26204 -149.64841 832.8294 681.7916 644.56739 0.83862720
#> 12 520.92349 576.64871 508.9127 692.2671 1029.83616 0.38647255
#> 13 -207.55215 -162.53944 379.5925 298.8041 172.04037 0.29574784
#> 14 -192.94778 -94.93734 660.0766 550.4813 467.12884 0.51216297
#> 15 165.46254 197.40784 730.5153 867.7148 895.97785 0.69785806
#> 16 -538.11477 -541.98573 425.5938 255.5170 -112.52098 0.32085481
#> 17 349.79481 420.94931 1189.4068 1491.6420 1539.20157 0.83148997
#> 18 -933.85952 -891.19886 550.7337 337.2093 -383.12577 0.23952028
#> 19 -95.64424 -38.86289 431.4034 388.8321 335.75912 0.17353526
#> 20 -409.40793 -321.46971 354.4905 211.7154 -54.91741 0.29574784
#> 21 -222.35970 -169.33804 322.1662 208.4891 99.80646 0.42359970
#> 22 -22.28984 40.61796 612.9512 633.9865 590.66139 0.65395012
#> 23 -185.47366 -134.83157 398.1698 304.2007 212.69616 0.48582903
#> sample.var.mean GREG.var.mean c1 c2 c3 c3star
#> 1 20628.92 9947.2918 30767.63 3939.0142 2799.8776 1412.40901
#> 2 41170.43 48905.9932 29401.70 5324.8118 2646.8926 3564.37778
#> 3 10128.05 8293.4539 18383.73 5592.4776 1318.9309 1678.72305
#> 4 0.00 358502.1980 62923.72 17178.9084 1995.8079 2043.76032
#> 5 86627.62 93817.6046 48966.55 6637.7177 3762.1334 235.09339
#> 6 71832.24 77621.6322 32266.66 10023.7238 2960.2634 713.43459
#> 7 64444.53 52017.1727 62923.72 10904.6350 1995.8079 49.22773
#> 8 65213.04 64718.6486 23217.30 2613.8143 1904.8661 7200.94704
#> 9 225213.95 173321.6921 50846.26 8588.5517 3685.7064 673.09282
#> 10 52005.68 281.3369 62923.72 17597.0911 1995.8079 754.85280
#> 11 16831.60 12911.5683 11220.23 1247.7820 560.1261 151.29608
#> 12 170148.20 128203.6464 42658.48 11450.4005 3731.1514 6896.24719
#> 13 39532.32 13777.8962 48966.55 8092.0522 3762.1334 422.76783
#> 14 73749.91 78018.8928 33919.24 9554.1925 3126.1797 207.55101
#> 15 42485.26 38685.1270 21007.89 2816.9196 1633.9748 639.10161
#> 16 0.00 2460.1722 47220.87 5689.2321 3795.6839 5145.20813
#> 17 28299.09 23715.1096 11716.48 743.4858 605.5705 1283.24625
#> 18 43099.99 27057.2045 52876.05 7168.4629 3552.8248 9720.62046
#> 19 791584.09 575483.6518 57463.98 11701.8044 3040.1332 11.45986
#> 20 10794.04 74035.0098 48966.55 12531.1766 3762.1334 1653.72971
#> 21 13239.32 6665.3114 40077.03 7084.9759 3609.6099 630.59949
#> 22 27379.17 27706.9281 24060.80 7267.8496 2008.5297 31.16648
#> 23 38707.61 19787.8065 35750.24 7362.1579 3294.2366 418.45625
#> EBLUP.var.1 EBLUP.var.2 sample.se GREG.se EBLUP.se.1 EBLUP.se.2
#> 1 37531.46 38918.93 143.6277 99.73611 193.7304 197.2788
#> 2 41855.27 40937.78 202.9050 221.14699 204.5856 202.3309
#> 3 27333.65 26973.86 100.6382 91.06840 165.3289 164.2372
#> 4 84190.15 84142.20 0.0000 598.75053 290.1554 290.0727
#> 5 56074.46 59601.50 294.3257 306.29660 236.8005 244.1342
#> 6 43717.25 45964.08 268.0154 278.60659 209.0867 214.3924
