Imputation of a sigle variable (y) by a regression model using a primary explanatory variable (x1) and a secondary explanatory variable (x2) for cases where the primary is missing.
ImputeRegression2.Rd
Imputation of a sigle variable (y) by a regression model using a primary explanatory variable (x1) and a secondary explanatory variable (x2) for cases where the primary is missing.
Usage
ImputeRegression2(
data,
idName = names(data)[1],
strataName = NULL,
x1Name = names(data)[3],
x2Name = names(data)[4],
yName = names(data)[5],
method1 = "ordinary",
method2 = "ordinary",
limitModel = 2.5,
limitIterate = 4.5,
limitImpute = 50,
returnSameType = TRUE
)
ImputeRegression2NewNames(
...,
oldNames = c("yImputed", "Ntotal", "nImputedTotal", "AnImputedTotal", "BnImputedTotal",
"estimateTotal", "AyHat", "ByHat", "AestimateOrig", "cvTotal"),
newNames = c("estimate", "N", "nImputed", "AnImputed", "BnImputed", "estimate",
"AestimateYHat", "BestimateYHat", "y", "cv")
)
ImputeRegression2Tall(..., iD = TalliD())
ImputeRegression2TallSmall(
...,
iD = TalliD(),
keep = c("ID", "estimate", "cv", "nImputed")
)
ImputeRegression2Wide(
...,
addName = WideAddName(),
sep = WideSep(),
idNames = c("", "strata", ""),
addLast = FALSE
)
ImputeRegression2WideSmall(
...,
keep = c("id", "strata", "estimate", "cv", "nImputed"),
addName = WideAddName(),
sep = WideSep(),
idNames = c("", "strata", ""),
addLast = FALSE
)
Arguments
- data
Input data set of class data.frame
- idName
Name of id-variable(s)
- strataName
Name of starta-variable. Single strata when NULL (default)
- x1Name
Name of x1-variable
- x2Name
Name of x2-variable
- yName
Name of y-variable
- method1
The method (model and weight) coded as a string: "ordinary" (default), "ratio", "noconstant", "mean" or "ratioconstant". I addition "ratio2" and "ratioconstant2" are alternatives where the weights are based on the other x-variable (x1<->x2).
- method2
Similar to method2 above.
- limitModel
Studentized residuals limit. Above limit -> group 2.
- limitIterate
Studentized residuals limit for iterative calculation of studentized residuals.
- limitImpute
Studentized residuals limit. Above limit -> group 3.
- returnSameType
When TRUE (default) and when the type of input y variable(s) is integer, the output type of yImputed/estimate/estimateTotal is also integer. Estimates/sums are then calculated from rounded imputed values.
Value
Output of the alternative variants of the function
are constructed similar
to the variants of ImputeRegression
.
Output of ImputeRegression2
and ImputeRegression2NewNames
(using the names after
or
below) is a list of three data sets. micro has as many rows as input, aggregates has one row for each strata
and total has a single row. Variables from the two imputations are named using "A" and "B".
The individual variables (dropping "A" and "B") are:
micro
consists of the following elements:
- id
id from input
- x1
The input x1 variable
- x2
The input x2 variable
- strata
The input strata variable (can be NULL)
- category123
The three imputation groups: representative (1), correct but not representative (2), wrong (3).
- yHat or estimateYHat
Fitted values
- yImputed or estimate
Imputed y-data
- rStud
The final studentized residuals
- dffits
The final DFFITS statistic
- hii
The final leverages (diagonal elements of hat matrix)
- leaveOutResid
The final outside-model residual
aggregates
consists of the following elements:
- N
Number of observations in each strata
- nImputed
Number of imputed observations in each strata
- estimate
Total estimates from imputed data
- cv
Coefficient of variation = seEstimate/estimate
- estimateYhat
Totale estimate based on model fits
- estimateOrig or y
Estimate based on original data with missing set to zero
- coef
The final first model coefficient
- coefB
The final second model coefficient or zeros when only one coefficient in model.
- n
The final number of observations in model.
- sigmaHat
The final square root of the estimated variance parameter
- seEstimate
The final standard error estimate of the total estimate from imputed data
- seRobust
Robust variant of seEstimate (experimental)
total
consists of the following elements:
- Ntotal or N
Number of observations
- nImputedTotal or nImputed
Total number of imputed observations
- estimateTotal or estimate
Total estimate for all strata
- cvTotal or cv
Total cv for all strata
Details
Imputations are initially performed by running method1 using x1 within each strata. Division into three groups are based on studentized residuals. Calculations of studentized residuals are performed by iterativily throwing out observations from the model fitting. Missing imputed values caused by missing x1-values are thereafter imputed by running method2 using x2 within each strata. Combined estimates of seRobust,seEStimate and cv are calculated.
Examples
rateData <- KostraData("rateData") # Real Kostra data set
w <- rateData$data[, c(17,19,3,16,5)] # Data with id, strata, x1, x2 and y
w <- w[is.finite(w[,"Ny.kostragruppe"]), ] # Remove Longyearbyen
ImputeRegression2(w, strataName = names(w)[2]) # Works without combining strata
#> $micro
#> id x1 x2 y strata Acategory123 AyHat ArStud
#> 1 101 9020 30544 2792 13 1 10748.81331 -1.196516910
#> 2 104 12815 32182 11319 13 1 15665.78336 -0.643509827
#> 3 105 31417 54678 32854 13 1 39767.35831 -1.039442347
#> 4 106 38167 78967 42362 13 1 48512.95723 -0.934755383
#> 5 111 2790 4511 3278 3 1 2147.77512 0.774135971
#> 6 118 1025 1404 853 5 1 572.03785 0.978411840
#> 7 119 1900 3610 1531 1 1 1582.43251 -0.086108079
#> 8 121 0 672 103 4 1 89.75606 0.055095415
#> 9 122 3169 5343 2226 10 1 2583.07241 -0.269268009
#> 10 123 2537 5736 2512 11 1 2654.97347 -0.051624838
#> 11 124 7549 15615 6721 8 1 6798.45526 -0.020315373
#> 12 125 4150 11396 10538 10 2 3147.46644 5.326460492
#> 13 127 0 3742 0 2 1 208.42510 -0.344725724
#> 14 128 0 8084 474 11 1 1098.26069 -0.229638517
#> 15 135 3520 7357 1507 7 1 3429.51899 -0.853550981
#> 16 136 7946 15458 5491 7 1 7397.15522 -0.858974643
#> 17 137 1298 5186 331 1 1 1108.58354 -1.361136332
#> 18 138 500 5382 811 1 1 480.45815 0.551533322
#> 19 211 11929 16732 9867 7 1 10967.66926 -0.536966724
#> 20 213 21799 30261 22914 13 1 27305.85160 -0.649268679
#> 21 214 6209 18992 9635 7 1 5840.04177 1.767072793
#> 22 215 4350 15695 7751 8 1 5558.59059 0.585996292
#> 23 216 13678 18623 10648 7 1 12535.53998 -1.004817970
#> 24 217 11582 26792 14146 13 1 14068.25396 0.011462943
#> 25 219 74171 122348 97383 13 1 95161.33399 0.409389859
#> 26 220 38503 60106 53067 13 1 48948.29370 0.622778324
#> 27 221 NA 15914 0 7 0 NA NA
#> 28 226 2658 17443 4400 7 1 2656.78911 0.776707992
#> 29 227 1470 11374 1353 7 1 1591.82032 -0.106512250
#> 30 228 7754 17426 11010 7 1 7225.03906 1.787647629
#> 31 229 7585 10870 2809 7 1 7073.54097 -2.048376600
#> 32 230 22511 36368 23871 13 1 28228.35033 -0.644303456
#> 33 231 25607 52522 41227 13 1 32239.66503 1.354121939
#> 34 233 9175 22857 9878 13 1 10949.63817 -0.158427582
#> 35 234 NA 6323 400 7 0 NA NA
#> 36 235 20951 34189 23717 13 1 26207.14525 -0.366755467
#> 37 236 3425 20783 112 7 1 3344.35734 -1.479371852
#> 38 237 10788 23811 13445 13 1 13039.51240 0.059830256
#> 39 238 3320 12267 4830 7 1 3250.23131 0.698634380
#> 40 239 1989 2837 1245 2 1 1105.59128 0.224712912
#> 41 301 180117 658390 455113 15 1 455113.00000 NaN
#> 42 402 9400 17835 10354 8 1 7515.86367 0.773613926
#> 43 403 20296 30120 23153 13 1 25358.49824 -0.324669420
#> 44 412 6698 33597 7146 13 1 7740.32728 -0.088124736
#> 45 415 3020 7588 3649 7 1 2981.29980 0.293348980
#> 46 417 3168 20119 616 10 1 2582.49709 -1.592523908
#> 47 418 2862 5131 2657 10 1 2406.44758 0.188478619
#> 48 419 3194 7901 2904 7 1 3137.28008 -0.102194989
#> 49 420 3405 6142 1440 11 1 3187.58155 -0.631931991
#> 50 423 2958 4763 1537 2 1 1542.67224 -0.009190429
#> 51 425 3700 7456 1500 11 1 3368.59466 -0.675619400
#> 52 426 1315 3760 NA 2 3 801.57418 NA
#> 53 427 7213 21030 7919 13 1 8407.58409 -0.072390907
#> 54 428 NA 6525 10 11 0 NA NA
#> 55 429 1668 4429 0 2 1 960.79976 -1.599965576
#> 56 430 2092 2600 309 2 1 1152.05087 -1.392314267
#> 57 432 NA 1881 742 3 0 NA NA
#> 58 434 NA 1305 409 6 0 NA NA
#> 59 436 1080 1620 569 5 1 592.47786 -0.079406888
#> 60 437 2450 5580 1909 12 1 3525.49241 -0.545676534
#> 61 438 NA 2426 830 2 0 NA NA
#> 62 439 1182 1592 0 2 1 741.58268 -1.222711318
#> 63 441 2852 1956 1828 5 1 1251.01795 2.407397472
#> 64 501 19444 27476 20635 13 1 24254.60931 -0.533941373
#> 65 502 9415 30137 7666 13 1 11260.59280 -0.532944476
#> 66 511 1780 2701 1256 2 1 1011.31892 0.395052053
#> 67 512 748 2055 742 5 1 469.09451 0.952215693
#> 68 513 3100 2204 3199 3 1 2371.85484 0.563422173
#> 69 514 2030 2347 NA 3 3 1598.41840 NA
#> 70 515 2400 3664 1721 2 1 1290.97856 0.697847967
#> 71 516 4088 5741 7149 12 1 4714.47654 0.814822138
#> 72 517 5900 5935 4099 11 1 4718.52297 -0.222773686
#> 73 519 NA 3154 0 2 0 NA NA
#> 74 520 1990 4462 1576 2 1 1106.04235 0.762795708
#> 75 521 2468 5072 1535 11 1 2612.63481 -0.389928381
#> 76 522 2547 6227 5721 11 1 2661.10951 1.121190510
#> 77 528 1405 14906 824 10 1 1568.19876 -0.581193035
#> 78 529 9760 13180 1803 7 2 9023.29443 -2.966339097
#> 79 532 2213 6629 3715 7 1 2257.87403 0.649599053
#> 80 533 NA 9044 1433 7 0 NA NA
#> 81 534 2773 13695 3384 10 1 2355.24364 0.787947439
#> 82 536 2555 5758 1961 10 1 2229.82274 -0.202491845
#> 83 538 2587 6751 445 11 1 2685.65366 -0.815220335
#> 84 540 0 3058 0 2 1 208.42510 -0.344725724
#> 85 541 3100 1321 1097 6 1 1719.99595 -0.908128975
#> 86 542 5988 6458 5303 11 1 4772.52011 0.190755541
#> 87 543 627 2168 801 2 1 491.24219 0.506434415
#> 88 544 0 3220 0 2 1 208.42510 -0.344725724
#> 89 545 0 1590 140 6 1 169.58854 -0.042618316
#> 90 602 32524 67895 56116 13 1 41201.63654 2.363576439
#> 91 604 6587 27013 0 13 1 7596.51077 -1.144304014
#> 92 605 8718 29801 15997 13 1 10357.52873 0.841071903
#> 93 612 1548 6767 2624 8 1 4472.59471 -0.520895806
#> 94 615 2570 1074 1145 5 1 1146.21642 -0.004270220
#> 95 616 2915 3422 1726 2 1 1523.27649 0.328761519
#> 96 617 5800 4578 2957 2 1 2824.59597 0.235505110
#> 97 618 2795 2422 1291 2 1 1469.14882 -0.288440938
#> 98 619 2295 4711 690 3 1 1789.97042 -0.754550318
#> 99 620 3090 4497 1208 3 1 2364.62646 -0.793553187
#> 100 621 NA 3512 106 2 0 NA NA
#> 101 622 0 2275 260 1 1 86.89588 0.296713606
#> 102 623 4507 13794 3835 10 1 3352.85753 0.377614470
#> 103 624 6000 18205 7781 7 1 5652.68615 0.946923542
#> 104 625 NA 24431 5406 13 0 NA NA
#> 105 626 7678 25731 20942 13 1 9010.05868 1.838019528
#> 106 627 NA 21492 4783 13 0 NA NA
#> 107 628 NA 9413 16 7 0 NA NA
#> 108 631 NA 2699 1216 1 0 NA NA
#> 109 632 NA 1404 304 6 0 NA NA
#> 110 633 2119 2548 1873 6 1 1229.36703 0.914310164
#> 111 701 8577 27178 2934 13 1 10174.84289 -1.086182533
#> 112 702 3099 10741 2043 7 1 3052.11843 -0.444158131
#> 113 704 29223 42276 29885 13 1 36924.71476 -1.055657148
#> 114 706 8211 45820 20503 13 1 9700.63708 1.650583403
#> 115 709 13787 43867 14068 13 1 16925.14960 -0.421509470
#> 116 711 3855 6604 781 7 1 3729.82584 -1.335873904
#> 117 713 5900 9297 2501 10 1 4154.28554 -1.527447459
#> 118 714 2027 3163 2201 2 1 1122.73171 1.810270752
#> 119 716 8200 9361 3876 8 1 7050.76907 -0.855726764
#> 120 719 3240 5937 1232 10 1 2623.92050 -1.085888715
#> 121 720 4608 11657 2907 7 1 4404.84394 -0.658488343
#> 122 722 8382 21621 7164 13 1 9922.19225 -0.408850526
#> 123 723 1831 4971 1143 1 1 1528.12092 -0.652808885
#> 124 728 744 2474 0 1 1 672.51654 -1.157841930
#> 125 805 19328 35955 12781 13 1 24104.31458 -1.723815224
#> 126 806 9200 53952 72675 13 2 10982.02928 8.927150667
#> 127 807 5450 12717 9812 11 1 4442.40127 2.020070204
#> 128 811 0 2335 106 1 1 86.89588 0.032627891
#> 129 814 3317 14088 6103 8 1 5158.22166 0.254029992
#> 130 815 5716 10607 4926 11 1 4605.61988 0.115121866
#> 131 817 2743 4136 1600 2 1 1445.69350 0.249643614
#> 132 819 5575 6534 2033 11 1 4519.10175 -0.901627902
#> 133 821 0 6101 265 11 1 1098.26069 -0.306671109
#> 134 822 540 4338 447 1 1 511.94313 -0.106867681
#> 135 826 4697 5940 3801 12 1 5156.53475 -0.443490253
#> 136 827 NA 1613 0 5 0 NA NA
#> 137 828 1025 2991 1015 2 1 670.76564 0.559978004
#> 138 829 2700 2448 2806 2 1 1426.29775 2.391312245
#> 139 830 0 1443 377 5 1 191.11032 0.655589913
#> 140 831 1150 1323 1587 6 1 744.73968 1.206010022
#> 141 833 2100 2246 2287 3 1 1649.01705 0.434710645
#> 142 834 12410 3727 0 3 2 9101.47464 -3.704065472
#> 143 901 5494 6920 2037 11 1 4469.39984 -0.881709624
#> 144 904 10391 22550 8696 13 1 12525.14162 -0.567401007
#> 145 906 65832 44313 23978 13 2 84356.95632 -7.857332654
#> 146 911 546 2473 0 2 1 454.70601 -0.747412101
#> 147 912 2000 2036 2438 1 1 1661.14496 1.415414327
#> 148 914 0 6014 370 10 1 759.86685 -0.331204530
#> 149 919 9886 5618 11348 11 1 7164.34763 1.582630969
#> 150 926 9036 10577 4156 11 1 6642.78442 -0.916133484
#> 151 928 2341 5147 387 2 1 1264.36579 -1.453143735
#> 152 929 2835 1847 1072 6 1 1587.46113 -0.740984405
#> 153 935 1916 1317 NA 5 3 903.16607 NA
#> 154 937 275 3582 1088 1 1 303.35513 1.415085491
#> 155 938 NA 1204 784 6 0 NA NA
#> 156 940 3000 1242 3053 6 1 1669.98281 2.121006561
#> 157 941 0 945 4103 16 1 2243.48522 1.349056532
#> 158 1001 61868 88447 78937 13 1 79221.02238 -0.047232377
#> 159 1002 9039 15529 14448 8 1 7375.94771 2.133307407
#> 160 1003 12099 9705 11708 11 1 8522.25279 1.223764008
#> 161 1004 5010 9096 6981 11 1 4172.41561 1.020951397
#> 162 1014 7426 14308 6404 8 1 6750.78306 -0.090916987
#> 163 1017 3800 6419 3191 10 1 2946.10262 0.186411216
#> 164 1018 2606 11260 1007 7 1 2610.17431 -0.713217014
#> 165 1021 2003 2290 1879 4 2 802.36788 3.972409452
#> 166 1026 1355 942 696 6 1 847.26662 -0.211505928
#> 167 1027 440 1750 455 4 1 246.29585 0.890172747
#> 168 1029 2220 4943 1512 2 1 1209.78705 0.488502979
#> 169 1032 1200 8497 8749 11 1 1834.58522 2.730511738
#> 170 1034 NA 1702 45 5 0 NA NA
#> 171 1037 3895 5981 863 12 1 4574.38257 -1.289354070
#> 172 1046 1400 1832 739 16 1 1939.48509 -0.695504281
#> 173 1101 4631 14942 5848 10 1 3424.19786 2.161053431
#> 174 1102 26391 74820 47888 13 1 33255.45015 2.292617596
#> 175 1103 60935 132644 138672 14 1 128174.84958 NaN
#> 176 1106 13610 36951 28370 13 1 16695.82057 1.784205231
#> 177 1111 612 3313 0 1 1 568.61610 -0.968204722
#> 178 1112 NA 3243 5084 2 0 NA NA
#> 179 1114 NA 2825 566 2 0 NA NA
#> 180 1119 0 18591 0 7 1 274.05591 -0.125436304
#> 181 1120 7170 18970 7220 7 1 6701.51905 0.228341965
#> 182 1121 6580 18572 6665 8 1 6422.89137 0.063307913
#> 183 1122 4195 11853 5484 8 1 5498.51587 -0.003845774
#> 184 1124 22700 26096 22687 13 1 28473.22710 -0.858986911
#> 185 1127 6432 10737 11144 8 1 6365.52971 1.315063613
#> 186 1129 89 1238 1386 16 1 2224.15949 -0.536159181
#> 187 1130 4168 12464 2357 8 1 5488.05124 -0.848250918
#> 188 1133 1790 2737 2196 3 1 1424.93733 0.529171353
#> 189 1134 2803 3903 4214 16 1 1634.83354 2.042158334
#> 190 1135 5988 4710 7117 3 1 4459.41037 2.232478175
#> 191 1141 NA 3221 0 2 0 NA NA
#> 192 1142 4050 4856 1491 2 1 2035.23407 -0.910297227
#> 193 1144 NA 524 178 4 0 NA NA
#> 194 1145 NA 865 15 5 0 NA NA
#> 195 1146 8550 10925 5125 12 1 7953.33320 -0.949421751
#> 196 1149 8354 42187 13044 13 1 9885.91421 0.468440567
#> 197 1151 450 200 563 4 1 249.85357 1.440883528
#> 198 1160 10516 8788 2689 11 1 7550.91801 -1.871854829
#> 199 1201 94310 277391 205308 14 1 209010.03821 0.000000000
#> 200 1211 651 4106 674 1 1 599.31396 0.122378958
#> 201 1216 1900 5593 1531 11 1 2264.10787 -0.265802464
#> 202 1219 2975 11778 262 11 1 2923.73193 -0.970006152
#> 203 1221 11300 18775 6421 8 1 8252.26344 -0.515473243
#> 204 1222 497 3140 0 3 1 490.30807 -0.350098513
#> 205 1223 2200 2797 169 2 1 1200.76577 -1.726430964
#> 206 1224 NA 13271 829 11 0 NA NA
#> 207 1227 0 1104 0 6 1 169.58854 -0.244497750
#> 208 1228 6398 6930 6358 12 1 6391.24904 -0.010719518
#> 209 1231 600 3401 1092 2 1 479.06346 1.012604922
#> 210 1232 2207 925 1371 16 1 1764.25073 -0.225128902
#> 211 1233 NA 1116 633 6 0 NA NA
#> 212 1234 NA 920 25 5 0 NA NA
#> 213 1235 11331 14425 8113 11 1 8051.00509 0.023154862
#> 214 1238 7310 8475 5161 11 1 5583.70430 -0.152614389
#> 215 1241 NA 3876 1435 2 0 NA NA
#> 216 1242 440 2443 572 3 1 449.10632 0.087759994
#> 217 1243 12075 19742 2162 8 1 8552.63703 -2.056341475
#> 218 1244 3200 5118 2002 3 1 2444.13862 -0.299777376
#> 219 1245 3658 6975 0 8 1 5290.38604 -1.508952734
#> 220 1246 NA 24870 7228 13 0 NA NA
#> 221 1247 10257 28380 9927 13 1 12351.52529 -0.358471241
#> 222 1251 4911 4125 4074 3 1 3680.91407 0.278593027
#> 223 1252 2520 381 0 16 1 1696.28499 -1.088207486
#> 224 1253 1874 7957 846 10 1 1838.02628 -0.768739608
#> 225 1256 NA 7812 0 8 0 NA NA
#> 226 1259 1121 4852 2720 3 1 941.35885 1.281586251
#> 227 1260 3956 5077 2169 10 1 3035.85335 -0.671202789
#> 228 1263 11486 15607 8647 12 1 10084.50378 -0.490084794
#> 229 1264 2248 2858 4004 2 2 1222.41684 4.428069688
#> 230 1265 1471 576 1303 5 1 737.78778 2.178790188
#> 231 1266 2700 1701 1542 6 1 1519.94338 0.031300694
#> 232 1401 4017 11923 14126 11 2 3563.10706 3.750484069
#> 233 1411 0 2370 0 5 1 191.11032 -0.674518094
#> 234 1412 1019 785 658 5 1 569.80803 0.299167596
#> 235 1413 1568 1395 387 4 1 647.60695 -1.171072916
#> 236 1416 NA 4161 12094 3 0 NA NA
#> 237 1417 2019 2689 0 3 1 1590.46719 -1.111402650
#> 238 1418 2645 1294 1048 5 1 1174.08917 -0.447375232
#> 239 1419 NA 2298 2397 2 0 NA NA
#> 240 1420 NA 7839 397 8 0 NA NA
#> 241 1421 2570 1764 0 16 1 1685.42784 -1.087181890
#> 242 1422 3726 2172 0 6 2 2033.07823 -2.660967804
#> 243 1424 5950 5359 8456 12 1 6066.05680 0.789404253
#> 244 1426 2999 5093 11700 12 1 3923.99808 3.672392053
#> 245 1428 NA 3023 0 1 0 NA NA
#> 246 1429 2277 2830 1079 2 1 1235.49770 -0.252433029
#> 247 1430 NA 2942 285 2 0 NA NA
#> 248 1431 0 3020 NA 2 3 208.42510 NA
#> 249 1432 11500 12900 5772 8 1 8329.77921 -0.730185954
#> 250 1433 1200 2840 94 2 1 749.70183 -1.076304534
#> 251 1438 3506 3846 758 6 1 1923.04931 -1.794255153
#> 252 1439 NA 6046 1895 11 0 NA NA
#> 253 1441 NA 2774 0 1 0 NA NA
#> 254 1443 2800 6015 3038 11 1 2816.35126 0.079945510
#> 255 1444 2500 1200 0 4 2 979.18669 -3.446062160
#> 256 1445 6639 5784 8526 11 1 5171.97616 1.229064547
#> 257 1449 1307 7168 2281 10 1 1511.81689 0.603641889
#> 258 1502 18879 26732 24205 13 1 23522.57029 0.100328819
#> 259 1504 15204 46747 22851 13 1 18761.07755 0.604324458
#> 260 1505 9913 24526 7486 13 1 11905.82365 -0.656105810
#> 261 1511 1856 3256 1064 2 1 1045.59978 0.029643093
#> 262 1514 NA 2559 405 1 0 NA NA
#> 263 1515 NA 8972 3423 8 0 NA NA
#> 264 1516 11028 8430 5817 11 1 7865.08314 -0.767377430
#> 265 1517 NA 5189 1780 10 0 NA NA
#> 266 1519 2000 9037 932 11 1 2325.46824 -0.506051759
#> 267 1520 2350 10677 3974 10 1 2111.88108 1.499243465
#> 268 1523 2262 2310 3098 1 1 1867.37159 2.697761412
#> 269 1524 880 1652 601 6 1 609.70419 -0.012225551
#> 270 1525 NA 4598 461 2 0 NA NA
#> 271 1526 2450 1020 NA 5 3 1101.62003 NA
#> 272 1528 3045 7675 3714 7 1 3003.71076 0.312078782
#> 273 1529 2470 4620 3436 1 2 2031.09350 2.082202039
#> 274 1531 3000 8952 2024 7 1 2963.37103 -0.413526341
#> 275 1532 6968 8094 2111 11 1 5373.85181 -1.195909568
#> 276 1534 0 9200 1115 10 1 759.86685 0.301521203
#> 277 1535 6015 6611 2432 11 1 4789.08741 -0.854598610
#> 278 1539 4844 7492 3288 11 1 4070.55738 -0.281270285
#> 279 1543 NA 2970 554 2 0 NA NA
#> 280 1545 0 2088 0 4 1 89.75606 -0.377080789
#> 281 1546 3118 1270 0 5 2 1349.87329 -4.200727576
#> 282 1547 0 3518 1770 16 1 2243.48522 -0.303188031
#> 283 1548 3000 9717 1287 10 1 2485.84246 -0.924856938
#> 284 1551 6287 3467 2093 1 2 5035.54787 -2.710916335
#> 285 1554 1825 5826 1862 11 1 2218.08758 -0.129080587
#> 286 1557 3745 2593 1061 2 1 1897.65957 -1.409521950
#> 287 1560 1500 3103 980 2 1 885.02101 0.153265635
#> 288 1563 5193 7160 7244 12 1 5516.56901 0.565959035
#> 289 1566 2100 5969 5687 11 1 2386.82862 1.214998748
#> 290 1567 0 2036 0 2 1 208.42510 -0.344725724
#> 291 1571 1715 1547 958 5 1 828.46711 0.442817680
#> 292 1573 1890 2141 1105 6 1 1114.83693 -0.013754969
#> 293 1576 3730 3536 1765 3 1 2827.24264 -0.733070477
#> 294 1601 42752 187353 77340 14 1 84135.11221 NaN
#> 295 1612 5078 4260 3297 2 1 2498.92780 1.403398823
#> 296 1613 342 978 NA 5 3 318.21004 NA
#> 297 1617 NA 4622 14 3 0 NA NA
#> 298 1620 2044 4799 3938 3 1 1608.53813 1.684870390
#> 299 1621 3545 5209 5014 8 1 5246.58963 -0.062186509
#> 300 1622 3300 1733 1070 4 1 1263.80450 -1.335810220
#> 301 1624 920 6644 388 11 1 1662.77616 -0.466090908
#> 302 1627 3179 4779 2042 2 1 1642.35738 0.653085776
#> 303 1630 NA 3272 2 2 0 NA NA
#> 304 1632 NA 961 0 5 0 NA NA
#> 305 1633 1082 976 564 5 1 593.22114 -0.098841544
#> 306 1634 2885 6886 5541 11 1 2868.50759 0.974358557
#> 307 1635 3842 2562 1462 2 1 1941.41277 -0.795661587
#> 308 1636 0 3954 0 2 1 208.42510 -0.344725724
#> 309 1638 4098 11779 7918 7 1 3947.66037 1.856295972
#> 310 1640 382 5635 0 11 1 1332.65733 -0.489573498
#> 311 1644 0 2031 1926 2 1 208.42510 3.194611383
#> 312 1648 3715 6298 5310 10 1 2897.19997 2.059192391
#> 313 1653 9611 16096 12273 7 1 8889.72511 1.628103762
#> 314 1657 2500 7755 1835 7 1 2515.15185 -0.300178113
#> 315 1662 2549 6067 2014 11 1 2662.33672 -0.234233913
#> 316 1663 7560 13738 14395 8 1 6802.71862 2.296259335
#> 317 1664 3236 4132 2009 1 1 2634.03090 -1.396511589
#> 318 1665 3000 851 3413 6 1 1669.98281 2.795091933
#> 319 1702 0 21781 2123 13 1 -937.89813 0.460690095
#> 320 1703 11596 13010 9687 11 1 8213.61009 0.554241672
#> 321 1711 NA 2523 3978 3 0 NA NA
#> 322 1714 20710 23308 23850 13 1 25894.89498 -0.300999009
#> 323 1717 200 2631 0 1 1 244.32079 -0.413028263
#> 324 1718 2225 3531 1291 4 1 881.34932 2.490591373
#> 325 1719 13987 19610 25837 8 2 9293.68775 3.757463961
#> 326 1721 500 14885 3302 8 1 4066.41210 -0.221527185
#> 327 1724 0 2527 473 2 1 208.42510 0.438013900
#> 328 1725 NA 1622 0 5 0 NA NA
#> 329 1736 0 2139 0 3 1 131.05769 -0.095952920
#> 330 1738 4410 1375 1379 5 1 1830.02780 -2.262233446
#> 331 1739 1586 469 297 6 1 962.79698 -0.943016028
#> 332 1740 2412 867 0 6 1 1375.90553 -2.067959012
#> 333 1742 2841 2466 3258 6 1 1590.46192 2.628083129
#> 334 1743 NA 1250 0 5 0 NA NA
#> 335 1744 1916 3825 331 2 1 1072.66361 -1.217822154
#> 336 1748 288 633 85 4 1 192.21847 -0.442751084
#> 337 1749 1768 1103 405 5 1 848.16386 -1.627479697
#> 338 1750 4056 4387 5225 3 1 3062.88776 1.568645115
#> 339 1751 NA 5126 607 11 0 NA NA
#> 340 1755 NA 562 0 5 0 NA NA
#> 341 1756 800 6769 132 11 1 1589.14371 -0.533701376
#> 342 1804 15263 50488 32268 13 1 18837.52057 2.076988709
#> 343 1805 10530 18787 13906 11 1 7559.50846 2.518935900
#> 344 1811 0 1465 0 5 1 191.11032 -0.674518094
#> 345 1812 2200 2031 1226 3 1 1721.30083 -0.336477389
#> 346 1813 2920 7962 5188 11 1 2889.98372 0.835257008
#> 347 1815 0 1244 NA 6 3 169.58854 NA
#> 348 1816 112 507 NA 4 3 129.60255 NA
#> 349 1818 NA 1743 NA 2 0 NA NA
#> 350 1820 5845 7437 5115 12 1 5989.83987 -0.283230154
#> 351 1822 900 2216 594 2 1 614.38265 -0.033074344
#> 352 1824 11200 13427 8888 12 1 9876.90338 -0.333626151
#> 353 1825 NA 1462 22 5 0 NA NA
#> 354 1826 1955 1465 1127 6 1 1147.34547 -0.028465628
#> 355 1827 NA 1402 NA 5 0 NA NA
#> 356 1828 0 1838 354 6 1 169.58854 0.265914908
#> 357 1832 3716 4486 1770 3 1 2817.12291 -0.722180702
#> 358 1833 10751 26039 20207 13 1 12991.57356 1.079665072
#> 359 1834 1260 1923 NA 4 3 538.02910 NA
#> 360 1835 1770 478 NA 5 3 848.90713 NA
#> 361 1836 0 1268 14 5 1 191.11032 -0.623854815
#> 362 1837 2315 6471 2027 12 1 3427.49921 -0.472552667
#> 363 1838 0 2043 744 6 1 169.58854 0.836626326
#> 364 1839 0 1034 0 6 1 169.58854 -0.244497750
#> 365 1840 NA 4700 NA 2 0 NA NA
#> 366 1841 6132 9604 8214 12 1 6198.16615 0.660989839
#> 367 1845 NA 1963 NA 6 0 NA NA
#> 368 1848 5800 2543 2327 3 1 4323.51687 -1.571801989
#> 369 1849 NA 1824 NA 6 0 NA NA
#> 370 1850 NA 1974 NA 6 0 NA NA
#> 371 1851 NA 2144 1529 5 0 NA NA
#> 372 1852 NA 1283 NA 5 0 NA NA
#> 373 1853 NA 1400 NA 6 0 NA NA
#> 374 1854 950 2556 NA 2 3 636.93584 NA
#> 375 1856 1850 551 22 6 1 1094.83167 -1.557236431
#> 376 1857 320 765 0 4 1 203.60318 -0.871521670
#> 377 1859 500 1336 147 5 1 376.92863 -0.800466879
#> 378 1860 11380 11198 1959 11 1 8081.07167 -2.445477691
#> 379 1865 18065 9350 2793 11 2 12183.01292 -2.919279132
#> 380 1866 5210 8082 4907 11 1 4295.13637 0.219848063
#> 381 1867 NA 2632 NA 5 0 NA NA
#> 382 1868 3321 4529 2105 2 1 1706.40846 0.652831144
#> 383 1870 NA 10214 9559 11 0 NA NA
#> 384 1871 NA 4980 3177 11 0 NA NA
#> 385 1874 NA 1062 0 5 0 NA NA
#> 386 1902 31859 73480 31866 13 1 40340.03309 -1.283526393
#> 387 1903 14981 24695 15689 13 1 18472.14888 -0.410295681
#> 388 1911 3750 3029 4104 6 2 2045.08138 2.691861729
#> 389 1913 4000 3041 2090 2 1 2012.68087 0.127796939
#> 390 1917 1500 1403 891 6 1 919.78568 -0.040201563
#> 391 1919 NA 1137 0 5 0 NA NA
#> 392 1920 NA 1051 0 6 0 NA NA
#> 393 1922 5030 4019 NA 3 3 3766.93177 NA
#> 394 1923 2164 2230 3622 16 1 1773.58788 1.163075503
#> 395 1924 5475 6741 5510 11 1 4457.74137 0.378583965
#> 396 1925 3650 3452 NA 2 3 1854.80849 NA
#> 397 1926 0 1158 146 5 1 191.11032 -0.157120016
#> 398 1927 0 1543 0 5 1 191.11032 -0.674518094
#> 399 1928 0 913 0 4 1 89.75606 -0.377080789
#> 400 1929 NA 915 225 5 0 NA NA
#> 401 1931 5837 11618 1766 12 1 5984.03286 -1.470273267
#> 402 1933 1800 5701 712 11 1 2202.74749 -0.542253051
#> 403 1936 1898 2282 997 6 1 1118.83798 -0.170456256
#> 404 1938 2500 2861 591 6 1 1419.91710 -1.196918928
#> 405 1939 1200 1865 1061 6 1 769.74625 0.408486346
#> 406 1940 0 2150 595 6 1 169.58854 0.616474509
#> 407 1941 2023 2920 629 3 1 1593.35854 -0.661651000
#> 408 1942 2560 4895 969 3 1 1981.52243 -0.691876211
#> 409 1943 0 1231 0 6 1 169.58854 -0.244497750
#> 410 2002 3910 2137 8367 3 2 2957.35345 3.546111875
#> 411 2003 NA 6160 1913 12 0 NA NA
#> 412 2004 19291 10455 17871 12 1 15749.96236 1.149653767
#> 413 2011 NA 2956 1708 3 0 NA NA
#> 414 2012 2649 20097 14343 12 2 3669.94164 3.267157228
#> 415 2014 0 951 0 6 1 169.58854 -0.244497750
#> 416 2015 0 1054 24 6 1 169.58854 -0.209843467
#> 417 2017 1600 1035 530 6 1 969.79882 -0.617948942
#> 418 2018 1572 1215 653 6 1 955.79514 -0.424070942
#> 419 2019 NA 3276 2742 3 0 NA NA
#> 420 2020 3790 3978 0 3 1 2870.61291 -2.166273860
#> 421 2021 3262 2668 4038 3 1 2488.95456 1.077200121
#> 422 2022 2011 1318 1667 6 1 1175.35283 0.693577895
#> 423 2023 2904 1139 1569 6 1 1621.97019 -0.075661117
#> 424 2024 1820 1000 1048 6 1 1079.82773 -0.044483724
#> 425 2025 2450 2922 NA 6 3 1394.91053 NA
#> 426 2027 400 959 NA 16 3 2156.62804 NA
#> 427 2028 NA 2211 NA 3 0 NA NA
#> 428 2030 NA 10227 19083 12 0 NA NA
#> Adffits Ahii AleaveOutResid Bcategory123 ByHat
#> 1 -0.222850850 0.03352595 -8232.826650 1 15278.87026
#> 2 -0.106643641 0.02672964 -4466.162258 1 16641.90342
#> 3 -0.215534324 0.04122392 -7210.607818 1 35361.55788
#> 4 -0.248724570 0.06611995 -6586.453189 1 55573.22604
#> 5 0.161430995 0.04167284 1179.372692 1 2028.34305
#> 6 0.233351278 0.05382083 296.943917 1 389.27639
#> 7 -0.031702547 0.11936971 -58.404204 1 875.35126
#> 8 0.024418298 0.16417758 15.845405 1 157.72102
#> 9 -0.065019482 0.05509422 -377.892083 1 2308.20823
#> 10 -0.009529643 0.03295215 -147.845292 1 2242.75581
#> 11 -0.005073573 0.05870868 -82.286170 1 6903.42535
#> 12 NaN NaN 7390.533563 2 2098.11927
#> 13 -0.095811510 0.07170876 -224.525547 1 1100.51372
#> 14 -0.061608844 0.06714458 -669.193401 1 3980.55545
#> 15 -0.186740328 0.04567852 -2014.540196 1 1585.60406
#> 16 -0.241584790 0.07330214 -2056.932798 1 5762.94798
#> 17 -0.375277475 0.07064530 -836.691882 1 830.25856
#> 18 0.175046379 0.09151275 363.837627 1 824.65059
#> 19 -0.288738435 0.22429157 -1418.921372 1 6419.89602
#> 20 -0.101409614 0.02381451 -4498.992926 1 15043.37674
#> 21 0.383008951 0.04487152 3973.243706 1 7585.28267
#> 22 0.165847262 0.07415891 2368.019126 1 6937.32298
#> 23 -0.702557448 0.32834741 -2810.292108 1 7395.00494
#> 24 0.001966015 0.02857528 80.033005 1 12156.70883
#> 25 0.317483378 0.37554877 3557.789483 1 91671.96937
#> 26 0.167732567 0.06763243 4417.470548 1 39878.37350
#> 27 NaN NaN NA 1 5998.08794
#> 28 0.191782247 0.05746442 1849.490803 1 6786.52873
#> 29 -0.032019063 0.08287905 -260.402209 1 3657.00148
#> 30 0.486827428 0.06904244 4065.664325 1 6777.76254
#> 31 -0.542402350 0.06552277 -4563.557920 1 3397.10995
#> 32 -0.101842100 0.02437566 -4466.217329 1 20125.21039
#> 33 0.230539084 0.02816855 9247.833039 1 33567.48004
#> 34 -0.029350852 0.03318363 -1108.419551 1 8882.26714
#> 35 NaN NaN NA 1 1052.41389
#> 36 -0.056644100 0.02329798 -2549.544482 1 18311.99350
#> 37 -0.327443037 0.04670303 -3390.713947 2 8508.82581