#> 7 73926.81 75873.39 253.8593 228.07274 271.8949 275.4512
#> 8 40233.01 34936.93 255.3684 254.39860 200.5817 186.9142
#> 9 60781.00 63793.61 474.5671 416.31922 246.5380 252.5740
#> 10 82030.52 83271.47 228.0475 16.77310 286.4097 288.5680
#> 11 12770.60 13179.43 129.7367 113.62908 113.0071 114.8017
#> 12 67901.37 64736.28 412.4902 358.05537 260.5789 254.4332
#> 13 57904.14 61243.51 198.8274 117.37928 240.6328 247.4743
#> 14 43888.54 46807.16 271.5693 279.31862 209.4959 216.3496
#> 15 25103.01 26097.88 206.1195 196.68535 158.4393 161.5484
#> 16 63200.52 61850.99 0.0000 49.60012 251.3971 248.6986
#> 17 15026.46 14348.78 168.2233 153.99711 122.5824 119.7864
#> 18 79485.75 73317.96 207.6054 164.49074 281.9322 270.7729
#> 19 69188.70 72217.38 889.7101 758.60639 263.0375 268.7329
#> 20 64805.19 66913.59 103.8944 272.09375 254.5686 258.6766
#> 21 48423.21 51402.22 115.0623 81.64136 220.0527 226.7206
#> 22 31390.98 33368.35 165.4665 166.45398 177.1750 182.6700
#> 23 43949.31 46825.09 196.7425 140.66914 209.6409 216.3910
#>
#> $raw$SAobjlst$SApopdat$unit.hbsae.obj
#> Summaries:
#> Min. 1st Qu. Median Mean 3rd Qu.
#> estimates 1.676e+02 2.996e+02 3.884e+02 5.041e+02 6.612e+02
#> standard errors 1.124e+02 1.864e+02 2.234e+02 2.231e+02 2.580e+02
#> rel.std.err. 7.933e-02 3.099e-01 6.325e-01 6.721e-01 8.660e-01
#> gamma weights 1.185e-01 3.349e-01 4.849e-01 4.866e-01 6.719e-01
#> random effects -2.653e+02 -1.056e+02 -5.513e+01 -5.561e-14 7.377e+01
#> Max.
#> estimates 1.490e+03
#> standard errors 3.099e+02
#> rel.std.err. 1.849e+00
#> gamma weights 8.694e-01
#> random effects 4.571e+02
#>
#> posterior mean sv2/se2 REML estimate sv2/se2 se2 estimate
#> 6.724e-02 5.249e-02 1.324e+06
#>
#> Coefficients:
#> Estimate Std. Error t value
#> (Intercept) 526.5 106.5 4.94
#> dem 129.4 66.6 1.94
#> tcc 382.3 46.7 8.18
#> tpi 25.6 33.8 0.76
#> tnt2 70.9 50.7 1.40
#>
#> Model selection measures:
#> CV p.eff cAIC
#> 1350102 15.33 9430
#> R-squared: 0.24259
#> Fraction of fitted values below lowest data value: 0.0018
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$results
#> domain.id y.sam direct.SE FH FH.SE eblup.synth eblup.synth.se
#> 1 1 775.1405 143.6277 794.1994 136.04802 871.6006 322.8451
#> 2 11 1218.0345 202.9050 1186.7711 185.55277 1123.1536 349.0869
#> 3 13 772.1428 100.6382 762.5523 98.69714 683.2216 333.8415
#> 4 17 368.2946 294.3257 352.3048 255.73914 336.8412 392.2798
#> 5 19 1613.1504 268.0154 1420.3916 218.39887 1195.5794 325.9347
#> 6 21 409.0925 253.8593 511.7030 210.60576 645.0952 323.7860
#> 7 23 1792.3343 255.3684 1592.2117 211.99484 1335.1207 325.8487
#> 8 25 598.6883 474.5671 652.3822 274.24643 672.3557 316.8438
#> 9 27 311.7784 228.0475 309.7566 198.52474 306.4995 333.0302
#> 10 29 941.0274 129.7367 947.7085 127.25017 980.9631 361.6384