#> 38 0.010512617 0.02994848 418.006252 1 9676.12162
#> 39 0.156727528 0.04791446 1659.271806 1 4117.48391
#> 40 0.035530271 0.02439030 142.893944 1 892.80012
#> 41 NaN 1.00000000 NaN 1 455113.00000
#> 42 0.251924783 0.09587826 3139.108602 1 7844.08453
#> 43 -0.049828026 0.02301197 -2257.446539 1 14926.04605
#> 44 -0.017827145 0.03931419 -618.648964 1 17819.37102
#> 45 0.068587741 0.05183326 704.201248 1 1704.72102
#> 46 -0.384485296 0.05507864 -2081.122488 1 1795.35933
#> 47 0.044425676 0.05263346 264.472527 1 2315.56638
#> 48 -0.023315978 0.04947780 -245.423070 1 1866.12191
#> 49 -0.104556150 0.02664584 -1795.422074 1 2543.24416
#> 50 -0.001768187 0.03569435 -5.882205 1 1334.85139
#> 51 -0.108470502 0.02512849 -1916.759955 1 3515.76066
#> 52 NaN NaN NA 2 1104.64504
#> 53 -0.014372560 0.03792362 -507.843346 1 7361.96092
#> 54 NaN NaN NA 1 2826.70978
#> 55 -0.259382597 0.02560906 -986.051610 1 1258.19244
#> 56 -0.220756166 0.02452270 -864.244477 1 838.40440
#> 57 NaN NaN NA 1 1546.86207
#> 58 NaN NaN NA 1 648.29522
#> 59 -0.018823504 0.05320362 -24.797162 1 409.65474
#> 60 -0.206697531 0.12547880 -1848.431365 1 5041.80161
#> 61 NaN NaN NA 1 798.46830
#> 62 -0.222868101 0.03215538 -766.220798 1 607.05046
#> 63 1.022575819 0.15284711 681.083732 2 441.35441
#> 64 -0.081535219 0.02278728 -3704.013704 1 12725.88751
#> 65 -0.097933457 0.03266445 -3715.973026 1 14940.19230
#> 66 0.063133291 0.02490324 250.930055 1 861.58570
#> 67 0.241264799 0.06032469 290.425309 1 450.69449
#> 68 0.120391920 0.04366533 864.911820 1 1605.99452
#> 69 NaN NaN NA 2 1632.17391
#> 70 0.114994242 0.02643596 441.698152 1 1082.61133
#> 71 0.249785021 0.08590139 2663.305063 1 5125.19814
#> 72 -0.034804463 0.02382697 -634.644635 1 2390.03951
#> 73 NaN NaN NA 1 965.55726
#> 74 0.120608887 0.02439036 481.706653 1 1265.76653
#> 75 -0.072674960 0.03357142 -1115.069266 1 1751.31673
#> 76 0.206678264 0.03286385 3163.867344 1 2606.15429
#> 77 -0.198480934 0.10444530 -830.991966 1 1976.29336
#> 78 NaN NaN -7220.294432 1 4588.27949
#> 79 0.172315003 0.06573908 1559.656334 1 1210.20518
#> 80 NaN NaN NA 1 2455.51879
#> 81 0.186017186 0.05279072 1086.091940 1 2018.32504
#> 82 -0.048770619 0.05482918 -284.417098 1 2293.80431
#> 83 -0.149447863 0.03251427 -2315.955250 1 2993.97670
#> 84 -0.095811510 0.07170876 -224.525547 1 943.52355
#> 85 -0.277692106 0.08550893 -681.248811 1 654.38682
#> 86 0.030003559 0.02414225 543.603711 1 2777.12180
#> 87 0.111908988 0.04655631 324.883172 1 739.25271
#> 88 -0.095811510 0.07170876 -224.525547 1 980.70543
#> 89 -0.013206196 0.08760811 -32.429639 1 756.80181
#> 90 0.510615225 0.04459005 15610.433500 1 46359.85415
#> 91 -0.232427663 0.03962188 -7909.916506 1 12340.61013
#> 92 0.158292458 0.03420877 5839.223931 1 14660.59575
#> 93 -0.236272232 0.17063540 -2228.928889 1 3154.34771
#> 94 -0.001587886 0.12147627 -1.384621 1 358.14278
#> 95 0.062346878 0.03471545 210.014245 1 1027.06803
#> 96 0.117263409 0.19867127 165.230602 1 1292.39059
#> 97 -0.052628147 0.03221809 -184.079512 1 797.55023
#> 98 -0.165467282 0.04588277 -1152.867152 1 2064.95758
#> 99 -0.169322639 0.04354540 -1209.285277 1 2025.78004
#> 100 NaN NaN NA 1 1047.72463
#> 101 0.126705672 0.15423018 204.670484 1 913.54844
#> 102 0.139569123 0.12019049 548.007790 1 2014.88892
#> 103 0.200678026 0.04298231 2223.902313 1 7179.45998
#> 104 NaN NaN NA 1 10192.04382
#> 105 0.358861884 0.03672035 12386.788528 1 11273.81617
#> 106 NaN NaN NA 1 7746.40617
#> 107 NaN NaN NA 1 2645.79652
#> 108 NaN NaN NA 1 901.41690
#> 109 NaN NaN NA 1 685.98698
#> 110 0.178542096 0.03673173 668.176244 1 1121.53626
#> 111 -0.205429382 0.03453474 -7499.848168 1 12477.91201
#> 112 -0.102683404 0.05073556 -1063.053027 1 3330.59009
#> 113 -0.202183682 0.03538352 -7297.941656 1 25041.44965
#> 114 0.316212611 0.03540216 11198.825485 1 27990.52751
#> 115 -0.068212909 0.02552061 -2931.975419 1 26365.37258
#> 116 -0.281817179 0.04260825 -3080.061882 1 1197.31373
#> 117 -0.957114939 0.28193985 -2302.433198 1 2170.97186
#> 118 0.286344966 0.02440954 1105.246855 1 967.62292
#> 119 -0.231011773 0.06792780 -3406.140721 1 4253.47829
#> 120 -0.265295559 0.05632629 -1475.001894 1 2287.59154
#> 121 -0.132285430 0.03879226 -1558.293672 1 3802.93264
#> 122 -0.077855680 0.03499306 -2858.209759 1 7853.75127
#> 123 -0.230640119 0.11097191 -433.193195 1 836.41017
#> 124 -0.329199139 0.07479249 -726.881843 1 907.85463
#> 125 -0.263129563 0.02276957 -11587.148988 1 19781.53963
#> 126 NaN NaN 61692.970722 2 34757.42962
#> 127 0.307566387 0.02265646 5494.075019 1 7409.52724
#> 128 0.013933095 0.15423018 22.587845 1 911.83171
#> 129 0.085011398 0.10071240 1050.585304 1 6256.40438
#> 130 0.017764963 0.02325907 328.009313 1 5847.87594
#> 131 0.044832216 0.03124311 159.283001 1 1190.94373
#> 132 -0.138053752 0.02290749 -2544.387261 1 2833.37085
#> 133 -0.082275625 0.06714458 -893.236695 1 2512.89928
#> 134 -0.033226855 0.08814755 -71.221101 1 854.52164
#> 135 -0.127265776 0.07608307 -1467.160848 1 5228.27833
#> 136 NaN NaN NA 1 408.99433
#> 137 0.107400982 0.03548017 356.897132 1 928.14586
#> 138 0.424041448 0.03048584 1423.086236 1 803.51770
#> 139 0.225975814 0.10619459 207.975562 1 392.95581
#> 140 0.224504509 0.03349294 871.447671 1 655.14827
#> 141 0.099768339 0.05003704 671.587186 1 1613.68357
#> 142 NaN NaN -9101.474645 1 1884.81412
#> 143 -0.134492890 0.02273832 -2488.995412 1 3119.05682
#> 144 -0.100960699 0.03068934 -3950.376034 1 8626.80244
#> 145 NaN NaN -60378.956316 1 26736.50371
#> 146 -0.170156516 0.04927556 -478.273191 1 809.25564
#> 147 0.553968985 0.13283313 895.854145 1 920.38674
#> 148 -0.193128944 0.25374149 -522.428688 1 2284.91900
#> 149 0.422253978 0.06645440 4481.465453 2 2155.42176
#> 150 -0.215651989 0.05250107 -2624.577547 1 5825.67237
#> 151 -0.236918832 0.02589337 -900.687625 1 1422.98622
#> 152 -0.199865257 0.06781978 -552.962951 1 854.64811
#> 153 NaN NaN NA 2 381.06843
#> 154 0.510112262 0.11500272 886.607095 1 876.15240
#> 155 NaN NaN NA 1 609.84200
#> 156 0.618803854 0.07844134 1500.737004 2 624.30955
#> 157 0.919998798 0.31743671 2724.311152 2 726.15929
#> 158 -0.026276902 0.23635310 -371.928935 1 63461.84287
#> 159 0.654278568 0.08597580 7737.270254 1 6866.98540
#> 160 0.441461355 0.11514900 3600.320526 1 5180.28851
#> 161 0.153929019 0.02222640 2872.428132 1 4729.55598
#> 162 -0.022443129 0.05743642 -367.914771 1 6349.62286
#> 163 0.052993275 0.07477315 264.689014 1 2270.86217
#> 164 -0.177547556 0.05835438 -1702.524058 1 3598.21649
#> 165 NaN NaN 1076.632117 2 651.35381
#> 166 -0.037484643 0.03045303 -156.017835 1 510.09208
#> 167 0.321317196 0.11527324 235.896734 1 486.60615
#> 168 0.078289893 0.02504165 309.975240 1 1376.16459
#> 169 0.613419295 0.04804447 7263.380041 1 4286.22464
#> 170 NaN NaN NA 1 417.39097
#> 171 -0.404409768 0.08956678 -4076.501711 1 5249.51595
#> 172 -0.247699494 0.11256127 -1352.752653 1 1512.04772
#> 173 0.837956895 0.13070168 2788.228275 2 1975.04387
#> 174 0.399556845 0.02947808 15076.990651 1 52122.37224
#> 175 NaN 0.35208478 16201.425812 1 103492.33349
#> 176 0.289920222 0.02572463 11982.422817 1 20610.34368
#> 177 -0.290726342 0.08270703 -619.884946 1 883.84906
#> 178 NaN NaN NA 2 985.98434
#> 179 NaN NaN NA 1 890.04590
#> 180 -0.048282269 0.12904070 -314.659840 1 7378.50389
#> 181 0.056552023 0.05779249 550.283187 1 7573.93820
#> 182 0.014936476 0.05272957 255.585543 1 8156.36642
#> 183 -0.001114464 0.07747192 -15.734881 1 5309.38940
#> 184 -0.136256367 0.02454416 -5931.818591 1 11577.54456
#> 185 0.309964229 0.05263182 5043.942171 1 4836.51749
#> 186 -0.346077076 0.29410302 -1187.368020 1 985.75942
#> 187 -0.246846679 0.07807326 -3396.203956 1 5568.28253
#> 188 0.133152905 0.05954518 819.882726 1 1703.57223
#> 189 1.193888299 0.25472218 3460.677882 1 3346.96873
#> 190 1.232340884 0.23354638 3467.384817 2 2064.77450
#> 191 NaN NaN NA 1 980.93495
#> 192 -0.259969949 0.07541002 -588.622071 1 1356.19654
#> 193 NaN NaN NA 1 112.56796
#> 194 NaN NaN NA 1 338.42483
#> 195 -0.271279326 0.07547991 -3059.244724 1 7810.46290
#> 196 0.089290992 0.03505959 3272.829848 1 24967.38985
#> 197 0.518263942 0.11455308 353.659177 1 13.71937
#> 198 -0.546325432 0.07849737 -5276.076087 1 4501.59930
#> 199 0.000000000 0.91941446 -45939.235110 1 183932.08788
#> 200 0.036109943 0.08009121 81.188529 1 861.15965
#> 201 -0.053781066 0.03932922 -763.120815 1 2136.91878
#> 202 -0.168899447 0.02942632 -2742.431602 1 6714.55540
#> 203 -0.232615311 0.16918720 -2204.183001 1 8242.38165
#> 204 -0.139873999 0.13765022 -568.572157 1 1777.35049
#> 205 -0.276079551 0.02493468 -1058.150414 1 883.61941
#> 206 NaN NaN NA 1 7819.55322
#> 207 -0.075762852 0.08760811 -185.872476 1 571.76951
#> 208 -0.002772935 0.06271896 -35.473926 1 5741.08931
#> 209 0.225991154 0.04744525 643.465940 1 1022.24815
#> 210 -0.095252343 0.15183419 -463.648417 1 708.43915
#> 211 NaN NaN NA 1 576.33821
#> 212 NaN NaN NA 1 343.61377
#> 213 0.007555389 0.09622534 68.595543 1 8673.65066
#> 214 -0.027872931 0.03227932 -436.804036 1 4269.94202
#> 215 NaN NaN NA 1 1131.26910
#> 216 0.035778638 0.14252074 143.319710 1 1649.74888
#> 217 -1.058022028 0.20931580 -8082.413973 1 8652.11923
#> 218 -0.065125300 0.04506859 -463.005626 1 2139.46813
#> 219 -0.476808424 0.09078292 -5818.617095 1 3242.48154
#> 220 NaN NaN NA 1 10557.35002
#> 221 -0.064061028 0.03094756 -2501.954684 1 13478.13536
#> 222 0.106045894 0.12655589 450.041306 1 1957.67702
#> 223 -0.540770795 0.19804103 -2115.176791 1 226.45121
#> 224 -0.220973287 0.07632068 -1073.994256 1 2217.48090
#> 225 NaN NaN NA 1 3597.13547
#> 226 0.408462949 0.09221328 1959.316116 1 2090.77081
#> 227 -0.201496816 0.08267114 -944.975555 1 2317.44062
#> 228 -0.202913889 0.14634086 -1683.931801 1 10235.69624
#> 229 NaN NaN 2781.583157 2 897.61999
#> 230 0.526915470 0.05525429 598.269157 1 311.15934
#> 231 0.007914477 0.06009268 23.466798 1 799.06228
#> 232 NaN NaN 10562.892939 1 6821.87267
#> 233 -0.232500184 0.10619459 -213.816468 1 480.41293
#> 234 0.071408108 0.05390167 93.216495 1 330.87729
#> 235 -0.479729679 0.14369844 -304.340156 1 378.29983
#> 236 NaN NaN NA 2 1964.26764
#> 237 -0.260764761 0.05217735 -1678.021928 1 1694.78474
#> 238 -0.172358814 0.12924639 -144.804646 1 378.89852
#> 239 NaN NaN NA 1 769.09003
#> 240 NaN NaN NA 1 3608.57592
#> 241 -0.555501441 0.20702601 -2125.451601 1 1451.79923
#> 242 NaN NaN -2033.078225 1 978.38370
#> 243 0.206816179 0.06423018 2553.986192 1 4927.32562
#> 244 1.291563842 0.11007464 8737.813577 1 4789.54004
#> 245 NaN NaN NA 1 892.14658
#> 246 -0.040751384 0.02539915 -160.576196 1 891.19349
#> 247 NaN NaN NA 1 916.89949
#> 248 NaN NaN NA 2 934.80187
#> 249 -0.340920021 0.17897570 -3115.351411 1 5753.02461
#> 250 -0.195096931 0.03181195 -677.246356 1 893.48867
#> 251 -0.659713085 0.11908953 -1322.551322 1 1615.71717
#> 252 NaN NaN NA 1 2472.19273
#> 253 NaN NaN NA 1 899.27099
#> 254 0.014239888 0.03075108 228.680920 1 2449.24904
#> 255 NaN NaN -979.186693 1 318.80762
#> 256 0.206107465 0.02735229 3448.343925 1 2278.28153
#> 257 0.214049688 0.11169473 865.899526 1 2244.86570
#> 258 0.015300990 0.02273014 698.302215 1 12106.78088
#> 259 0.095061622 0.02414653 4191.123533 1 28761.91441
#> 260 -0.118576370 0.03162934 -4564.185847 1 10271.09641
#> 261 0.004707166 0.02459556 18.864198 1 988.96807
#> 262 NaN NaN NA 1 905.42260
#> 263 NaN NaN NA 1 4088.65108
#> 264 -0.240372254 0.08935142 -2249.037863 1 4236.63666
#> 265 NaN NaN NA 1 2313.55330
#> 266 -0.100893298 0.03823014 -1448.858303 1 4685.88896
#> 267 0.375029740 0.05888820 1978.637322 1 2123.07450
#> 268 1.244055032 0.17536199 1492.325585 1 912.54702
#> 269 -0.002513254 0.04054708 -9.072037 1 780.40676
#> 270 NaN NaN NA 1 1296.98095
#> 271 NaN NaN NA 2 353.04819
#> 272 0.072704928 0.05148081 748.840134 1 1749.58325
#> 273 NaN NaN 1404.906501 2 846.45302
#> 274 -0.096966703 0.05211862 -991.021715 1 2408.07827
#> 275 -0.208731192 0.02956279 -3362.249288 1 3987.95665
#> 276 0.175820275 0.25374149 475.884889 1 2174.33856
#> 277 -0.134709942 0.02424465 -2415.654090 1 2890.36002
#> 278 -0.042427928 0.02224768 -800.363621 1 3542.40495
#> 279 NaN NaN NA 1 923.32598
#> 280 -0.167122272 0.16417758 -107.386514 1 589.72598
#> 281 NaN NaN -1349.873289 1 376.63425
#> 282 -0.206761257 0.31743671 -693.686904 1 3005.85594
#> 283 -0.219151146 0.05316348 -1266.155695 1 2156.39440
#> 284 NaN NaN -2942.547873 1 879.44280
#> 285 -0.026409296 0.04017748 -370.993152 1 2309.36653
#> 286 -0.360634163 0.06144012 -891.429074 1 836.79778
#> 287 0.025643472 0.02723162 97.637823 1 953.85185
#> 288 0.155328573 0.07004763 1857.547798 1 5860.22721
#> 289 0.238716500 0.03716755 3427.565595 1 2415.20356
#> 290 -0.095811510 0.07170876 -224.525547 1 708.95636
#> 291 0.114095313 0.06225449 138.132237 1 402.76761
#> 292 -0.002498312 0.03193582 -10.161445 1 966.58123
#> 293 -0.183062261 0.05869951 -1128.484107 1 1849.84725
#> 294 NaN 0.72850077 -25028.108225 1 133895.57862
#> 295 0.563693494 0.13892070 926.827761 1 1219.40394
#> 296 NaN NaN NA 2 349.08573
#> 297 NaN NaN NA 1 2048.66411
#> 298 0.392564035 0.05149079 2455.919086 1 2081.06797
#> 299 -0.020024372 0.09394625 -256.706217 1 2494.19141
#> 300 -1.699338500 0.61807890 -507.446430 1 481.41965
#> 301 -0.109195691 0.05203119 -1344.744843 1 2914.78395
#> 302 0.135764801 0.04142477 416.913157 1 1338.52367
#> 303 NaN NaN NA 1 992.64036
#> 304 NaN NaN NA 1 347.48188
#> 305 -0.023426272 0.05318538 -30.862574 1 348.89704
#> 306 0.171629313 0.03009367 2755.412893 1 3093.89277
#> 307 -0.210891796 0.06564117 -513.092778 1 829.68272
#> 308 -0.095811510 0.07170876 -224.525547 1 1149.17149
#> 309 0.383382932 0.04091009 4139.694922 1 3865.84290
#> 310 -0.124229687 0.06049429 -1418.466457 1 2168.00378
#> 311 0.887895852 0.07170876 1850.254355 1 707.80878
#> 312 0.569165466 0.07097579 2597.133650 1 2275.06187
#> 313 0.606572106 0.12188545 3852.885598 1 6091.93766
#> 314 -0.075994275 0.06023162 -723.744127 1 1790.83587
#> 315 -0.043166295 0.03284623 -670.355362 1 2487.73523
#> 316 0.574096957 0.05882973 8066.852069 1 6108.10226
#> 317 -1.201970484 0.42555009 -1088.051169 1 860.41574
#> 318 0.815468322 0.07844134 1891.379525 2 475.44612
#> 319 0.119399226 0.06294352 3266.503352 1 7986.89249
#> 320 0.187314648 0.10251180 1641.681661 1 7626.38213
#> 321 NaN NaN NA 1 1664.39469
#> 322 -0.046368916 0.02318130 -2093.423242 1 9257.55893
#> 323 -0.155791386 0.12455375 -279.081431 1 903.36253
#> 324 1.484855700 0.26223096 555.255989 1 1029.96833
#> 325 NaN NaN 16543.312250 2 8596.18814
#> 326 -0.119917443 0.22662217 -988.407047 1 6594.10950
#> 327 0.121739604 0.07170876 285.012819 1 821.64960
#> 328 NaN NaN NA 1 409.84343
#> 329 -0.045590437 0.18417412 -160.644198 1 1594.09480
#> 330 -1.972927734 0.43200684 -794.072587 1 386.54040
#> 331 -0.164190411 0.02942303 -685.980607 1 330.00921
#> 332 -0.456705245 0.04650571 -1443.013916 1 481.53771
#> 333 0.710907261 0.06818333 1789.555962 1 1090.31682
#> 334 NaN NaN NA 1 374.74737
#> 335 -0.192798088 0.02445046 -760.252128 1 1119.56370
#> 336 -0.169905598 0.12836092 -123.007868 1 145.82258
#> 337 -0.426830548 0.06435620 -473.645905 1 360.87876
#> 338 0.437785078 0.07226013 2330.515593 1 2005.64205
#> 339 NaN NaN NA 1 1791.28316
#> 340 NaN NaN NA 1 309.83852
#> 341 -0.127295975 0.05382736 -1540.039999 1 3007.29884
#> 342 0.326387574 0.02409931 13762.137434 1 31874.92238
#> 343 0.736627156 0.07878144 6889.235405 1 11902.05017
#> 344 -0.232500184 0.10619459 -213.816468 1 395.03138
#> 345 -0.075330973 0.04773042 -520.126696 1 1574.32296
#> 346 0.146462883 0.02983063 2368.675366 1 3890.26092
#> 347 NaN NaN NA 2 625.07100
#> 348 NaN NaN NA 2 107.38146
#> 349 NaN NaN NA 3 641.70765
#> 350 -0.074549812 0.06479213 -935.449644 1 6003.71069
#> 351 -0.006622760 0.03854982 -21.199900 1 750.26957
#> 352 -0.132773665 0.13672634 -1145.527110 1 9106.47611
#> 353 NaN NaN NA 1 394.74835
#> 354 -0.005262120 0.03304357 -21.040734 1 709.21120
#> 355 NaN NaN NA 3 389.08770
#> 356 0.082399416 0.08760811 202.118697 1 851.22159
#> 357 -0.179535197 0.05820545 -1111.837938 1 2023.76624
#> 358 0.189925449 0.03001600 7438.706644 1 11530.11300
#> 359 NaN NaN NA 2 539.38642
#> 360 NaN NaN NA 2 301.91361
#> 361 -0.215037018 0.10619459 -198.153104 1 376.44557
#> 362 -0.182342423 0.12959711 -1609.024092 1 5503.33149
#> 363 0.259246543 0.08760811 629.566600 1 929.27019
#> 364 -0.075762852 0.08760811 -185.872476 1 545.11877
#> 365 NaN NaN NA 3 1320.39177
#> 366 0.172036111 0.06344302 2152.387846 1 7126.19694
#> 367 NaN NaN NA 3 898.81220
#> 368 -0.814711081 0.21177004 -2532.911668 1 1668.05614
#> 369 NaN NaN NA 3 845.89144
#> 370 NaN NaN NA 3 903.00017
#> 371 NaN NaN NA 1 459.09113
#> 372 NaN NaN NA 3 377.86073
#> 373 NaN NaN NA 3 684.46408
#> 374 NaN NaN NA 2 828.30562
#> 375 -0.280168115 0.03135403 -1107.558084 1 361.22865
#> 376 -0.329813253 0.12527171 -232.761623 1 186.09423
#> 377 -0.221215505 0.07095472 -247.489148 1 382.86098
#> 378 -0.803188612 0.09736844 -6782.470181 1 6285.28633
#> 379 NaN NaN -9390.012922 1 4917.54623
#> 380 0.033228729 0.02233431 625.841368 1 3979.07522
#> 381 NaN NaN NA 3 505.13113
#> 382 0.142902234 0.04572461 417.690270 1 1281.14422
#> 383 NaN NaN NA 1 5557.00913
#> 384 NaN NaN NA 1 1683.22577
#> 385 NaN NaN NA 1 357.01065
#> 386 -0.270528085 0.04253421 -8850.481323 1 51007.31459
#> 387 -0.064794307 0.02433222 -2852.557952 1 10411.72682
#> 388 NaN NaN 2058.918620 2 1304.66494
#> 389 0.035853886 0.07296704 83.404939 1 939.62175
#> 390 -0.007010214 0.02950990 -29.660968 1 685.60626
#> 391 NaN NaN NA 1 364.08647
#> 392 NaN NaN NA 1 551.59110
#> 393 NaN NaN NA 2 1938.27132
#> 394 0.482517298 0.14683887 2166.545152 1 1864.67861
#> 395 0.057700794 0.02270210 1076.702034 1 2986.57550
#> 396 NaN NaN NA 2 1033.95356
#> 397 -0.054157825 0.10619459 -50.469953 1 366.06770
#> 398 -0.232500184 0.10619459 -213.816468 1 402.39024
#> 399 -0.167122272 0.16417758 -107.386514 1 231.24729
#> 400 NaN NaN NA 1 343.14204
#> 401 -0.387141829 0.06483818 -4510.484481 1 8169.43059
#> 402 -0.111355127 0.04046479 -1553.614165 1 2216.85164
#> 403 -0.031022707 0.03206132 -125.873657 1 1020.26344
#> 404 -0.275281223 0.05023868 -872.763587 1 1240.70315
#> 405 0.074947503 0.03256717 301.058372 1 861.50116
#> 406 0.191027798 0.08760811 466.259581 1 970.00775
#> 407 -0.155066071 0.05206594 -1017.326609 1 1737.07452
#> 408 -0.145762180 0.04249839 -1057.462897 1 2098.64294
#> 409 -0.075762852 0.08760811 -185.872476 1 620.12158
#> 410 NaN NaN 5409.646554 2 1593.72866
#> 411 NaN NaN NA 1 5342.23632
#> 412 1.515335063 0.63468099 5805.987539 1 7567.00719
#> 413 NaN NaN NA 1 1743.66513
#> 414 NaN NaN 10673.058356 1 12561.47533
#> 415 -0.075762852 0.08760811 -185.872476 1 513.51861
#> 416 -0.065024482 0.08760811 -159.567990 1 552.73327
#> 417 -0.107628410 0.02944219 -453.140258 1 545.49950
#> 418 -0.073823130 0.02941320 -311.971209 1 614.02998
#> 419 NaN NaN NA 1 1802.24837
#> 420 -0.551649658 0.06089928 -3056.767875 1 1930.76535
#> 421 0.236874577 0.04612492 1623.950004 1 1690.94022
#> 422 0.130435441 0.03415909 509.035353 1 653.24464
#> 423 -0.021091268 0.07210397 -57.086347 1 585.09489
#> 424 -0.007952176 0.03096763 -32.844859 1 532.17413
#> 425 NaN NaN NA 2 1263.92737
#> 426 NaN NaN NA 2 738.56339
#> 427 NaN NaN NA 3 1607.27603
#> 428 NaN NaN NA 2 7448.90526
#> yImputed BrStud Bdffits Bhii BleaveOutResid
#> 1 2792.0000 -1.508859460 -0.237928635 0.02426213 -12797.361568
#> 2 11319.0000 -0.629887967 -0.096753361 0.02305036 -5448.493139
#> 3 32854.0000 -0.297245759 -0.054939165 0.03303274 -2593.218994
#> 4 42362.0000 -1.670799890 -0.555502211 0.09953783 -14671.605886
#> 5 3278.0000 0.845395433 0.231215954 0.06959646 1343.134344
#> 6 853.0000 0.951478555 0.175641589 0.03295368 479.525756
#> 7 1531.0000 0.696946145 0.165029213 0.05309222 692.410342
#> 8 103.0000 -0.156149649 -0.058880086 0.12448536 -62.501548
#> 9 2226.0000 -0.062404605 -0.019808107 0.09152996 -90.490856
#> 10 2512.0000 0.091128541 0.016887759 0.03320250 278.490779
#> 11 6721.0000 -0.048967855 -0.013160761 0.06736750 -195.602610
#> 12 10538.0000 6.073534242 NaN NaN 8439.880725
#> 13 0.0000 -1.295483623 -0.203815181 0.02415408 -1127.753567
#> 14 474.0000 -1.195302510 -0.167384734 0.01923278 -3575.318759
#> 15 1507.0000 -0.027306369 -0.007945510 0.07805831 -85.259258
#> 16 5491.0000 -0.093103545 -0.021465219 0.05047150 -286.403174
#> 17 331.0000 -0.580435607 -0.303888012 0.21513614 -636.108487
#> 18 811.0000 -0.016103168 -0.009358974 0.25249290 -18.261481
#> 19 9867.0000 1.223205301 0.329019218 0.06746941 3696.504983
#> 20 22914.0000 0.936991134 0.148486895 0.02449816 8068.281268
#> 21 9635.0000 0.732655991 0.260053807 0.11189039 2307.955354
#> 22 7751.0000 0.218817658 0.059381227 0.06859201 873.598931
#> 23 10648.0000 1.174823088 0.398944480 0.10339107 3628.109150
#> 24 14146.0000 0.235116477 0.039926828 0.02802958 2046.658130
#> 25 97383.0000 0.839299251 0.632591864 0.36227958 8955.383048
#> 26 53067.0000 1.614693030 0.341746928 0.04287442 13779.410689
#> 27 0.0000 -2.242635178 -0.545646056 0.05588918 -6353.160903
#> 28 4400.0000 -0.840469753 -0.246959187 0.07947690 -2592.578844
#> 29 1353.0000 -0.791369412 -0.150873853 0.03507230 -2387.745194
#> 30 11010.0000 1.533864986 0.449752840 0.07916872 4596.105224
#> 31 2809.0000 -0.200078326 -0.039384495 0.03730270 -610.898094
#> 32 23871.0000 0.441844850 0.064946842 0.02114915 3826.721535
#> 33 41227.0000 0.913982193 0.160529833 0.02992548 7895.805745
#> 34 9878.0000 0.117962955 0.021949597 0.03346415 1030.207891
#> 35 400.0000 -0.229412235 -0.075811837 0.09845306 -723.660481
#> 36 23717.0000 0.639319667 0.095718354 0.02192435 5526.164060
#> 37 112.0000 -2.648121214 NaN NaN -8396.825809
#> 38 13445.0000 0.447077763 0.081296221 0.03200713 3893.498081
#> 39 4830.0000 0.241988627 0.044947079 0.03334900 737.097556
#> 40 1245.0000 0.408446291 0.064773123 0.02453199 361.057338
#> 41 455113.0000 NaN NaN 1.00000000 NaN
#> 42 10354.0000 0.699924685 0.250696902 0.11370362 2831.914391
#> 43 23153.0000 0.980359750 0.155750928 0.02461868 8434.602745
#> 44 7146.0000 -1.279634278 -0.192881871 0.02221541 -10915.871549
#> 45 3649.0000 0.679684523 0.192173689 0.07402404 2099.707846
#> 46 616.0000 -1.215165749 -1.124991761 0.46152383 -2190.179240
#> 47 2657.0000 0.260400915 0.085058123 0.09640918 377.863093
#> 48 2904.0000 0.359618137 0.097796648 0.06886188 1114.633870
#> 49 1440.0000 -0.373061446 -0.064284266 0.02883640 -1136.002383
#> 50 1537.0000 0.240190444 0.067307190 0.07280832 218.022462
#> 51 1500.0000 -0.680887918 -0.098003965 0.02029694 -2057.522055
#> 52 801.5742 -0.345840927 NaN NaN -303.070856
#> 53 7919.0000 0.066088569 0.012863804 0.03650365 578.143421
#> 54 10.0000 -0.958329232 -0.154913693 0.02546522 -2890.312225
#> 55 0.0000 -1.510965955 -0.350869640 0.05116499 -1326.039232
#> 56 309.0000 -0.617460909 -0.111148514 0.03138622 -546.558816
#> 57 742.0000 -0.554445409 -0.201222765 0.11638564 -910.874819
#> 58 409.0000 -0.373140157 -0.065148253 0.02958153 -246.589719
#> 59 569.0000 0.325329512 0.074176611 0.04941708 167.628991
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#> 316 14395.0000 2.551144274 0.574038827 0.04819062 8706.467790
#> 317 2009.0000 1.278345851 0.375708853 0.07951058 1247.797357
#> 318 3413.0000 4.447791640 NaN NaN 2937.553883
#> 319 2123.0000 -0.698972579 -0.133538423 0.03521461 -6077.924238
#> 320 9687.0000 0.718088999 0.209687307 0.07856889 2236.323301
#> 321 3978.0000 1.614414824 0.420675021 0.06358183 2470.696725
#> 322 23850.0000 1.788186973 0.329114255 0.03276422 15086.746613
#> 323 0.0000 -0.985684580 -0.283364138 0.07633575 -978.020452
#> 324 1291.0000 1.255528921 1.669866307 0.63884930 722.777701
#> 325 25837.0000 4.240395573 NaN NaN 17240.811856
#> 326 3302.0000 -0.897548325 -0.222165865 0.05773160 -3493.812914
#> 327 473.0000 -0.406311570 -0.076299443 0.03406226 -360.944176
#> 328 0.0000 -0.845577887 -0.193275635 0.04965123 -431.255814
#> 329 0.0000 -1.101754360 -0.350601616 0.09195313 -1755.520408
#> 330 1379.0000 2.159541938 0.393118488 0.03207491 1025.347524
#> 331 297.0000 -0.053177090 -0.017162514 0.09433645 -36.447539
#> 332 0.0000 -0.764977336 -0.181264707 0.05316243 -508.574788
#> 333 3258.0000 4.264586767 1.233922834 0.07725126 2349.158637
#> 334 0.0000 -0.764358000 -0.138738044 0.03189481 -387.093649
#> 335 331.0000 -0.921595218 -0.151066361 0.02616616 -809.751791
#> 336 85.0000 -0.174157406 -0.067291880 0.12990038 -69.903006
#> 337 405.0000 0.089448704 0.018061999 0.03917663 45.920236
#> 338 5225.0000 2.357078577 0.604570680 0.06172701 3431.152760
#> 339 607.0000 -0.403154325 -0.083672153 0.04129562 -1235.295447
#> 340 0.0000 -0.667280548 -0.264440189 0.13573313 -358.498668
#> 341 132.0000 -0.977744117 -0.152324669 0.02369600 -2945.085602
#> 342 32268.0000 0.046416128 0.007792464 0.02741199 404.156355
#> 343 13906.0000 0.802902297 0.527024679 0.30111977 2867.372309
#> 344 0.0000 -0.808316350 -0.155824094 0.03583106 -409.711792
#> 345 1226.0000 -0.236834479 -0.079668886 0.10165543 -387.738707
#> 346 5188.0000 0.436917801 0.061271526 0.01928679 1323.260523
#> 347 169.5885 -0.697283641 NaN NaN -455.482460
#> 348 129.6025 0.058248707 NaN NaN 22.221089
#> 349 641.7077 NA NaN NaN NA
#> 350 5115.0000 -0.211391220 -0.054591816 0.06252327 -947.981596
#> 351 594.0000 -0.183239926 -0.041344832 0.04844364 -164.225236
#> 352 8888.0000 -0.053763786 -0.020465365 0.12655896 -250.132631
#> 353 22.0000 -0.761710227 -0.146469105 0.03565694 -386.530859
#> 354 1127.0000 0.653141699 0.108065490 0.02664588 429.225901
#> 355 389.0877 NA NaN NaN NA
#> 356 354.0000 -0.781327358 -0.141142006 0.03160100 -513.447027
#> 357 1770.0000 -0.169303171 -0.045705700 0.06792963 -272.260813
#> 358 20207.0000 1.037581176 0.179160089 0.02895203 8935.590504
#> 359 538.0291 -0.003591555 NaN NaN -1.357324
#> 360 848.9071 1.026118277 NaN NaN 546.993524
#> 361 14.0000 -0.738655858 -0.133343777 0.03155978 -374.257038
#> 362 2027.0000 -0.851104089 -0.242575756 0.07512948 -3758.722334
#> 363 744.0000 -0.290439089 -0.060325091 0.04135643 -193.262851
#> 364 0.0000 -0.862611729 -0.179458886 0.04148564 -568.712163
#> 365 1320.3918 NA NaN NaN NA
#> 366 8214.0000 0.258234429 0.063733457 0.05741523 1154.063900
#> 367 898.8122 NA NaN NaN NA
#> 368 2327.0000 0.439700392 0.113400415 0.06236614 702.773104
#> 369 845.8914 NA NaN NaN NA
#> 370 903.0002 NA NaN NaN NA
#> 371 1529.0000 2.573949999 1.131828531 0.16202816 1276.783789
#> 372 377.8607 NA NaN NaN NA
#> 373 684.4641 NA NaN NaN NA
#> 374 636.9358 -0.217485956 NaN NaN -191.369773
#> 375 22.0000 -0.545776990 -0.165613652 0.08431555 -370.464572
#> 376 0.0000 -0.535162480 -0.190939566 0.11292287 -209.783594
#> 377 147.0000 -0.478051206 -0.086059042 0.03139013 -243.504616
#> 378 1959.0000 -1.505091426 -0.318196213 0.04278332 -4519.652058
#> 379 2793.0000 -0.719020615 -0.110368625 0.02301943 -2174.604380
#> 380 4907.0000 0.312104589 0.043706047 0.01923307 946.121605
#> 381 505.1311 NA NaN NaN NA
#> 382 2105.0000 0.979568557 0.240969837 0.05706099 873.710566
#> 383 9559.0000 1.378234564 0.243031378 0.03015644 4126.429294
#> 384 3177.0000 0.509601414 0.108683246 0.04350572 1561.717884
#> 385 0.0000 -0.731655093 -0.154433778 0.04265221 -372.916356
#> 386 31866.0000 -2.476500670 -0.727571632 0.07945473 -20793.452803
#> 387 15689.0000 0.626933889 0.111642481 0.03073670 5444.622923
#> 388 4104.0000 4.044628386 NaN NaN 2799.335065
#> 389 2090.0000 1.353980224 0.197712310 0.02087756 1174.907456
#> 390 891.0000 0.319752506 0.053691831 0.02742285 211.185037
#> 391 0.0000 -0.744106717 -0.145388967 0.03677235 -377.985899
#> 392 0.0000 -0.872609063 -0.179236994 0.04048263 -574.863063
#> 393 3766.9318 1.173934400 NaN NaN 1828.660444
#> 394 3622.0000 1.854535975 0.720992283 0.13129890 2022.929854
#> 395 5510.0000 0.856256149 0.133939030 0.02388407 2585.168843
#> 396 1854.8085 0.938869055 NaN NaN 820.854933
#> 397 146.0000 -0.446769775 -0.085717810 0.03550382 -228.168554
#> 398 0.0000 -0.826231242 -0.172012610 0.04154228 -419.830971
#> 399 0.0000 -0.665170274 -0.219803668 0.09844557 -256.498421
#> 400 225.0000 -0.242401893 -0.061400598 0.06029284 -125.722192
#> 401 1766.0000 -1.673764712 -0.498267223 0.08140652 -6970.907938
#> 402 712.0000 -0.510753196 -0.095261274 0.03361707 -1557.200145
#> 403 997.0000 -0.036766242 -0.009208485 0.05902756 -24.722764
#> 404 591.0000 -1.085648590 -0.419563220 0.12994589 -746.738787
#> 405 1061.0000 0.311382052 0.057161514 0.03260064 206.221803
#> 406 595.0000 -0.592298810 -0.133621263 0.04842954 -394.093523
#> 407 629.0000 -0.737255545 -0.158736107 0.04430324 -1159.441533
#> 408 969.0000 -0.775482376 -0.258912291 0.10029133 -1255.565241
#> 409 0.0000 -0.979395732 -0.177976872 0.03196693 -640.599578
#> 410 8367.0000 4.251808201 NaN NaN 6773.271341
#> 411 1913.0000 -0.841611700 -0.249092827 0.08054343 -3729.633832
#> 412 17871.0000 3.162197487 0.828082612 0.06417474 11010.594875
#> 413 1708.0000 -0.023470511 -0.004978743 0.04306047 -37.269996
#> 414 14343.0000 0.577798233 0.561906949 0.48605938 3466.401769
#> 415 0.0000 -0.813970876 -0.180511995 0.04687531 -538.773793
#> 416 24.0000 -0.835633792 -0.171258582 0.04030919 -550.941264
#> 417 530.0000 -0.024269663 -0.005045286 0.04142569 -16.169322
#> 418 653.0000 0.060743349 0.011145129 0.03256815 40.281930
#> 419 2742.0000 0.620609144 0.119424345 0.03570740 974.550287
#> 420 0.0000 -1.311806523 -0.277521024 0.04283880 -2017.178868
#> 421 4038.0000 1.632263344 0.395127743 0.05535577 2484.596526
#> 422 1667.0000 1.636601118 0.283985374 0.02922959 1044.279216
#> 423 1569.0000 1.590710464 0.306685888 0.03583892 1020.477941
#> 424 1048.0000 0.816267391 0.174272037 0.04359458 539.338094
#> 425 1394.9105 0.190759528 NaN NaN 130.983157
#> 426 2156.6280 1.063077822 NaN NaN 1418.064643
#> 427 1607.2760 NA NaN NaN NA
#> 428 19083.0000 2.681453724 NaN NaN 11634.094736
#>
#> $aggregates
#> strata N AnImputed AestimateYHat AestimateOrig Acoef AcoefB
#> 1 13 49 0 NA 1140048 -937.89813 1.2956443
#> 2 3 35 2 NA 80875 131.05769 0.7228378
#> 3 5 40 4 NA 13997 191.11032 0.3716366
#> 4 1 21 0 NA 21086 86.89588 0.7871245
#> 5 4 15 2 NA 6011 89.75606 0.3557723
#> 6 10 21 0 NA 57945 759.86685 0.5753252
#> 7 11 53 0 NA 219433 1098.26069 0.6136038
#> 8 8 23 0 NA 150654 3872.62269 0.3875788
#> 9 2 60 4 NA 61014 208.42510 0.4510639
#> 10 7 31 0 NA 125085 274.05591 0.8964384
#> 11 15 1 0 455113.00 455113 455113.00000 NA
#> 12 6 47 2 NA 38599 169.58854 0.5001314
#> 13 12 19 0 NA 140472 1747.09734 0.7258755
#> 14 16 10 1 19361.63 17205 2243.48522 -0.2171429
#> 15 14 3 0 421320.00 421320 -19411.43414 2.4220281
#> AnModel AsigmaHat AseEstimate AseRobust BnImputed estimate BestimateYHat
#> 1 44 6799.0081 0.0000 0.0000 0 1140048.000 1102130.430
#> 2 24 1477.7436 2196.4887 2773.5269 1 87847.626 64097.492
#> 3 19 294.8446 655.5807 905.9828 3 18440.983 15267.550
#> 4 15 611.7164 0.0000 0.0000 0 21086.000 18496.453
#> 5 10 246.0045 381.9351 429.2043 0 6678.632 5430.122
#> 6 19 1326.4614 0.0000 0.0000 0 57945.000 45632.163
#> 7 45 2783.4087 0.0000 0.0000 0 219433.000 210240.422
#> 8 19 3812.4591 0.0000 0.0000 0 150654.000 133413.188
#> 9 41 620.3999 1307.2285 1356.9134 2 66477.843 59673.410
#> 10 26 2292.5763 0.0000 0.0000 0 125085.000 133481.826
#> 11 1 NaN 0.0000 NaN 0 455113.000 455113.000
#> 12 34 715.4102 1043.7625 919.4276 4 43495.667 35654.587
#> 13 16 3087.2976 0.0000 0.0000 0 140472.000 128837.905
#> 14 9 1763.4010 1950.5781 1903.7796 0 19361.628 14566.723
#> 15 3 13041.0430 0.0000 0.0000 0 421320.000 421320.000
#> BestimateOrig Bcoef BcoefB BnModel BsigmaHat BseEstimate
#> 1 1140048.000 -10137.78718 0.83213258 48 8493.4218 0.0000
#> 2 86240.350 1202.50248 0.18307262 29 1524.3632 1588.4897
#> 3 17168.903 256.81705 0.09434425 32 494.8233 944.5672
#> 4 21086.000 978.64101 -0.02861212 20 952.8485 0.0000
#> 5 6678.632 -47.29828 0.30508825 12 355.7871 0.0000
#> 6 57945.000 2493.65434 -0.03470824 19 1341.0091 0.0000
#> 7 219433.000 -2002.56734 0.74011910 52 2974.9111 0.0000
#> 8 150654.000 287.03211 0.42372035 22 3760.1749 0.0000
#> 9 64515.744 241.65814 0.22951779 52 865.7626 1247.8716
#> 10 125085.000 -2208.09044 0.51565781 30 2944.0026 0.0000
#> 11 455113.000 455113.00000 NA 1 NaN 0.0000
#> 12 40163.499 151.44923 0.38072489 38 643.1724 1361.4486
#> 13 140472.000 2151.41245 0.51799089 18 4210.4138 0.0000
#> 14 19361.628 -111.11756 0.88600725 8 1205.7532 0.0000
#> 15 421320.000 29778.53782 0.55572657 3 69950.4970 0.0000
#> BseRobust nImputed seRobust seEstimate cv
#> 1 0.000 0 0.0000 0.0000 0.000000
#> 2 1493.202 3 3149.9372 2710.6941 3.085677
#> 3 1172.830 7 1482.0037 1149.7797 6.234915
#> 4 0.000 0 0.0000 0.0000 0.000000
#> 5 0.000 2 429.2043 381.9351 5.718763
#> 6 0.000 0 0.0000 0.0000 0.000000
#> 7 0.000 0 0.0000 0.0000 0.000000
#> 8 0.000 0 0.0000 0.0000 0.000000
#> 9 1267.261 6 1856.6539 1807.2160 2.718524
#> 10 0.000 0 0.0000 0.0000 0.000000
#> 11 NaN 0 NaN 0.0000 0.000000
#> 12 1661.587 6 1899.0042 1715.5123 3.944099
#> 13 0.000 0 0.0000 0.0000 0.000000
#> 14 0.000 1 1903.7796 1950.5781 10.074453
#> 15 0.000 0 0.0000 0.0000 0.000000
#>
#> $total
#> Ntotal nImputedTotal AnImputedTotal BnImputedTotal estimateTotal cvTotal
#> 1 428 25 15 10 2973458 0.1459343
#>
w[w[,"Ny.kostragruppe"]>13,"Ny.kostragruppe"]=13 # Combine small strata
ImputeRegression2(w, strataName = names(w)[2]) # Ordinary regressions
#> $micro
#> id x1 x2 y strata Acategory123 AyHat ArStud
#> 1 101 9020 30544 2792 13 1 10976.39709 -1.334608331
#> 2 104 12815 32182 11319 13 1 15848.65157 -0.728401521
#> 3 105 31417 54678 32854 13 1 39731.04364 -1.126337834
#> 4 106 38167 78967 42362 13 1 48397.10893 -0.998092680
#> 5 111 2790 4511 3278 3 1 2147.77512 0.774135971
#> 6 118 1025 1404 853 5 1 572.03785 0.978411840
#> 7 119 1900 3610 1531 1 1 1582.43251 -0.086108079
#> 8 121 0 672 103 4 1 89.75606 0.055095415
#> 9 122 3169 5343 2226 10 1 2583.07241 -0.269268009
#> 10 123 2537 5736 2512 11 1 2654.97347 -0.051624838
#> 11 124 7549 15615 6721 8 1 6798.45526 -0.020315373
#> 12 125 4150 11396 10538 10 2 3147.46644 5.326460492
#> 13 127 0 3742 0 2 1 208.42510 -0.344725724
#> 14 128 0 8084 474 11 1 1098.26069 -0.229638517
#> 15 135 3520 7357 1507 7 1 3429.51899 -0.853550981
#> 16 136 7946 15458 5491 7 1 7397.15522 -0.858974643
#> 17 137 1298 5186 331 1 1 1108.58354 -1.361136332
#> 18 138 500 5382 811 1 1 480.45815 0.551533322
#> 19 211 11929 16732 9867 7 1 10967.66926 -0.536966724
#> 20 213 21799 30261 22914 13 1 27382.86350 -0.719442557
#> 21 214 6209 18992 9635 7 1 5840.04177 1.767072793
#> 22 215 4350 15695 7751 8 1 5558.59059 0.585996292
#> 23 216 13678 18623 10648 7 1 12535.53998 -1.004817970
#> 24 217 11582 26792 14146 13 1 14265.65032 -0.019147384
#> 25 219 74171 122348 97383 13 1 94621.25923 0.536084661
#> 26 220 38503 60106 53067 13 1 48828.48640 0.697979619
#> 27 221 NA 15914 0 7 0 NA NA
#> 28 226 2658 17443 4400 7 1 2656.78911 0.776707992
#> 29 227 1470 11374 1353 7 1 1591.82032 -0.106512250
#> 30 228 7754 17426 11010 7 1 7225.03906 1.787647629
#> 31 229 7585 10870 2809 7 1 7073.54097 -2.048376600
#> 32 230 22511 36368 23871 13 1 28296.97291 -0.712771849
#> 33 231 25607 52522 41227 13 1 32271.80819 1.469058953
#> 34 233 9175 22857 9878 13 1 11175.39563 -0.207962057
#> 35 234 NA 6323 400 7 0 NA NA
#> 36 235 20951 34189 23717 13 1 26294.14893 -0.413286148
#> 37 236 3425 20783 112 7 1 3344.35734 -1.479371852
#> 38 237 10788 23811 13445 13 1 13246.26427 0.031814349
#> 39 238 3320 12267 4830 7 1 3250.23131 0.698634380
#> 40 239 1989 2837 1245 2 1 1105.59128 0.224712912
#> 41 301 180117 658390 455113 13 2 230641.25222 19.224983574
#> 42 402 9400 17835 10354 8 1 7515.86367 0.773613926
#> 43 403 20296 30120 23153 13 1 25453.21963 -0.368639057
#> 44 412 6698 33597 7146 13 1 7995.27063 -0.136346526
#> 45 415 3020 7588 3649 7 1 2981.29980 0.293348980
#> 46 417 3168 20119 616 10 1 2582.49709 -1.592523908
#> 47 418 2862 5131 2657 10 1 2406.44758 0.188478619
#> 48 419 3194 7901 2904 7 1 3137.28008 -0.102194989
#> 49 420 3405 6142 1440 11 1 3187.58155 -0.631931991
#> 50 423 2958 4763 1537 2 1 1542.67224 -0.009190429
#> 51 425 3700 7456 1500 11 1 3368.59466 -0.675619400
#> 52 426 1315 3760 NA 2 3 801.57418 NA
#> 53 427 7213 21030 7919 13 1 8656.45932 -0.118339670
#> 54 428 NA 6525 10 11 0 NA NA
#> 55 429 1668 4429 0 2 1 960.79976 -1.599965576
#> 56 430 2092 2600 309 2 1 1152.05087 -1.392314267
#> 57 432 NA 1881 742 3 0 NA NA
#> 58 434 NA 1305 409 6 0 NA NA
#> 59 436 1080 1620 569 5 1 592.47786 -0.079406888
#> 60 437 2450 5580 1909 12 1 3525.49241 -0.545676534
#> 61 438 NA 2426 830 2 0 NA NA
#> 62 439 1182 1592 0 2 1 741.58268 -1.222711318
#> 63 441 2852 1956 1828 5 1 1251.01795 2.407397472
#> 64 501 19444 27476 20635 13 1 24359.36962 -0.598001702
#> 65 502 9415 30137 7666 13 1 11483.52239 -0.613864439
#> 66 511 1780 2701 1256 2 1 1011.31892 0.395052053
#> 67 512 748 2055 742 5 1 469.09451 0.952215693
#> 68 513 3100 2204 3199 3 1 2371.85484 0.563422173
#> 69 514 2030 2347 NA 3 3 1598.41840 NA
#> 70 515 2400 3664 1721 2 1 1290.97856 0.697847967
#> 71 516 4088 5741 7149 12 1 4714.47654 0.814822138
#> 72 517 5900 5935 4099 11 1 4718.52297 -0.222773686
#> 73 519 NA 3154 0 2 0 NA NA
#> 74 520 1990 4462 1576 2 1 1106.04235 0.762795708
#> 75 521 2468 5072 1535 11 1 2612.63481 -0.389928381
#> 76 522 2547 6227 5721 11 1 2661.10951 1.121190510
#> 77 528 1405 14906 824 10 1 1568.19876 -0.581193035
#> 78 529 9760 13180 1803 7 2 9023.29443 -2.966339097
#> 79 532 2213 6629 3715 7 1 2257.87403 0.649599053
#> 80 533 NA 9044 1433 7 0 NA NA
#> 81 534 2773 13695 3384 10 1 2355.24364 0.787947439
#> 82 536 2555 5758 1961 10 1 2229.82274 -0.202491845
#> 83 538 2587 6751 445 11 1 2685.65366 -0.815220335
#> 84 540 0 3058 0 2 1 208.42510 -0.344725724
#> 85 541 3100 1321 1097 6 1 1719.99595 -0.908128975
#> 86 542 5988 6458 5303 11 1 4772.52011 0.190755541
#> 87 543 627 2168 801 2 1 491.24219 0.506434415
#> 88 544 0 3220 0 2 1 208.42510 -0.344725724
#> 89 545 0 1590 140 6 1 169.58854 -0.042618316
#> 90 602 32524 67895 56116 13 1 41152.27835 2.580862622
#> 91 604 6587 27013 0 13 1 7852.76200 -1.281134623
#> 92 605 8718 29801 15997 13 1 10588.67091 0.873377801
#> 93 612 1548 6767 2624 8 1 4472.59471 -0.520895806
#> 94 615 2570 1074 1145 5 1 1146.21642 -0.004270220
#> 95 616 2915 3422 1726 2 1 1523.27649 0.328761519
#> 96 617 5800 4578 2957 2 1 2824.59597 0.235505110
#> 97 618 2795 2422 1291 2 1 1469.14882 -0.288440938
#> 98 619 2295 4711 690 3 1 1789.97042 -0.754550318
#> 99 620 3090 4497 1208 3 1 2364.62646 -0.793553187
#> 100 621 NA 3512 106 2 0 NA NA
#> 101 622 0 2275 260 1 1 86.89588 0.296713606
#> 102 623 4507 13794 3835 10 1 3352.85753 0.377614470
#> 103 624 6000 18205 7781 7 1 5652.68615 0.946923542
#> 104 625 NA 24431 5406 13 0 NA NA
#> 105 626 7678 25731 20942 13 1 9253.45493 1.944285319
#> 106 627 NA 21492 4783 13 0 NA NA
#> 107 628 NA 9413 16 7 0 NA NA
#> 108 631 NA 2699 1216 1 0 NA NA
#> 109 632 NA 1404 304 6 0 NA NA
#> 110 633 2119 2548 1873 6 1 1229.36703 0.914310164
#> 111 701 8577 27178 2934 13 1 10407.64644 -1.215480949
#> 112 702 3099 10741 2043 7 1 3052.11843 -0.444158131
#> 113 704 29223 42276 29885 13 1 36914.25146 -1.148345044
#> 114 706 8211 45820 20503 13 1 9937.75312 1.744676888
#> 115 709 13787 43867 14068 13 1 17096.56498 -0.485482530
#> 116 711 3855 6604 781 7 1 3729.82584 -1.335873904
#> 117 713 5900 9297 2501 10 1 4154.28554 -1.527447459
#> 118 714 2027 3163 2201 2 1 1122.73171 1.810270752
#> 119 716 8200 9361 3876 8 1 7050.76907 -0.855726764
#> 120 719 3240 5937 1232 10 1 2623.92050 -1.085888715
#> 121 720 4608 11657 2907 7 1 4404.84394 -0.658488343
#> 122 722 8382 21621 7164 13 1 10157.29344 -0.480952280
#> 123 723 1831 4971 1143 1 1 1528.12092 -0.652808885
#> 124 728 744 2474 0 1 1 672.51654 -1.157841930
#> 125 805 19328 35955 12781 13 1 24210.44168 -1.892953234
#> 126 806 9200 53952 72675 13 2 11207.49217 9.721563853
#> 127 807 5450 12717 9812 11 1 4442.40127 2.020070204
#> 128 811 0 2335 106 1 1 86.89588 0.032627891
#> 129 814 3317 14088 6103 8 1 5158.22166 0.254029992
#> 130 815 5716 10607 4926 11 1 4605.61988 0.115121866
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#> 137 828 1025 2991 1015 2 1 670.76564 0.559978004
#> 138 829 2700 2448 2806 2 1 1426.29775 2.391312245
#> 139 830 0 1443 377 5 1 191.11032 0.655589913
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#> 151 928 2341 5147 387 2 1 1264.36579 -1.453143735
#> 152 929 2835 1847 1072 6 1 1587.46113 -0.740984405
#> 153 935 1916 1317 NA 5 3 903.16607 NA
#> 154 937 275 3582 1088 1 1 303.35513 1.415085491
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#> 156 940 3000 1242 3053 6 1 1669.98281 2.121006561
#> 157 941 0 945 4103 13 1 -604.03385 0.765997908
#> 158 1001 61868 88447 78937 13 1 78825.91090 0.019832049
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#> 171 1037 3895 5981 863 12 1 4574.38257 -1.289354070
#> 172 1046 1400 1832 739 13 1 1193.37228 -0.073368153
#> 173 1101 4631 14942 5848 10 1 3424.19786 2.161053431
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#> 229 1264 2248 2858 4004 2 2 1222.41684 4.428069688
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#> 232 1401 4017 11923 14126 11 2 3563.10706 3.750484069
#> 233 1411 0 2370 0 5 1 191.11032 -0.674518094
#> 234 1412 1019 785 658 5 1 569.80803 0.299167596
#> 235 1413 1568 1395 387 4 1 647.60695 -1.171072916
#> 236 1416 NA 4161 12094 3 0 NA NA
#> 237 1417 2019 2689 0 3 1 1590.46719 -1.111402650
#> 238 1418 2645 1294 1048 5 1 1174.08917 -0.447375232
#> 239 1419 NA 2298 2397 2 0 NA NA
#> 240 1420 NA 7839 397 8 0 NA NA
#> 241 1421 2570 1764 0 13 1 2695.49026 -0.435377061
#> 242 1422 3726 2172 0 6 2 2033.07823 -2.660967804
#> 243 1424 5950 5359 8456 12 1 6066.05680 0.789404253
#> 244 1426 2999 5093 11700 12 1 3923.99808 3.672392053
#> 245 1428 NA 3023 0 1 0 NA NA
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#> 247 1430 NA 2942 285 2 0 NA NA
#> 248 1431 0 3020 NA 2 3 208.42510 NA
#> 249 1432 11500 12900 5772 8 1 8329.77921 -0.730185954
#> 250 1433 1200 2840 94 2 1 749.70183 -1.076304534
#> 251 1438 3506 3846 758 6 1 1923.04931 -1.794255153
#> 252 1439 NA 6046 1895 11 0 NA NA
#> 253 1441 NA 2774 0 1 0 NA NA
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#> 259 1504 15204 46747 22851 13 1 18915.79676 0.631733772
#> 260 1505 9913 24526 7486 13 1 12122.88543 -0.746742722
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#> 265 1517 NA 5189 1780 10 0 NA NA
#> 266 1519 2000 9037 932 11 1 2325.46824 -0.506051759
#> 267 1520 2350 10677 3974 10 1 2111.88108 1.499243465
#> 268 1523 2262 2310 3098 1 1 1867.37159 2.697761412
#> 269 1524 880 1652 601 6 1 609.70419 -0.012225551
#> 270 1525 NA 4598 461 2 0 NA NA
#> 271 1526 2450 1020 NA 5 3 1101.62003 NA
#> 272 1528 3045 7675 3714 7 1 3003.71076 0.312078782
#> 273 1529 2470 4620 3436 1 2 2031.09350 2.082202039
#> 274 1531 3000 8952 2024 7 1 2963.37103 -0.413526341
#> 275 1532 6968 8094 2111 11 1 5373.85181 -1.195909568
#> 276 1534 0 9200 1115 10 1 759.86685 0.301521203
#> 277 1535 6015 6611 2432 11 1 4789.08741 -0.854598610
#> 278 1539 4844 7492 3288 11 1 4070.55738 -0.281270285
#> 279 1543 NA 2970 554 2 0 NA NA
#> 280 1545 0 2088 0 4 1 89.75606 -0.377080789
#> 281 1546 3118 1270 0 5 2 1349.87329 -4.200727576
#> 282 1547 0 3518 1770 13 1 -604.03385 0.384658570
#> 283 1548 3000 9717 1287 10 1 2485.84246 -0.924856938
#> 284 1551 6287 3467 2093 1 2 5035.54787 -2.710916335
#> 285 1554 1825 5826 1862 11 1 2218.08758 -0.129080587
#> 286 1557 3745 2593 1061 2 1 1897.65957 -1.409521950
#> 287 1560 1500 3103 980 2 1 885.02101 0.153265635
#> 288 1563 5193 7160 7244 12 1 5516.56901 0.565959035
#> 289 1566 2100 5969 5687 11 1 2386.82862 1.214998748
#> 290 1567 0 2036 0 2 1 208.42510 -0.344725724
#> 291 1571 1715 1547 958 5 1 828.46711 0.442817680
#> 292 1573 1890 2141 1105 6 1 1114.83693 -0.013754969
#> 293 1576 3730 3536 1765 3 1 2827.24264 -0.733070477
#> 294 1601 42752 187353 77340 13 2 54283.61401 3.540093487
#> 295 1612 5078 4260 3297 2 1 2498.92780 1.403398823
#> 296 1613 342 978 NA 5 3 318.21004 NA
#> 297 1617 NA 4622 14 3 0 NA NA
#> 298 1620 2044 4799 3938 3 1 1608.53813 1.684870390
#> 299 1621 3545 5209 5014 8 1 5246.58963 -0.062186509
#> 300 1622 3300 1733 1070 4 1 1263.80450 -1.335810220
#> 301 1624 920 6644 388 11 1 1662.77616 -0.466090908
#> 302 1627 3179 4779 2042 2 1 1642.35738 0.653085776
#> 303 1630 NA 3272 2 2 0 NA NA
#> 304 1632 NA 961 0 5 0 NA NA
#> 305 1633 1082 976 564 5 1 593.22114 -0.098841544
#> 306 1634 2885 6886 5541 11 1 2868.50759 0.974358557
#> 307 1635 3842 2562 1462 2 1 1941.41277 -0.795661587
#> 308 1636 0 3954 0 2 1 208.42510 -0.344725724
#> 309 1638 4098 11779 7918 7 1 3947.66037 1.856295972
#> 310 1640 382 5635 0 11 1 1332.65733 -0.489573498
#> 311 1644 0 2031 1926 2 1 208.42510 3.194611383
#> 312 1648 3715 6298 5310 10 1 2897.19997 2.059192391
#> 313 1653 9611 16096 12273 7 1 8889.72511 1.628103762
#> 314 1657 2500 7755 1835 7 1 2515.15185 -0.300178113
#> 315 1662 2549 6067 2014 11 1 2662.33672 -0.234233913
#> 316 1663 7560 13738 14395 8 1 6802.71862 2.296259335
#> 317 1664 3236 4132 2009 1 1 2634.03090 -1.396511589
#> 318 1665 3000 851 3413 6 1 1669.98281 2.795091933
#> 319 1702 0 21781 2123 13 1 -604.03385 0.442063274
#> 320 1703 11596 13010 9687 11 1 8213.61009 0.554241672
#> 321 1711 NA 2523 3978 3 0 NA NA
#> 322 1714 20710 23308 23850 13 1 25984.73830 -0.342116469
#> 323 1717 200 2631 0 1 1 244.32079 -0.413028263
#> 324 1718 2225 3531 1291 4 1 881.34932 2.490591373
#> 325 1719 13987 19610 25837 8 2 9293.68775 3.757463961
#> 326 1721 500 14885 3302 8 1 4066.41210 -0.221527185
#> 327 1724 0 2527 473 2 1 208.42510 0.438013900
#> 328 1725 NA 1622 0 5 0 NA NA
#> 329 1736 0 2139 0 3 1 131.05769 -0.095952920
#> 330 1738 4410 1375 1379 5 1 1830.02780 -2.262233446
#> 331 1739 1586 469 297 6 1 962.79698 -0.943016028
#> 332 1740 2412 867 0 6 1 1375.90553 -2.067959012
#> 333 1742 2841 2466 3258 6 1 1590.46192 2.628083129
#> 334 1743 NA 1250 0 5 0 NA NA
#> 335 1744 1916 3825 331 2 1 1072.66361 -1.217822154
#> 336 1748 288 633 85 4 1 192.21847 -0.442751084
#> 337 1749 1768 1103 405 5 1 848.16386 -1.627479697
#> 338 1750 4056 4387 5225 3 1 3062.88776 1.568645115
#> 339 1751 NA 5126 607 11 0 NA NA
#> 340 1755 NA 562 0 5 0 NA NA
#> 341 1756 800 6769 132 11 1 1589.14371 -0.533701376
#> 342 1804 15263 50488 32268 13 1 18991.54458 2.225521895
#> 343 1805 10530 18787 13906 11 1 7559.50846 2.518935900
#> 344 1811 0 1465 0 5 1 191.11032 -0.674518094
#> 345 1812 2200 2031 1226 3 1 1721.30083 -0.336477389
#> 346 1813 2920 7962 5188 11 1 2889.98372 0.835257008
#> 347 1815 0 1244 NA 6 3 169.58854 NA
#> 348 1816 112 507 NA 4 3 129.60255 NA
#> 349 1818 NA 1743 NA 2 0 NA NA
#> 350 1820 5845 7437 5115 12 1 5989.83987 -0.283230154
#> 351 1822 900 2216 594 2 1 614.38265 -0.033074344
#> 352 1824 11200 13427 8888 12 1 9876.90338 -0.333626151
#> 353 1825 NA 1462 22 5 0 NA NA
#> 354 1826 1955 1465 1127 6 1 1147.34547 -0.028465628
#> 355 1827 NA 1402 NA 5 0 NA NA
#> 356 1828 0 1838 354 6 1 169.58854 0.265914908
#> 357 1832 3716 4486 1770 3 1 2817.12291 -0.722180702
#> 358 1833 10751 26039 20207 13 1 13198.76139 1.136306575
#> 359 1834 1260 1923 NA 4 3 538.02910 NA
#> 360 1835 1770 478 NA 5 3 848.90713 NA
#> 361 1836 0 1268 14 5 1 191.11032 -0.623854815
#> 362 1837 2315 6471 2027 12 1 3427.49921 -0.472552667
#> 363 1838 0 2043 744 6 1 169.58854 0.836626326
#> 364 1839 0 1034 0 6 1 169.58854 -0.244497750
#> 365 1840 NA 4700 NA 2 0 NA NA
#> 366 1841 6132 9604 8214 12 1 6198.16615 0.660989839
#> 367 1845 NA 1963 NA 6 0 NA NA
#> 368 1848 5800 2543 2327 3 1 4323.51687 -1.571801989
#> 369 1849 NA 1824 NA 6 0 NA NA
#> 370 1850 NA 1974 NA 6 0 NA NA
#> 371 1851 NA 2144 1529 5 0 NA NA
#> 372 1852 NA 1283 NA 5 0 NA NA
#> 373 1853 NA 1400 NA 6 0 NA NA
#> 374 1854 950 2556 NA 2 3 636.93584 NA
#> 375 1856 1850 551 22 6 1 1094.83167 -1.557236431
#> 376 1857 320 765 0 4 1 203.60318 -0.871521670
#> 377 1859 500 1336 147 5 1 376.92863 -0.800466879
#> 378 1860 11380 11198 1959 11 1 8081.07167 -2.445477691
#> 379 1865 18065 9350 2793 11 2 12183.01292 -2.919279132
#> 380 1866 5210 8082 4907 11 1 4295.13637 0.219848063
#> 381 1867 NA 2632 NA 5 0 NA NA
#> 382 1868 3321 4529 2105 2 1 1706.40846 0.652831144
#> 383 1870 NA 10214 9559 11 0 NA NA
#> 384 1871 NA 4980 3177 11 0 NA NA
#> 385 1874 NA 1062 0 5 0 NA NA
#> 386 1902 31859 73480 31866 13 1 40298.51043 -1.390968333
#> 387 1903 14981 24695 15689 13 1 18629.49564 -0.471226565
#> 388 1911 3750 3029 4104 6 2 2045.08138 2.691861729
#> 389 1913 4000 3041 2090 2 1 2012.68087 0.127796939
#> 390 1917 1500 1403 891 6 1 919.78568 -0.040201563
#> 391 1919 NA 1137 0 5 0 NA NA
#> 392 1920 NA 1051 0 6 0 NA NA
#> 393 1922 5030 4019 NA 3 3 3766.93177 NA
#> 394 1923 2164 2230 3622 13 1 2174.24249 0.233648760
#> 395 1924 5475 6741 5510 11 1 4457.74137 0.378583965
#> 396 1925 3650 3452 NA 2 3 1854.80849 NA
#> 397 1926 0 1158 146 5 1 191.11032 -0.157120016
#> 398 1927 0 1543 0 5 1 191.11032 -0.674518094
#> 399 1928 0 913 0 4 1 89.75606 -0.377080789
#> 400 1929 NA 915 225 5 0 NA NA
#> 401 1931 5837 11618 1766 12 1 5984.03286 -1.470273267
#> 402 1933 1800 5701 712 11 1 2202.74749 -0.542253051
#> 403 1936 1898 2282 997 6 1 1118.83798 -0.170456256
#> 404 1938 2500 2861 591 6 1 1419.91710 -1.196918928
#> 405 1939 1200 1865 1061 6 1 769.74625 0.408486346
#> 406 1940 0 2150 595 6 1 169.58854 0.616474509
#> 407 1941 2023 2920 629 3 1 1593.35854 -0.661651000
#> 408 1942 2560 4895 969 3 1 1981.52243 -0.691876211
#> 409 1943 0 1231 0 6 1 169.58854 -0.244497750
#> 410 2002 3910 2137 8367 3 2 2957.35345 3.546111875
#> 411 2003 NA 6160 1913 12 0 NA NA
#> 412 2004 19291 10455 17871 12 1 15749.96236 1.149653767
#> 413 2011 NA 2956 1708 3 0 NA NA
#> 414 2012 2649 20097 14343 12 2 3669.94164 3.267157228
#> 415 2014 0 951 0 6 1 169.58854 -0.244497750
#> 416 2015 0 1054 24 6 1 169.58854 -0.209843467
#> 417 2017 1600 1035 530 6 1 969.79882 -0.617948942
#> 418 2018 1572 1215 653 6 1 955.79514 -0.424070942
#> 419 2019 NA 3276 2742 3 0 NA NA
#> 420 2020 3790 3978 0 3 1 2870.61291 -2.166273860
#> 421 2021 3262 2668 4038 3 1 2488.95456 1.077200121
#> 422 2022 2011 1318 1667 6 1 1175.35283 0.693577895
#> 423 2023 2904 1139 1569 6 1 1621.97019 -0.075661117
#> 424 2024 1820 1000 1048 6 1 1079.82773 -0.044483724
#> 425 2025 2450 2922 NA 6 3 1394.91053 NA
#> 426 2027 400 959 NA 13 3 -90.48924 NA
#> 427 2028 NA 2211 NA 3 0 NA NA
#> 428 2030 NA 10227 19083 12 0 NA NA
#> Adffits Ahii AleaveOutResid Bcategory123 ByHat
#> 1 -0.205106822 0.02307355 -8377.700379 1 17041.67552
#> 2 -0.103214127 0.01968353 -4620.601300 1 18197.91543
#> 3 -0.233389461 0.04116872 -7172.318803 1 34077.50816
#> 4 -0.262326541 0.06461497 -6452.005029 1 51222.75299
#> 5 0.161430995 0.04167284 1179.372692 1 2028.34305
#> 6 0.233351278 0.05382083 296.943917 1 389.27639
#> 7 -0.031702547 0.11936971 -58.404204 1 875.35126
#> 8 0.024418298 0.16417758 15.845405 1 157.72102
#> 9 -0.065019482 0.05509422 -377.892083 1 2308.20823
#> 10 -0.009529643 0.03295215 -147.845292 1 2242.75581
#> 11 -0.005073573 0.05870868 -82.286170 1 6903.42535
#> 12 NaN NaN 7390.533563 2 2098.11927
#> 13 -0.095811510 0.07170876 -224.525547 1 1100.51372
#> 14 -0.061608844 0.06714458 -669.193401 1 3980.55545
#> 15 -0.186740328 0.04567852 -2014.540196 1 1585.60406
#> 16 -0.241584790 0.07330214 -2056.932798 1 5762.94798
#> 17 -0.375277475 0.07064530 -836.691882 1 830.25856
#> 18 0.175046379 0.09151275 363.837627 1 824.65059
#> 19 -0.288738435 0.22429157 -1418.921372 1 6419.89602
#> 20 -0.108298846 0.02215768 -4570.126904 1 16841.91002
#> 21 0.383008951 0.04487152 3973.243706 1 7585.28267
#> 22 0.165847262 0.07415891 2368.019126 1 6937.32298
#> 23 -0.702557448 0.32834741 -2810.292108 1 7395.00494
#> 24 -0.002769756 0.02049605 -122.153991 1 14393.19437
#> 25 0.376613407 0.33045104 4124.777953 1 81844.75745
#> 26 0.185541306 0.06599981 4538.022216 1 37909.05285
#> 27 NaN NaN NA 1 5998.08794
#> 28 0.191782247 0.05746442 1849.490803 1 6786.52873
#> 29 -0.032019063 0.08287905 -260.402209 1 3657.00148
#> 30 0.486827428 0.06904244 4065.664325 1 6777.76254
#> 31 -0.542402350 0.06552277 -4563.557920 1 3397.10995
#> 32 -0.109325951 0.02298511 -4530.097713 1 21152.75074
#> 33 0.247780058 0.02766125 9209.950584 1 32555.61974
#> 34 -0.031825269 0.02288349 -1327.779869 1 11615.53624
#> 35 NaN NaN NA 1 1052.41389
#> 36 -0.060959973 0.02129318 -2633.218517 1 19614.62696
#> 37 -0.327443037 0.04670303 -3390.713947 2 8508.82581
#> 38 0.004678352 0.02116647 203.033231 1 12288.95069
#> 39 0.156727528 0.04791446 1659.271806 1 4117.48391
#> 40 0.035530271 0.02439030 142.893944 1 892.80012
#> 41 NaN NaN 224471.747778 1 460228.85443
#> 42 0.251924783 0.09587826 3139.108602 1 7844.08453
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#> 363 0.259246543 0.08760811 629.566600 1 929.27019
#> 364 -0.075762852 0.08760811 -185.872476 1 545.11877
#> 365 NaN NaN NA 3 1320.39177
#> 366 0.172036111 0.06344302 2152.387846 1 7126.19694
#> 367 NaN NaN NA 3 898.81220
#> 368 -0.814711081 0.21177004 -2532.911668 1 1668.05614
#> 369 NaN NaN NA 3 845.89144
#> 370 NaN NaN NA 3 903.00017
#> 371 NaN NaN NA 1 459.09113
#> 372 NaN NaN NA 3 377.86073
#> 373 NaN NaN NA 3 684.46408
#> 374 NaN NaN NA 2 828.30562
#> 375 -0.280168115 0.03135403 -1107.558084 1 361.22865
#> 376 -0.329813253 0.12527171 -232.761623 1 186.09423
#> 377 -0.221215505 0.07095472 -247.489148 1 382.86098
#> 378 -0.803188612 0.09736844 -6782.470181 1 6285.28633
#> 379 NaN NaN -9390.012922 1 4917.54623
#> 380 0.033228729 0.02233431 625.841368 1 3979.07522
#> 381 NaN NaN NA 3 505.13113
#> 382 0.142902234 0.04572461 417.690270 1 1281.14422
#> 383 NaN NaN NA 1 5557.00913
#> 384 NaN NaN NA 1 1683.22577
#> 385 NaN NaN NA 1 357.01065
#> 386 -0.292866817 0.04244903 -8806.330608 1 47349.56108
#> 387 -0.065455910 0.01892947 -2997.231638 1 12912.95318
#> 388 NaN NaN 2058.918620 2 1304.66494
#> 389 0.035853886 0.07296704 83.404939 1 939.62175
#> 390 -0.007010214 0.02950990 -29.660968 1 685.60626
#> 391 NaN NaN NA 1 364.08647
#> 392 NaN NaN NA 1 551.59110
#> 393 NaN NaN NA 2 1938.27132
#> 394 0.045071287 0.03587615 1501.630220 1 -2944.75711
#> 395 0.057700794 0.02270210 1076.702034 1 2986.57550
#> 396 NaN NaN NA 2 1033.95356
#> 397 -0.054157825 0.10619459 -50.469953 1 366.06770
#> 398 -0.232500184 0.10619459 -213.816468 1 402.39024
#> 399 -0.167122272 0.16417758 -107.386514 1 231.24729
#> 400 NaN NaN NA 1 343.14204
#> 401 -0.387141829 0.06483818 -4510.484481 1 8169.43059
#> 402 -0.111355127 0.04046479 -1553.614165 1 2216.85164
#> 403 -0.031022707 0.03206132 -125.873657 1 1020.26344
#> 404 -0.275281223 0.05023868 -872.763587 1 1240.70315
#> 405 0.074947503 0.03256717 301.058372 1 861.50116
#> 406 0.191027798 0.08760811 466.259581 1 970.00775
#> 407 -0.155066071 0.05206594 -1017.326609 1 1737.07452
#> 408 -0.145762180 0.04249839 -1057.462897 1 2098.64294
#> 409 -0.075762852 0.08760811 -185.872476 1 620.12158
#> 410 NaN NaN 5409.646554 2 1593.72866
#> 411 NaN NaN NA 1 5342.23632
#> 412 1.515335063 0.63468099 5805.987539 1 7567.00719
#> 413 NaN NaN NA 1 1743.66513
#> 414 NaN NaN 10673.058356 1 12561.47533
#> 415 -0.075762852 0.08760811 -185.872476 1 513.51861
#> 416 -0.065024482 0.08760811 -159.567990 1 552.73327
#> 417 -0.107628410 0.02944219 -453.140258 1 545.49950
#> 418 -0.073823130 0.02941320 -311.971209 1 614.02998
#> 419 NaN NaN NA 1 1802.24837
#> 420 -0.551649658 0.06089928 -3056.767875 1 1930.76535
#> 421 0.236874577 0.04612492 1623.950004 1 1690.94022
#> 422 0.130435441 0.03415909 509.035353 1 653.24464
#> 423 -0.021091268 0.07210397 -57.086347 1 585.09489
#> 424 -0.007952176 0.03096763 -32.844859 1 532.17413
#> 425 NaN NaN NA 2 1263.92737
#> 426 NaN NaN NA 2 -3841.93716
#> 427 NaN NaN NA 3 1607.27603
#> 428 NaN NaN NA 2 7448.90526
#> yImputed BrStud Bdffits Bhii BleaveOutResid
#> 1 2792.00000 -1.803644064 -0.243000830 0.01782795 -14508.329295
#> 2 11319.00000 -0.851544470 -0.114364585 0.01771760 -7002.991611
#> 3 32854.00000 -0.150473966 -0.020003040 0.01736448 -1245.129175
#> 4 42362.00000 -1.102649897 -0.155159543 0.01941630 -9036.202571
#> 5 3278.00000 0.845395433 0.231215954 0.06959646 1343.134344
#> 6 853.00000 0.951478555 0.175641589 0.03295368 479.525756
#> 7 1531.00000 0.696946145 0.165029213 0.05309222 692.410342
#> 8 103.00000 -0.156149649 -0.058880086 0.12448536 -62.501548
#> 9 2226.00000 -0.062404605 -0.019808107 0.09152996 -90.490856
#> 10 2512.00000 0.091128541 0.016887759 0.03320250 278.490779
#> 11 6721.00000 -0.048967855 -0.013160761 0.06736750 -195.602610
#> 12 10538.00000 6.073534242 NaN NaN 8439.880725
#> 13 0.00000 -1.295483623 -0.203815181 0.02415408 -1127.753567
#> 14 474.00000 -1.195302510 -0.167384734 0.01923278 -3575.318759
#> 15 1507.00000 -0.027306369 -0.007945510 0.07805831 -85.259258
#> 16 5491.00000 -0.093103545 -0.021465219 0.05047150 -286.403174
#> 17 331.00000 -0.580435607 -0.303888012 0.21513614 -636.108487
#> 18 811.00000 -0.016103168 -0.009358974 0.25249290 -18.261481
#> 19 9867.00000 1.223205301 0.329019218 0.06746941 3696.504983
#> 20 22914.00000 0.750625738 0.101188488 0.01784818 6182.435196
#> 21 9635.00000 0.732655991 0.260053807 0.11189039 2307.955354
#> 22 7751.00000 0.218817658 0.059381227 0.06859201 873.598931
#> 23 10648.00000 1.174823088 0.398944480 0.10339107 3628.109150
#> 24 14146.00000 -0.030407119 -0.004131182 0.01812403 -251.757229
#> 25 97383.00000 1.990394304 0.346207521 0.02936636 16008.349484
#> 26 53067.00000 1.925881089 0.257803870 0.01760381 15429.566260