#> 11 3 1863.9865 412.4902 1275.1437 259.85380 985.2110 311.3619
#> 12 31 255.2966 198.8274 356.3865 175.25469 570.6165 310.1347
#> 13 33 1315.7326 271.5693 1367.8942 226.20859 1427.1479 344.4338
#> 14 35 1357.1323 206.1195 1346.1811 195.73165 1324.5865 385.5513
#> 15 39 1748.1270 168.2233 1832.5000 165.14611 2082.2791 390.0496
#> 16 41 269.8419 207.6054 452.6889 187.42520 808.1040 342.3011
#> 17 43 889.7101 889.7101 711.3237 316.66568 692.4442 331.9979
#> 18 45 557.2716 103.8944 537.8044 101.87050 386.7117 337.1110
#> 19 5 242.0576 115.0623 309.5920 111.87419 736.9428 331.7097
#> 20 7 1458.5406 165.4665 1346.1020 152.83484 1002.0532 317.5045
#> 21 9 684.8870 196.7425 638.2543 174.02642 537.3246 310.8861
#> eblup.synth.parameter.uncert.se bias.sig.sq.v RV.SE.phi.i FH.SE.area.spec.1
#> 1 143.0101 0 137.71520 132.1158
#> 2 195.1527 0 188.16383 178.6993
#> 3 166.3524 0 99.03538 96.9015
#> 4 264.7761 0 267.36676 246.4435
#> 5 149.8544 0 222.55065 219.5657
#> 6 145.1217 0 283.12566 204.6704
#> 7 149.6674 0 214.28366 215.7463
#> 8 128.8912 0 288.54089 264.5404
#> 9 164.7181 0 264.08799 189.9157
#> 10 216.8069 0 127.56293 123.8748
#> 11 114.7569 0 268.39688 280.5327
#> 12 111.3844 0 184.54578 173.8229
#> 13 186.7019 0 230.70823 217.2601
#> 14 254.7012 0 197.22155 188.5681
#> 15 261.4606 0 165.66521 165.1262
#> 16 182.7375 0 200.58655 196.8308
#> 17 162.6208 0 330.18081 312.2715
#> 18 172.8200 0 104.54695 100.4107
#> 19 162.0317 0 113.71179 115.8524
#> 20 130.5068 0 154.26048 157.5961
#> 21 113.4597 0 177.85304 167.9572
#> FH.SE.area.spec.2 FH.MSE.conditional FH.SE.conditional prd.ran.effects n.i
#> 1 134.09631 12840.287 113.31499 -77.40 24
#> 2 182.15825 15016.368 122.54129 63.62 26
#> 3 97.80344 8035.326 89.63998 79.33 53
#> 4 251.13433 -1193.446 Inf 15.46 8
#> 5 218.98306 42669.914 206.56697 224.81 22
#> 6 207.65928 18934.392 137.60230 -133.39 2
#> 7 213.87881 48174.542 219.48700 257.09 38
#> 8 269.43711 -100205.914 Inf -19.97 7
#> 9 194.26790 12172.737 110.33013 3.26 2
#> 10 125.57384 11244.462 106.03991 -33.25 99
#> 11 270.39101 288860.952 537.45786 289.93 12
#> 12 174.54026 24403.781 156.21710 -214.23 8
#> 13 221.77947 7415.282 86.11203 -59.25 20
#> 14 192.18326 14013.961 118.38058 21.59 44
#> 15 165.13615 21126.919 145.35102 -249.78 94
#> 16 192.18557 47250.996 217.37294 -355.42 6
#> 17 314.47626 -608244.129 Inf 18.88 4
#> 18 101.14324 8709.016 93.32211 151.09 8
#> 19 113.88069 14186.815 119.10842 -427.35 14
#> 20 155.23371 26533.934 162.89240 344.05 36
#> 21 171.01872 16417.456 128.13062 100.93 18
#> gamma.i g1.i g2.i g3.i g.star.3.i g1.bias eblup.resids
#> 1 0.80241632 16552.981 798.4279 578.8270 51.5844564 0 -19.058942
#> 2 0.67049816 27604.698 4134.8995 1345.1174 96.9148840 0 31.263440
#> 3 0.89214590 9035.700 321.9076 191.7592 16.1464521 0 9.590512