#> 27 0.00000 -2.242635178 -0.545646056 0.05588918 -6353.160903
#> 28 4400.00000 -0.840469753 -0.246959187 0.07947690 -2592.578844
#> 29 1353.00000 -0.791369412 -0.150873853 0.03507230 -2387.745194
#> 30 11010.00000 1.533864986 0.449752840 0.07916872 4596.105224
#> 31 2809.00000 -0.200078326 -0.039384495 0.03730270 -610.898094
#> 32 23871.00000 0.334597905 0.044639735 0.01748778 2766.631510
#> 33 41227.00000 1.077395883 0.142969834 0.01730443 8824.075833
#> 34 9878.00000 -0.213860420 -0.029360459 0.01849931 -1770.285290
#> 35 400.00000 -0.229412235 -0.075811837 0.09845306 -723.660481
#> 36 23717.00000 0.505660537 0.067677872 0.01759805 4175.860024
#> 37 112.00000 -2.648121214 NaN NaN -8396.825809
#> 38 13445.00000 0.142249519 0.019476876 0.01840223 1177.722027
#> 39 4830.00000 0.241988627 0.044947079 0.03334900 737.097556
#> 40 1245.00000 0.408446291 0.064773123 0.02453199 361.057338
#> 41 455113.00000 -1.488071490 -3.147727418 0.81733565 -28006.857329
#> 42 10354.00000 0.699924685 0.250696902 0.11370362 2831.914391
#> 43 23153.00000 0.792944266 0.106924376 0.01785839 6527.184782
#> 44 7146.00000 -1.512470122 -0.202625657 0.01763152 -12267.029276
#> 45 3649.00000 0.679684523 0.192173689 0.07402404 2099.707846
#> 46 616.00000 -1.215165749 -1.124991761 0.46152383 -2190.179240
#> 47 2657.00000 0.260400915 0.085058123 0.09640918 377.863093
#> 48 2904.00000 0.359618137 0.097796648 0.06886188 1114.633870
#> 49 1440.00000 -0.373061446 -0.064284266 0.02883640 -1136.002383
#> 50 1537.00000 0.240190444 0.067307190 0.07280832 218.022462
#> 51 1500.00000 -0.680887918 -0.098003965 0.02029694 -2057.522055
#> 52 801.57418 -0.345840927 NaN NaN -303.070856
#> 53 7919.00000 -0.296388470 -0.040910511 0.01869609 -2452.740694
#> 54 10.00000 -0.958329232 -0.154913693 0.02546522 -2890.312225
#> 55 0.00000 -1.510965955 -0.350869640 0.05116499 -1326.039232
#> 56 309.00000 -0.617460909 -0.111148514 0.03138622 -546.558816
#> 57 742.00000 -0.554445409 -0.201222765 0.11638564 -910.874819
#> 58 409.00000 -0.373140157 -0.065148253 0.02958153 -246.589719
#> 59 569.00000 0.325329512 0.074176611 0.04941708 167.628991
#> 60 1909.00000 -0.771059693 -0.246029350 0.09240393 -3451.757571
#> 61 830.00000 0.036764266 0.007327150 0.03820336 32.784161
#> 62 0.00000 -0.732363727 -0.232925047 0.09186098 -668.455435
#> 63 1828.00000 2.660085130 NaN NaN 1386.645586
#> 64 20635.00000 0.711632800 0.096525128 0.01806556 5864.933460
#> 65 7666.00000 -1.130707899 -0.152464662 0.01785715 -9253.623625
#> 66 1256.00000 0.458448428 0.077984942 0.02812238 405.827129
#> 67 742.00000 0.626776777 0.248296152 0.13564569 337.020942
#> 68 3199.00000 1.097509045 0.337677794 0.08647839 1743.807113
#> 69 1598.41840 -0.021353618 NaN NaN -33.755505
#> 70 1721.00000 0.742484572 0.112843292 0.02257664 653.134246
#> 71 7149.00000 0.491485186 0.153507070 0.08888139 2221.227654
#> 72 4099.00000 0.579674720 0.103613898 0.03096056 1763.561329
#> 73 0.00000 -1.129548887 -0.160321017 0.01974735 -985.008569
#> 74 1576.00000 0.365031454 0.086403867 0.05305549 327.615256
#> 75 1535.00000 -0.073551783 -0.015419783 0.04210076 -225.824095
#> 76 5721.00000 1.063414688 0.180572832 0.02802556 3204.658060
#> 77 824.00000 -0.940625786 -0.427434208 0.17115125 -1390.233581
#> 78 1803.00000 -0.961559682 -0.181853823 0.03453266 -2884.902842
#> 79 3715.00000 0.889551612 0.283186724 0.09201952 2758.643923
#> 80 1433.00000 -0.351275148 -0.083088420 0.05298385 -1079.726879
#> 81 3384.00000 1.097523914 0.421698746 0.12863954 1567.290492
#> 82 1961.00000 -0.251897135 -0.075690848 0.08281294 -362.853259
#> 83 445.00000 -0.865027926 -0.135114814 0.02381646 -2611.165405
#> 84 0.00000 -1.103655726 -0.160326374 0.02066680 -963.434658
#> 85 1097.00000 0.693372151 0.120148685 0.02915123 455.903325
#> 86 5303.00000 0.858046837 0.140197518 0.02600258 2593.310981
#> 87 801.00000 0.072484246 0.016819541 0.05109337 65.072036
#> 88 0.00000 -1.147522963 -0.161328780 0.01938210 -1000.089258
#> 89 140.00000 -0.971180382 -0.160130523 0.02646667 -633.570308
#> 90 56116.00000 1.599254339 0.217544620 0.01816766 12943.969192
#> 91 0.00000 -1.844149621 -0.250415875 0.01810492 -14817.463923
#> 92 15997.00000 -0.063983553 -0.008633602 0.01788179 -529.674372
#> 93 2624.00000 -0.148100355 -0.059103672 0.13738348 -614.812831
#> 94 1145.00000 1.672219809 0.348258553 0.04156975 820.985372
#> 95 1726.00000 0.812563523 0.114936340 0.01961537 712.916089
#> 96 2957.00000 2.045430685 0.517374635 0.06013225 1771.110256
#> 97 1291.00000 0.577333866 0.115336059 0.03837785 513.143094
#> 98 690.00000 -0.940625973 -0.285566786 0.08439018 -1501.685042
#> 99 1208.00000 -0.548653162 -0.148966635 0.06865804 -878.066352
#> 100 106.00000 -1.101331352 -0.158832511 0.02037523 -961.311573
#> 101 260.00000 -0.716473290 -0.249730825 0.10832993 -732.948729
#> 102 3835.00000 1.510534866 0.588445594 0.13176193 2096.327194
#> 103 7781.00000 0.211011929 0.068108254 0.09435078 664.208625
#> 104 5406.00000 -0.907305955 -0.124018879 0.01834124 -7457.377015
#> 105 20942.00000 0.904374515 0.123196802 0.01821868 7433.172408
#> 106 4783.00000 -0.725573216 -0.100011304 0.01864498 -5980.509445
#> 107 16.00000 -0.913206240 -0.206965501 0.04885456 -2764.873183
#> 108 1216.00000 0.334091612 0.092816800 0.07165269 338.863586
#> 109 304.00000 -0.596811209 -0.100184304 0.02740670 -392.750990
#> 110 1873.00000 1.231279779 0.379288386 0.08666718 822.770978
#> 111 2934.00000 -1.471183281 -0.199691603 0.01809078 -11947.811319
#> 112 2043.00000 -0.439447250 -0.087362788 0.03801944 -1338.478291
#> 113 29885.00000 0.562520642 0.074616954 0.01729111 4642.147596
#> 114 20503.00000 -0.906940222 -0.120139516 0.01724486 -7450.255988
#> 115 14068.00000 -1.555045454 -0.206106413 0.01726370 -12595.630777
#> 116 781.00000 -0.145827982 -0.046566405 0.09253259 -458.764392
#> 117 2501.00000 0.245853906 0.058360302 0.05334254 348.624662
#> 118 2201.00000 1.454821601 0.206153974 0.01968474 1258.143307
#> 119 3876.00000 -0.101745321 -0.028901636 0.07466466 -407.936753
#> 120 1232.00000 -0.812147409 -0.238501844 0.07939398 -1146.626803
#> 121 2907.00000 -0.304610877 -0.057336572 0.03421778 -927.675645
#> 122 7164.00000 -0.441145023 -0.060782945 0.01863087 -3647.009121
#> 123 1143.00000 0.346220989 0.161406444 0.17853522 373.223344
#> 124 0.00000 -0.998073452 -0.311763161 0.08889792 -996.435694
#> 125 12781.00000 -1.002658766 -0.133843043 0.01750712 -8224.202259
#> 126 72675.00000 4.769006870 NaN NaN 39109.964475
#> 127 9812.00000 0.835644776 0.232207454 0.07168132 2587.982785
#> 128 106.00000 -0.887181668 -0.299096784 0.10205792 -897.420589
#> 129 6103.00000 -0.040807014 -0.009398815 0.05037650 -161.542317
#> 130 4926.00000 -0.312533017 -0.059189153 0.03462490 -954.940666
#> 131 1600.00000 0.477682909 0.093321797 0.03676373 424.668676
#> 132 2033.00000 -0.269984424 -0.043580896 0.02539473 -821.225657
#> 133 265.00000 -0.763711790 -0.132545337 0.02924029 -2315.608339
#> 134 447.00000 -0.439964336 -0.144498228 0.09736488 -451.479927
#> 135 3801.00000 -0.344441597 -0.104827924 0.08477194 -1559.478326
#> 136 0.00000 -0.843309516 -0.190619568 0.04860935 -429.891060
#> 137 1015.00000 0.100412320 0.014912865 0.02158107 88.769892
#> 138 2806.00000 2.475201625 0.486928452 0.03725796 2079.978044
#> 139 377.00000 -0.032267744 -0.006111732 0.03463251 -16.528225
#> 140 1587.00000 1.495422899 0.258892824 0.02909958 959.780952
#> 141 2287.00000 0.454453505 0.136801461 0.08308658 734.329340
#> 142 0.00000 -1.274204629 -0.248422390 0.03661857 -1956.456770
#> 143 2037.00000 -0.364732704 -0.055648009 0.02274868 -1107.245184
#> 144 8696.00000 -0.332873193 -0.045739816 0.01853137 -2753.862345
#> 145 23978.00000 -0.342545978 -0.045393514 0.01725796 -2831.880876
#> 146 0.00000 -0.951223648 -0.184384396 0.03621297 -839.662305
#> 147 2438.00000 1.821342285 0.725231895 0.13685330 1758.233285
#> 148 370.00000 -1.546852581 -0.449872930 0.07798645 -2076.888146
#> 149 11348.00000 3.037889496 NaN NaN 9192.578243
#> 150 4156.00000 -0.567231956 -0.106832557 0.03425686 -1728.899012
#> 151 387.00000 -1.272364352 -0.434817057 0.10457317 -1156.974731
#> 152 1072.00000 0.339216475 0.061600618 0.03192460 224.519587
#> 153 903.16607 1.039003220 NaN NaN 522.097640
#> 154 1088.00000 0.222287131 0.052291788 0.05243798 223.571223
#> 155 784.00000 0.271796088 0.050208927 0.03299912 180.101176
#> 156 3053.00000 3.717878240 NaN NaN 2428.690450
#> 157 4103.00000 0.989022608 0.147651518 0.02180170 8132.113424
#> 158 78937.00000 2.558970737 NaN NaN 21022.455620
#> 159 14448.00000 2.298898799 0.611545989 0.06608827 8117.485129
#> 160 11708.00000 2.317945645 0.374994491 0.02550486 6698.557257
#> 161 6981.00000 0.761911806 0.113270733 0.02162379 2301.204796
#> 162 6404.00000 0.014477245 0.003393288 0.05207663 57.364493
#> 163 3191.00000 0.701247064 0.194169016 0.07120913 990.683546
#> 164 1007.00000 -0.892969951 -0.171310199 0.03549737 -2686.583126
#> 165 1879.00000 3.156816733 NaN NaN 1227.646191
#> 166 696.00000 0.292383279 0.065299432 0.04750887 195.180734
#> 167 455.00000 -0.089234031 -0.030929362 0.10725296 -35.403258
#> 168 1512.00000 0.162576204 0.050116815 0.08678160 148.743619
#> 169 8749.00000 1.535488238 0.217087020 0.01959655 4551.978418
#> 170 45.00000 -0.771058306 -0.195230244 0.06024675 -396.264627
#> 171 863.00000 -1.095293473 -0.331593685 0.08395885 -4788.557758
#> 172 739.00000 0.489625548 0.072798281 0.02162809 4052.343848
#> 173 5848.00000 2.667125765 NaN NaN 3872.956133
#> 174 47888.00000 -0.050139862 -0.006956754 0.01888713 -415.290855
#> 175 138672.00000 5.997482582 NaN NaN 49559.448869
#> 176 28370.00000 0.842254705 0.112282563 0.01746173 6926.669833
#> 177 0.00000 -0.949112680 -0.217993667 0.05011012 -930.475292
#> 178 5084.00000 4.688376866 NaN NaN 4098.015659
#> 179 566.00000 -0.375751986 -0.059935601 0.02481165 -332.290582
#> 180 0.00000 -3.000061623 -1.014827405 0.10267693 -8222.795229
#> 181 7220.00000 -0.125273099 -0.044348761 0.11137002 -398.296489
#> 182 6665.00000 -0.417495084 -0.164760417 0.13475426 -1723.633359
#> 183 5484.00000 0.046375431 0.010341933 0.04737503 183.294165
#> 184 22687.00000 1.092330152 0.148662951 0.01818558 8947.823019
#> 185 11144.00000 1.823732054 0.442517597 0.05560244 6678.842474
#> 186 1386.00000 0.622174146 0.092758811 0.02174398 5142.820564
#> 187 2357.00000 -0.868821437 -0.189942494 0.04561491 -3364.766047
#> 188 2196.00000 0.326229655 0.076342886 0.05192006 519.394781
#> 189 4214.00000 0.740144751 0.109021574 0.02123585 6107.509371
#> 190 7117.00000 3.182860427 NaN NaN 5052.225497
#> 191 0.00000 -1.147796420 -0.161350830 0.01937823 -1000.319373
#> 192 1491.00000 0.160729168 0.047340366 0.07982590 146.497776
#> 193 178.00000 0.189260901 0.078508055 0.14680906 76.690970
#> 194 15.00000 -0.670857210 -0.181406446 0.06813909 -347.074149
#> 195 5125.00000 -0.649328251 -0.178181131 0.07002695 -2887.678189
#> 196 13044.00000 -1.533855778 -0.203473224 0.01729297 -12431.270087
#> 197 563.00000 1.976417089 1.026676840 0.21250075 697.499885
#> 198 2689.00000 -0.611729710 -0.088188437 0.02035967 -1850.270196
#> 199 205308.00000 1.891727145 0.733834088 0.13079758 16130.521678
#> 200 674.00000 -0.198981049 -0.057696461 0.07755592 -202.895390
#> 201 1531.00000 -0.205334454 -0.039067072 0.03493453 -627.852509
#> 202 262.00000 -2.324258481 -0.546945405 0.05247012 -6809.870077
#> 203 6421.00000 -0.512928339 -0.207853362 0.14104875 -2120.471502
#> 204 0.00000 -1.198341343 -0.238237444 0.03802109 -1847.598182
#> 205 169.00000 -0.833593104 -0.134823202 0.02549215 -733.313131
#> 206 829.00000 -2.593502207 -0.790784992 0.08506194 -7640.466092
#> 207 0.00000 -0.903864868 -0.178596981 0.03757576 -594.093011
#> 208 6358.00000 0.147085083 0.039837823 0.06834534 662.166702
#> 209 1092.00000 0.080551577 0.011358605 0.01949625 71.138787
#> 210 1371.00000 0.647853702 0.096727261 0.02180565 5353.677679
#> 211 633.00000 0.088526434 0.017343651 0.03696389 58.836617
#> 212 25.00000 -0.657660718 -0.165505618 0.05955975 -338.792142
#> 213 8113.00000 -0.198712557 -0.072616619 0.11781034 -635.521682
#> 214 5161.00000 0.299730779 0.042331017 0.01955589 908.830976
#> 215 1435.00000 0.352634715 0.059379853 0.02757307 312.343155
#> 216 572.00000 -0.726190101 -0.197241080 0.06870397 -1157.257035
#> 217 2162.00000 -2.044514570 -0.938290935 0.17397532 -7857.052446
#> 218 2002.00000 -0.094486716 -0.035304220 0.12250564 -156.659845
#> 219 0.00000 -0.921580322 -0.357915337 0.13106363 -3731.552350
#> 220 7228.00000 -0.717893052 -0.098013146 0.01829904 -5916.754017
#> 221 9927.00000 -0.690185564 -0.093420066 0.01799136 -5689.501877
#> 222 4074.00000 1.452109324 0.327411823 0.04837871 2223.913010
#> 223 0.00000 0.525099211 0.078598101 0.02191384 4345.157881
#> 224 846.00000 -1.055626027 -0.254799489 0.05505341 -1451.384564
#> 225 0.00000 -1.013536638 -0.352500336 0.10790715 -4032.243364
#> 226 2720.00000 0.427615859 0.139653279 0.09637871 696.341702
#> 227 2169.00000 -0.113097795 -0.037215268 0.09769805 -164.513246
#> 228 8647.00000 -0.413550786 -0.213636432 0.21065041 -2012.664947
#> 229 4004.00000 3.545627248 NaN NaN 3106.380009
#> 230 1303.00000 2.299938102 0.896317826 0.13185169 1142.478359
#> 231 1542.00000 1.177835794 0.199401540 0.02786220 764.230875
#> 232 14126.00000 2.677127051 0.646797232 0.05515188 7730.477727
#> 233 0.00000 -1.120134218 -0.633539553 0.24236393 -634.094591
#> 234 658.00000 0.684078022 0.205322828 0.08264221 356.592285
#> 235 387.00000 0.024248824 0.007376348 0.08469670 9.505237
#> 236 12094.00000 6.485230476 NaN NaN 10129.732364
#> 237 0.00000 -1.150068779 -0.275519027 0.05427744 -1792.052772
#> 238 1048.00000 1.395386189 0.250785347 0.03129026 690.714105
#> 239 2397.00000 1.978550843 0.425390587 0.04418308 1703.160874
#> 240 397.00000 -0.899617338 -0.311763590 0.10722084 -3597.279214
#> 241 0.00000 0.404012311 0.060087892 0.02164128 3346.113771
#> 242 0.00000 -1.593780972 -0.365839518 0.05005226 -1029.934235
#> 243 8456.00000 0.875757033 0.287892146 0.09752735 3910.006995
#> 244 11700.00000 1.863162691 0.635229196 0.10413612 7713.738741
#> 245 0.00000 -0.961451428 -0.233353038 0.05563065 -944.700898
#> 246 1079.00000 0.217552508 0.034617177 0.02469425 192.561674
#> 247 285.00000 -0.734783331 -0.111203704 0.02239159 -646.372797
#> 248 208.42510 -0.830264909 NaN NaN -726.376776
#> 249 5772.00000 0.005034628 0.001099805 0.04554616 19.880893
#> 250 94.00000 -0.933758639 -0.147866376 0.02446320 -819.537171
#> 251 758.00000 -1.685547042 -1.215235582 0.34202020 -1303.561561
#> 252 1895.00000 -0.195072811 -0.034185178 0.02979515 -594.918417
#> 253 0.00000 -0.975780770 -0.261525600 0.06701882 -963.868312
#> 254 3038.00000 0.199015033 0.035068195 0.03011449 607.031403
#> 255 0.00000 -0.929949801 -0.281801143 0.08410329 -348.082500
#> 256 8526.00000 2.217329794 0.407321569 0.03264380 6458.550063
#> 257 2281.00000 0.026983845 0.006904356 0.06144658 38.499994
#> 258 24205.00000 1.228665283 0.166953813 0.01812925 10036.105804
#> 259 22851.00000 -0.695026215 -0.092059178 0.01724164 -5726.873583
#> 260 7486.00000 -0.655498734 -0.089576668 0.01833204 -5406.775795
#> 261 1064.00000 0.086640279 0.012146128 0.01927452 76.506554
#> 262 405.00000 -0.537137561 -0.160315313 0.08179359 -545.000117
#> 263 3423.00000 -0.180223715 -0.053806340 0.08183927 -724.983170
#> 264 5817.00000 0.532624773 0.075074024 0.01948018 1611.760733
#> 265 1780.00000 -0.407862986 -0.132180414 0.09504566 -589.591404
#> 266 932.00000 -1.283775758 -0.189594409 0.02134530 -3835.764487
#> 267 3974.00000 1.474839178 0.384414209 0.06361561 1976.672746
#> 268 3098.00000 2.870154017 0.981131478 0.10462791 2440.832159
#> 269 601.00000 -0.279148544 -0.046559093 0.02706585 -184.397636
#> 270 461.00000 -0.996627160 -0.254948821 0.06142027 -890.687203
#> 271 1101.62003 1.478556249 NaN NaN 748.571837
#> 272 3714.00000 0.686292648 0.191953454 0.07255407 2118.093018
#> 273 3436.00000 2.558147006 NaN NaN 2589.546979
#> 274 2024.00000 -0.131764647 -0.031508582 0.05408914 -406.040662
#> 275 2111.00000 -0.633256919 -0.088675691 0.01923161 -1913.761365
#> 276 1115.00000 -0.803280411 -0.190184512 0.05307980 -1118.720002
#> 277 2432.00000 -0.154492165 -0.024640956 0.02480803 -470.020300
#> 278 3288.00000 -0.085531201 -0.012275728 0.02018321 -259.645426
#> 279 554.00000 -0.427804193 -0.064034629 0.02191376 -377.600633
#> 280 0.00000 -2.081380201 -0.889707314 0.15449297 -697.482053
#> 281 0.00000 -0.768137103 -0.138598343 0.03153006 -388.896173
#> 282 1770.00000 0.469816676 0.069321868 0.02130738 3888.429239
#> 283 1287.00000 -0.655697060 -0.158454436 0.05517636 -920.165808
#> 284 2093.00000 1.335203488 0.308135882 0.05056554 1278.189546
#> 285 1862.00000 -0.151357241 -0.027592391 0.03216428 -462.233954
#> 286 1061.00000 0.260696214 0.047116481 0.03163130 231.525682
#> 287 980.00000 0.030205480 0.004334679 0.02017853 26.686647
#> 288 7244.00000 0.330375061 0.087456312 0.06548673 1480.741718
#> 289 5687.00000 1.119852271 0.198952216 0.03059711 3375.063632
#> 290 0.00000 -0.841685230 -0.210705488 0.05897315 -753.385902
#> 291 958.00000 1.152612842 0.241027631 0.04189663 579.511988
#> 292 1105.00000 0.217608484 0.048746232 0.04778226 145.364621
#> 293 1765.00000 -0.055594438 -0.010528394 0.03462252 -87.890232
#> 294 77340.00000 -6.021481168 NaN NaN -50390.822763
#> 295 3297.00000 2.588170026 0.544174320 0.04233542 2169.440233
#> 296 318.21004 -0.060843228 NaN NaN -30.875693
#> 297 14.00000 -1.415266355 -0.410171351 0.07748666 -2205.566058
#> 298 3938.00000 1.294067210 0.411227360 0.09172116 2044.451495
#> 299 5014.00000 0.736888081 0.359066386 0.19187735 3118.101689
#> 300 1070.00000 1.991890979 0.684219530 0.10554079 658.029276
#> 301 388.00000 -0.857717146 -0.136115772 0.02456557 -2590.419066
#> 302 2042.00000 0.841925038 0.237977512 0.07398489 759.681268
#> 303 2.00000 -1.159383343 -0.162417990 0.01924747 -1010.081875
#> 304 0.00000 -0.716074615 -0.170919760 0.05390191 -367.278915
#> 305 564.00000 0.440428769 0.103139845 0.05198940 226.899314
#> 306 5541.00000 0.829588622 0.127150028 0.02295214 2504.592996
#> 307 1462.00000 0.739243239 0.136018021 0.03274603 653.724149
#> 308 0.00000 -1.359072942 -0.238912012 0.02997595 -1184.683504
#> 309 7918.00000 1.425987621 0.267272442 0.03393767 4194.508957
#> 310 0.00000 -0.738254073 -0.139375552 0.03441532 -2245.275671
#> 311 1926.00000 1.467370419 0.368381337 0.05928872 1294.968233
#> 312 5310.00000 2.775943774 0.779702838 0.07312378 3274.372642
#> 313 12273.00000 2.328005882 0.579028018 0.05825893 6563.441432
#> 314 1835.00000 0.015285556 0.004232980 0.07122623 47.551007
#> 315 2014.00000 -0.160069546 -0.027947277 0.02958153 -488.176232
#> 316 14395.00000 2.551144274 0.574038827 0.04819062 8706.467790
#> 317 2009.00000 1.278345851 0.375708853 0.07951058 1247.797357
#> 318 3413.00000 4.447791640 NaN NaN 2937.553883
#> 319 2123.00000 -1.085954836 -0.149556530 0.01861347 -8898.638331
#> 320 9687.00000 0.718088999 0.209687307 0.07856889 2236.323301
#> 321 3978.00000 1.614414824 0.420675021 0.06358183 2470.696725
#> 322 23850.00000 1.495532693 0.205056253 0.01845293 12140.130532
#> 323 0.00000 -0.985684580 -0.283364138 0.07633575 -978.020452
#> 324 1291.00000 1.255528921 1.669866307 0.63884930 722.777701
#> 325 25837.00000 4.240395573 NaN NaN 17240.811856
#> 326 3302.00000 -0.897548325 -0.222165865 0.05773160 -3493.812914
#> 327 473.00000 -0.406311570 -0.076299443 0.03406226 -360.944176
#> 328 0.00000 -0.845577887 -0.193275635 0.04965123 -431.255814
#> 329 0.00000 -1.101754360 -0.350601616 0.09195313 -1755.520408
#> 330 1379.00000 2.159541938 0.393118488 0.03207491 1025.347524
#> 331 297.00000 -0.053177090 -0.017162514 0.09433645 -36.447539
#> 332 0.00000 -0.764977336 -0.181264707 0.05316243 -508.574788
#> 333 3258.00000 4.264586767 1.233922834 0.07725126 2349.158637
#> 334 0.00000 -0.764358000 -0.138738044 0.03189481 -387.093649
#> 335 331.00000 -0.921595218 -0.151066361 0.02616616 -809.751791
#> 336 85.00000 -0.174157406 -0.067291880 0.12990038 -69.903006
#> 337 405.00000 0.089448704 0.018061999 0.03917663 45.920236
#> 338 5225.00000 2.357078577 0.604570680 0.06172701 3431.152760
#> 339 607.00000 -0.403154325 -0.083672153 0.04129562 -1235.295447
#> 340 0.00000 -0.667280548 -0.264440189 0.13573313 -358.498668
#> 341 132.00000 -0.977744117 -0.152324669 0.02369600 -2945.085602
#> 342 32268.00000 0.141195532 0.018715399 0.01726602 1168.322983
#> 343 13906.00000 0.802902297 0.527024679 0.30111977 2867.372309
#> 344 0.00000 -0.808316350 -0.155824094 0.03583106 -409.711792
#> 345 1226.00000 -0.236834479 -0.079668886 0.10165543 -387.738707
#> 346 5188.00000 0.436917801 0.061271526 0.01928679 1323.260523
#> 347 169.58854 -0.697283641 NaN NaN -455.482460
#> 348 129.60255 0.058248707 NaN NaN 22.221089
#> 349 641.70765 NA NaN NaN NA
#> 350 5115.00000 -0.211391220 -0.054591816 0.06252327 -947.981596
#> 351 594.00000 -0.183239926 -0.041344832 0.04844364 -164.225236
#> 352 8888.00000 -0.053763786 -0.020465365 0.12655896 -250.132631
#> 353 22.00000 -0.761710227 -0.146469105 0.03565694 -386.530859
#> 354 1127.00000 0.653141699 0.108065490 0.02664588 429.225901
#> 355 389.08770 NA NaN NaN NA
#> 356 354.00000 -0.781327358 -0.141142006 0.03160100 -513.447027
#> 357 1770.00000 -0.169303171 -0.045705700 0.06792963 -272.260813
#> 358 20207.00000 0.784912708 0.106839686 0.01819071 6462.901924
#> 359 538.02910 -0.003591555 NaN NaN -1.357324
#> 360 848.90713 1.026118277 NaN NaN 546.993524
#> 361 14.00000 -0.738655858 -0.133343777 0.03155978 -374.257038
#> 362 2027.00000 -0.851104089 -0.242575756 0.07512948 -3758.722334
#> 363 744.00000 -0.290439089 -0.060325091 0.04135643 -193.262851
#> 364 0.00000 -0.862611729 -0.179458886 0.04148564 -568.712163
#> 365 1320.39177 NA NaN NaN NA
#> 366 8214.00000 0.258234429 0.063733457 0.05741523 1154.063900
#> 367 898.81220 NA NaN NaN NA
#> 368 2327.00000 0.439700392 0.113400415 0.06236614 702.773104
#> 369 845.89144 NA NaN NaN NA
#> 370 903.00017 NA NaN NaN NA
#> 371 1529.00000 2.573949999 1.131828531 0.16202816 1276.783789
#> 372 377.86073 NA NaN NaN NA
#> 373 684.46408 NA NaN NaN NA
#> 374 636.93584 -0.217485956 NaN NaN -191.369773
#> 375 22.00000 -0.545776990 -0.165613652 0.08431555 -370.464572
#> 376 0.00000 -0.535162480 -0.190939566 0.11292287 -209.783594
#> 377 147.00000 -0.478051206 -0.086059042 0.03139013 -243.504616
#> 378 1959.00000 -1.505091426 -0.318196213 0.04278332 -4519.652058
#> 379 2793.00000 -0.719020615 -0.110368625 0.02301943 -2174.604380
#> 380 4907.00000 0.312104589 0.043706047 0.01923307 946.121605
#> 381 505.13113 NA NaN NaN NA
#> 382 2105.00000 0.979568557 0.240969837 0.05706099 873.710566
#> 383 9559.00000 1.378234564 0.243031378 0.03015644 4126.429294
#> 384 3177.00000 0.509601414 0.108683246 0.04350572 1561.717884
#> 385 0.00000 -0.731655093 -0.154433778 0.04265221 -372.916356
#> 386 31866.00000 -1.971350586 -0.272370963 0.01873189 -15779.134057
#> 387 15689.00000 0.341871725 0.046697087 0.01831576 2827.840888
#> 388 4104.00000 4.044628386 NaN NaN 2799.335065
#> 389 2090.00000 1.353980224 0.197712310 0.02087756 1174.907456
#> 390 891.00000 0.319752506 0.053691831 0.02742285 211.185037
#> 391 0.00000 -0.744106717 -0.145388967 0.03677235 -377.985899
#> 392 0.00000 -0.872609063 -0.179236994 0.04048263 -574.863063
#> 393 3766.93177 1.173934400 NaN NaN 1828.660444
#> 394 3622.00000 0.814036515 0.120812368 0.02155128 6711.396298
#> 395 5510.00000 0.856256149 0.133939030 0.02388407 2585.168843
#> 396 1854.80849 0.938869055 NaN NaN 820.854933
#> 397 146.00000 -0.446769775 -0.085717810 0.03550382 -228.168554
#> 398 0.00000 -0.826231242 -0.172012610 0.04154228 -419.830971
#> 399 0.00000 -0.665170274 -0.219803668 0.09844557 -256.498421
#> 400 225.00000 -0.242401893 -0.061400598 0.06029284 -125.722192
#> 401 1766.00000 -1.673764712 -0.498267223 0.08140652 -6970.907938
#> 402 712.00000 -0.510753196 -0.095261274 0.03361707 -1557.200145
#> 403 997.00000 -0.036766242 -0.009208485 0.05902756 -24.722764
#> 404 591.00000 -1.085648590 -0.419563220 0.12994589 -746.738787
#> 405 1061.00000 0.311382052 0.057161514 0.03260064 206.221803
#> 406 595.00000 -0.592298810 -0.133621263 0.04842954 -394.093523
#> 407 629.00000 -0.737255545 -0.158736107 0.04430324 -1159.441533
#> 408 969.00000 -0.775482376 -0.258912291 0.10029133 -1255.565241
#> 409 0.00000 -0.979395732 -0.177976872 0.03196693 -640.599578
#> 410 8367.00000 4.251808201 NaN NaN 6773.271341
#> 411 1913.00000 -0.841611700 -0.249092827 0.08054343 -3729.633832
#> 412 17871.00000 3.162197487 0.828082612 0.06417474 11010.594875
#> 413 1708.00000 -0.023470511 -0.004978743 0.04306047 -37.269996
#> 414 14343.00000 0.577798233 0.561906949 0.48605938 3466.401769
#> 415 0.00000 -0.813970876 -0.180511995 0.04687531 -538.773793
#> 416 24.00000 -0.835633792 -0.171258582 0.04030919 -550.941264
#> 417 530.00000 -0.024269663 -0.005045286 0.04142569 -16.169322
#> 418 653.00000 0.060743349 0.011145129 0.03256815 40.281930
#> 419 2742.00000 0.620609144 0.119424345 0.03570740 974.550287
#> 420 0.00000 -1.311806523 -0.277521024 0.04283880 -2017.178868
#> 421 4038.00000 1.632263344 0.395127743 0.05535577 2484.596526
#> 422 1667.00000 1.636601118 0.283985374 0.02922959 1044.279216
#> 423 1569.00000 1.590710464 0.306685888 0.03583892 1020.477941
#> 424 1048.00000 0.816267391 0.174272037 0.04359458 539.338094
#> 425 1394.91053 0.190759528 NaN NaN 130.983157
#> 426 -90.48924 0.456446856 NaN NaN 3751.447917
#> 427 1607.27603 NA NaN NaN NA
#> 428 19083.00000 2.681453724 NaN NaN 11634.094736
#>
#> $aggregates
#> strata N AnImputed AestimateYHat AestimateOrig Acoef AcoefB AnModel
#> 1 13 63 1 NA 2033686 -604.03385 1.2838615 53
#> 2 3 35 2 NA 80875 131.05769 0.7228378 24
#> 3 5 40 4 NA 13997 191.11032 0.3716366 19
#> 4 1 21 0 NA 21086 86.89588 0.7871245 15
#> 5 4 15 2 NA 6011 89.75606 0.3557723 10
#> 6 10 21 0 NA 57945 759.86685 0.5753252 19
#> 7 11 53 0 NA 219433 1098.26069 0.6136038 45
#> 8 8 23 0 NA 150654 3872.62269 0.3875788 19
#> 9 2 60 4 NA 61014 208.42510 0.4510639 41
#> 10 7 31 0 NA 125085 274.05591 0.8964384 26
#> 11 6 47 2 NA 38599 169.58854 0.5001314 34
#> 12 12 19 0 NA 140472 1747.09734 0.7258755 16
#> AsigmaHat AseEstimate AseRobust BnImputed estimate BestimateYHat
#> 1 6251.7673 6377.2954 5432.4988 0 2033595.511 1970543.017
#> 2 1477.7436 2196.4887 2773.5269 1 87847.626 64097.492
#> 3 294.8446 655.5807 905.9828 3 18440.983 15267.550
#> 4 611.7164 0.0000 0.0000 0 21086.000 18496.453
#> 5 246.0045 381.9351 429.2043 0 6678.632 5430.122
#> 6 1326.4614 0.0000 0.0000 0 57945.000 45632.163
#> 7 2783.4087 0.0000 0.0000 0 219433.000 210240.422
#> 8 3812.4591 0.0000 0.0000 0 150654.000 133413.188
#> 9 620.3999 1307.2285 1356.9134 2 66477.843 59673.410
#> 10 2292.5763 0.0000 0.0000 0 125085.000 133481.826
#> 11 715.4102 1043.7625 919.4276 4 43495.667 35654.587
#> 12 3087.2976 0.0000 0.0000 0 140472.000 128837.905
#> BestimateOrig Bcoef BcoefB BnModel BsigmaHat BseEstimate
#> 1 2033595.511 -4518.88103 0.70588517 58 8130.6633 0.0000
#> 2 86240.350 1202.50248 0.18307262 29 1524.3632 1588.4897
#> 3 17168.903 256.81705 0.09434425 32 494.8233 944.5672
#> 4 21086.000 978.64101 -0.02861212 20 952.8485 0.0000
#> 5 6678.632 -47.29828 0.30508825 12 355.7871 0.0000
#> 6 57945.000 2493.65434 -0.03470824 19 1341.0091 0.0000
#> 7 219433.000 -2002.56734 0.74011910 52 2974.9111 0.0000
#> 8 150654.000 287.03211 0.42372035 22 3760.1749 0.0000
#> 9 64515.744 241.65814 0.22951779 52 865.7626 1247.8716
#> 10 125085.000 -2208.09044 0.51565781 30 2944.0026 0.0000
#> 11 40163.499 151.44923 0.38072489 38 643.1724 1361.4486
#> 12 140472.000 2151.41245 0.51799089 18 4210.4138 0.0000
#> BseRobust nImputed seRobust seEstimate cv
#> 1 0.000 1 5432.4988 6377.2954 0.313597
#> 2 1493.202 3 3149.9372 2710.6941 3.085677
#> 3 1172.830 7 1482.0037 1149.7797 6.234915
#> 4 0.000 0 0.0000 0.0000 0.000000
#> 5 0.000 2 429.2043 381.9351 5.718763
#> 6 0.000 0 0.0000 0.0000 0.000000
#> 7 0.000 0 0.0000 0.0000 0.000000
#> 8 0.000 0 0.0000 0.0000 0.000000
#> 9 1267.261 6 1856.6539 1807.2160 2.718524
#> 10 0.000 0 0.0000 0.0000 0.000000
#> 11 1661.587 6 1899.0042 1715.5123 3.944099
#> 12 0.000 0 0.0000 0.0000 0.000000
#>
#> $total
#> Ntotal nImputedTotal AnImputedTotal BnImputedTotal estimateTotal cvTotal
#> 1 428 25 15 10 2971211 0.2511731
#>
ImputeRegression2(w, strataName = names(w)[2],x1Name = names(w)[4], method1="ratio") # x1=x2 and no imputation in round 2
#> $micro
#> id x1 x2 y strata Acategory123 AyHat ArStud
#> 1 101 30544 30544 2792 13 1 18508.52576 -1.866836238
#> 2 104 32182 32182 11319 13 1 19501.09272 -0.926638518
#> 3 105 54678 54678 32854 13 1 33132.83040 -0.024140454
#> 4 106 78967 78967 42362 13 1 47851.05926 -0.397621001
#> 5 111 4511 4511 3278 3 1 2586.87759 0.357803073
#> 6 118 1404 1404 853 5 1 412.01137 0.910601411
#> 7 119 3610 3610 1531 1 1 934.16598 0.603405780
#> 8 121 672 672 103 4 1 209.27495 -0.370447412
#> 9 122 5343 5343 2226 10 1 1386.87240 0.641508673
#> 10 123 5736 5736 2512 11 1 2829.39052 -0.130154158
#> 11 124 15615 15615 6721 8 1 6968.96516 -0.060857215
#> 12 125 11396 11396 10538 10 2 2958.03815 3.853000435
#> 13 127 3742 3742 0 2 1 1133.05863 -1.227867094
#> 14 128 8084 8084 474 11 1 3987.58594 -1.235349648
#> 15 135 7357 7357 1507 7 1 2349.96334 -0.377809874
#> 16 136 15458 15458 5491 7 1 4937.57420 0.172616216
#> 17 137 5186 5186 331 1 1 1341.99025 -0.872451561
#> 18 138 5382 5382 811 1 1 1392.70951 -0.486576801
#> 19 211 16732 16732 9867 7 1 5344.51361 1.402719513
#> 20 213 30261 30261 22914 13 1 18337.03831 0.531756536
#> 21 214 18992 18992 9635 7 1 6066.39987 1.026571606
#> 22 215 15695 15695 7751 8 1 7004.66911 0.182865388
#> 23 216 18623 18623 10648 7 1 5948.53437 1.383956233
#> 24 217 26792 26792 14146 13 1 16234.95358 -0.257301421
#> 25 219 122348 122348 97383 13 1 74138.32865 1.383303274
#> 26 220 60106 60106 53067 13 1 36421.99612 1.398743408
#> 27 221 15914 15914 0 7 1 5083.22912 -1.633022184
#> 28 226 17443 17443 4400 7 1 5571.62031 -0.345456109
#> 29 227 11374 11374 1353 7 1 3633.06824 -0.834005464
#> 30 228 17426 17426 11010 7 1 5566.19019 1.678630517
#> 31 229 10870 10870 2809 7 1 3472.08122 -0.245270412
#> 32 230 36368 36368 23871 13 1 22037.65273 0.194085473
#> 33 231 52522 52522 41227 13 1 31826.37475 0.835088255
#> 34 233 22857 22857 9878 13 1 13850.49022 -0.530378110
#> 35 234 6323 6323 400 7 1 2019.68441 -0.788386110
#> 36 235 34189 34189 23717 13 1 20717.25993 0.327604369
#> 37 236 20783 20783 112 7 1 6638.47875 -1.870854719
#> 38 237 23811 23811 13445 13 1 14428.57867 -0.128390580
#> 39 238 12267 12267 4830 7 1 3918.30914 0.318256273
#> 40 239 2837 2837 1245 2 1 859.02922 0.473070784
#> 41 301 658390 658390 455113 13 1 398959.80481 1.605283834
#> 42 402 17835 17835 10354 8 1 7959.74983 0.556356896
#> 43 403 30120 30120 23153 13 1 18251.59757 0.570979982
#> 44 412 33597 33597 7146 13 1 20358.52999 -1.481373642
#> 45 415 7588 7588 3649 7 1 2423.74906 0.542290114
#> 46 417 20119 20119 616 10 1 5222.25075 -2.088989370
#> 47 418 5131 5131 2657 10 1 1331.84396 1.052529301
#> 48 419 7901 7901 2904 7 1 2523.72711 0.164252768
#> 49 420 6142 6142 1440 11 1 3029.65770 -0.632684675
#> 50 423 4763 4763 1537 2 1 1442.21226 0.089985541
#> 51 425 7456 7456 1500 11 1 3677.81306 -0.789684690
#> 52 426 3760 3760 NA 2 3 1138.50894 NA
#> 53 427 21030 21030 7919 13 1 12743.39631 -0.672291778
#> 54 428 6525 6525 10 11 1 3218.57969 -1.253870265
#> 55 429 4429 4429 0 2 1 1341.07875 -1.342396895
#> 56 430 2600 2600 309 2 1 787.26682 -0.612823142
#> 57 432 1881 1881 742 3 1 1078.67806 -0.266203250
#> 58 434 1305 1305 409 6 1 681.48091 -0.441279901
#> 59 436 1620 1620 569 5 1 475.39774 0.178051559
#> 60 437 5580 5580 1909 12 1 4615.89146 -0.683226127
#> 61 438 2426 2426 830 2 1 734.58050 0.126056077
#> 62 439 1592 1592 0 2 1 482.04953 -0.788934721
#> 63 441 1956 1956 1828 5 1 573.99875 2.374408823
#> 64 501 27476 27476 20635 13 1 16649.43210 0.485525812
#> 65 502 30137 30137 7666 13 1 18261.89893 -1.246936824
#> 66 511 2701 2701 1256 2 1 817.84911 0.550592857
#> 67 512 2055 2055 742 5 1 603.05084 0.236004877
#> 68 513 2204 2204 3199 3 1 1263.90561 1.467250713
#> 69 514 2347 2347 NA 3 3 1345.91037 NA
#> 70 515 3664 3664 1721 2 1 1109.44063 0.662610594
#> 71 516 5741 5741 7149 12 1 4749.07399 0.595565689
#> 72 517 5935 5935 4099 11 1 2927.55103 0.473350576
#> 73 519 3154 3154 0 2 1 955.01521 -1.122599533
#> 74 520 4462 4462 1576 2 1 1351.07098 0.220508726
#> 75 521 5072 5072 1535 11 1 2501.85995 -0.421982857
#> 76 522 6227 6227 5721 11 1 3071.58556 1.054727595
#> 77 528 14906 14906 824 10 1 3869.12221 -1.503142959
#> 78 529 13180 13180 1803 7 1 4209.93841 -0.819489142
#> 79 532 6629 6629 3715 7 1 2117.42653 0.759185647
#> 80 533 9044 9044 1433 7 1 2888.82268 -0.591888610
#> 81 534 13695 13695 3384 10 1 3554.78523 -0.082620564
#> 82 536 5758 5758 1961 10 1 1494.59316 0.341110840
#> 83 538 6751 6751 445 11 1 3330.05847 -1.104929247
#> 84 540 3058 3058 0 2 1 925.94690 -1.104636540
#> 85 541 1321 1321 1097 6 1 689.83623 0.657569797
#> 86 542 6458 6458 5303 11 1 3185.53068 0.824465571
#> 87 543 2168 2168 801 2 1 656.45941 0.201887327
#> 88 544 3220 3220 0 2 1 974.99968 -1.134811832
#> 89 545 1590 1590 140 6 1 830.31008 -1.026883584
#> 90 602 67895 67895 56116 13 1 41141.83986 1.179934999
#> 91 604 27013 27013 0 13 1 16368.87135 -2.080387879
#> 92 605 29801 29801 15997 13 1 18058.29545 -0.240840462
#> 93 612 6767 6767 2624 8 1 3020.10805 -0.145324897
#> 94 615 1074 1074 1145 5 1 315.17109 2.056251421
#> 95 616 3422 3422 1726 2 1 1036.16426 0.774067003
#> 96 617 4578 4578 2957 2 1 1386.19520 1.556480203
#> 97 618 2422 2422 1291 2 1 733.36932 0.741191387
#> 98 619 4711 4711 690 3 1 2701.56957 -1.037122430
#> 99 620 4497 4497 1208 3 1 2578.84915 -0.715596848
#> 100 621 3512 3512 106 2 1 1063.41580 -1.066372750
#> 101 622 2275 2275 260 1 1 588.70571 -0.412252530
#> 102 623 13794 13794 3835 10 1 3580.48247 0.122749035
#> 103 624 18205 18205 7781 7 1 5815.01735 0.569995027
#> 104 625 24431 24431 5406 13 1 14804.27557 -1.226692650
#> 105 626 25731 25731 20942 13 1 15592.02712 0.674545238
#> 106 627 21492 21492 4783 13 1 13023.35109 -1.144293820
#> 107 628 9413 9413 16 7 1 3006.68818 -1.215077130
#> 108 631 2699 2699 1216 1 1 698.42493 0.600988040
#> 109 632 1404 1404 304 6 1 733.17946 -0.672973434
#> 110 633 2548 2548 1873 6 1 1330.58495 0.637048832
#> 111 701 27178 27178 2934 13 1 16468.85520 -1.694877011
#> 112 702 10741 10741 2043 7 1 3430.87621 -0.518202516
#> 113 704 42276 42276 29885 13 1 25617.68057 0.419920083
#> 114 706 45820 45820 20503 13 1 27765.21250 -0.688602224
#> 115 709 43867 43867 14068 13 1 26581.76728 -1.222819065
#> 116 711 6604 6604 781 7 1 2109.44107 -0.630549697
#> 117 713 9297 9297 2501 10 1 2413.20469 0.050884685
#> 118 714 3163 3163 2201 2 1 957.74037 1.472241217
#> 119 716 9361 9361 3876 8 1 4177.80870 -0.094566402
#> 120 719 5937 5937 1232 10 1 1541.05585 -0.222298179
#> 121 720 11657 11657 2907 7 1 3723.46373 -0.292061168
#> 122 722 21621 21621 7164 13 1 13101.52028 -0.817612481
#> 123 723 4971 4971 1143 1 1 1286.35432 -0.123613384
#> 124 728 2474 2474 0 1 1 640.20129 -0.780353101
#> 125 805 35955 35955 12781 13 1 21787.39012 -0.966218510
#> 126 806 53952 53952 72675 13 2 32692.90146 3.451737430
#> 127 807 12717 12717 9812 11 1 6272.90084 0.992442588
#> 128 811 2335 2335 106 1 1 604.23201 -0.620707561
#> 129 814 14088 14088 6103 8 1 6287.46597 -0.047524351
#> 130 815 10607 10607 4926 11 1 5232.10342 -0.092845606
#> 131 817 4136 4136 1600 2 1 1252.35984 0.353910596
#> 132 819 6534 6534 2033 11 1 3223.01911 -0.458550944
#> 133 821 6101 6101 265 11 1 3009.43367 -1.104777825
#> 134 822 4338 4338 447 1 1 1122.55181 -0.627016110
#> 135 826 5940 5940 3801 12 1 4913.69091 -0.269408625
#> 136 827 1613 1613 0 5 1 473.34355 -0.914277623
#> 137 828 2991 2991 1015 2 1 905.65964 0.130309477
#> 138 829 2448 2448 2806 2 1 741.24199 2.940577746
#> 139 830 1443 1443 377 5 1 423.45613 -0.093398412
#> 140 831 1323 1323 1587 6 1 690.88065 1.479717030
#> 141 833 2246 2246 2287 3 1 1287.99093 0.730080615
#> 142 834 3727 3727 0 3 1 2137.28503 -1.242782986
#> 143 901 6920 6920 2037 11 1 3413.42092 -0.515899250
#> 144 904 22550 22550 8696 13 1 13664.45966 -0.668768727
#> 145 906 44313 44313 23978 13 1 26852.02666 -0.276095238
#> 146 911 2473 2473 0 2 1 748.81187 -0.989312843
#> 147 912 2036 2036 2438 1 1 526.85926 3.127297790
#> 148 914 6014 6014 370 10 1 1561.04260 -0.867816075
#> 149 919 5618 5618 11348 11 2 2771.18478 3.540664140
#> 150 926 10577 10577 4156 11 1 5217.30535 -0.322661362
#> 151 928 5147 5147 387 2 1 1558.48551 -1.083492024
#> 152 929 1847 1847 1072 6 1 964.51743 0.146634857
#> 153 935 1317 1317 NA 5 3 386.48075 NA
#> 154 937 3582 3582 1088 1 1 926.92037 0.161943184
#> 155 938 1204 1204 784 6 1 628.73795 0.261114809
#> 156 940 1242 1242 3053 6 2 648.58183 3.951750210
#> 157 941 945 945 4103 13 1 572.63478 2.417362881
#> 158 1001 88447 88447 78937 13 1 53595.58598 1.781842685
#> 159 1002 15529 15529 14448 8 1 6930.58341 2.031489412
#> 160 1003 9705 9705 11708 11 1 4787.17485 2.305552854
#> 161 1004 9096 9096 6981 11 1 4486.77408 0.820867449
#> 162 1014 14308 14308 6404 8 1 6385.65184 0.004692273
#> 163 1017 6419 6419 3191 10 1 1666.16768 1.088988926
#> 164 1018 11260 11260 1007 7 1 3596.65451 -0.955360564
#> 165 1021 2290 2290 1879 4 1 713.15422 3.350938608
#> 166 1026 942 942 696 6 1 491.91956 0.387609617
#> 167 1027 1750 1750 455 4 1 544.98685 -0.199953206
#> 168 1029 4943 4943 1512 2 1 1496.71535 0.014250215
#> 169 1032 8497 8497 8749 11 1 4191.30600 1.578380436
#> 170 1034 1702 1702 45 5 1 499.46108 -0.853980949
#> 171 1037 5981 5981 863 12 1 4947.60695 -1.012853023
#> 172 1046 1832 1832 739 13 1 1110.12373 -0.174031038
#> 173 1101 14942 14942 5848 10 1 3878.46666 0.937466342
#> 174 1102 74820 74820 47888 13 1 45338.13180 0.189425736
#> 175 1103 132644 132644 138672 13 2 80377.32096 3.169200539
#> 176 1106 36951 36951 28370 13 1 22390.92901 0.629957058
#> 177 1111 3313 3313 0 1 1 857.31078 -0.914257781
#> 178 1112 3243 3243 5084 2 2 981.96396 4.655509425
#> 179 1114 2825 2825 566 2 1 855.39568 -0.355096098
#> 180 1119 18591 18591 0 7 1 5938.31297 -1.785919925
#> 181 1120 18970 18970 7220 7 1 6059.37265 0.328760611
#> 182 1121 18572 18572 6665 8 1 8288.67249 -0.368669675
#> 183 1122 11853 11853 5484 8 1 5289.98681 0.054266201
#> 184 1124 26096 26096 22687 13 1 15813.20352 0.862772692
#> 185 1127 10737 10737 11144 8 1 4791.91668 2.048934047
#> 186 1129 1238 1238 1386 13 1 750.18187 0.362977535
#> 187 1130 12464 12464 2357 8 1 5562.67574 -0.892584752
#> 188 1133 2737 2737 2196 3 1 1569.55973 0.413056449
#> 189 1134 3903 3903 4214 13 1 2365.07255 0.595871906
#> 190 1135 4710 4710 7117 3 1 2700.99611 2.465087448
#> 191 1141 3221 3221 0 2 1 975.30247 -1.134996030
#> 192 1142 4856 4856 1491 2 1 1470.37219 0.019398240
#> 193 1144 524 524 178 4 1 163.18463 0.057841275
#> 194 1145 865 865 15 5 1 253.83892 -0.619790984
#> 195 1146 10925 10925 5125 12 1 9037.38605 -0.718522948
#> 196 1149 42187 42187 13044 13 1 25563.74988 -1.247819244
#> 197 1151 200 200 563 4 2 62.28421 3.249518714
#> 198 1160 8788 8788 2689 11 1 4334.84726 -0.548835791
#> 199 1201 277391 277391 205308 13 1 168088.60891 1.517093704
#> 200 1211 4106 4106 674 1 1 1062.51677 -0.367387117
#> 201 1216 5593 5593 1531 11 1 2758.85306 -0.511064671
#> 202 1219 11778 11778 262 11 1 5809.72132 -1.641527633
#> 203 1221 18775 18775 6421 8 1 8379.27127 -0.443068006
#> 204 1222 3140 3140 0 3 1 1800.66407 -1.132384453
#> 205 1223 2797 2797 169 2 1 846.91742 -0.840734595
#> 206 1224 13271 13271 829 11 1 6546.17182 -1.594261740
#> 207 1227 1104 1104 0 6 1 576.51719 -1.025009453
#> 208 1228 6930 6930 6358 12 1 5732.63939 0.140390072
#> 209 1231 3401 3401 1092 2 1 1029.80556 0.069587023
#> 210 1232 925 925 1371 13 1 560.51553 0.535967553
#> 211 1233 1116 1116 633 6 1 582.78368 0.087583229
#> 212 1234 920 920 25 5 1 269.97896 -0.616791669
#> 213 1235 14425 14425 8113 11 1 7115.40415 0.260837153
#> 214 1238 8475 8475 5161 11 1 4180.45408 0.332204889
#> 215 1241 3876 3876 1435 2 1 1173.63315 0.274510610
#> 216 1242 2443 2443 572 3 1 1400.96252 -0.579412672
#> 217 1243 19742 19742 2162 8 1 8810.84279 -1.547702905
#> 218 1244 5118 5118 2002 3 1 2934.96775 -0.455475932
#> 219 1245 6975 6975 0 8 1 3112.93833 -1.162112931
#> 220 1246 24870 24870 7228 13 1 15070.29321 -1.010468782
#> 221 1247 28380 28380 9927 13 1 17197.22241 -0.875541327
#> 222 1251 4125 4125 4074 3 1 2365.52207 0.935371342
#> 223 1252 381 381 0 13 1 230.87180 -0.237395153
#> 224 1253 7957 7957 846 10 1 2065.38343 -0.773480650
#> 225 1256 7812 7812 0 8 1 3486.49093 -1.236922734
#> 226 1259 4852 4852 2720 3 1 2782.42741 -0.031145330
#> 227 1260 5077 5077 2169 10 1 1317.82728 0.667665883
#> 228 1263 15607 15607 8647 12 1 12910.43333 -0.663529316
#> 229 1264 2858 2858 4004 2 2 865.38791 3.798627677
#> 230 1265 576 576 1303 5 2 169.03031 3.582095367
#> 231 1266 1701 1701 1542 6 1 888.27512 0.938927395
#> 232 1401 11923 11923 14126 11 1 5881.24532 2.506286486
#> 233 1411 2370 2370 0 5 1 695.48928 -1.126273335
#> 234 1412 785 785 658 5 1 230.36248 1.183093653
#> 235 1413 1395 1395 387 4 1 434.43238 -0.116585007
#> 236 1416 4161 4161 12094 3 2 2386.16663 5.098750334
#> 237 1417 2689 2689 0 3 1 1542.03366 -1.042095688
#> 238 1418 1294 1294 1048 5 1 379.73128 1.465885106
#> 239 1419 2298 2298 2397 2 1 695.82275 2.441587943
#> 240 1420 7839 7839 397 8 1 3498.54101 -1.089738479
#> 241 1421 1764 1764 0 13 1 1068.91826 -0.511830594
#> 242 1422 2172 2172 0 6 1 1134.23490 -1.471696794
#> 243 1424 5359 5359 8456 12 1 4433.07568 1.054366303
#> 244 1426 5093 5093 11700 12 1 4213.03498 2.210997050
#> 245 1428 3023 3023 0 1 1 782.26697 -0.869574927
#> 246 1429 2830 2830 1079 2 1 856.90966 0.272132514
#> 247 1430 2942 2942 285 2 1 890.82269 -0.731650226
#> 248 1431 3020 3020 NA 2 3 914.44069 NA
#> 249 1432 12900 12900 5772 8 1 5757.26228 0.003958826
#> 250 1433 2840 2840 94 2 1 859.93761 -0.944517323
#> 251 1438 3846 3846 758 6 1 2008.41041 -1.226317466
#> 252 1439 6046 6046 1895 11 1 2982.30388 -0.435205959
#> 253 1441 2774 2774 0 1 1 717.83281 -0.829943032
#> 254 1443 6015 6015 3038 11 1 2967.01254 0.028432043
#> 255 1444 1200 1200 0 4 1 373.70527 -1.035109915
#> 256 1445 5784 5784 8526 11 1 2853.06742 2.451683123
#> 257 1449 7168 7168 2281 10 1 1860.58419 0.276378827
#> 258 1502 26732 26732 24205 13 1 16198.59582 0.995088239
#> 259 1504 46747 46747 22851 13 1 28326.93995 -0.513207028
#> 260 1505 24526 24526 7486 13 1 14861.84203 -0.956086289
#> 261 1511 3256 3256 1064 2 1 985.90030 0.089271648
#> 262 1514 2559 2559 405 1 1 662.19688 -0.304136722
#> 263 1515 8972 8972 3423 8 1 4004.19823 -0.185999525
#> 264 1516 8430 8430 5817 11 1 4158.25698 0.564613093
#> 265 1517 5189 5189 1780 10 1 1346.89891 0.333082321
#> 266 1519 9037 9037 932 11 1 4457.67122 -1.172032131
#> 267 1520 10677 10677 3974 10 1 2771.40868 0.660830995
#> 268 1523 2310 2310 3098 1 2 597.76272 3.078913942
#> 269 1524 1652 1652 601 6 1 862.68695 -0.377493901
#> 270 1525 4598 4598 461 2 1 1392.25109 -0.906638275
#> 271 1526 1020 1020 NA 5 3 299.32450 NA
#> 272 1528 7675 7675 3714 7 1 2451.53849 0.555786882
#> 273 1529 4620 4620 3436 1 1 1195.52544 2.264457981
#> 274 1531 8952 8952 2024 7 1 2859.43616 -0.339992330
#> 275 1532 8094 8094 2111 11 1 3992.51863 -0.654042452
#> 276 1534 9200 9200 1115 10 1 2388.02659 -0.753031847
#> 277 1535 6611 6611 2432 11 1 3261.00082 -0.317256317
#> 278 1539 7492 7492 3288 11 1 3695.57074 -0.146558426
#> 279 1543 2970 2970 554 2 1 899.30095 -0.413584315
#> 280 1545 2088 2088 0 4 1 650.24717 -1.472032124
#> 281 1546 1270 1270 0 5 1 372.68835 -0.805489828
#> 282 1547 3518 3518 1770 13 1 2131.77690 -0.122441388
#> 283 1548 9717 9717 1287 10 1 2522.22330 -0.710843385
#> 284 1551 3467 3467 2093 1 1 897.16162 1.273883932
#> 285 1554 5826 5826 1862 11 1 2873.78472 -0.412365389
#> 286 1557 2593 2593 1061 2 1 785.14726 0.353048493
#> 287 1560 3103 3103 980 2 1 939.57267 0.047311665
#> 288 1563 7160 7160 7244 12 1 5922.90015 0.292548122
#> 289 1566 5969 5969 5687 11 1 2944.32217 1.116314061
#> 290 1567 2036 2036 0 2 1 616.49048 -0.894933855
#> 291 1571 1547 1547 958 5 1 453.97550 0.995807318
#> 292 1573 2141 2141 1105 6 1 1118.04646 -0.016567798
#> 293 1576 3536 3536 1765 3 1 2027.75419 -0.152622839
#> 294 1601 187353 187353 77340 13 1 113528.93621 -1.778564616
#> 295 1612 4260 4260 3297 2 1 1289.90641 2.098261489
#> 296 1613 978 978 NA 5 3 286.99938 NA
#> 297 1617 4622 4622 14 3 1 2650.53164 -1.391941041
#> 298 1620 4799 4799 3938 3 1 2752.03404 0.598568409
#> 299 1621 5209 5209 5014 8 1 2324.77358 1.157694904
#> 300 1622 1733 1733 1070 4 1 539.69269 1.273273942
#> 301 1624 6644 6644 388 11 1 3277.27869 -1.115532825
#> 302 1627 4779 4779 2042 2 1 1447.05698 0.565637856
#> 303 1630 3272 3272 2 2 1 990.74502 -1.141987240
#> 304 1632 961 961 0 5 1 282.01063 -0.696245182
#> 305 1633 976 976 564 5 1 286.41247 0.679908207
#> 306 1634 6886 6886 5541 11 1 3396.64977 0.808780533
#> 307 1635 2562 2562 1462 2 1 775.76061 0.889348590
#> 308 1636 3954 3954 0 2 1 1197.25116 -1.264073853
#> 309 1638 11779 11779 7918 7 1 3762.43281 1.535737345
#> 310 1640 5635 5635 0 11 1 2779.57036 -1.165173526
#> 311 1644 2031 2031 1926 2 1 614.97651 1.961797765
#> 312 1648 6298 6298 5310 10 1 1634.75994 3.221647059
#> 313 1653 16096 16096 12273 7 1 5141.36332 2.384857827
#> 314 1657 7755 7755 1835 7 1 2477.09198 -0.280134760
#> 315 1662 6067 6067 2014 11 1 2992.66253 -0.390909759
#> 316 1663 13738 13738 14395 8 1 6131.26118 2.458495648
#> 317 1664 4132 4132 2009 1 1 1069.24483 0.902468012
#> 318 1665 851 851 3413 6 2 444.39866 5.912676700
#> 319 1702 21781 21781 2123 13 1 13198.47432 -1.541508651
#> 320 1703 13010 13010 9687 11 1 6417.42863 0.905331218
#> 321 1711 2523 2523 3978 3 1 1446.83932 1.832066526
#> 322 1714 23308 23308 23850 13 1 14123.77942 1.301540063
#> 323 1717 2631 2631 0 1 1 680.82845 -0.806577210
#> 324 1718 3531 3531 1291 4 1 1099.62776 0.318857570
#> 325 1719 19610 19610 25837 8 2 8751.93127 3.601083763
#> 326 1721 14885 14885 3302 8 1 6643.16660 -0.853788131
#> 327 1724 2527 2527 473 2 1 765.16279 -0.378771502
#> 328 1725 1622 1622 0 5 1 475.98465 -0.916997906
#> 329 1736 2139 2139 0 3 1 1226.63072 -0.923221961
#> 330 1738 1375 1375 1379 5 1 403.50117 2.157266573
#> 331 1739 469 469 297 6 1 244.91536 0.139407884
#> 332 1740 867 867 0 6 1 452.75399 -0.903783541
#> 333 1742 2466 2466 3258 6 1 1287.76393 2.532187647
#> 334 1743 1250 1250 0 5 1 366.81924 -0.798791897
#> 335 1744 3825 3825 331 2 1 1158.19061 -0.880518776
#> 336 1748 633 633 85 4 1 197.12953 -0.402744711
#> 337 1749 1103 1103 405 5 1 323.68130 0.186320965
#> 338 1750 4387 4387 5225 3 1 2515.76856 1.472029314
#> 339 1751 5126 5126 607 11 1 2528.49648 -0.838610479
#> 340 1755 562 562 0 5 1 164.92193 -0.528151844
#> 341 1756 6769 6769 132 11 1 3338.93731 -1.230090320
#> 342 1804 50488 50488 32268 13 1 30593.84654 0.150760567
#> 343 1805 18787 18787 13906 11 1 9267.04317 1.080229352
#> 344 1811 1465 1465 0 5 1 429.91215 -0.868631352
#> 345 1812 2031 2031 1226 3 1 1164.69705 0.046623231
#> 346 1813 7962 7962 5188 11 1 3927.40713 0.440722831
#> 347 1815 1244 1244 NA 6 3 649.62625 NA
#> 348 1816 507 507 NA 4 3 157.89048 NA
#> 349 1818 1743 1743 NA 2 3 527.77157 NA
#> 350 1820 7437 7437 5115 12 1 6152.04028 -0.225290010
#> 351 1822 2216 2216 594 2 1 670.99357 -0.106353599
#> 352 1824 13427 13427 8888 12 1 11107.09222 -0.366483637
#> 353 1825 1462 1462 22 5 1 429.03179 -0.822163505
#> 354 1826 1465 1465 1127 6 1 765.03413 0.554841809
#> 355 1827 1402 1402 NA 5 3 411.42446 NA
#> 356 1828 1838 1838 354 6 1 959.81756 -0.836000020
#> 357 1832 4486 4486 1770 3 1 2572.54109 -0.416929535
#> 358 1833 26039 26039 20207 13 1 15778.66365 0.554356761
#> 359 1834 1923 1923 NA 4 3 598.86270 NA
#> 360 1835 478 478 NA 5 3 140.27168 NA
#> 361 1836 1268 1268 14 5 1 372.10144 -0.773924674
#> 362 1837 6471 6471 2027 12 1 5352.94509 -0.785002817
#> 363 1838 2043 2043 744 6 1 1066.87012 -0.420386823
#> 364 1839 1034 1034 0 6 1 539.96265 -0.990501017
#> 365 1840 4700 4700 NA 2 3 1423.13618 NA
#> 366 1841 9604 9604 8214 12 1 7944.62752 0.051769827
#> 367 1845 1963 1963 NA 6 3 1025.09351 NA
#> 368 1848 2543 2543 2327 3 1 1458.30851 0.595612981
#> 369 1849 1824 1824 NA 6 3 952.50665 NA
#> 370 1850 1974 1974 NA 6 3 1030.83779 NA
#> 371 1851 2144 2144 1529 5 1 629.16837 1.555730897
#> 372 1852 1283 1283 NA 5 3 376.50327 NA
#> 373 1853 1400 1400 NA 6 3 731.09063 NA
#> 374 1854 2556 2556 NA 2 3 773.94384 NA
#> 375 1856 551 551 22 6 1 287.73639 -0.660330207
#> 376 1857 765 765 0 4 1 238.23711 -0.799576684
#> 377 1859 1336 1336 147 5 1 392.05641 -0.513540724
#> 378 1860 11198 11198 1959 11 1 5523.62535 -1.064822466
#> 379 1865 9350 9350 2793 11 1 4612.06439 -0.588751146
#> 380 1866 8082 8082 4907 11 1 3986.59940 0.319140694
#> 381 1867 2632 2632 NA 5 3 772.37460 NA
#> 382 1868 4529 4529 2105 2 1 1371.35824 0.717343876
#> 383 1870 10214 10214 9559 11 1 5038.24873 1.424614056
#> 384 1871 4980 4980 3177 11 1 2456.47921 0.317080110
#> 385 1874 1062 1062 0 5 1 311.64963 -0.733432755
#> 386 1902 73480 73480 31866 13 1 44526.14174 -0.955972557
#> 387 1903 24695 24695 15689 13 1 14964.24973 0.092903420
#> 388 1911 3029 3029 4104 6 1 1581.76681 3.031509034
#> 389 1913 3041 3041 2090 2 1 920.79939 1.409065606
#> 390 1917 1403 1403 891 6 1 732.65726 0.247072495
#> 391 1919 1137 1137 0 5 1 333.65878 -0.760058761
#> 392 1920 1051 1051 0 6 1 548.84018 -0.998972131
#> 393 1922 4019 4019 NA 3 3 2304.73532 NA
#> 394 1923 2230 2230 3622 13 1 1351.29690 0.972765629
#> 395 1924 6741 6741 5510 11 1 3325.12578 0.833062783
#> 396 1925 3452 3452 NA 2 3 1045.24810 NA
#> 397 1926 1158 1158 146 5 1 339.82135 -0.434813422
#> 398 1927 1543 1543 0 5 1 452.80167 -0.892908699
#> 399 1928 913 913 0 4 1 284.32743 -0.883175009
#> 400 1929 915 915 225 5 1 268.51169 -0.109175013
#> 401 1931 11618 11618 1766 12 1 9610.64999 -1.463670282
#> 402 1933 5701 5701 712 11 1 2812.12610 -0.870183029
#> 403 1936 2282 2282 997 6 1 1191.67773 -0.239933518
#> 404 1938 2861 2861 591 6 1 1494.03593 -1.011812540
#> 405 1939 1865 1865 1061 6 1 973.91717 0.118235292
#> 406 1940 2150 2150 595 6 1 1122.74633 -0.672913105
#> 407 1941 2920 2920 629 3 1 1674.50290 -0.671331088
#> 408 1942 4895 4895 969 3 1 2807.08619 -0.927082042
#> 409 1943 1231 1231 0 6 1 642.83755 -1.085311028
#> 410 2002 2137 2137 8367 3 2 1225.48380 5.282984755
#> 411 2003 6160 6160 1913 12 1 5095.67946 -0.768630401
#> 412 2004 10455 10455 17871 12 1 8648.59233 1.870167053
#> 413 2011 2956 2956 1708 3 1 1695.14745 0.008138596
#> 414 2012 20097 20097 14343 12 1 16624.65423 -0.314462192
#> 415 2014 951 951 0 6 1 496.61942 -0.948240001
#> 416 2015 1054 1054 24 6 1 550.40681 -0.955734501
#> 417 2017 1035 1035 530 6 1 540.48486 -0.018974347
#> 418 2018 1215 1215 653 6 1 634.48223 0.030976007
#> 419 2019 3276 3276 2742 3 1 1878.65462 0.522651781
#> 420 2020 3978 3978 0 3 1 2281.22346 -1.288026944
#> 421 2021 2668 2668 4038 3 1 1529.99100 1.759144864
#> 422 2022 1318 1318 1667 6 1 688.26961 1.628659626
#> 423 2023 1139 1139 1569 6 1 594.79445 1.750282136
#> 424 2024 1000 1000 1048 6 1 522.20760 0.980230076
#> 425 2025 2922 2922 NA 6 3 1525.89060 NA
#> 426 2027 959 959 NA 13 3 581.11826 NA
#> 427 2028 2211 2211 NA 3 3 1267.91983 NA
#> 428 2030 10227 10227 19083 12 1 8459.98601 2.260493537
#> Adffits Ahii AleaveOutResid Bcategory123 ByHat
#> 1 -0.1891011964 0.0101564669 -15877.78799 1 17041.67552
#> 2 -0.0963743545 0.0107011334 -8270.59749 1 18197.91543
#> 3 -0.0032850690 0.0181814857 -283.99383 1 34077.50816
#> 4 -0.0652947956 0.0262580449 -5637.07791 1 51222.75299
#> 5 0.0756774021 0.0428191742 722.03955 1 2028.34305
#> 6 0.1667817690 0.0324571746 455.78202 1 389.27639
#> 7 0.1412246394 0.0519327320 629.52708 1 875.35126
#> 8 -0.0740410191 0.0384131702 -110.52039 1 157.72102
#> 9 0.1113645266 0.0292545910 864.41573 1 2308.20823
#> 10 -0.0152811830 0.0135972824 -321.76566 1 2242.75581
#> 11 -0.0147990911 0.0558334615 -262.62862 1 6903.42535
#> 12 NaN NaN 7579.96185 2 2098.11927
#> 13 -0.1833900933 0.0218206416 -1158.33423 1 1100.51372
#> 14 -0.1726736911 0.0191632551 -3582.23319 1 3980.55545
#> 15 -0.0522780729 0.0187869316 -859.10326 1 1585.60406
#> 16 0.0349929997 0.0394737514 576.16937 1 5762.94798
#> 17 -0.2477199201 0.0746047502 -1092.49561 1 830.25856
#> 18 -0.1409578411 0.0774243667 -630.52772 1 824.65059
#> 19 0.2963496531 0.0427270545 4724.34368 1 6419.89602
#> 20 0.0536116200 0.0100623640 4623.48488 1 16841.91002
#> 21 0.2317647300 0.0484982201 3750.49234 1 7585.28267
#> 22 0.0445892277 0.0561195119 790.70486 1 6937.32298
#> 23 0.3092466385 0.0475559369 4934.11195 1 7395.00494
#> 24 -0.0243947475 0.0089088548 -2107.73105 1 14393.19437
#> 25 0.2848676672 0.0406830610 24230.43981 1 81844.75745
#> 26 0.1997511501 0.0199864000 16984.46213 1 37909.05285
#> 27 -0.3360996806 0.0406381990 -5298.55276 1 5998.08794
#> 28 -0.0745891004 0.0445426734 -1226.24033 1 6786.52873
#> 29 -0.1442458941 0.0290447955 -2348.27336 1 3657.00148
#> 30 0.3622563484 0.0444992620 5697.33711 1 6777.76254
#> 31 -0.0414429100 0.0277577745 -682.01237 1 3397.10995
#> 32 0.0214735128 0.0120930588 1855.78944 1 21152.75074
#> 33 0.1113364239 0.0174645742 9567.72144 1 32555.61974
#> 34 -0.0464152065 0.0076003917 -4002.91394 1 11615.53624
#> 35 -0.1009980262 0.0161464957 -1646.26584 1 1052.41389
#> 36 0.0351304761 0.0113684995 3034.23476 1 19614.62696
#> 37 -0.4429076620 0.0530717412 -6892.26316 2 8508.82581
#> 38 -0.0114698169 0.0079176150 -991.42842 1 12288.95069
#> 39 0.0572314431 0.0313251720 941.17328 1 4117.48391
#> 40 0.0613564250 0.0165433351 392.46343 1 892.80012
#> 41 0.8498770398 0.2189273263 71892.40780 1 460228.85443
#> 42 0.1452029211 0.0637713599 2557.33489 1 7844.08453
#> 43 0.0574304921 0.0100154788 4950.98896 1 16742.38021
#> 44 -0.1574572931 0.0111716481 -13361.80336 1 19196.74294
#> 45 0.0762292803 0.0193768163 1249.46152 1 1704.72102
#> 46 -0.7350000265 0.1101577985 -5176.48044 1 1795.35933
#> 47 0.1789482519 0.0280938249 1363.46087 1 2315.56638
#> 48 0.0235698741 0.0201760972 388.10330 1 1866.12191
#> 49 -0.0769039332 0.0145597121 -1613.14462 1 2543.24416
#> 50 0.0152093747 0.0277743762 97.49562 1 1334.85139
#> 51 -0.1059254854 0.0176745708 -2216.99754 1 3515.76066
#> 52 NaN NaN NA 2 1104.64504
#> 53 -0.0564169532 0.0069928791 -4858.37030 1 10325.88404
#> 54 -0.1571626515 0.0154676199 -3258.98849 1 2826.70978
#> 55 -0.2185735170 0.0258267294 -1376.63267 1 1258.19244
#> 56 -0.0760363303 0.0151613223 -485.62961 1 838.40440
#> 57 -0.0358924104 0.0178547698 -342.79865 1 1546.86207
#> 58 -0.0649561359 0.0212081322 -278.38494 1 648.29522
#> 59 0.0351207331 0.0374505860 97.24411 1 409.65474
#> 60 -0.1259368059 0.0328598686 -2798.86168 1 5041.80161
#> 61 0.0151002765 0.0141466800 96.78874 1 798.46830
#> 62 -0.0763694646 0.0092833943 -486.56652 1 607.05046
#> 63 0.5167251964 0.0452181150 1313.39028 2 441.35441
#> 64 0.0466219560 0.0091362980 4022.31699 1 14876.01983
#> 65 -0.1254555477 0.0100211316 -10703.15667 1 16754.38026
#> 66 0.0696501541 0.0157502814 445.16232 1 861.58570
#> 67 0.0527069325 0.0475067619 145.87942 1 450.69449
#> 68 0.2144785816 0.0209207404 1976.44304 1 1605.99452
#> 69 NaN NaN NA 2 1632.17391
#> 70 0.0979056556 0.0213658019 624.91110 1 1082.61133
#> 71 0.1114057305 0.0338079759 2483.90170 1 5125.19814
#> 72 0.0565446476 0.0140690152 1188.16528 1 2390.03951
#> 73 -0.1536627106 0.0183918502 -972.90881 1 965.55726
#> 74 0.0360410324 0.0260191616 230.93782 1 1265.76653
#> 75 -0.0465513798 0.0120232595 -978.62623 1 1751.31673
#> 76 0.1291012590 0.0147612060 2689.10894 1 2606.15429
#> 77 -0.4480978733 0.0816149980 -3315.73600 1 1976.29336
#> 78 -0.1529370542 0.0336566208 -2490.76928 1 4588.27949
#> 79 0.0996223685 0.0169279013 1625.08271 1 1210.20518
#> 80 -0.0910063331 0.0230948769 -1490.23958 1 2455.51879
#> 81 -0.0235233447 0.0749843954 -184.62957 1 2018.32504
#> 82 0.0615448880 0.0315268455 481.58985 1 2293.80431
#> 83 -0.1409104503 0.0160033567 -2931.97999 1 2993.97670
#> 84 -0.1488425603 0.0178320475 -942.75821 1 943.52355
#> 85 0.0973983814 0.0214681553 416.09659 1 654.38682
#> 86 0.1027999737 0.0153087953 2150.38919 1 2777.12180
#> 87 0.0228445856 0.0126422103 146.39130 1 739.25271
#> 88 -0.1569819554 0.0187767145 -993.65730 1 980.70543
#> 89 -0.1672439962 0.0258397933 -708.62069 1 756.80181
#> 90 0.1793262806 0.0225763921 15320.03117 1 43407.19242
#> 91 -0.1980607418 0.0089823416 -16517.23479 1 14549.19500
#> 92 -0.0240943812 0.0099094051 -2081.92610 1 16517.20284
#> 93 -0.0228840645 0.0241962878 -405.93005 1 3154.34771
#> 94 0.3281025643 0.0248283515 850.95676 1 358.14278
#> 95 0.1104529535 0.0199546327 703.88144 1 1027.06803
#> 96 0.2577739437 0.0266955898 1613.88851 1 1292.39059
#> 97 0.0887131520 0.0141233549 565.61912 1 797.55023
#> 98 -0.2243899608 0.0447176080 -2105.73291 1 2064.95758
#> 99 -0.1511073023 0.0426862838 -1431.97483 1 2025.78004
#> 100 -0.1541918368 0.0204794477 -977.43309 1 1047.72463
#> 101 -0.0758309745 0.0327276912 -339.82748 1 913.54844
#> 102 0.0350849113 0.0755264512 275.31077 1 2014.88892
#> 103 0.1258580493 0.0464885266 2061.83429 1 7179.45998
#> 104 -0.1110161134 0.0081237770 -9475.25039 1 12726.59949
#> 105 0.0626633637 0.0085560519 5396.14255 1 13644.25021
#> 106 -0.0970826801 0.0071465030 -8299.66467 1 10652.00299
#> 107 -0.1906903802 0.0240371602 -3064.34637 1 2645.79652
#> 108 0.1207907103 0.0388272697 538.48289 1 901.41690