#> 4 0.49163593 42589.251 18117.8815 2347.6872 13.6299499 0 15.989785
#> 5 0.53838083 38673.100 4785.2746 2119.8453 2375.3594218 0 192.758792
#> 6 0.56521496 36425.015 3981.2008 1974.2845 741.8770208 0 -102.610411
#> 7 0.56229953 36669.261 4291.4915 1990.5297 2792.8622485 0 200.122609
#> 8 0.27113107 61062.501 8825.6197 2661.4915 46.7445386 0 -53.693939
#> 9 0.61699346 32087.165 3980.1099 1672.3988 0.3432286 0 2.021856
#> 10 0.83270227 14015.713 1315.6080 430.6424 6.8266173 0 -6.681164
#> 11 0.32992805 56136.663 5912.9037 2737.2157 8324.5152039 0 588.842784
#> 12 0.67940544 26858.472 1275.1504 1290.2927 1040.3867228 0 -101.089838
#> 13 0.53182679 39222.178 7640.3020 2153.9233 169.7323183 0 -52.161633
#> 14 0.66351592 28189.649 7344.9886 1388.1209 11.6450767 0 10.951130
#> 15 0.74750125 21153.604 4358.4394 880.5972 877.3085505 0 -84.372977
#> 16 0.66030115 28458.973 3853.3959 1407.9172 3215.0056098 0 -182.847040
#> 17 0.09570572 75759.122 21625.7896 1446.1201 64.2866954 0 178.386421
#> 18 0.88586324 9562.043 389.0801 213.2380 65.5933607 0 19.467150
#> 19 0.86353520 11432.621 488.9238 297.1449 750.1221283 0 -67.534403
#> 20 0.75368752 20635.337 1033.3299 844.9112 1583.9260247 0 112.438552
#> 21 0.68398001 26475.228 1285.6187 1262.1746 224.3824886 0 46.632660
#> trans.resid.v.i eblup.synth.resids b.i
#> 1 -0.065847034 -96.460104 1
#> 2 0.108012544 94.880928 1
#> 3 0.033134408 88.921159 1
#> 4 0.055243357 31.453414 1
#> 5 0.665965330 417.571031 1
#> 6 -0.354510296 -236.002627 1
#> 7 0.691406695 457.213603 1
#> 8 -0.185508021 -73.667483 1
#> 9 0.006985342 5.278908 1
#> 10 -0.023082858 -39.935773 1
#> 11 2.034402043 878.775453 1
#> 12 -0.349256845 -315.319877 1
#> 13 -0.180214032 -111.415245 1
#> 14 0.037835230 32.545761 1
#> 15 -0.291501504 -334.152064 1
#> 16 -0.631721067 -538.262164 1
#> 17 0.616310003 197.265894 1
#> 18 0.067257358 170.559867 1
#> 19 -0.233325653 -494.885135 1
#> 20 0.388465692 456.487426 1
#> 21 0.161111900 147.562373 1
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$type
#> [1] "RE"
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$sig.sq.v
#> [1] 83777.07
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$beta.hat
#> [,1]
#> (Intercept) -5697.4005
#> dem.X.pop 124.1428
#> tcc.X.pop 2996.1630
#> tpi.X.pop 277612.2456
#> tnt2.X.pop 2572.5304
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$var.beta.hat
#> [,1] [,2] [,3] [,4] [,5]
#> (Intercept) 66594024.9 287748.60 -735717.97 -2791903841 -549607.7
#> dem.X.pop 287748.6 16398.79 30077.47 -11893868 50265.8
#> tcc.X.pop -735718.0 30077.47 998469.13 32049444 1128178.6
#> tpi.X.pop -2791903841.4 -11893868.35 32049444.39 117062771407 24674630.8
#> tnt2.X.pop -549607.7 50265.80 1128178.57 24674631 1329536.6
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$try.error.converge
#> NULL
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$des.mat