#> 109 -0.1028346522 0.0228170250 -439.20072 1 685.98698
#> 110 0.1324041640 0.0414086750 565.84598 1 1121.53626
#> 111 -0.1618551921 0.0090372072 -13658.28798 1 14665.66605
#> 112 -0.0870239163 0.0274283584 -1427.01694 1 3330.59009
#> 113 0.0501413691 0.0140575824 4328.16294 1 25323.12031
#> 114 -0.0856521486 0.0152360305 -7374.57170 1 27824.77734
#> 115 -0.1487751219 0.0145866204 -12699.00281 1 26446.18361
#> 116 -0.0825835631 0.0168640610 -1351.22826 1 1197.31373
#> 117 0.0117844104 0.0509039740 92.50413 1 2170.97186
#> 118 0.2018147789 0.0184443317 1266.62162 1 967.62292
#> 119 -0.0175981465 0.0334714718 -312.26052 1 4253.47829
#> 120 -0.0407474022 0.0325069263 -319.43986 1 2287.59154
#> 121 -0.0511572098 0.0297674680 -841.51346 1 3802.93264
#> 122 -0.0695761785 0.0071893980 -5980.51660 1 10743.06217
#> 123 -0.0343056907 0.0715118035 -154.39542 1 836.41017
#> 124 -0.1499088404 0.0355904651 -663.82721 1 907.85463
#> 125 -0.1062857817 0.0119557284 -9115.37102 1 20861.22016
#> 126 NaN NaN 39982.09854 2 33565.03553
#> 127 0.1749709717 0.0301458579 3649.10455 1 7409.52724
#> 128 -0.1157222697 0.0335908391 -515.54976 1 911.83171
#> 129 -0.0109456291 0.0503734745 -194.25107 1 6256.40438
#> 130 -0.0149110734 0.0251440681 -313.99862 1 5847.87594
#> 131 0.0556374325 0.0241181650 356.23182 1 1190.94373
#> 132 -0.0575159568 0.0154889546 -1208.74125 1 2833.37085
#> 133 -0.1338321259 0.0144625209 -2784.70756 1 2512.89928
#> 134 -0.1617644008 0.0624055932 -720.51604 1 854.52164
#> 135 -0.0512923198 0.0349798601 -1153.02351 1 5228.27833
#> 136 -0.1799364117 0.0372887625 -491.67760 1 408.99433
#> 137 0.0173614836 0.0174413519 111.28126 1 928.14586
#> 138 0.3538688594 0.0142749681 2094.65920 1 803.51770
#> 139 -0.0173504923 0.0333587627 -48.05933 1 392.95581
#> 140 0.2193432533 0.0215006582 915.80987 1 655.14827
#> 141 0.1077551253 0.0213194115 1020.77132 1 1613.68357
#> 142 -0.2380011139 0.0353773137 -2215.66946 1 1884.81412
#> 143 -0.0666240531 0.0164039739 -1399.37625 1 3119.05682
#> 144 -0.0581288827 0.0074983083 -5005.99617 1 11398.82949
#> 145 -0.0337641889 0.0147349240 -2917.00856 1 26761.00840
#> 146 -0.1196690368 0.0144207500 -759.76829 1 809.25564
#> 147 0.5432256171 0.0292894854 1968.80605 1 920.38674
#> 148 -0.1601343659 0.0329285253 -1231.59728 1 2284.91900
#> 149 NaN NaN 8576.81522 2 2155.42176
#> 150 -0.0517444343 0.0250729526 -1088.59976 1 5825.67237
#> 151 -0.1905907607 0.0300135869 -1207.73394 1 1422.98622
#> 152 0.0257949345 0.0300164140 110.80865 1 854.64811
#> 153 NaN NaN NA 2 381.06843
#> 154 0.0377468428 0.0515299297 169.83101 1 876.15240
#> 155 0.0368877091 0.0195667365 158.36066 1 609.84200
#> 156 NaN NaN 2404.41817 2 624.30955
#> 157 0.0428582439 0.0003142307 3531.47491 1 -3851.81955
#> 158 0.3101711872 0.0294103270 26109.29698 2 57914.54438
#> 159 0.4925695685 0.0555259573 7959.36812 1 6866.98540
#> 160 0.3537922879 0.0230058623 7083.79393 1 5180.28851
#> 161 0.1218577460 0.0215622178 2549.19215 1 4729.55598
#> 162 0.0010895636 0.0511601131 19.33747 1 6349.62286
#> 163 0.2078407904 0.0351460266 1580.37626 1 2270.86217
#> 164 -0.1643801463 0.0287536836 -2666.32106 1 3598.21649
#> 165 1.3004848043 0.1309020236 1341.44344 2 651.35381
#> 166 0.0483299043 0.0153088587 207.25326 1 510.09208
#> 167 -0.0666637678 0.1000342975 -99.98920 1 486.60615
#> 168 0.0024549895 0.0288240062 15.73829 1 1376.16459
#> 169 0.2262999598 0.0201422784 4651.38346 1 4286.22464
#> 170 -0.1728288805 0.0393462330 -473.07479 1 417.39097
#> 171 -0.1935242036 0.0352213036 -4233.72424 1 5249.51595
#> 172 -0.0042966516 0.0006091752 -371.34995 1 -3225.69941
#> 173 0.2798328519 0.0818121092 2145.02212 2 1975.04387
#> 174 0.0302570771 0.0248790877 2614.92515 1 48295.44720
#> 175 NaN NaN 58294.67904 2 89112.55113
#> 176 0.0702614349 0.0122869175 6053.44923 1 21564.28179
#> 177 -0.2045268777 0.0476601499 -900.21517 1 883.84906
#> 178 NaN NaN 4102.03604 2 985.98434
#> 179 -0.0459561807 0.0164733598 -294.24285 1 890.04590
#> 180 -0.3987057862 0.0474742213 -6234.28058 1 7378.50389
#> 181 0.0741777012 0.0484420406 1219.71272 1 7573.93820
#> 182 -0.0983250440 0.0664065992 -1739.16449 1 8156.36642
#> 183 0.0114162555 0.0423819416 202.59976 1 5309.38940
#> 184 0.0807205731 0.0086774214 6933.96542 1 13901.89830
#> 185 0.4093988327 0.0383915386 6605.68576 1 4836.51749
#> 186 0.0073661041 0.0004116588 636.07998 1 -3644.99520
#> 187 -0.1927765785 0.0445666515 -3355.20604 1 5568.28253
#> 188 0.0674598877 0.0259800664 643.14933 1 1703.57223
#> 189 0.0214804097 0.0012978225 1851.33014 1 -1763.81123
#> 190 0.5332826689 0.0447081158 4622.67498 2 2064.77450
#> 191 -0.1570322808 0.0187825458 -993.97179 1 980.93495
#> 192 0.0033114725 0.0283166850 21.22895 1 1356.19654
#> 193 0.0101639514 0.0299531268 15.27283 1 112.56796
#> 194 -0.0885342586 0.0199967635 -243.71237 1 338.42483
#> 195 -0.1884114029 0.0643358538 -4181.39999 1 7810.46290
#> 196 -0.1488391155 0.0140279881 -12697.87553 1 25260.29653
#> 197 NaN NaN 500.71579 1 13.71937
#> 198 -0.0800535053 0.0208320987 -1680.86316 1 4501.59930
#> 199 0.4835940229 0.0922378377 41001.25852 1 191287.31148
#> 200 -0.0920494674 0.0590680880 -412.90636 1 861.15965
#> 201 -0.0592404047 0.0132582986 -1244.35104 1 2136.91878
#> 202 -0.2781982824 0.0279199429 -5707.06217 1 6714.55540
#> 203 -0.1188575170 0.0671324521 -2099.19540 1 8242.38165
#> 204 -0.1984778415 0.0298054105 -1855.98239 1 1777.35049
#> 205 -0.1082574787 0.0163100840 -689.15764 1 883.61941
#> 206 -0.2873253598 0.0314591240 -5902.87097 1 7819.55322
#> 207 -0.1385446320 0.0179415923 -587.04979 1 571.76951
#> 208 0.0289578601 0.0408098368 651.96729 1 5741.08931
#> 209 0.0098983594 0.0198321758 63.45285 1 1022.24815
#> 210 0.0094012270 0.0003075803 810.73384 1 -3865.93725
#> 211 0.0119034670 0.0181366096 51.14390 1 576.33821
#> 212 -0.0909227102 0.0212682340 -250.30245 1 343.61377
#> 213 0.0490799440 0.0341947000 1032.91611 1 8673.65066
#> 214 0.0475668393 0.0200901270 1000.64908 1 4269.94202
#> 215 0.0417442987 0.0226020328 267.41088 1 1131.26910
#> 216 -0.0892744665 0.0231893688 -848.64200 1 1649.74888
#> 217 -0.4265361098 0.0705900862 -7153.83244 1 8652.11923
#> 218 -0.1029229856 0.0485809207 -980.60651 1 2139.46813
#> 219 -0.1858579128 0.0249400188 -3192.56086 1 3242.48154
#> 220 -0.0922725212 0.0082697529 -7907.68783 1 13036.48308
#> 221 -0.0854574925 0.0094368953 -7339.48435 1 15514.14002
#> 222 0.1888218045 0.0391551970 1778.09978 1 1957.67702
#> 223 -0.0026722078 0.0001266898 -230.90105 1 -4249.93879
#> 224 -0.1650825990 0.0435670561 -1274.92830 1 2217.48090
#> 225 -0.2096775009 0.0279328211 -3586.67693 1 3597.13547
#> 226 -0.0068434425 0.0460560038 -65.44138 1 2090.77081
#> 227 0.1128987088 0.0277981581 875.51029 1 2317.44062
#> 228 -0.2110914304 0.0919075213 -4694.93298 1 10235.69624
#> 229 NaN NaN 3138.61209 2 897.61999
#> 230 NaN NaN 1133.96969 1 311.15934
#> 231 0.1583133020 0.0276437034 672.31002 1 799.06228
#> 232 0.4274356604 0.0282636678 8484.55945 1 6821.87267
#> 233 -0.2711598294 0.0547888203 -735.80307 1 480.41293
#> 234 0.1608431600 0.0181473519 435.54144 1 330.87729
#> 235 -0.0343186629 0.0797416257 -51.54246 1 378.29983
#> 236 NaN NaN 9707.83337 2 1964.26764
#> 237 -0.1686554014 0.0255244423 -1582.42415 1 1694.78474
#> 238 0.2574149736 0.0299142335 688.87591 1 378.89852
#> 239 0.2845501083 0.0134002764 1724.28312 1 769.09003
#> 240 -0.1850556410 0.0280293631 -3190.98221 1 3608.57592
#> 241 -0.0123997039 0.0005865639 -1069.54562 1 -3273.69960
#> 242 -0.2815124782 0.0352981327 -1175.73619 1 978.38370
#> 243 0.1903323001 0.0315584293 4154.01862 1 4927.32562
#> 244 0.3887793172 0.0299919911 7718.45691 1 4789.54004
#> 245 -0.1854163024 0.0434882684 -817.83312 1 892.14658
#> 246 0.0352507929 0.0165025162 225.81689 1 891.19349
#> 247 -0.0966639042 0.0171556193 -616.39737 1 916.89949
#> 248 NaN NaN NA 2 934.80187
#> 249 0.0008705465 0.0461256262 15.45038 1 5753.02461
#> 250 -0.1225680319 0.0165608290 -778.83577 1 893.48867
#> 251 -0.3166420413 0.0625030471 -1333.77544 1 1615.71717
#> 252 -0.0524789449 0.0143321425 -1103.11387 1 2472.19273
#> 253 -0.1692044046 0.0399062046 -747.66946 1 899.27099
#> 254 0.0034195258 0.0142586565 72.01428 1 2449.24904
#> 255 -0.2809074359 0.0685949468 -401.22745 1 318.80762
#> 256 0.2890665822 0.0137110672 5751.79583 1 2278.28153
#> 257 0.0558601799 0.0392470351 437.58991 1 2244.86570
#> 258 0.0942376665 0.0088889037 8078.21062 1 14350.84126
#> 259 -0.0644881246 0.0155442758 -5562.40349 1 28479.13289
#> 260 -0.0866955890 0.0081553663 -7436.48932 1 12793.65858
#> 261 0.0124193868 0.0189866405 79.61125 1 988.96807
#> 262 -0.0594587451 0.0368132580 -267.02702 1 905.42260
#> 263 -0.0338620419 0.0320805518 -600.46136 1 4088.65108
#> 264 0.0806249607 0.0199834538 1692.56634 1 4236.63666
#> 265 0.0569582503 0.0284113930 445.76592 1 2313.55330
#> 266 -0.1734105448 0.0214223573 -3602.85282 1 4685.88896
#> 267 0.1646645246 0.0584599043 1277.25980 1 2123.07450
#> 268 NaN NaN 2500.23728 1 912.54702
#> 269 -0.0627004184 0.0268473827 -268.90638 1 780.40676
#> 270 -0.1504880706 0.0268122154 -956.90792 1 1296.98095
#> 271 NaN NaN NA 2 353.04819
#> 272 0.0785820142 0.0195989806 1287.69910 1 1749.58325
#> 273 0.6042078009 0.0664623883 2399.98317 2 846.45302
#> 274 -0.0520029880 0.0228599445 -854.98098 1 2408.07827
#> 275 -0.0914778419 0.0191869603 -1918.32546 1 3987.95665
#> 276 -0.1734343547 0.0503728687 -1340.55415 1 2174.33856
#> 277 -0.0400308961 0.0156714843 -842.19933 1 2890.36002
#> 278 -0.0197070826 0.0177599094 -414.94003 1 3542.40495
#> 279 -0.0549057525 0.0173188951 -351.38657 1 923.32598
#> 280 -0.5419230056 0.1193552075 -738.37622 1 589.72598
#> 281 -0.1400891493 0.0293594100 -383.96123 1 376.63425
#> 282 -0.0041902381 0.0011698026 -362.20060 1 -2035.57702
#> 283 -0.1685063061 0.0532036049 -1304.63456 1 2156.39440
#> 284 0.2918660096 0.0498755628 1258.61238 1 879.44280
#> 285 -0.0487987588 0.0138106289 -1025.95379 1 2309.36653
#> 286 0.0437447500 0.0151205034 280.08781 1 836.79778
#> 287 0.0064225298 0.0180944550 41.17232 1 953.85185
#> 288 0.0613796096 0.0421642758 1379.25515 1 5860.22721
#> 289 0.1337374896 0.0141496128 2782.04265 1 2415.20356
#> 290 -0.0980968797 0.0118724816 -623.89769 1 708.95636
#> 291 0.1917787023 0.0357629979 522.71848 1 402.76761
#> 292 -0.0031456410 0.0347943380 -13.51677 1 966.58123
#> 293 -0.0284427711 0.0335643094 -271.87964 1 1849.84725
#> 294 -0.4584331720 0.0622984726 -38593.23586 2 127730.82276
#> 295 0.3348949609 0.0248412435 2058.22240 1 1219.40394
#> 296 NaN NaN NA 2 349.08573
#> 297 -0.2981677754 0.0438728049 -2757.51140 1 2048.66411
#> 298 0.1307663404 0.0455529188 1242.56859 1 2081.06797
#> 299 0.1594887993 0.0186254563 2740.26510 1 2494.19141
#> 300 0.4222107122 0.0990625357 588.61722 1 481.41965
#> 301 -0.1411126276 0.0157497114 -2935.51216 1 2914.78395
#> 302 0.0957692656 0.0278676766 611.99798 1 1338.52367
#> 303 -0.1592696248 0.0190799410 -1007.97716 1 992.64036
#> 304 -0.1049480197 0.0222160575 -288.41815 1 347.48188
#> 305 0.1033005342 0.0225628222 283.99527 1 348.89704
#> 306 0.1041860352 0.0163233764 2179.93411 1 3093.89277
#> 307 0.1095246941 0.0149397337 696.64711 1 829.68272
#> 308 -0.1941949829 0.0230568725 -1225.50753 1 1149.17149
#> 309 0.2704459775 0.0300790088 4284.43886 1 3865.84290
#> 310 -0.1355748793 0.0133578603 -2817.20215 1 2168.00378
#> 311 0.2147722461 0.0118433252 1326.73647 1 707.80878
#> 312 0.6088409717 0.0344835138 3806.50161 1 2275.06187
#> 313 0.4937567377 0.0411029566 7437.33305 1 6091.93766
#> 314 -0.0398179435 0.0198032696 -655.06440 1 1790.83587
#> 315 -0.0472205095 0.0143819234 -992.94296 1 2487.73523
#> 316 0.5587854426 0.0491220041 8690.64050 1 6108.10226
#> 317 0.2268747660 0.0594421187 999.14656 1 860.41574
#> 318 NaN NaN 2968.60134 2 475.44612
#> 319 -0.1316654055 0.0072426010 -11156.27477 1 10856.00380
#> 320 0.1614990552 0.0308404192 3373.61507 1 7626.38213
#> 321 0.2869764655 0.0239487423 2593.26615 1 1664.39469
#> 322 0.1150291587 0.0077503579 9802.19107 1 11933.89045
#> 323 -0.1599748623 0.0378490354 -707.61084 1 903.36253
#> 324 0.1603452953 0.2018406311 239.76696 1 1029.96833
#> 325 NaN NaN 17085.06873 2 8596.18814
#> 326 -0.2024310013 0.0532232516 -3528.99097 1 6594.10950
#> 327 -0.0463217967 0.0147356390 -296.53239 1 821.64960
#> 328 -0.1809941277 0.0374968213 -494.52787 1 409.84343
#> 329 -0.1329072053 0.0203037494 -1252.05207 1 1594.09480
#> 330 0.3908782066 0.0317867628 1007.52478 1 386.54040
#> 331 0.0122174658 0.0076219264 52.48467 1 330.00921
#> 332 -0.1080441598 0.0140900005 -459.22446 1 481.53771
#> 333 0.5173923046 0.0400760568 2052.49185 1 1090.31682
#> 334 -0.1377932121 0.0288970571 -377.73466 1 374.74737
#> 335 -0.1329947291 0.0223046376 -846.06171 1 1119.56370
#> 336 -0.0780351082 0.0361838345 -116.33913 1 145.82258
#> 337 0.0301390865 0.0254987632 83.44648 1 360.87876
#> 338 0.3068450718 0.0416421452 2826.95177 1 2005.64205
#> 339 -0.0930091875 0.0121512674 -1945.13230 1 1791.28316
#> 340 -0.0605952315 0.0129921169 -167.09282 1 309.83852
#> 341 -0.1570845071 0.0160460259 -3259.23508 1 3007.29884
#> 342 0.0197000208 0.0167882301 1702.73944 1 31119.84930
#> 343 0.2332162264 0.0445348928 4855.18183 1 11902.05017
#> 344 -0.1626326488 0.0338673509 -444.98253 1 395.03138
#> 345 0.0065368306 0.0192785952 62.50802 1 1574.32296
#> 346 0.0611273745 0.0188740521 1284.84307 1 3890.26092
#> 347 NaN NaN NA 2 625.07100
#> 348 NaN NaN NA 2 107.38146
#> 349 NaN NaN NA 2 641.70765
#> 350 -0.0482148969 0.0437954915 -1084.53816 1 6003.71069
#> 351 -0.0121686731 0.0129221116 -78.00151 1 750.26957
#> 352 -0.1073857206 0.0790697948 -2409.62041 1 9106.47611
#> 353 -0.1537693280 0.0337979980 -421.26986 1 394.74835
#> 354 0.0866495687 0.0238083630 370.79387 1 709.21120
#> 355 NaN NaN NA 2 389.08770
#> 356 -0.1466932272 0.0298701510 -624.47059 1 851.22159
#> 357 -0.0879273942 0.0425818700 -838.23469 1 2023.76624
#> 358 0.0518081665 0.0086584679 4467.01385 1 13861.66284
#> 359 NaN NaN NA 2 539.38642
#> 360 NaN NaN NA 2 301.91361
#> 361 -0.1344901735 0.0293131747 -368.91553 1 376.44557
#> 362 -0.1562461448 0.0381068476 -3457.70742 1 5503.33149
#> 363 -0.0779042757 0.0332016967 -333.95809 1 929.27019
#> 364 -0.1294914510 0.0168039914 -549.19126 1 545.11877
#> 365 NaN NaN NA 2 1320.39177
#> 366 0.0126753713 0.0565566627 285.52057 1 7126.19694
#> 367 NaN NaN NA 2 898.81220
#> 368 0.0936754939 0.0241385857 890.17915 1 1668.05614
#> 369 NaN NaN NA 2 845.89144
#> 370 NaN NaN NA 2 903.00017
#> 371 0.3552689752 0.0495642324 946.75691 1 459.09113
#> 372 NaN NaN NA 2 377.86073
#> 373 NaN NaN NA 2 684.46408
#> 374 NaN NaN NA 2 828.30562
#> 375 -0.0627676881 0.0089545447 -268.13743 1 361.22865
#> 376 -0.1709841480 0.0437292786 -249.13145 1 186.09423
#> 377 -0.0916774028 0.0308851747 -252.86622 1 382.86098
#> 378 -0.1758372953 0.0265450434 -3661.82875 1 6285.28633
#> 379 -0.0886392598 0.0221643289 -1860.29661 1 4917.54623
#> 380 0.0446029602 0.0191585141 938.37854 1 3979.07522
#> 381 NaN NaN NA 2 505.13113
#> 382 0.1181469017 0.0264098572 753.54271 1 1281.14422
#> 383 0.2244083460 0.0242124552 4632.92577 1 5557.00913
#> 384 0.0346564338 0.0118051720 729.12827 1 1683.22577
#> 385 -0.1163568791 0.0245509397 -319.49349 1 357.01065
#> 386 -0.1512899000 0.0244335120 -12977.22082 1 47349.56108
#> 387 0.0084534710 0.0082115620 730.75088 1 12912.95318
#> 388 0.6897881405 0.0492256188 2652.81989 2 1304.66494
#> 389 0.1893243589 0.0177329158 1190.30825 1 939.62175
#> 390 0.0377404987 0.0228007736 162.03732 1 685.60626
#> 391 -0.1248772196 0.0262847632 -342.66567 1 364.08647
#> 392 -0.1316866223 0.0170802659 -558.37742 1 551.59110
#> 393 NaN NaN NA 2 1938.27132
#> 394 0.0264990376 0.0007415179 2272.38812 1 -2944.75711
#> 395 0.1061596175 0.0159796515 2220.35471 1 2986.57550
#> 396 NaN NaN NA 2 1033.95356
#> 397 -0.0721142898 0.0267702337 -199.15271 1 366.06770
#> 398 -0.1717311580 0.0356705273 -469.55080 1 402.39024
#> 399 -0.2072415351 0.0521893221 -299.98335 1 231.24729
#> 400 -0.0160490052 0.0211526458 -44.45196 1 343.14204
#> 401 -0.3966559172 0.0684168374 -8420.77262 1 8169.43059
#> 402 -0.1018502792 0.0135143144 -2128.89668 1 2216.85164
#> 403 -0.0470869869 0.0370857914 -202.17558 1 1020.26344
#> 404 -0.2234310570 0.0464953765 -947.07032 1 1240.70315
#> 405 0.0209033459 0.0303089399 89.80472 1 861.50116
#> 406 -0.1280404374 0.0349406010 -546.85373 1 970.00775
#> 407 -0.1133481924 0.0277171334 -1075.30733 1 1737.07452
#> 408 -0.2046485810 0.0464641671 -1927.65298 1 2098.64294
#> 409 -0.1550662857 0.0200055255 -655.96038 1 620.12158
#> 410 NaN NaN 7141.51620 2 1593.72866
#> 411 -0.1491239008 0.0362754105 -3302.47821 1 5342.23632
#> 412 0.4790235309 0.0615680871 9827.46595 1 7567.00719
#> 413 0.0013828161 0.0280588514 13.22359 1 1743.66513
#> 414 -0.1152129765 0.1183485266 -2587.93219 1 12561.47533
#> 415 -0.1188055494 0.0154551216 -504.41522 1 513.51861
#> 416 -0.1261697575 0.0171290202 -535.58078 1 552.73327
#> 417 -0.0024817985 0.0168202428 -10.66424 1 545.49950
#> 418 0.0043963283 0.0197455024 18.89078 1 614.02998
#> 419 0.0936325420 0.0310963455 891.05390 1 1802.24837
#> 420 -0.2551516199 0.0377598481 -2370.74234 1 1930.76535
#> 421 0.2835615606 0.0253251068 2573.17493 1 1690.94022
#> 422 0.2409548600 0.0214194010 1000.15307 1 653.24464
#> 423 0.2403659937 0.0185103928 992.57857 1 585.09489
#> 424 0.1259887957 0.0162514423 534.47845 1 532.17413
#> 425 NaN NaN NA 2 1263.92737
#> 426 NaN NaN NA 2 -3841.93716
#> 427 NaN NaN NA 2 1607.27603
#> 428 0.5722441528 0.0602254258 11303.78953 2 7448.90526
#> yImputed BrStud Bdffits Bhii BleaveOutResid
#> 1 2792.0000 -1.803644064 -0.243000830 0.01782795 -14508.329295
#> 2 11319.0000 -0.851544470 -0.114364585 0.01771760 -7002.991611
#> 3 32854.0000 -0.150473966 -0.020003040 0.01736448 -1245.129175
#> 4 42362.0000 -1.102649897 -0.155159543 0.01941630 -9036.202571
#> 5 3278.0000 0.845395433 0.231215954 0.06959646 1343.134344
#> 6 853.0000 0.951478555 0.175641589 0.03295368 479.525756
#> 7 1531.0000 0.696946145 0.165029213 0.05309222 692.410342
#> 8 103.0000 -0.156149649 -0.058880086 0.12448536 -62.501548
#> 9 2226.0000 -0.062404605 -0.019808107 0.09152996 -90.490856
#> 10 2512.0000 0.091128541 0.016887759 0.03320250 278.490779
#> 11 6721.0000 -0.048967855 -0.013160761 0.06736750 -195.602610
#> 12 10538.0000 6.073534242 NaN NaN 8439.880725
#> 13 0.0000 -1.295483623 -0.203815181 0.02415408 -1127.753567
#> 14 474.0000 -1.195302510 -0.167384734 0.01923278 -3575.318759
#> 15 1507.0000 -0.027306369 -0.007945510 0.07805831 -85.259258
#> 16 5491.0000 -0.093103545 -0.021465219 0.05047150 -286.403174
#> 17 331.0000 -0.580435607 -0.303888012 0.21513614 -636.108487
#> 18 811.0000 -0.016103168 -0.009358974 0.25249290 -18.261481
#> 19 9867.0000 1.223205301 0.329019218 0.06746941 3696.504983
#> 20 22914.0000 0.750625738 0.101188488 0.01784818 6182.435196
#> 21 9635.0000 0.732655991 0.260053807 0.11189039 2307.955354
#> 22 7751.0000 0.218817658 0.059381227 0.06859201 873.598931
#> 23 10648.0000 1.174823088 0.398944480 0.10339107 3628.109150
#> 24 14146.0000 -0.030407119 -0.004131182 0.01812403 -251.757229
#> 25 97383.0000 1.990394304 0.346207521 0.02936636 16008.349484
#> 26 53067.0000 1.925881089 0.257803870 0.01760381 15429.566260
#> 27 0.0000 -2.242635178 -0.545646056 0.05588918 -6353.160903
#> 28 4400.0000 -0.840469753 -0.246959187 0.07947690 -2592.578844
#> 29 1353.0000 -0.791369412 -0.150873853 0.03507230 -2387.745194
#> 30 11010.0000 1.533864986 0.449752840 0.07916872 4596.105224
#> 31 2809.0000 -0.200078326 -0.039384495 0.03730270 -610.898094
#> 32 23871.0000 0.334597905 0.044639735 0.01748778 2766.631510
#> 33 41227.0000 1.077395883 0.142969834 0.01730443 8824.075833
#> 34 9878.0000 -0.213860420 -0.029360459 0.01849931 -1770.285290
#> 35 400.0000 -0.229412235 -0.075811837 0.09845306 -723.660481
#> 36 23717.0000 0.505660537 0.067677872 0.01759805 4175.860024
#> 37 112.0000 -2.648121214 NaN NaN -8396.825809
#> 38 13445.0000 0.142249519 0.019476876 0.01840223 1177.722027
#> 39 4830.0000 0.241988627 0.044947079 0.03334900 737.097556
#> 40 1245.0000 0.408446291 0.064773123 0.02453199 361.057338
#> 41 455113.0000 -1.488071490 -3.147727418 0.81733565 -28006.857329
#> 42 10354.0000 0.699924685 0.250696902 0.11370362 2831.914391
#> 43 23153.0000 0.792944266 0.106924376 0.01785839 6527.184782
#> 44 7146.0000 -1.512470122 -0.202625657 0.01763152 -12267.029276
#> 45 3649.0000 0.679684523 0.192173689 0.07402404 2099.707846
#> 46 616.0000 -1.215165749 -1.124991761 0.46152383 -2190.179240
#> 47 2657.0000 0.260400915 0.085058123 0.09640918 377.863093
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#> 303 2.0000 -1.159383343 -0.162417990 0.01924747 -1010.081875
#> 304 0.0000 -0.716074615 -0.170919760 0.05390191 -367.278915
#> 305 564.0000 0.440428769 0.103139845 0.05198940 226.899314
#> 306 5541.0000 0.829588622 0.127150028 0.02295214 2504.592996
#> 307 1462.0000 0.739243239 0.136018021 0.03274603 653.724149
#> 308 0.0000 -1.359072942 -0.238912012 0.02997595 -1184.683504
#> 309 7918.0000 1.425987621 0.267272442 0.03393767 4194.508957
#> 310 0.0000 -0.738254073 -0.139375552 0.03441532 -2245.275671
#> 311 1926.0000 1.467370419 0.368381337 0.05928872 1294.968233
#> 312 5310.0000 2.775943774 0.779702838 0.07312378 3274.372642
#> 313 12273.0000 2.328005882 0.579028018 0.05825893 6563.441432
#> 314 1835.0000 0.015285556 0.004232980 0.07122623 47.551007
#> 315 2014.0000 -0.160069546 -0.027947277 0.02958153 -488.176232
#> 316 14395.0000 2.551144274 0.574038827 0.04819062 8706.467790
#> 317 2009.0000 1.278345851 0.375708853 0.07951058 1247.797357
#> 318 3413.0000 4.447791640 NaN NaN 2937.553883
#> 319 2123.0000 -1.085954836 -0.149556530 0.01861347 -8898.638331
#> 320 9687.0000 0.718088999 0.209687307 0.07856889 2236.323301
#> 321 3978.0000 1.614414824 0.420675021 0.06358183 2470.696725
#> 322 23850.0000 1.495532693 0.205056253 0.01845293 12140.130532
#> 323 0.0000 -0.985684580 -0.283364138 0.07633575 -978.020452
#> 324 1291.0000 1.255528921 1.669866307 0.63884930 722.777701
#> 325 25837.0000 4.240395573 NaN NaN 17240.811856
#> 326 3302.0000 -0.897548325 -0.222165865 0.05773160 -3493.812914
#> 327 473.0000 -0.406311570 -0.076299443 0.03406226 -360.944176
#> 328 0.0000 -0.845577887 -0.193275635 0.04965123 -431.255814
#> 329 0.0000 -1.101754360 -0.350601616 0.09195313 -1755.520408
#> 330 1379.0000 2.159541938 0.393118488 0.03207491 1025.347524
#> 331 297.0000 -0.053177090 -0.017162514 0.09433645 -36.447539
#> 332 0.0000 -0.764977336 -0.181264707 0.05316243 -508.574788
#> 333 3258.0000 4.264586767 1.233922834 0.07725126 2349.158637
#> 334 0.0000 -0.764358000 -0.138738044 0.03189481 -387.093649
#> 335 331.0000 -0.921595218 -0.151066361 0.02616616 -809.751791
#> 336 85.0000 -0.174157406 -0.067291880 0.12990038 -69.903006
#> 337 405.0000 0.089448704 0.018061999 0.03917663 45.920236
#> 338 5225.0000 2.357078577 0.604570680 0.06172701 3431.152760
#> 339 607.0000 -0.403154325 -0.083672153 0.04129562 -1235.295447
#> 340 0.0000 -0.667280548 -0.264440189 0.13573313 -358.498668
#> 341 132.0000 -0.977744117 -0.152324669 0.02369600 -2945.085602
#> 342 32268.0000 0.141195532 0.018715399 0.01726602 1168.322983
#> 343 13906.0000 0.802902297 0.527024679 0.30111977 2867.372309
#> 344 0.0000 -0.808316350 -0.155824094 0.03583106 -409.711792
#> 345 1226.0000 -0.236834479 -0.079668886 0.10165543 -387.738707
#> 346 5188.0000 0.436917801 0.061271526 0.01928679 1323.260523
#> 347 649.6262 0.037590852 NaN NaN 24.555249
#> 348 157.8905 0.132400575 NaN NaN 50.509018
#> 349 527.7716 -0.126659183 NaN NaN -113.936086
#> 350 5115.0000 -0.211391220 -0.054591816 0.06252327 -947.981596
#> 351 594.0000 -0.183239926 -0.041344832 0.04844364 -164.225236
#> 352 8888.0000 -0.053763786 -0.020465365 0.12655896 -250.132631
#> 353 22.0000 -0.761710227 -0.146469105 0.03565694 -386.530859
#> 354 1127.0000 0.653141699 0.108065490 0.02664588 429.225901
#> 355 411.4245 0.044416531 NaN NaN 22.336767
#> 356 354.0000 -0.781327358 -0.141142006 0.03160100 -513.447027
#> 357 1770.0000 -0.169303171 -0.045705700 0.06792963 -272.260813
#> 358 20207.0000 0.784912708 0.106839686 0.01819071 6462.901924
#> 359 598.8627 0.157377530 NaN NaN 59.476275
#> 360 140.2717 -0.303227969 NaN NaN -161.641927
#> 361 14.0000 -0.738655858 -0.133343777 0.03155978 -374.257038
#> 362 2027.0000 -0.851104089 -0.242575756 0.07512948 -3758.722334
#> 363 744.0000 -0.290439089 -0.060325091 0.04135643 -193.262851
#> 364 0.0000 -0.862611729 -0.179458886 0.04148564 -568.712163
#> 365 1423.1362 0.114818750 NaN NaN 102.744412
#> 366 8214.0000 0.258234429 0.063733457 0.05741523 1154.063900
#> 367 1025.0935 0.192810880 NaN NaN 126.281312
#> 368 2327.0000 0.439700392 0.113400415 0.06236614 702.773104
#> 369 952.5067 0.163244246 NaN NaN 106.615217
#> 370 1030.8378 0.195134425 NaN NaN 127.837622
#> 371 1529.0000 2.573949999 1.131828531 0.16202816 1276.783789
#> 372 376.5033 -0.002701274 NaN NaN -1.357459
#> 373 731.0906 0.071518911 NaN NaN 46.626551
#> 374 773.9438 -0.061780509 NaN NaN -54.361772
#> 375 22.0000 -0.545776990 -0.165613652 0.08431555 -370.464572
#> 376 0.0000 -0.535162480 -0.190939566 0.11292287 -209.783594
#> 377 147.0000 -0.478051206 -0.086059042 0.03139013 -243.504616
#> 378 1959.0000 -1.505091426 -0.318196213 0.04278332 -4519.652058
#> 379 2793.0000 -0.719020615 -0.110368625 0.02301943 -2174.604380
#> 380 4907.0000 0.312104589 0.043706047 0.01923307 946.121605
#> 381 772.3746 0.463205792 NaN NaN 267.243469
#> 382 2105.0000 0.979568557 0.240969837 0.05706099 873.710566
#> 383 9559.0000 1.378234564 0.243031378 0.03015644 4126.429294
#> 384 3177.0000 0.509601414 0.108683246 0.04350572 1561.717884
#> 385 0.0000 -0.731655093 -0.154433778 0.04265221 -372.916356
#> 386 31866.0000 -1.971350586 -0.272370963 0.01873189 -15779.134057
#> 387 15689.0000 0.341871725 0.046697087 0.01831576 2827.840888
#> 388 4104.0000 4.044628386 NaN NaN 2799.335065
#> 389 2090.0000 1.353980224 0.197712310 0.02087756 1174.907456
#> 390 891.0000 0.319752506 0.053691831 0.02742285 211.185037
#> 391 0.0000 -0.744106717 -0.145388967 0.03677235 -377.985899
#> 392 0.0000 -0.872609063 -0.179236994 0.04048263 -574.863063
#> 393 2304.7353 0.235256738 NaN NaN 366.463996
#> 394 3622.0000 0.814036515 0.120812368 0.02155128 6711.396298
#> 395 5510.0000 0.856256149 0.133939030 0.02388407 2585.168843
#> 396 1045.2481 0.012918357 NaN NaN 11.294544
#> 397 146.0000 -0.446769775 -0.085717810 0.03550382 -228.168554
#> 398 0.0000 -0.826231242 -0.172012610 0.04154228 -419.830971
#> 399 0.0000 -0.665170274 -0.219803668 0.09844557 -256.498421
#> 400 225.0000 -0.242401893 -0.061400598 0.06029284 -125.722192
#> 401 1766.0000 -1.673764712 -0.498267223 0.08140652 -6970.907938
#> 402 712.0000 -0.510753196 -0.095261274 0.03361707 -1557.200145
#> 403 997.0000 -0.036766242 -0.009208485 0.05902756 -24.722764
#> 404 591.0000 -1.085648590 -0.419563220 0.12994589 -746.738787
#> 405 1061.0000 0.311382052 0.057161514 0.03260064 206.221803
#> 406 595.0000 -0.592298810 -0.133621263 0.04842954 -394.093523
#> 407 629.0000 -0.737255545 -0.158736107 0.04430324 -1159.441533
#> 408 969.0000 -0.775482376 -0.258912291 0.10029133 -1255.565241
#> 409 0.0000 -0.979395732 -0.177976872 0.03196693 -640.599578
#> 410 8367.0000 4.251808201 NaN NaN 6773.271341
#> 411 1913.0000 -0.841611700 -0.249092827 0.08054343 -3729.633832
#> 412 17871.0000 3.162197487 0.828082612 0.06417474 11010.594875
#> 413 1708.0000 -0.023470511 -0.004978743 0.04306047 -37.269996
#> 414 14343.0000 0.577798233 0.561906949 0.48605938 3466.401769
#> 415 0.0000 -0.813970876 -0.180511995 0.04687531 -538.773793
#> 416 24.0000 -0.835633792 -0.171258582 0.04030919 -550.941264
#> 417 530.0000 -0.024269663 -0.005045286 0.04142569 -16.169322
#> 418 653.0000 0.060743349 0.011145129 0.03256815 40.281930
#> 419 2742.0000 0.620609144 0.119424345 0.03570740 974.550287
#> 420 0.0000 -1.311806523 -0.277521024 0.04283880 -2017.178868
#> 421 4038.0000 1.632263344 0.395127743 0.05535577 2484.596526
#> 422 1667.0000 1.636601118 0.283985374 0.02922959 1044.279216
#> 423 1569.0000 1.590710464 0.306685888 0.03583892 1020.477941
#> 424 1048.0000 0.816267391 0.174272037 0.04359458 539.338094
#> 425 1525.8906 0.381514556 NaN NaN 261.963224
#> 426 581.1183 0.538162807 NaN NaN 4423.055422
#> 427 1267.9198 -0.213634505 NaN NaN -339.356204
#> 428 19083.0000 2.681453724 NaN NaN 11634.094736
#>
#> $aggregates
#> strata N AnImputed AestimateYHat AestimateOrig Acoef AcoefB AnModel
#> 1 13 63 1 1935990.341 2033686 0.6059627 0 60
#> 2 3 35 3 68944.216 80875 0.5734599 0 30
#> 3 5 40 7 15536.409 13997 0.2934554 0 32
#> 4 1 21 0 18585.763 21086 0.2587717 0 20
#> 5 4 15 2 6267.037 6011 0.3114211 0 12
#> 6 10 21 0 50365.038 57945 0.2595681 0 20