#> (Intercept) dem.X.pop tcc.X.pop tpi.X.pop tnt2.X.pop
#> 1 1 0.6598451 -0.03141457 0.02410391 -0.042887844
#> 2 1 -1.3094397 0.40230718 0.02371708 -0.313472854
#> 3 1 0.3972305 -0.06168731 0.02355032 -0.008444611
#> 4 1 -0.1489854 -0.21369211 0.02429740 -0.020315265
#> 5 1 -0.5102112 0.14107300 0.02396383 -0.046262537
#> 6 1 -0.2463118 -0.41499575 0.02376571 0.396036366
#> 7 1 0.6245413 0.37904477 0.02373278 -0.299005826
#> 8 1 -0.1923341 -0.35050535 0.02401586 0.301923399
#> 9 1 -1.1468399 -0.42551939 0.02391425 0.304101296
#> 10 1 0.6983394 0.61652010 0.02383676 -0.728038041
#> 11 1 -0.6063518 0.03853765 0.02375948 0.018075308
#> 12 1 -0.7592113 -0.26690880 0.02369780 0.226691002
#> 13 1 -0.7626303 0.49425044 0.02387319 -0.345621625
#> 14 1 1.0107771 0.21888086 0.02454527 -0.222879790
#> 15 1 1.0255653 1.48278434 0.02372393 -1.312464307
#> 16 1 0.5315508 -0.15177307 0.02359849 0.133340723
#> 17 1 -0.7130302 -0.14297623 0.02342656 0.156749635
#> 18 1 -1.1930271 -0.20750101 0.02353014 0.125040286
#> 19 1 -1.1747311 -0.32445118 0.02392288 0.354126836
#> 20 1 0.5592886 0.01329258 0.02386679 -0.013807115
#> 21 1 -0.5938230 -0.25765696 0.02366908 0.198092337
#> attr(,"assign")
#> [1] 0 1 2 3 4
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$pseudo.R.sq.eblup
#> [1] 0.9113252
#>
#> $raw$SAobjlst$SApopdat$area.JoSAE.obj$R.sq.eblup.synth
#> [1] 0.6247988
#>
#>
#> $raw$SAobjlst$SApopdat$area.hbsae.obj
#> Summaries:
#> Min. 1st Qu. Median Mean 3rd Qu.
#> estimates 2.478e+02 4.123e+02 7.779e+02 9.186e+02 1.355e+03
#> standard errors 3.427e+01 6.023e+01 8.625e+01 8.829e+01 1.083e+02
#> rel.std.err. 4.346e-02 7.743e-02 9.149e-02 1.192e-01 1.406e-01
#> gamma weights 7.283e-01 9.145e-01 9.458e-01 9.314e-01 9.731e-01
#> random effects -5.509e+02 -1.813e+02 8.639e+00 2.405e-09 1.242e+02
#> Max.
#> estimates 1.810e+03
#> standard errors 1.943e+02
#> rel.std.err. 2.947e-01
#> gamma weights 9.913e-01
#> random effects 7.111e+02
#>
#> posterior mean sv2/se2 REML estimate sv2/se2 se2 estimate
#> 134713 127670 1
#>
#> Coefficients:
#> Estimate Std. Error t value
#> (Intercept) -5907 8459 -0.70
#> dem 102 137 0.74
#> tcc 3313 1045 3.17
#> tpi 287552 354680 0.81
#> tnt2 2882 1210 2.38
#>
#> Model selection measures:
#> CV p.eff cAIC
#> 178530 19.92 263.8
#>
#>
#>
#> $raw$estvar
#> [1] "VOLCFNET_TPA_ADJ"
#>
#> $raw$estvar.filter
#> [1] "STATUSCD = 1"
#>
#> $raw$areaunits
#> [1] "acres"
#>
#> $raw$estunits
#> [1] "cubic feet"
#>
#>
#> $multest
#> DOMAIN LARGEBND NBRPLT JU.GREG JU.GREG.se JU.EBLUP JU.EBLUP.se.1
#> 1 1 1 133 317.74444 99.73611 461.2995 193.7304
#> 2 11 1 85 872.65952 221.14699 728.1037 204.5856
#> 3 13 1 290 192.68216 91.06840 302.9606 165.3289
#> 4 15 1 70 -644.31816 598.75053 183.4774 290.1554
#> 5 17 1 58 332.70020 306.29660 392.7118 236.8005