#> 7 11 53 0 210856.185 219433 0.4932689 0 52
#> 8 8 23 0 133568.931 150654 0.4462994 0 22
#> 9 2 60 6 59596.401 61014 0.3027949 0 52
#> 10 7 31 0 125085.000 125085 0.3194187 0 31
#> 11 6 47 6 39141.026 38599 0.5222076 0 39
#> 12 12 19 0 140472.000 140472 0.8272207 0 19
#> AsigmaHat AseEstimate AseRobust BnImputed estimate BestimateYHat
#> 1 49.42685 1530.8812 2035.0264 0 2034267.118 1970543.017
#> 2 28.94997 2788.1226 2884.0368 0 85793.566 64097.492
#> 3 13.10330 1376.0699 1468.5026 0 16670.379 15267.550
#> 4 16.62183 0.0000 0.0000 0 21086.000 18496.453
#> 5 10.83400 569.9485 700.3329 0 6767.753 5430.122
#> 6 17.87921 0.0000 0.0000 0 57945.000 45632.163
#> 7 32.10537 0.0000 0.0000 0 219433.000 210240.422
#> 8 32.75132 0.0000 0.0000 0 150654.000 133413.188
#> 9 15.32818 2241.6697 2211.9606 0 66837.049 59673.410
#> 10 25.88260 0.0000 0.0000 0 125085.000 133481.826
#> 11 17.09308 1979.5587 2264.2091 0 44514.045 35654.587
#> 12 53.12696 0.0000 0.0000 0 140472.000 128837.905
#> BestimateOrig Bcoef BcoefB BnModel BsigmaHat BseEstimate
#> 1 2034267.118 -4518.88103 0.70588517 58 8130.6633 0
#> 2 85793.566 1202.50248 0.18307262 29 1524.3632 0
#> 3 16670.379 256.81705 0.09434425 32 494.8233 0
#> 4 21086.000 978.64101 -0.02861212 20 952.8485 0
#> 5 6767.753 -47.29828 0.30508825 12 355.7871 0
#> 6 57945.000 2493.65434 -0.03470824 19 1341.0091 0
#> 7 219433.000 -2002.56734 0.74011910 52 2974.9111 0
#> 8 150654.000 287.03211 0.42372035 22 3760.1749 0
#> 9 66837.049 241.65814 0.22951779 52 865.7626 0
#> 10 125085.000 -2208.09044 0.51565781 30 2944.0026 0
#> 11 44514.045 151.44923 0.38072489 38 643.1724 0
#> 12 140472.000 2151.41245 0.51799089 18 4210.4138 0
#> BseRobust nImputed seRobust seEstimate cv
#> 1 0 1 2035.0264 1530.8812 0.07525468
#> 2 0 3 2884.0368 2788.1226 3.24980390
#> 3 0 7 1468.5026 1376.0699 8.25458104
#> 4 0 0 0.0000 0.0000 0.00000000
#> 5 0 2 700.3329 569.9485 8.42153244
#> 6 0 0 0.0000 0.0000 0.00000000
#> 7 0 0 0.0000 0.0000 0.00000000
#> 8 0 0 0.0000 0.0000 0.00000000
#> 9 0 6 2211.9606 2241.6697 3.35393273
#> 10 0 0 0.0000 0.0000 0.00000000
#> 11 0 6 2264.2091 1979.5587 4.44704297
#> 12 0 0 0.0000 0.0000 0.00000000
#>
#> $total
#> Ntotal nImputedTotal AnImputedTotal BnImputedTotal estimateTotal cvTotal
#> 1 428 25 25 0 2969525 0.1553433
#>
ImputeRegression2(w, strataName = names(w)[2],method1="ratio2",method2="ratio") # ratio2 needed since x1=0
#> $micro
#> id x1 x2 y strata Acategory123 AyHat ArStud
#> 1 101 9020 30544 2792 13 1 11619.46032 -0.930831718
#> 2 104 12815 32182 11319 13 1 16508.13570 -0.531432019
#> 3 105 31417 54678 32854 13 1 40471.01829 -0.606291483
#> 4 106 38167 78967 42362 13 1 49166.29070 -0.450160177
#> 5 111 2790 4511 3278 3 1 2047.86433 0.780722190
#> 6 118 1025 1404 853 5 1 432.85127 1.592697502
#> 7 119 1900 3610 1531 1 1 1680.25981 -0.250985048
#> 8 121 0 672 103 4 1 0.00000 0.331382297
#> 9 122 3169 5343 2226 10 1 2240.09776 -0.016277845
#> 10 123 2537 5736 2512 11 1 1940.24915 0.247880291
#> 11 124 7549 15615 6721 8 1 6710.91606 0.002295610
#> 12 125 4150 11396 10538 10 2 2933.54551 5.726162645
#> 13 127 0 3742 0 2 1 0.00000 0.000000000
#> 14 128 0 8084 474 11 1 0.00000 0.172516215
#> 15 135 3520 7357 1507 7 1 3182.59562 -0.998997084
#> 16 136 7946 15458 5491 7 1 7184.34794 -0.703886743
#> 17 137 1298 5186 331 1 1 1147.88275 -1.148702601
#> 18 138 500 5382 811 1 1 442.17363 0.481173842
#> 19 211 11929 16732 9867 7 1 10785.56338 -0.379439159
#> 20 213 21799 30261 22914 13 1 28081.22124 -0.551305562
#> 21 214 6209 18992 9635 7 1 5613.84550 1.536804573
#> 22 215 4350 15695 7751 8 1 3867.06648 0.885693894
#> 23 216 13678 18623 10648 7 1 12366.91558 -0.687812593
#> 24 217 11582 26792 14146 13 1 14919.79928 -0.086625051
#> 25 219 74171 122348 97383 13 1 95546.22967 0.100018675
#> 26 220 38503 60106 53067 13 1 49599.12204 0.264225147
#> 27 221 NA 15914 0 7 0 NA NA
#> 28 226 2658 17443 4400 7 1 2403.22135 0.758427503
#> 29 227 1470 11374 1353 7 1 1329.09533 0.011091939
#> 30 228 7754 17426 11010 7 1 7010.75182 1.623650027
#> 31 229 7585 10870 2809 7 1 6857.95106 -2.201626896
#> 32 230 22511 36368 23871 13 1 28998.41146 -0.497923049
#> 33 231 25607 52522 41227 13 1 32986.64307 0.666172089
#> 34 233 9175 22857 9878 13 1 11819.12954 -0.235082186
#> 35 234 NA 6323 400 7 0 NA NA
#> 36 235 20951 34189 23717 13 1 26988.83739 -0.326931656
#> 37 236 3425 20783 112 7 1 3096.70170 -1.051102587
#> 38 237 10788 23811 13445 13 1 13896.97760 -0.053663510
#> 39 238 3320 12267 4830 7 1 3001.76632 0.833472543
#> 40 239 1989 2837 1245 2 1 1020.29780 0.418905237
#> 41 301 180117 658390 455113 13 2 232024.64912 4.844957588
#> 42 402 9400 17835 10354 8 1 8356.41953 0.432157086
#> 43 403 20296 30120 23153 13 1 26145.07392 -0.318769086
#> 44 412 6698 33597 7146 13 1 8628.28661 -0.147698844
#> 45 415 3020 7588 3649 7 1 2730.52237 0.529248397
#> 46 417 3168 20119 616 10 1 2239.39088 -0.960481911
#> 47 418 2862 5131 2657 10 1 2023.08608 0.754704154
#> 48 419 3194 7901 2904 7 1 2887.84386 0.009077316
#> 49 420 3405 6142 1440 11 1 2604.07897 -0.489741556
#> 50 423 2958 4763 1537 2 1 1517.36596 0.028276441
#> 51 425 3700 7456 1500 11 1 2829.68934 -0.507768887
#> 52 426 1315 3760 NA 2 3 674.55586 NA
#> 53 427 7213 21030 7919 13 1 9291.70369 -0.173078449
#> 54 428 NA 6525 10 11 0 NA NA
#> 55 429 1668 4429 0 2 1 855.63436 -1.294239288
#> 56 430 2092 2600 309 2 1 1073.13374 -1.533111675
#> 57 432 NA 1881 742 3 0 NA NA
#> 58 434 NA 1305 409 6 0 NA NA
#> 59 436 1080 1620 569 5 1 456.07743 0.371695680
#> 60 437 2450 5580 1909 12 1 2309.79800 -0.161045319
#> 61 438 NA 2426 830 2 0 NA NA
#> 62 439 1182 1592 0 2 1 606.33082 -1.546276449
#> 63 441 2852 1956 1828 5 1 1204.38226 2.232750525
#> 64 501 19444 27476 20635 13 1 25047.53731 -0.492883089
#> 65 502 9415 30137 7666 13 1 12128.29478 -0.471034018
#> 66 511 1780 2701 1256 2 1 913.08702 0.656301185
#> 67 512 748 2055 742 5 1 315.87585 1.295923300
#> 68 513 3100 2204 3199 3 1 2275.40481 0.858340816
#> 69 514 2030 2347 NA 3 3 1490.02315 NA
#> 70 515 2400 3664 1721 2 1 1231.12857 0.809696893
#> 71 516 4088 5741 7149 12 1 3854.06296 1.406318585
#> 72 517 5900 5935 4099 11 1 4512.20733 -0.178359781
#> 73 519 NA 3154 0 2 0 NA NA
#> 74 520 1990 4462 1576 2 1 1020.81077 0.827725851
#> 75 521 2468 5072 1535 11 1 1887.47927 -0.162479878
#> 76 522 2547 6227 5721 11 1 1947.89696 1.615431346
#> 77 528 1405 14906 824 10 1 993.16420 -0.112142580
#> 78 529 9760 13180 1803 7 2 8824.46966 -2.915774528
#> 79 532 2213 6629 3715 7 1 2000.87616 1.071312981
#> 80 533 NA 9044 1433 7 0 NA NA
#> 81 534 2773 13695 3384 10 1 1960.17390 1.026515662
#> 82 536 2555 5758 1961 10 1 1806.07440 0.169309662
#> 83 538 2587 6751 445 11 1 1978.48819 -0.614855650
#> 84 540 0 3058 0 2 1 0.00000 0.000000000
#> 85 541 3100 1321 1097 6 1 1485.28368 -0.563077751
#> 86 542 5988 6458 5303 11 1 4579.50804 0.299321561
#> 87 543 627 2168 801 2 1 321.63234 1.024873159
#> 88 544 0 3220 0 2 1 0.00000 0.000000000
#> 89 545 0 1590 140 6 1 0.00000 0.176892586
#> 90 602 32524 67895 56116 13 1 41897.04297 1.019521167
#> 91 604 6587 27013 0 13 1 8485.29769 -0.950828953
#> 92 605 8718 29801 15997 13 1 11230.42739 0.505957385
#> 93 612 1548 6767 2624 8 1 1376.14228 0.423291881
#> 94 615 2570 1074 1145 5 1 1085.29537 0.259952623
#> 95 616 2915 3422 1726 2 1 1495.30824 0.394648942
#> 96 617 5800 4578 2957 2 1 2975.22738 -0.027935540
#> 97 618 2795 2422 1291 2 1 1433.75182 -0.291625268
#> 98 619 2295 4711 690 3 1 1684.53356 -0.611605045
#> 99 620 3090 4497 1208 3 1 2268.06479 -0.673545146
#> 100 621 NA 3512 106 2 0 NA NA
#> 101 622 0 2275 260 1 1 0.00000 0.521058767
#> 102 623 4507 13794 3835 10 1 3185.90111 0.464831855
#> 103 624 6000 18205 7781 7 1 5424.87889 0.891570955
#> 104 625 NA 24431 5406 13 0 NA NA
#> 105 626 7678 25731 20942 13 1 9890.71135 1.278048470
#> 106 627 NA 21492 4783 13 0 NA NA
#> 107 628 NA 9413 16 7 0 NA NA
#> 108 631 NA 2699 1216 1 0 NA NA
#> 109 632 NA 1404 304 6 0 NA NA
#> 110 633 2119 2548 1873 6 1 1015.26326 0.873892927
#> 111 701 8577 27178 2934 13 1 11048.79282 -0.906795824
#> 112 702 3099 10741 2043 7 1 2801.94995 -0.365521553
#> 113 704 29223 42276 29885 13 1 37644.73271 -0.704709182
#> 114 706 8211 45820 20503 13 1 10577.31582 0.852507227
#> 115 709 13787 43867 14068 13 1 17760.25493 -0.323115186
#> 116 711 3855 6604 781 7 1 3485.48469 -1.783133378
#> 117 713 5900 9297 2501 10 1 4170.58277 -1.662911872
#> 118 714 2027 3163 2201 2 1 1039.79067 2.166648165
#> 119 716 8200 9361 3876 8 1 7289.64256 -1.065769299
#> 120 719 3240 5937 1232 10 1 2290.28613 -1.207462490
#> 121 720 4608 11657 2907 7 1 4166.30699 -0.589334057
#> 122 722 8382 21621 7164 13 1 10797.59606 -0.452897475
#> 123 723 1831 4971 1143 1 1 1619.23985 -0.677983916
#> 124 728 744 2474 0 1 1 657.95437 -1.355055418
#> 125 805 19328 35955 12781 13 1 24898.10744 -1.192166149
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#> 365 1840 NA 4700 NA 2 0 NA NA
#> 366 1841 6132 9604 8214 12 1 5781.09443 0.771347150
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#> 370 1850 NA 1974 NA 6 0 NA NA
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#> 372 1852 NA 1283 NA 5 0 NA NA
#> 373 1853 NA 1400 NA 6 0 NA NA
#> 374 1854 950 2556 NA 2 3 487.32173 NA
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#> 376 1857 320 765 0 4 1 161.40170 -0.492861759
#> 377 1859 500 1336 147 5 1 211.14696 -0.230298035
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#> 383 1870 NA 10214 9559 11 0 NA NA
#> 384 1871 NA 4980 3177 11 0 NA NA
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#> 386 1902 31859 73480 31866 13 1 41040.39761 -0.627552941
#> 387 1903 14981 24695 15689 13 1 19298.35201 -0.423144184
#> 388 1911 3750 3029 4104 6 1 1796.71412 2.338658243
#> 389 1913 4000 3041 2090 2 1 2051.88095 0.070513248
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#> 391 1919 NA 1137 0 5 0 NA NA
#> 392 1920 NA 1051 0 6 0 NA NA
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#> 401 1931 5837 11618 1766 12 1 5502.97590 -1.093550126
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#> 403 1936 1898 2282 997 6 1 909.37691 0.093178663
#> 404 1938 2500 2861 591 6 1 1197.80942 -0.581097902
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#> 406 1940 0 2150 595 6 1 0.00000 0.650335437
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#> 411 2003 NA 6160 1913 12 0 NA NA
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#> 419 2019 NA 3276 2742 3 0 NA NA
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#> Adffits Ahii AleaveOutResid Bcategory123 ByHat
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#> 3 -0.1125572986 3.331719e-02 -7.879543e+03 1 33132.83040
#> 4 -0.0845142858 3.404725e-02 -7.044124e+03 1 47851.05926
#> 5 0.1265137967 2.558737e-02 1.262438e+03 1 2586.87759
#> 6 0.2226377515 1.916579e-02 4.283586e+02 1 412.01137
#> 7 -0.0922093432 1.189235e-01 -1.694062e+02 1 934.16598
#> 8 0.0000000000 0.000000e+00 1.030000e+02 1 209.27495
#> 9 -0.0050154740 8.670446e-02 -1.543614e+01 1 1386.87240
#> 10 0.0193204461 6.038373e-03 5.752243e+02 1 2829.39052
#> 11 0.0005414456 5.269887e-02 1.064491e+01 1 6968.96516
#> 12 NaN NaN 7.604454e+03 2 2958.03815
#> 13 0.0000000000 0.000000e+00 -6.978209e-13 1 1133.05863
#> 14 0.0000000000 0.000000e+00 4.740000e+02 1 3987.58594
#> 15 -0.1685857808 2.768970e-02 -1.723314e+03 1 2349.96334
#> 16 -0.1888586151 6.715488e-02 -1.815251e+03 1 4937.57420
#> 17 -0.2302798002 3.863533e-02 -8.497116e+02 1 1341.99025
#> 18 0.0358621998 5.524132e-03 3.708751e+02 1 1392.70951
#> 19 -0.1529841623 1.398279e-01 -1.067883e+03 1 5344.51361
#> 20 -0.0952466376 2.898287e-02 -5.321452e+03 1 18337.03831
#> 21 0.2855568368 3.337385e-02 4.159989e+03 1 6066.39987
#> 22 0.1178930336 1.740931e-02 3.952748e+03 1 7004.66911
#> 23 -0.3059395134 1.651693e-01 -2.058999e+03 1 5948.53437
#> 24 -0.0083659690 9.240885e-03 -7.810166e+02 1 16234.95358
#> 25 0.0300888385 8.298947e-02 2.002998e+03 1 74138.32865
#> 26 0.0577035682 4.552216e-02 3.633272e+03 1 36421.99612
#> 27 NaN NaN NA 1 5083.22912
#> 28 0.0620977983 6.659207e-03 2.010165e+03 1 5571.62031
#> 29 0.0006208897 3.123598e-03 2.397957e+01 1 3633.06824
#> 30 0.3981690297 5.672672e-02 4.239756e+03 1 5566.19019
#> 31 -0.6797052199 8.701926e-02 -4.434870e+03 1 3472.08122
#> 32 -0.0808966533 2.571708e-02 -5.262754e+03 1 22037.65273
#> 33 0.1023086700 2.304240e-02 8.434713e+03 1 31826.37475
#> 34 -0.0194479151 6.797426e-03 -1.954415e+03 1 13850.49022
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#> 317 -1.0847825787 3.013870e-01 -1.220630e+03 1 1069.24483
#> 318 NaN NaN 1.975629e+03 2 444.39866
#> 319 0.0000000000 0.000000e+00 2.123000e+03 1 13198.47432
#> 320 0.0586691084 5.561952e-02 8.668123e+02 1 6417.42863
#> 321 NaN NaN NA 1 1446.83932
#> 322 -0.0645272051 3.396306e-02 -2.927822e+03 1 14123.77942
#> 323 -0.0139535792 1.808035e-03 -1.771898e+02 1 680.82845
#> 324 0.0887229856 1.113761e-01 1.899047e+02 1 1099.62776
#> 325 NaN NaN 1.340283e+04 2 8751.93127
#> 326 0.0102286868 2.425245e-04 2.858203e+03 1 6643.16660
#> 327 0.0000000000 0.000000e+00 4.730000e+02 1 765.16279
#> 328 NaN NaN NA 1 475.98465
#> 329 0.0000000000 0.000000e+00 0.000000e+00 1 1226.63072
#> 330 -1.9004769953 3.622601e-01 -7.578578e+02 1 403.50117
#> 331 -0.2798446046 5.777256e-02 -4.912724e+02 1 244.91536
#> 332 -0.6132353713 7.228091e-02 -1.245686e+03 1 452.75399
#> 333 0.3982318580 3.525636e-02 1.966128e+03 1 1287.76393
#> 334 NaN NaN NA 1 366.81924
#> 335 -0.1248556033 1.378617e-02 -6.609631e+02 1 1158.19061
#> 336 -0.0205160949 1.040905e-02 -6.089539e+01 1 197.12953
#> 337 -0.4167245902 7.258302e-02 -3.683517e+02 1 323.68130
#> 338 0.3698380247 5.560557e-02 2.380245e+03 1 2515.76856
#> 339 NaN NaN NA 1 2528.49648
#> 340 NaN NaN NA 1 164.92193
#> 341 -0.0043073647 5.087959e-04 -4.800690e+02 1 3338.93731
#> 342 0.0961816497 8.516148e-03 1.271466e+04 1 30593.84654
#> 343 0.2633525905 3.176051e-02 6.044844e+03 1 9267.04317
#> 344 0.0000000000 0.000000e+00 0.000000e+00 1 429.91215
#> 345 -0.0699914603 3.533666e-02 -4.030457e+02 1 1164.69705
#> 346 0.0838700323 5.762775e-03 2.971967e+03 1 3927.40713
#> 347 NaN NaN NA 2 649.62625
#> 348 NaN NaN NA 2 157.89048
#> 349 NaN NaN NA 3 527.77157
#> 350 -0.0308832675 4.630038e-02 -4.147198e+02 1 6152.04028
#> 351 0.0201015570 5.250482e-03 1.330252e+02 1 670.99357
#> 352 -0.1467751346 9.416086e-02 -1.844783e+03 1 11107.09222
#> 353 NaN NaN NA 1 429.03179
#> 354 0.0432315188 2.810244e-02 1.958159e+02 1 765.03413
#> 355 NaN NaN NA 3 411.42446
#> 356 0.0000000000 0.000000e+00 3.540000e+02 1 959.81756
#> 357 -0.1339682920 4.564384e-02 -1.003346e+03 1 2572.54109
#> 358 0.0658942060 8.192661e-03 6.410202e+03 1 15778.66365
#> 359 NaN NaN NA 2 598.86270
#> 360 NaN NaN NA 2 140.27168
#> 361 0.0000000000 0.000000e+00 1.400000e+01 1 372.10144
#> 362 -0.0053130639 8.347260e-03 -1.568325e+02 1 5352.94509
#> 363 0.0000000000 0.000000e+00 7.440000e+02 1 1066.87012
#> 364 0.0000000000 0.000000e+00 0.000000e+00 1 539.96265
#> 365 NaN NaN NA 3 1423.13618
#> 366 0.1563417867 3.946076e-02 2.532854e+03 1 7944.62752
#> 367 NaN NaN NA 3 1025.09351
#> 368 -0.9454003558 1.961551e-01 -2.401221e+03 1 1458.30851
#> 369 NaN NaN NA 3 952.50665
#> 370 NaN NaN NA 3 1030.83779
#> 371 NaN NaN NA 1 629.16837
#> 372 NaN NaN NA 3 376.50327
#> 373 NaN NaN NA 3 731.09063
#> 374 NaN NaN NA 2 773.94384
#> 375 -0.5454226378 6.690829e-02 -9.263601e+02 1 287.73639
#> 376 -0.0510952672 1.063331e-02 -1.631364e+02 1 238.23711
#> 377 -0.0159817094 4.792692e-03 -6.445588e+01 1 392.05641
#> 378 -0.5871702561 6.223464e-02 -7.191785e+03 1 5523.62535
#> 379 NaN NaN -1.102277e+04 1 4612.06439
#> 380 0.0460194186 1.807360e-02 9.394711e+02 1 3986.59940
#> 381 NaN NaN NA 3 772.37460
#> 382 0.1139088274 3.497996e-02 4.159767e+02 1 1371.35824
#> 383 NaN NaN NA 1 5038.24873
#> 384 NaN NaN NA 1 2456.47921
#> 385 NaN NaN NA 1 311.64963
#> 386 -0.1015036315 2.549451e-02 -9.414413e+03 1 44526.14174
#> 387 -0.0552679901 1.677352e-02 -3.670926e+03 1 14964.24973
#> 388 0.5365778983 5.000937e-02 2.428746e+03 1 1581.76681
#> 389 0.0201617860 7.557662e-02 4.123549e+01 1 920.79939
#> 390 0.0310099462 1.727480e-02 1.753434e+02 1 732.65726
#> 391 NaN NaN NA 1 333.65878
#> 392 NaN NaN NA 1 548.84018
#> 393 NaN NaN NA 2 2304.73532
#> 394 0.0201585551 3.875799e-03 8.376065e+02 1 1351.29690
#> 395 0.0838072018 2.392941e-02 1.355255e+03 1 3325.12578
#> 396 NaN NaN NA 2 1045.24810
#> 397 0.0000000000 0.000000e+00 1.460000e+02 1 339.82135
#> 398 0.0000000000 0.000000e+00 0.000000e+00 1 452.80167
#> 399 0.0000000000 0.000000e+00 0.000000e+00 1 284.32743
#> 400 NaN NaN NA 1 268.51169
#> 401 -0.1908465781 2.955707e-02 -3.850794e+03 1 9610.64999
#> 402 -0.0159880190 3.058314e-03 -6.666444e+02 1 2812.12610
#> 403 0.0122552777 1.700454e-02 8.913886e+01 1 1191.67773
#> 404 -0.0902080562 2.353153e-02 -6.214327e+02 1 1494.03593
#> 405 0.0523808293 8.317097e-03 4.901279e+02 1 973.91717
#> 406 0.0000000000 0.000000e+00 5.950000e+02 1 1122.74633
#> 407 -0.0977714696 2.078256e-02 -8.740501e+02 1 1674.50290
#> 408 -0.0781403828 1.985260e-02 -9.284766e+02 1 2807.08619
#> 409 0.0000000000 0.000000e+00 0.000000e+00 1 642.83755
#> 410 NaN NaN 5.497054e+03 2 1225.48380
#> 411 NaN NaN NA 1 5095.67946
#> 412 -0.0861526785 3.587557e-01 -4.928958e+02 1 8648.59233
#> 413 NaN NaN NA 1 1695.14745
#> 414 0.1991755169 3.519217e-03 1.188742e+04 1 16624.65423
#> 415 0.0000000000 0.000000e+00 0.000000e+00 1 496.61942
#> 416 0.0000000000 0.000000e+00 2.400000e+01 1 550.40681
#> 417 -0.0622395381 2.664328e-02 -2.430743e+02 1 540.48486
#> 418 -0.0219103031 2.190871e-02 -1.024266e+02 1 634.48223
#> 419 NaN NaN NA 1 1878.65462
#> 420 -0.4886303828 5.354312e-02 -2.939242e+03 1 2281.22346
#> 421 0.3567573536 5.913875e-02 1.747002e+03 1 1529.99100
#> 422 0.1862703139 3.305193e-02 7.275283e+02 1 688.26961
#> 423 0.0814317476 7.975494e-02 1.930188e+02 1 594.79445
#> 424 0.0549674016 3.568050e-02 1.825067e+02 1 522.20760
#> 425 NaN NaN NA 2 1525.89060
#> 426 NaN NaN NA 2 581.11826
#> 427 NaN NaN NA 3 1267.91983
#> 428 NaN NaN NA 1 8459.98601
#> yImputed BrStud Bdffits Bhii BleaveOutResid
#> 1 2792.00000 -1.866836238 -0.1891011964 0.0101564669 -15877.78799
#> 2 11319.00000 -0.926638518 -0.0963743545 0.0107011334 -8270.59749
#> 3 32854.00000 -0.024140454 -0.0032850690 0.0181814857 -283.99383
#> 4 42362.00000 -0.397621001 -0.0652947956 0.0262580449 -5637.07791
#> 5 3278.00000 0.357803073 0.0756774021 0.0428191742 722.03955
#> 6 853.00000 0.910601411 0.1667817690 0.0324571746 455.78202
#> 7 1531.00000 0.603405780 0.1412246394 0.0519327320 629.52708
#> 8 103.00000 -0.370447412 -0.0740410191 0.0384131702 -110.52039
#> 9 2226.00000 0.641508673 0.1113645266 0.0292545910 864.41573
#> 10 2512.00000 -0.130154158 -0.0152811830 0.0135972824 -321.76566
#> 11 6721.00000 -0.060857215 -0.0147990911 0.0558334615 -262.62862
#> 12 10538.00000 3.853000435 NaN NaN 7579.96185
#> 13 0.00000 -1.227867094 -0.1833900933 0.0218206416 -1158.33423
#> 14 474.00000 -1.235349648 -0.1726736911 0.0191632551 -3582.23319
#> 15 1507.00000 -0.377809874 -0.0522780729 0.0187869316 -859.10326
#> 16 5491.00000 0.172616216 0.0349929997 0.0394737514 576.16937
#> 17 331.00000 -0.872451561 -0.2477199201 0.0746047502 -1092.49561
#> 18 811.00000 -0.486576801 -0.1409578411 0.0774243667 -630.52772
#> 19 9867.00000 1.402719513 0.2963496531 0.0427270545 4724.34368
#> 20 22914.00000 0.531756536 0.0536116200 0.0100623640 4623.48488
#> 21 9635.00000 1.026571606 0.2317647300 0.0484982201 3750.49234
#> 22 7751.00000 0.182865388 0.0445892277 0.0561195119 790.70486
#> 23 10648.00000 1.383956233 0.3092466385 0.0475559369 4934.11195
#> 24 14146.00000 -0.257301421 -0.0243947475 0.0089088548 -2107.73105
#> 25 97383.00000 1.383303274 0.2848676672 0.0406830610 24230.43981
#> 26 53067.00000 1.398743408 0.1997511501 0.0199864000 16984.46213
#> 27 0.00000 -1.633022184 -0.3360996806 0.0406381990 -5298.55276
#> 28 4400.00000 -0.345456109 -0.0745891004 0.0445426734 -1226.24033
#> 29 1353.00000 -0.834005464 -0.1442458941 0.0290447955 -2348.27336
#> 30 11010.00000 1.678630517 0.3622563484 0.0444992620 5697.33711
#> 31 2809.00000 -0.245270412 -0.0414429100 0.0277577745 -682.01237
#> 32 23871.00000 0.194085473 0.0214735128 0.0120930588 1855.78944
#> 33 41227.00000 0.835088255 0.1113364239 0.0174645742 9567.72144
#> 34 9878.00000 -0.530378110 -0.0464152065 0.0076003917 -4002.91394
#> 35 400.00000 -0.788386110 -0.1009980262 0.0161464957 -1646.26584
#> 36 23717.00000 0.327604369 0.0351304761 0.0113684995 3034.23476
#> 37 112.00000 -1.870854719 -0.4429076620 0.0530717412 -6892.26316
#> 38 13445.00000 -0.128390580 -0.0114698169 0.0079176150 -991.42842
#> 39 4830.00000 0.318256273 0.0572314431 0.0313251720 941.17328
#> 40 1245.00000 0.473070784 0.0613564250 0.0165433351 392.46343
#> 41 455113.00000 1.605283834 0.8498770398 0.2189273263 71892.40780
#> 42 10354.00000 0.556356896 0.1452029211 0.0637713599 2557.33489
#> 43 23153.00000 0.570979982 0.0574304921 0.0100154788 4950.98896
#> 44 7146.00000 -1.481373642 -0.1574572931 0.0111716481 -13361.80336
#> 45 3649.00000 0.542290114 0.0762292803 0.0193768163 1249.46152
#> 46 616.00000 -2.088989370 -0.7350000265 0.1101577985 -5176.48044
#> 47 2657.00000 1.052529301 0.1789482519 0.0280938249 1363.46087
#> 48 2904.00000 0.164252768 0.0235698741 0.0201760972 388.10330
#> 49 1440.00000 -0.632684675 -0.0769039332 0.0145597121 -1613.14462
#> 50 1537.00000 0.089985541 0.0152093747 0.0277743762 97.49562
#> 51 1500.00000 -0.789684690 -0.1059254854 0.0176745708 -2216.99754
#> 52 674.55586 -0.488292217 NaN NaN -463.95308
#> 53 7919.00000 -0.672291778 -0.0564169532 0.0069928791 -4858.37030
#> 54 10.00000 -1.253870265 -0.1571626515 0.0154676199 -3258.98849
#> 55 0.00000 -1.342396895 -0.2185735170 0.0258267294 -1376.63267
#> 56 309.00000 -0.612823142 -0.0760363303 0.0151613223 -485.62961
#> 57 742.00000 -0.266203250 -0.0358924104 0.0178547698 -342.79865
#> 58 409.00000 -0.441279901 -0.0649561359 0.0212081322 -278.38494
#> 59 569.00000 0.178051559 0.0351207331 0.0374505860 97.24411
#> 60 1909.00000 -0.683226127 -0.1259368059 0.0328598686 -2798.86168
#> 61 830.00000 0.126056077 0.0151002765 0.0141466800 96.78874
#> 62 0.00000 -0.788934721 -0.0763694646 0.0092833943 -486.56652
#> 63 1828.00000 2.374408823 0.5167251964 0.0452181150 1313.39028
#> 64 20635.00000 0.485525812 0.0466219560 0.0091362980 4022.31699
#> 65 7666.00000 -1.246936824 -0.1254555477 0.0100211316 -10703.15667
#> 66 1256.00000 0.550592857 0.0696501541 0.0157502814 445.16232
#> 67 742.00000 0.236004877 0.0527069325 0.0475067619 145.87942
#> 68 3199.00000 1.467250713 0.2144785816 0.0209207404 1976.44304
#> 69 1490.02315 0.101627980 NaN NaN 144.11277
#> 70 1721.00000 0.662610594 0.0979056556 0.0213658019 624.91110
#> 71 7149.00000 0.595565689 0.1114057305 0.0338079759 2483.90170
#> 72 4099.00000 0.473350576 0.0565446476 0.0140690152 1188.16528
#> 73 0.00000 -1.122599533 -0.1536627106 0.0183918502 -972.90881
#> 74 1576.00000 0.220508726 0.0360410324 0.0260191616 230.93782
#> 75 1535.00000 -0.421982857 -0.0465513798 0.0120232595 -978.62623
#> 76 5721.00000 1.054727595 0.1291012590 0.0147612060 2689.10894
#> 77 824.00000 -1.503142959 -0.4480978733 0.0816149980 -3315.73600
#> 78 1803.00000 -0.819489142 -0.1529370542 0.0336566208 -2490.76928
#> 79 3715.00000 0.759185647 0.0996223685 0.0169279013 1625.08271
#> 80 1433.00000 -0.591888610 -0.0910063331 0.0230948769 -1490.23958
#> 81 3384.00000 -0.082620564 -0.0235233447 0.0749843954 -184.62957
#> 82 1961.00000 0.341110840 0.0615448880 0.0315268455 481.58985
#> 83 445.00000 -1.104929247 -0.1409104503 0.0160033567 -2931.97999
#> 84 0.00000 -1.104636540 -0.1488425603 0.0178320475 -942.75821
#> 85 1097.00000 0.657569797 0.0973983814 0.0214681553 416.09659
#> 86 5303.00000 0.824465571 0.1027999737 0.0153087953 2150.38919
#> 87 801.00000 0.201887327 0.0228445856 0.0126422103 146.39130
#> 88 0.00000 -1.134811832 -0.1569819554 0.0187767145 -993.65730
#> 89 140.00000 -1.026883584 -0.1672439962 0.0258397933 -708.62069
#> 90 56116.00000 1.179934999 0.1793262806 0.0225763921 15320.03117
#> 91 0.00000 -2.080387879 -0.1980607418 0.0089823416 -16517.23479
#> 92 15997.00000 -0.240840462 -0.0240943812 0.0099094051 -2081.92610
#> 93 2624.00000 -0.145324897 -0.0228840645 0.0241962878 -405.93005
#> 94 1145.00000 2.056251421 0.3281025643 0.0248283515 850.95676
#> 95 1726.00000 0.774067003 0.1104529535 0.0199546327 703.88144
#> 96 2957.00000 1.556480203 0.2577739437 0.0266955898 1613.88851
#> 97 1291.00000 0.741191387 0.0887131520 0.0141233549 565.61912
#> 98 690.00000 -1.037122430 -0.2243899608 0.0447176080 -2105.73291
#> 99 1208.00000 -0.715596848 -0.1511073023 0.0426862838 -1431.97483
#> 100 106.00000 -1.066372750 -0.1541918368 0.0204794477 -977.43309
#> 101 260.00000 -0.412252530 -0.0758309745 0.0327276912 -339.82748
#> 102 3835.00000 0.122749035 0.0350849113 0.0755264512 275.31077
#> 103 7781.00000 0.569995027 0.1258580493 0.0464885266 2061.83429
#> 104 5406.00000 -1.226692650 -0.1110161134 0.0081237770 -9475.25039
#> 105 20942.00000 0.674545238 0.0626633637 0.0085560519 5396.14255
#> 106 4783.00000 -1.144293820 -0.0970826801 0.0071465030 -8299.66467
#> 107 16.00000 -1.215077130 -0.1906903802 0.0240371602 -3064.34637
#> 108 1216.00000 0.600988040 0.1207907103 0.0388272697 538.48289
#> 109 304.00000 -0.672973434 -0.1028346522 0.0228170250 -439.20072
#> 110 1873.00000 0.637048832 0.1324041640 0.0414086750 565.84598
#> 111 2934.00000 -1.694877011 -0.1618551921 0.0090372072 -13658.28798
#> 112 2043.00000 -0.518202516 -0.0870239163 0.0274283584 -1427.01694
#> 113 29885.00000 0.419920083 0.0501413691 0.0140575824 4328.16294
#> 114 20503.00000 -0.688602224 -0.0856521486 0.0152360305 -7374.57170
#> 115 14068.00000 -1.222819065 -0.1487751219 0.0145866204 -12699.00281
#> 116 781.00000 -0.630549697 -0.0825835631 0.0168640610 -1351.22826
#> 117 2501.00000 0.050884685 0.0117844104 0.0509039740 92.50413
#> 118 2201.00000 1.472241217 0.2018147789 0.0184443317 1266.62162
#> 119 3876.00000 -0.094566402 -0.0175981465 0.0334714718 -312.26052
#> 120 1232.00000 -0.222298179 -0.0407474022 0.0325069263 -319.43986
#> 121 2907.00000 -0.292061168 -0.0511572098 0.0297674680 -841.51346
#> 122 7164.00000 -0.817612481 -0.0695761785 0.0071893980 -5980.51660
#> 123 1143.00000 -0.123613384 -0.0343056907 0.0715118035 -154.39542
#> 124 0.00000 -0.780353101 -0.1499088404 0.0355904651 -663.82721
#> 125 12781.00000 -0.966218510 -0.1062857817 0.0119557284 -9115.37102
#> 126 72675.00000 3.451737430 NaN NaN 39982.09854
#> 127 9812.00000 0.992442588 0.1749709717 0.0301458579 3649.10455
#> 128 106.00000 -0.620707561 -0.1157222697 0.0335908391 -515.54976
#> 129 6103.00000 -0.047524351 -0.0109456291 0.0503734745 -194.25107
#> 130 4926.00000 -0.092845606 -0.0149110734 0.0251440681 -313.99862
#> 131 1600.00000 0.353910596 0.0556374325 0.0241181650 356.23182
#> 132 2033.00000 -0.458550944 -0.0575159568 0.0154889546 -1208.74125
#> 133 265.00000 -1.104777825 -0.1338321259 0.0144625209 -2784.70756
#> 134 447.00000 -0.627016110 -0.1617644008 0.0624055932 -720.51604
#> 135 3801.00000 -0.269408625 -0.0512923198 0.0349798601 -1153.02351
#> 136 0.00000 -0.914277623 -0.1799364117 0.0372887625 -491.67760
#> 137 1015.00000 0.130309477 0.0173614836 0.0174413519 111.28126
#> 138 2806.00000 2.940577746 0.3538688594 0.0142749681 2094.65920
#> 139 377.00000 -0.093398412 -0.0173504923 0.0333587627 -48.05933
#> 140 1587.00000 1.479717030 0.2193432533 0.0215006582 915.80987
#> 141 2287.00000 0.730080615 0.1077551253 0.0213194115 1020.77132
#> 142 0.00000 -1.242782986 -0.2380011139 0.0353773137 -2215.66946
#> 143 2037.00000 -0.515899250 -0.0666240531 0.0164039739 -1399.37625
#> 144 8696.00000 -0.668768727 -0.0581288827 0.0074983083 -5005.99617
#> 145 23978.00000 -0.276095238 -0.0337641889 0.0147349240 -2917.00856
#> 146 0.00000 -0.989312843 -0.1196690368 0.0144207500 -759.76829
#> 147 2438.00000 3.127297790 0.5432256171 0.0292894854 1968.80605
#> 148 370.00000 -0.867816075 -0.1601343659 0.0329285253 -1231.59728
#> 149 11348.00000 3.540664140 NaN NaN 8576.81522
#> 150 4156.00000 -0.322661362 -0.0517444343 0.0250729526 -1088.59976
#> 151 387.00000 -1.083492024 -0.1905907607 0.0300135869 -1207.73394
#> 152 1072.00000 0.146634857 0.0257949345 0.0300164140 110.80865
#> 153 809.11515 0.875545420 NaN NaN 422.63439
#> 154 1088.00000 0.161943184 0.0377468428 0.0515299297 169.83101
#> 155 784.00000 0.261114809 0.0368877091 0.0195667365 158.36066
#> 156 3053.00000 3.951750210 NaN NaN 2404.41817
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#> 412 17871.00000 1.870167053 0.4790235309 0.0615680871 9827.46595
#> 413 1708.00000 0.008138596 0.0013828161 0.0280588514 13.22359