#> 6 19 1 128 651.84751 278.60659 611.4779 209.0867
#> 7 21 1 86 215.02832 228.07274 355.0009 271.8949
#> 8 23 1 132 1332.83552 254.39860 1154.9316 200.5817
#> 9 25 1 175 143.34607 416.31922 334.5151 246.5380
#> 10 27 1 79 -363.45738 16.77310 191.4452 286.4097
#> 11 29 1 216 644.56739 113.62908 681.7916 113.0071
#> 12 3 1 98 1029.83616 358.05537 692.2671 260.5789
#> 13 31 1 64 172.04037 117.37928 298.8041 240.6328
#> 14 33 1 82 467.12884 279.31862 550.4813 209.4959
#> 15 35 1 158 895.97785 196.68535 867.7148 158.4393
#> 16 37 1 339 -112.52098 49.60012 255.5170 251.3971
#> 17 39 1 125 1539.20157 153.99711 1491.6420 122.5824
#> 18 41 1 63 -383.12577 164.49074 337.2093 281.9322
#> 19 43 1 63 335.75912 758.60639 388.8321 263.0375
#> 20 45 1 73 -54.91741 272.09375 211.7154 254.5686
#> 21 5 1 152 99.80646 81.64136 208.4891 220.0527
#> 22 7 1 245 590.66139 166.45398 633.9865 177.1750
#> 23 9 1 133 212.69616 140.66914 304.2007 209.6409
#> hbsaeU hbsaeU.se JFH JFH.se hbsaeA hbsaeA.se NBRPLT.gt0 AOI
#> 1 460.1341 191.1292 794.1994 136.04802 777.8555 60.22746 23 1
#> 2 735.3059 195.0808 1186.7711 185.55277 1217.0451 108.32523 26 1
#> 3 306.7772 160.2911 762.5523 98.69714 770.6280 42.77036 46 1
#> 4 167.5742 309.9260 NA NA NA NA 0 1
#> 5 389.0850 246.1118 352.3048 255.73914 362.0113 106.66737 5 1
#> 6 618.1822 210.1222 1420.3916 218.39887 1579.8960 107.26229 21 1
#> 7 351.6965 294.4246 511.7030 210.60576 412.3231 38.52308 2 1
#> 8 1158.2809 181.6122 1592.2117 211.99484 1735.0521 130.24373 37 1
#> 9 329.3797 255.8087 652.3822 274.24643 604.8109 91.91636 5 1
#> 10 182.4662 307.4011 309.7566 198.52474 311.8381 36.12653 2 1
#> 11 684.6740 112.4409 947.7085 127.25017 942.6732 86.24607 77 1
#> 12 709.5207 250.9921 1275.1437 259.85380 1740.9239 139.83650 9 1
#> 13 294.9138 249.0545 356.3865 175.25469 269.1113 69.15967 4 1
#> 14 553.4324 212.0568 1367.8942 226.20859 1342.6297 127.60229 19 1
#> 15 869.5507 157.1932 1346.1811 195.73165 1355.2534 106.17642 41 1
#> 16 239.9818 248.8858 NA NA NA NA 0 1
#> 17 1490.0193 118.2037 1832.5000 165.14611 1809.7600 142.31676 82 1
#> 18 311.6634 276.5993 452.6889 187.42520 288.2267 63.59413 2 1
#> 19 388.4359 279.0678 711.3237 316.66568 843.3040 194.31063 1 1
#> 20 205.0880 260.2174 537.8044 101.87050 555.7760 34.27005 8 1
#> 21 205.9789 223.4059 309.5920 111.87419 247.7702 34.83907 12 1
#> 22 637.8199 178.4903 1346.1020 152.83484 1443.7595 62.75235 34 1
#> 23 304.3445 211.6368 638.2543 174.02642 679.2341 71.00378 14 1
#> AREAUSED
#> 1 2757613
#> 2 1837124
#> 3 5930088
#> 4 1428579
#> 5 1283969
#> 6 2671802
#> 7 1720074
#> 8 2616954
#> 9 3440445
#> 10 1681849
#> 11 4459826
#> 12 2021729
#> 13 1350969
#> 14 1617318
#> 15 3158807
#> 16 6714319
#> 17 2701941
#> 18 1336034
#> 19 1435352
#> 20 1536038
#> 21 3072988
#> 22 5096959
#> 23 2729653
#>
# }