#> 414 14343.00000 -0.314462192 -0.1152129765 0.1183485266 -2587.93219
#> 415 0.00000 -0.948240001 -0.1188055494 0.0154551216 -504.41522
#> 416 24.00000 -0.955734501 -0.1261697575 0.0171290202 -535.58078
#> 417 530.00000 -0.018974347 -0.0024817985 0.0168202428 -10.66424
#> 418 653.00000 0.030976007 0.0043963283 0.0197455024 18.89078
#> 419 2742.00000 0.522651781 0.0936325420 0.0310963455 891.05390
#> 420 0.00000 -1.288026944 -0.2551516199 0.0377598481 -2370.74234
#> 421 4038.00000 1.759144864 0.2835615606 0.0253251068 2573.17493
#> 422 1667.00000 1.628659626 0.2409548600 0.0214194010 1000.15307
#> 423 1569.00000 1.750282136 0.2403659937 0.0185103928 992.57857
#> 424 1048.00000 0.980230076 0.1259887957 0.0162514423 534.47845
#> 425 1173.85323 -0.372266535 NaN NaN -352.03737
#> 426 515.27540 -0.043009778 NaN NaN -65.84286
#> 427 1267.91983 NA NaN NaN NA
#> 428 19083.00000 2.260493537 0.5722441528 0.0602254258 11303.78953
#>
#> $aggregates
#> strata N AnImputed AestimateYHat AestimateOrig Acoef AcoefB AnModel
#> 1 13 63 1 NA 2033686 1.2881885 0 56
#> 2 3 35 2 NA 80875 0.7340016 0 24
#> 3 5 40 4 NA 13997 0.4222939 0 18
#> 4 1 21 0 NA 21086 0.8843473 0 15
#> 5 4 15 2 NA 6011 0.5043803 0 11
#> 6 10 21 0 NA 57945 0.7068784 0 18
#> 7 11 53 0 NA 219433 0.7647809 0 45
#> 8 8 23 0 NA 150654 0.8889808 0 19
#> 9 2 60 4 NA 61014 0.5129702 0 40
#> 10 7 31 0 NA 125085 0.9041465 0 26
#> 11 6 47 2 NA 38599 0.4791238 0 35
#> 12 12 19 0 NA 140472 0.9427747 0 16
#> AsigmaHat AseEstimate AseRobust BnImputed estimate BestimateYHat
#> 1 54.330527 1682.7518 2037.6180 0 2034201.28 1935990.341
#> 2 23.562993 1986.1651 2575.3528 1 87324.97 68944.216
#> 3 7.423009 517.9005 857.2972 3 18292.92 15536.409
#> 4 10.185725 0.0000 0.0000 0 21086.00 18585.763
#> 5 11.444005 581.2308 732.2540 0 6703.01 6267.037
#> 6 12.028020 0.0000 0.0000 0 57945.00 50365.038
#> 7 30.219926 0.0000 0.0000 0 219433.00 210856.185
#> 8 35.099842 0.0000 0.0000 0 150654.00 133568.931
#> 9 10.065041 1160.3455 941.7127 2 65999.13 59596.401
#> 10 19.830550 0.0000 0.0000 0 125085.00 125085.000
#> 11 19.563347 1272.4687 1030.1890 4 43512.38 39141.026
#> 12 32.392749 0.0000 0.0000 0 140472.00 140472.000
#> BestimateOrig Bcoef BcoefB BnModel BsigmaHat BseEstimate BseRobust
#> 1 2034201.28 0.6059627 0 60 49.42685 0.000 0.000
#> 2 86057.05 0.5734599 0 30 28.94997 1375.475 1422.792
#> 3 16732.62 0.2934554 0 32 13.10330 1012.483 1080.493
#> 4 21086.00 0.2587717 0 20 16.62183 0.000 0.000
#> 5 6703.01 0.3114211 0 12 10.83400 0.000 0.000
#> 6 57945.00 0.2595681 0 20 17.87921 0.000 0.000
#> 7 219433.00 0.4932689 0 52 32.10537 0.000 0.000
#> 8 150654.00 0.4462994 0 22 32.75132 0.000 0.000
#> 9 64048.22 0.3027949 0 52 15.32818 1253.267 1236.658
#> 10 125085.00 0.3194187 0 31 25.88260 0.000 0.000
#> 11 39772.85 0.5222076 0 39 17.09308 1528.314 1748.078
#> 12 140472.00 0.8272207 0 19 53.12696 0.000 0.000
#> nImputed seRobust seEstimate cv
#> 1 1 2037.618 1682.7518 0.08272298
#> 2 3 2942.241 2415.9434 2.76661235
#> 3 7 1379.284 1137.2523 6.21689776
#> 4 0 0.000 0.0000 0.00000000
#> 5 2 732.254 581.2308 8.67119125
#> 6 0 0.000 0.0000 0.00000000
#> 7 0 0.000 0.0000 0.00000000
#> 8 0 0.000 0.0000 0.00000000
#> 9 6 1554.395 1707.9462 2.58783148
#> 10 0 0.000 0.0000 0.00000000
#> 11 6 2029.055 1988.6981 4.57041893
#> 12 0 0.000 0.0000 0.00000000
#>
#> $total
#> Ntotal nImputedTotal AnImputedTotal BnImputedTotal estimateTotal cvTotal
#> 1 428 25 15 10 2970709 0.1394908
#>
ImputeRegression2(w, strataName = names(w)[2],method1="ratioconstant2",method2="ratioconstant")
#> $micro
#> id x1 x2 y strata Acategory123 AyHat ArStud
#> 1 101 9020 30544 2792 13 1 11168.482367 -0.895944665
#> 2 104 12815 32182 11319 13 1 16306.315703 -0.518087352
#> 3 105 31417 54678 32854 13 1 41490.499027 -0.699049270
#> 4 106 38167 78967 42362 13 1 50628.937767 -0.556388477
#> 5 111 2790 4511 3278 3 1 2088.073523 0.741268848
#> 6 118 1025 1404 853 5 1 531.117318 1.328870859
#> 7 119 1900 3610 1531 1 1 1872.582596 -0.503534374
#> 8 121 0 672 103 4 1 169.841668 -0.247069766
#> 9 122 3169 5343 2226 10 1 2322.811360 -0.117452881
#> 10 123 2537 5736 2512 11 1 2569.990894 -0.025942421
#> 11 124 7549 15615 6721 8 1 6682.743770 0.009091797
#> 12 125 4150 11396 10538 10 2 2775.225349 6.121790730
#> 13 127 0 3742 0 2 1 76.607045 -0.125478143
#> 14 128 0 8084 474 11 1 1003.765947 -0.201840120
#> 15 135 3520 7357 1507 7 1 3260.140953 -1.047279530
#> 16 136 7946 15458 5491 7 1 7128.940009 -0.670112928
#> 17 137 1298 5186 331 1 1 1280.439472 -1.182624372
#> 18 138 500 5382 811 1 1 495.505564 0.370669938
#> 19 211 11929 16732 9867 7 1 10610.509517 -0.316203972
#> 20 213 21799 30261 22914 13 1 28469.239205 -0.601767667
#> 21 214 6209 18992 9635 7 1 5610.615572 1.507678503
#> 22 215 4350 15695 7751 8 1 5058.074714 0.644749824
#> 23 216 13678 18623 10648 7 1 12139.323243 -0.633329834
#> 24 217 11582 26792 14146 13 1 14637.027560 -0.055766477
#> 25 219 74171 122348 97383 13 1 99372.693084 -0.110873344
#> 26 220 38503 60106 53067 13 1 51083.828940 0.153598577
#> 27 221 NA 15914 0 7 0 NA NA
#> 28 226 2658 17443 4400 7 1 2506.660432 0.714120685
#> 29 227 1470 11374 1353 7 1 1468.220920 -0.054525410
#> 30 228 7754 17426 11010 7 1 6961.111401 1.619507477
#> 31 229 7585 10870 2809 7 1 6813.387262 -2.141264881
#> 32 230 22511 36368 23871 13 1 29433.175262 -0.548377571
#> 33 231 25607 52522 41227 13 1 33624.672497 0.623460634
#> 34 233 9175 22857 9878 13 1 11378.327997 -0.184373837
#> 35 234 NA 6323 400 7 0 NA NA
#> 36 235 20951 34189 23717 13 1 27321.180531 -0.365483034
#> 37 236 3425 20783 112 7 1 3177.100756 -1.067176612
#> 38 237 10788 23811 13445 13 1 13562.076395 -0.014103955
#> 39 238 3320 12267 4830 7 1 3085.319486 0.789080450
#> 40 239 1989 2837 1245 2 1 1043.770556 0.372664926
#> 41 301 180117 658390 455113 13 2 242806.919860 4.627887283
#> 42 402 9400 17835 10354 8 1 7622.807046 0.624256920
#> 43 403 20296 30120 23153 13 1 26434.413512 -0.354761566
#> 44 412 6698 33597 7146 13 1 8024.859440 -0.088880560
#> 45 415 3020 7588 3649 7 1 2823.087286 0.478527058
#> 46 417 3168 20119 616 10 1 2322.350183 -1.067907804
#> 47 418 2862 5131 2657 10 1 2181.230223 0.594627594
#> 48 419 3194 7901 2904 7 1 2975.181962 -0.040092546
#> 49 420 3405 6142 1440 11 1 3105.853430 -0.721205892
#> 50 423 2958 4763 1537 2 1 1514.952779 0.031435216
#> 51 425 3700 7456 1500 11 1 3287.972610 -0.700044711
#> 52 426 1315 3760 NA 2 3 716.033901 NA
#> 53 427 7213 21030 7919 13 1 8722.088470 -0.102798089
#> 54 428 NA 6525 10 11 0 NA NA
#> 55 429 1668 4429 0 2 1 887.682327 -1.338096793
#> 56 430 2092 2600 309 2 1 1093.854941 -1.567408468
#> 57 432 NA 1881 742 3 0 NA NA
#> 58 434 NA 1305 409 6 0 NA NA
#> 59 436 1080 1620 569 5 1 550.375936 0.067436780
#> 60 437 2450 5580 1909 12 1 3190.357226 -0.562736434
#> 61 438 NA 2426 830 2 0 NA NA
#> 62 439 1182 1592 0 2 1 651.361832 -1.699046656
#> 63 441 2852 1956 1828 5 1 1170.853592 2.746614934
#> 64 501 19444 27476 20635 13 1 25280.939467 -0.526658387
#> 65 502 9415 30137 7666 13 1 11703.250264 -0.432325568
#> 66 511 1780 2701 1256 2 1 942.143018 0.597877206
#> 67 512 748 2055 742 5 1 434.123915 1.020920079
#> 68 513 3100 2204 3199 3 1 2298.427518 0.820925844
#> 69 514 2030 2347 NA 3 3 1572.366956 NA
#> 70 515 2400 3664 1721 2 1 1243.621840 0.781529888
#> 71 516 4088 5741 7149 12 1 4487.706436 1.155385354
#> 72 517 5900 5935 4099 11 1 4646.149545 -0.240102306
#> 73 519 NA 3154 0 2 0 NA NA
#> 74 520 1990 4462 1576 2 1 1044.256812 0.786232010
#> 75 521 2468 5072 1535 11 1 2527.393527 -0.474831415
#> 76 522 2547 6227 5721 11 1 2576.164426 1.378187400
#> 77 528 1405 14906 824 10 1 1509.296296 -0.492261404
#> 78 529 9760 13180 1803 7 2 8714.570711 -2.765110597
#> 79 532 2213 6629 3715 7 1 2117.682668 1.026510528
#> 80 533 NA 9044 1433 7 0 NA NA
#> 81 534 2773 13695 3384 10 1 2140.185529 0.940071575
#> 82 536 2555 5758 1961 10 1 2039.649087 -0.091313170
#> 83 538 2587 6751 445 11 1 2600.858552 -0.894505906
#> 84 540 0 3058 0 2 1 76.607045 -0.139823682
#> 85 541 3100 1321 1097 6 1 1453.999971 -0.513793225
#> 86 542 5988 6458 5303 11 1 4700.476622 0.253221937
#> 87 543 627 2168 801 2 1 381.489660 0.915580355
#> 88 544 0 3220 0 2 1 76.607045 -0.135985240
#> 89 545 0 1590 140 6 1 89.067108 0.065902649
#> 90 602 32524 67895 56116 13 1 42989.202981 0.954903095
#> 91 604 6587 27013 0 13 1 7874.582892 -0.895159684
#> 92 605 8718 29801 15997 13 1 10759.621848 0.564541338
#> 93 612 1548 6767 2624 8 1 3635.029171 -0.413608038
#> 94 615 2570 1074 1145 5 1 1072.109405 0.346347766
#> 95 616 2915 3422 1726 2 1 1494.043764 0.392862331
#> 96 617 5800 4578 2957 2 1 2896.892798 0.093972180
#> 97 618 2795 2422 1291 2 1 1435.693025 -0.292655777
#> 98 619 2295 4711 690 3 1 1752.185693 -0.645341332
#> 99 620 3090 4497 1208 3 1 2291.641905 -0.675560124
#> 100 621 NA 3512 106 2 0 NA NA
#> 101 622 0 2275 260 1 1 3.692338 0.507548237
#> 102 623 4507 13794 3835 10 1 2939.865303 0.682174806
#> 103 624 6000 18205 7781 7 1 5427.927139 0.872667782
#> 104 625 NA 24431 5406 13 0 NA NA
#> 105 626 7678 25731 20942 13 1 9351.625361 1.363837987
#> 106 627 NA 21492 4783 13 0 NA NA
#> 107 628 NA 9413 16 7 0 NA NA
#> 108 631 NA 2699 1216 1 0 NA NA
#> 109 632 NA 1404 304 6 0 NA NA
#> 110 633 2119 2548 1873 6 1 1022.064765 0.856050852
#> 111 701 8577 27178 2934 13 1 10568.730017 -0.865407725
#> 112 702 3099 10741 2043 7 1 2892.141765 -0.408223712
#> 113 704 29223 42276 29885 13 1 38520.167976 -0.797565399
#> 114 706 8211 45820 20503 13 1 10073.223561 0.909954079
#> 115 709 13787 43867 14068 13 1 17622.250881 -0.315497994
#> 116 711 3855 6604 781 7 1 3552.966909 -1.831280612
#> 117 713 5900 9297 2501 10 1 3582.283944 -1.163335195
#> 118 714 2027 3163 2201 2 1 1062.248290 2.106776022
#> 119 716 8200 9361 3876 8 1 7013.365700 -1.023443592
#> 120 719 3240 5937 1232 10 1 2355.554880 -1.365494954
#> 121 720 4608 11657 2907 7 1 4211.169731 -0.600919548
#> 122 722 8382 21621 7164 13 1 10304.730676 -0.397215980
#> 123 723 1831 4971 1143 1 1 1804.712371 -0.831030277
#> 124 728 744 2474 0 1 1 735.510418 -1.388871261
#> 125 805 19328 35955 12781 13 1 25123.893705 -1.233337802
#> 126 806 9200 53952 72675 13 2 11412.174067 4.916710365
#> 127 807 5450 12717 9812 11 1 4368.340627 1.667686391
#> 128 811 0 2335 106 1 1 3.692338 0.197671068
#> 129 814 3317 14088 6103 8 1 4533.447289 0.398346401
#> 130 815 5716 10607 4926 11 1 4532.556565 0.128077900
#> 131 817 2743 4136 1600 2 1 1410.407704 0.290387004
#> 132 819 5575 6534 2033 11 1 4445.509771 -1.018014557
#> 133 821 0 6101 265 11 1 1003.765947 -0.327583969
#> 134 822 540 4338 447 1 1 534.850622 -0.115041407
#> 135 826 4697 5940 3801 12 1 4970.054220 -0.475323465
#> 136 827 NA 1613 0 5 0 NA NA
#> 137 828 1025 2991 1015 2 1 575.019614 0.802592528
#> 138 829 2700 2448 2806 2 1 1389.498689 3.213777887
#> 139 830 0 1443 377 5 1 172.206710 0.829213936
#> 140 831 1150 1323 1587 6 1 595.413170 1.420568405
#> 141 833 2100 2246 2287 3 1 1619.866245 0.597794590
#> 142 834 12410 3727 0 3 2 8615.832967 -3.698254036
#> 143 901 5494 6920 2037 11 1 4395.504165 -0.964917751
#> 144 904 10391 22550 8696 13 1 13024.600813 -0.537284572
#> 145 906 65832 44313 23978 13 2 88082.998173 -5.163185512
#> 146 911 546 2473 0 2 1 342.102911 -0.694061546
#> 147 912 2000 2036 2438 1 1 1970.945241 0.992864463
#> 148 914 0 6014 370 10 1 861.343538 -0.670060926
#> 149 919 9886 5618 11348 11 1 7106.919210 2.095070207
#> 150 926 9036 10577 4156 11 1 6582.169030 -0.808754714
#> 151 928 2341 5147 387 2 1 1214.932726 -1.150001750
#> 152 929 2835 1847 1072 6 1 1337.320226 -0.315485211
#> 153 935 1916 1317 NA 5 3 843.106930 NA
#> 154 937 275 3582 1088 1 1 274.189613 1.266335495
#> 155 938 NA 1204 784 6 0 NA NA
#> 156 940 3000 1242 3053 6 1 1409.969879 2.685091985
#> 157 941 0 945 4103 13 1 -1043.179475 3.797418581
#> 158 1001 61868 88447 78937 13 1 82716.365408 -0.247077298
#> 159 1002 9039 15529 14448 8 1 7439.466774 1.875450827
#> 160 1003 12099 9705 11708 11 1 8473.121735 1.175624420
#> 161 1004 5010 9096 6981 11 1 4096.705240 1.026758674
#> 162 1014 7426 14308 6404 8 1 6620.276032 -0.053783867
#> 163 1017 3800 6419 3191 10 1 2613.813630 0.653286788
#> 164 1018 2606 11260 1007 7 1 2461.206850 -0.689201577
#> 165 1021 2003 2290 1879 4 1 966.414047 2.305484791
#> 166 1026 1355 942 696 6 1 685.674859 0.017082532
#> 167 1027 440 1750 455 4 1 344.825116 0.234494091
#> 168 1029 2220 4943 1512 2 1 1156.095730 0.497293496
#> 169 1032 1200 8497 8749 11 1 1744.589730 2.805676806
#> 170 1034 NA 1702 45 5 0 NA NA
#> 171 1037 3895 5981 863 12 1 4334.844167 -1.527400362
#> 172 1046 1400 1832 739 13 1 852.200412 -0.050681096
#> 173 1101 4631 14942 5848 10 1 2997.051169 2.426457982
#> 174 1102 26391 74820 47888 13 1 34686.085234 0.907997607
#> 175 1103 60935 132644 138672 13 1 81453.230097 3.290496248
#> 176 1106 13610 36951 28370 13 1 17382.620710 1.073853161
#> 177 1111 612 3313 0 1 1 605.671727 -0.944993386
#> 178 1112 NA 3243 5084 2 0 NA NA
#> 179 1114 NA 2825 566 2 0 NA NA
#> 180 1119 0 18591 0 7 1 183.283140 -0.067902353
#> 181 1120 7170 18970 7220 7 1 6450.632719 0.277542698
#> 182 1121 6580 18572 6665 8 1 6190.619883 0.102494149
#> 183 1122 4195 11853 5484 8 1 4979.355207 0.138640898
#> 184 1124 22700 26096 22687 13 1 29689.051546 -0.822505638
#> 185 1127 6432 10737 11144 8 1 6115.455450 1.552292082
#> 186 1129 89 1238 1386 13 1 -922.687468 1.311986930
#> 187 1130 4168 12464 2357 8 1 4965.642777 -0.708284547
#> 188 1133 1790 2737 2196 3 1 1409.512250 0.638001065
#> 189 1134 2803 3903 4214 13 1 2751.641827 0.440242312
#> 190 1135 5988 4710 7117 3 1 4258.112473 2.032341356
#> 191 1141 NA 3221 0 2 0 NA NA
#> 192 1142 4050 4856 1491 2 1 2045.944511 -0.802898120
#> 193 1144 NA 524 178 4 0 NA NA
#> 194 1145 NA 865 15 5 0 NA NA
#> 195 1146 8550 10925 5125 12 1 8021.755385 -0.873859675
#> 196 1149 8354 42187 13044 13 1 10266.823078 0.250760117
#> 197 1151 450 200 563 4 1 348.802013 2.069334743
#> 198 1160 10516 8788 2689 11 1 7495.851696 -1.850710750
#> 199 1201 94310 277391 205308 13 1 126637.732756 3.120805104
#> 200 1211 651 4106 674 1 1 644.033158 0.040266791
#> 201 1216 1900 5593 1531 11 1 2176.736936 -0.294212937
#> 202 1219 2975 11778 262 11 1 2840.391575 -0.802066304
#> 203 1221 11300 18775 6421 8 1 8587.755844 -0.495373469
#> 204 1222 497 3140 0 3 1 532.132525 -0.414669820
#> 205 1223 2200 2797 169 2 1 1146.370607 -1.908673909
#> 206 1224 NA 13271 829 11 0 NA NA
#> 207 1227 0 1104 0 6 1 89.067108 -0.140727594
#> 208 1228 6398 6930 6358 12 1 6317.301477 0.015022993
#> 209 1231 600 3401 1092 2 1 368.360744 1.257722638
#> 210 1232 2207 925 1371 13 1 1944.751532 -0.373862347
#> 211 1233 NA 1116 633 6 0 NA NA
#> 212 1234 NA 920 25 5 0 NA NA
#> 213 1235 11331 14425 8113 11 1 7998.994515 0.032567138
#> 214 1238 7310 8475 5161 11 1 5516.617490 -0.130612609
#> 215 1241 NA 3876 1435 2 0 NA NA
#> 216 1242 440 2443 572 3 1 493.454532 0.070822679
#> 217 1243 12075 19742 2162 8 1 8981.353380 -1.654533858
#> 218 1244 3200 5118 2002 3 1 2366.283645 -0.210528652
#> 219 1245 3658 6975 0 8 1 4706.630205 -1.938423056
#> 220 1246 NA 24870 7228 13 0 NA NA
#> 221 1247 10257 28380 9927 13 1 12843.185881 -0.321749716
#> 222 1251 4911 4125 4074 3 1 3527.301983 0.367474047
#> 223 1252 2520 381 0 13 1 2368.504321 -2.888820759
#> 224 1253 1874 7957 846 10 1 1725.587999 -0.890041041
#> 225 1256 NA 7812 0 8 0 NA NA
#> 226 1259 1121 4852 2720 3 1 955.554759 1.088885219
#> 227 1260 3956 5077 2169 10 1 2685.757139 -0.674634490
#> 228 1263 11486 15607 8647 12 1 10347.162761 -0.427899903
#> 229 1264 2248 2858 4004 2 2 1169.710903 5.142256564
#> 230 1265 1471 576 1303 5 2 687.287202 3.538984813
#> 231 1266 2700 1701 1542 6 1 1277.879602 0.326947575
#> 232 1401 4017 11923 14126 11 2 3483.673560 3.253591992
#> 233 1411 0 2370 0 5 1 172.206710 -0.524984721
#> 234 1412 1019 785 658 5 1 529.016378 0.700626993
#> 235 1413 1568 1395 387 4 1 793.419047 -1.091328500
#> 236 1416 NA 4161 12094 3 0 NA NA
#> 237 1417 2019 2689 0 3 1 1564.902782 -1.315664677
#> 238 1418 2645 1294 1048 5 1 1098.371157 -0.215167260
#> 239 1419 NA 2298 2397 2 0 NA NA
#> 240 1420 NA 7839 397 8 0 NA NA
#> 241 1421 2570 1764 0 13 1 2436.196460 -1.122755555
#> 242 1422 3726 2172 0 6 1 1729.628350 -2.057484250
#> 243 1424 5950 5359 8456 12 1 5962.470923 1.106846668
#> 244 1426 2999 5093 11700 12 2 3625.183060 3.228870864
#> 245 1428 NA 3023 0 1 0 NA NA
#> 246 1429 2277 2830 1079 2 1 1183.812332 -0.194299180
#> 247 1430 NA 2942 285 2 0 NA NA
#> 248 1431 0 3020 NA 2 3 76.607045 NA
#> 249 1432 11500 12900 5772 8 1 8689.329401 -0.853182551
#> 250 1433 1200 2840 94 2 1 660.114443 -1.065529727
#> 251 1438 3506 3846 758 6 1 1632.762146 -0.722647153
#> 252 1439 NA 6046 1895 11 0 NA NA
#> 253 1441 NA 2774 0 1 0 NA NA
#> 254 1443 2800 6015 3038 11 1 2732.354773 0.133257080
#> 255 1444 2500 1200 0 4 2 1164.065805 -2.572439159
#> 256 1445 6639 5784 8526 11 1 5102.373525 1.571456481
#> 257 1449 1307 7168 2281 10 1 1464.101014 0.894413531
#> 258 1502 18879 26732 24205 13 1 24516.018298 -0.035635470
#> 259 1504 15204 46747 22851 13 1 19540.646095 0.284757686
#> 260 1505 9913 24526 7486 13 1 12377.463966 -0.582047269
#> 261 1511 1856 3256 1064 2 1 979.098486 0.146259461
#> 262 1514 NA 2559 405 1 0 NA NA
#> 263 1515 NA 8972 3423 8 0 NA NA
#> 264 1516 11028 8430 5817 11 1 7811.936509 -0.765832557
#> 265 1517 NA 5189 1780 10 0 NA NA
#> 266 1519 2000 9037 932 11 1 2238.472252 -0.464410727
#> 267 1520 2350 10677 3974 10 1 1945.107937 1.889982259
#> 268 1523 2262 2310 3098 1 1 2228.655371 1.931654279
#> 269 1524 880 1652 601 6 1 476.531921 0.154749464
#> 270 1525 NA 4598 461 2 0 NA NA
#> 271 1526 2450 1020 NA 5 3 1030.090603 NA
#> 272 1528 3045 7675 3714 7 1 2844.939969 0.500552167
#> 273 1529 2470 4620 3436 1 1 2433.249673 1.420236058
#> 274 1531 3000 8952 2024 7 1 2805.605139 -0.414109255
#> 275 1532 6968 8094 2111 11 1 5305.482712 -1.220213784
#> 276 1534 0 9200 1115 10 1 861.343538 0.254263683
#> 277 1535 6015 6611 2432 11 1 4717.145158 -0.958535204
#> 278 1539 4844 7492 3288 11 1 3994.224616 -0.274352440
#> 279 1543 NA 2970 554 2 0 NA NA
#> 280 1545 0 2088 0 4 1 169.841668 -0.334239108
#> 281 1546 3118 1270 0 5 2 1263.995272 -4.744001754
#> 282 1547 0 3518 1770 13 1 -1043.179475 0.903006650
#> 283 1548 3000 9717 1287 10 1 2244.872558 -0.862221714
#> 284 1551 6287 3467 2093 1 2 6187.751838 -3.646714470
#> 285 1554 1825 5826 1862 11 1 2130.435450 -0.119678211
#> 286 1557 3745 2593 1061 2 1 1897.636381 -1.734995918
#> 287 1560 1500 3103 980 2 1 805.991292 0.307870845
#> 288 1563 5193 7160 7244 12 1 5362.902332 0.695486836
#> 289 1566 2100 5969 5687 11 1 2300.207567 1.528667158
#> 290 1567 0 2036 0 2 1 76.607045 -0.174940045
#> 291 1571 1715 1547 958 5 1 772.725435 0.701256218
#> 292 1573 1890 2141 1105 6 1 921.235854 0.199567719
#> 293 1576 3730 3536 1765 3 1 2725.921120 -0.684935432
#> 294 1601 42752 187353 77340 13 1 56836.306896 0.891923376
#> 295 1612 5078 4260 3297 2 1 2545.815848 1.213690369
#> 296 1613 342 978 NA 5 3 291.960298 NA
#> 297 1617 NA 4622 14 3 0 NA NA
#> 298 1620 2044 4799 3938 3 1 1581.866814 1.477231377
#> 299 1621 3545 5209 5014 8 1 4649.241145 0.161176550
#> 300 1622 3300 1733 1070 4 1 1482.217529 -1.493463380
#> 301 1624 920 6644 388 11 1 1571.730847 -0.497492634
#> 302 1627 3179 4779 2042 2 1 1622.415392 0.601544279
#> 303 1630 NA 3272 2 2 0 NA NA
#> 304 1632 NA 961 0 5 0 NA NA
#> 305 1633 1082 976 564 5 1 551.076249 0.061280431
#> 306 1634 2885 6886 5541 11 1 2784.829791 1.137083992
#> 307 1635 3842 2562 1462 2 1 1944.803229 -0.985084914
#> 308 1636 0 3954 0 2 1 76.607045 -0.121855844
#> 309 1638 4098 11779 7918 7 1 3765.374991 2.054146024
#> 310 1640 382 5635 0 11 1 1239.594851 -0.572625715
#> 311 1644 0 2031 1926 2 2 76.607045 3.829598609
#> 312 1648 3715 6298 5310 10 2 2574.613641 2.866700023
#> 313 1653 9611 16096 12273 7 1 8584.328719 1.585431621
#> 314 1657 2500 7755 1835 7 1 2368.551473 -0.306636045
#> 315 1662 2549 6067 2014 11 1 2577.399132 -0.244957143
#> 316 1663 7560 13738 14395 8 1 6688.330315 2.248867972
#> 317 1664 3236 4132 2009 1 1 3186.707535 -2.094571354
#> 318 1665 3000 851 3413 6 2 1409.969879 3.266696847
#> 319 1702 0 21781 2123 13 1 -1043.179475 0.398801222
#> 320 1703 11596 13010 9687 11 1 8162.593100 0.462475904
#> 321 1711 NA 2523 3978 3 0 NA NA
#> 322 1714 20710 23308 23850 13 1 26994.904422 -0.388381169
#> 323 1717 200 2631 0 1 1 200.417629 -0.354065065
#> 324 1718 2225 3531 1291 4 1 1054.701150 0.370253993
#> 325 1719 13987 19610 25837 8 2 9952.396591 3.025298834
#> 326 1721 500 14885 3302 8 1 3102.783729 0.051414429
#> 327 1724 0 2527 473 2 1 76.607045 0.809541147
#> 328 1725 NA 1622 0 5 0 NA NA
#> 329 1736 0 2139 0 3 1 194.887572 -0.197757493
#> 330 1738 4410 1375 1379 5 1 1716.397717 -1.936658592
#> 331 1739 1586 469 297 6 1 787.384373 -1.200498058
#> 332 1740 2412 867 0 6 1 1151.072936 -2.160760021
#> 333 1742 2841 2466 3258 6 1 1339.962032 2.086981240
#> 334 1743 NA 1250 0 5 0 NA NA
#> 335 1744 1916 3825 331 2 1 1008.273856 -1.091353531
#> 336 1748 288 633 85 4 1 284.376289 -0.765545486
#> 337 1749 1768 1103 405 5 1 791.283739 -1.929688106
#> 338 1750 4056 4387 5225 3 1 2947.132094 1.518390077
#> 339 1751 NA 5126 607 11 0 NA NA
#> 340 1755 NA 562 0 5 0 NA NA
#> 341 1756 800 6769 132 11 1 1497.648469 -0.569439302
#> 342 1804 15263 50488 32268 13 1 19620.522819 1.056693482
#> 343 1805 10530 18787 13906 11 1 7504.494640 1.632432943
#> 344 1811 0 1465 0 5 1 172.206710 -0.686626874
#> 345 1812 2200 2031 1226 3 1 1687.722372 -0.434409954
#> 346 1813 2920 7962 5188 11 1 2806.437152 0.906806423
#> 347 1815 0 1244 NA 6 3 89.067108 NA
#> 348 1816 112 507 NA 4 3 214.382910 NA
#> 349 1818 NA 1743 NA 2 0 NA NA
#> 350 1820 5845 7437 5115 12 1 5879.307513 -0.272247817
#> 351 1822 900 2216 594 2 1 514.237593 0.169156156
#> 352 1824 11200 13427 8888 12 1 10120.641470 -0.335134518
#> 353 1825 NA 1462 22 5 0 NA NA
#> 354 1826 1955 1465 1127 6 1 949.855414 0.233837275
#> 355 1827 NA 1402 NA 5 0 NA NA
#> 356 1828 0 1838 354 6 1 89.067108 0.317680581
#> 357 1832 3716 4486 1770 3 1 2716.421262 -0.593244665
#> 358 1833 10751 26039 20207 13 1 13511.984213 0.775275781
#> 359 1834 1260 1923 NA 4 3 670.930633 NA
#> 360 1835 1770 478 NA 5 3 791.984053 NA
#> 361 1836 0 1268 14 5 1 172.206710 -0.684116434
#> 362 1837 2315 6471 2027 12 1 3083.432840 -0.424142665
#> 363 1838 0 2043 744 6 1 89.067108 0.747730528
#> 364 1839 0 1034 0 6 1 89.067108 -0.145980980
#> 365 1840 NA 4700 NA 2 0 NA NA
#> 366 1841 6132 9604 8214 12 1 6106.620836 0.664467246
#> 367 1845 NA 1963 NA 6 0 NA NA
#> 368 1848 5800 2543 2327 3 1 4130.542954 -1.854474559
#> 369 1849 NA 1824 NA 6 0 NA NA
#> 370 1850 NA 1974 NA 6 0 NA NA
#> 371 1851 NA 2144 1529 5 0 NA NA
#> 372 1852 NA 1283 NA 5 0 NA NA
#> 373 1853 NA 1400 NA 6 0 NA NA
#> 374 1854 950 2556 NA 2 3 538.550401 NA
#> 375 1856 1850 551 22 6 1 903.623817 -2.066903338
#> 376 1857 320 765 0 4 1 297.102358 -1.053096477
#> 377 1859 500 1336 147 5 1 347.285055 -0.829348954
#> 378 1860 11380 11198 1959 11 1 8029.244819 -2.088974644
#> 379 1865 18065 9350 2793 11 2 12156.250641 -2.826432234
#> 380 1866 5210 8082 4907 11 1 4220.175870 0.256757069
#> 381 1867 NA 2632 NA 5 0 NA NA
#> 382 1868 3321 4529 2105 2 1 1691.463767 0.610778994
#> 383 1870 NA 10214 9559 11 0 NA NA
#> 384 1871 NA 4980 3177 11 0 NA NA
#> 385 1874 NA 1062 0 5 0 NA NA
#> 386 1902 31859 73480 31866 13 1 42088.897534 -0.710816563
#> 387 1903 14981 24695 15689 13 1 19238.739156 -0.422135617
#> 388 1911 3750 3029 4104 6 1 1740.195572 2.399086833
#> 389 1913 4000 3041 2090 2 1 2021.631703 0.126018174
#> 390 1917 1500 1403 891 6 1 749.518493 0.190507091
#> 391 1919 NA 1137 0 5 0 NA NA
#> 392 1920 NA 1051 0 6 0 NA NA
#> 393 1922 5030 4019 NA 3 3 3608.050774 NA
#> 394 1923 2164 2230 3622 13 1 1886.536293 0.701696671
#> 395 1924 5475 6741 5510 11 1 4383.774455 0.463072050
#> 396 1925 3650 3452 NA 2 3 1851.442045 NA
#> 397 1926 0 1158 146 5 1 172.206710 -0.117588903
#> 398 1927 0 1543 0 5 1 172.206710 -0.666519662
#> 399 1928 0 913 0 4 1 169.841668 -0.531399283
#> 400 1929 NA 915 225 5 0 NA NA
#> 401 1931 5837 11618 1766 12 1 5872.971253 -1.216166903
#> 402 1933 1800 5701 712 11 1 2115.001621 -0.635717303
#> 403 1936 1898 2282 997 6 1 924.758261 0.075907962
#> 404 1938 2500 2861 591 6 1 1189.819417 -0.566253255
#> 405 1939 1200 1865 1061 6 1 617.428216 0.518634811
#> 406 1940 0 2150 595 6 1 89.067108 0.560120955
#> 407 1941 2023 2920 629 3 1 1567.617027 -0.735345463
#> 408 1942 2560 4895 969 3 1 1932.004430 -0.572111296
#> 409 1943 0 1231 0 6 1 89.067108 -0.132489127
#> 410 2002 3910 2137 8367 3 2 2848.062149 4.718305100
#> 411 2003 NA 6160 1913 12 0 NA NA
#> 412 2004 19291 10455 17871 12 1 16528.976306 0.671148843
#> 413 2011 NA 2956 1708 3 0 NA NA
#> 414 2012 2649 20097 14343 12 1 3347.971690 3.091799266
#> 415 2014 0 951 0 6 1 89.067108 -0.153044634
#> 416 2015 0 1054 24 6 1 89.067108 -0.105488820
#> 417 2017 1600 1035 530 6 1 793.548586 -0.416135701
#> 418 2018 1572 1215 653 6 1 781.220160 -0.185924090
#> 419 2019 NA 3276 2742 3 0 NA NA
#> 420 2020 3790 3978 0 3 1 2766.634796 -2.001775667
#> 421 2021 3262 2668 4038 3 1 2408.354444 1.382372298
#> 422 2022 2011 1318 1667 6 1 974.512265 0.979555478
#> 423 2023 2904 1139 1569 6 1 1367.700990 0.310820694
#> 424 2024 1820 1000 1048 6 1 890.414789 0.253219141
#> 425 2025 2450 2922 NA 6 3 1167.804371 NA
#> 426 2027 400 959 NA 13 3 -501.642365 NA
#> 427 2028 NA 2211 NA 3 0 NA NA
#> 428 2030 NA 10227 19083 12 0 NA NA
#> Adffits Ahii AleaveOutResid Bcategory123 ByHat
#> 1 -0.068471130 0.005806621 -8425.40550 1 18573.314261
#> 2 -0.050974139 0.009587600 -5035.59497 1 19560.460784
#> 3 -0.134814069 0.035858780 -8957.71164 1 33117.755158
#> 4 -0.110080819 0.037669620 -8590.54015 1 47755.607356
#> 5 0.131672374 0.030587668 1227.47198 1 2376.421247
#> 6 0.318356359 0.054278137 340.35660 1 417.021427
#> 7 -0.162405539 0.094224531 -377.11619 1 929.252512
#> 8 -0.113279527 0.173700521 -80.89279 1 73.167023
#> 9 -0.036994027 0.090252028 -106.41558 1 1915.692879
#> 10 -0.005193229 0.038529202 -60.31477 1 2291.217386
#> 11 0.002144764 0.052715675 40.38516 1 7050.650552
#> 12 NaN NaN 7762.77465 2 2376.714892
#> 13 -0.031875300 0.060619708 -81.55062 1 1091.147782
#> 14 -0.050344906 0.058571128 -562.72541 1 3981.136239
#> 15 -0.274493727 0.064281338 -1873.57699 1 1875.838703
#> 16 -0.192247785 0.076046108 -1772.75081 1 5191.534644
#> 17 -0.243341428 0.040619031 -989.63759 1 1279.439037
#> 18 0.086758495 0.051938092 332.77831 1 1322.990153
#> 19 -0.168820989 0.221819046 -955.44553 1 5712.976025
#> 20 -0.105187172 0.029648117 -5724.97390 1 18402.763305
#> 21 0.280251620 0.033398447 4163.43675 1 6637.981929
#> 22 0.143650995 0.047292721 2826.60303 1 7088.605812
#> 23 -0.404456003 0.289688627 -2099.53451 1 6486.952204
#> 24 -0.005501913 0.009639934 -495.80711 1 16312.158122
#> 25 -0.036750235 0.098990872 -2208.29404 1 73899.321226
#> 26 0.035395610 0.050425859 2088.48469 1 36388.958654
#> 27 NaN NaN NA 1 5378.173003
#> 28 0.134219971 0.034120395 1960.22316 1 6003.984519
#> 29 -0.016003072 0.079309042 -125.14614 1 3519.975303
#> 30 0.420140120 0.063057308 4321.38340 1 5997.026510
#> 31 -0.694557913 0.095198370 -4425.70739 1 3313.690800
#> 32 -0.090321872 0.026412025 -5713.06898 1 22083.168565
#> 33 0.097930616 0.024078736 7789.89841 1 31818.434093
#> 34 -0.016488351 0.007934076 -1512.32691 1 13940.716383
#> 35 NaN NaN NA 1 1452.628037
#> 36 -0.057468643 0.024127944 -3693.29208 1 20769.986469
#> 37 -0.164481014 0.023203998 -3137.91288 1 7371.028643
#> 38 -0.001392289 0.009650842 -118.21729 1 14515.647875
#> 39 0.161595449 0.040250705 1817.85027 1 3885.475423
#> 40 0.062710862 0.027537306 206.92767 1 902.518874
#> 41 NaN NaN 212306.08014 1 396946.938168
#> 42 0.185974102 0.081517197 2973.59182 1 8103.909027
#> 43 -0.057517956 0.025613276 -3367.67059 1 18317.789153
#> 44 -0.005571248 0.003913707 -882.31255 1 20413.215564
#> 45 0.131600335 0.070313320 888.37748 1 1970.385767
#> 46 -0.167315742 0.023959294 -1748.23670 1 3041.095367
#> 47 0.183723856 0.087145057 521.18880 1 1899.546065
#> 48 -0.010523030 0.064449785 -76.08567 1 2098.494991
#> 49 -0.125569124 0.029422358 -1716.35257 1 2583.426523
#> 50 0.005179911 0.026434846 22.64586 1 1303.954539
#> 51 -0.107691558 0.023118188 -1830.28549 1 3529.147721
#> 52 NaN NaN NA 2 1094.899517
#> 53 -0.008397572 0.006629013 -808.44768 1 12839.668338
#> 54 NaN NaN NA 1 2859.081941
#> 55 -0.181095043 0.017986860 -903.94140 1 1234.339008
#> 56 -0.278299577 0.030561931 -809.59781 1 853.121028
#> 57 NaN NaN NA 1 1422.091147
#> 58 NaN NaN NA 1 651.108617
#> 59 0.014886251 0.046463745 19.53157 1 501.131604
#> 60 -0.251619820 0.166618583 -1537.53996 1 5434.855271
#> 61 NaN NaN NA 1 816.854254
#> 62 -0.436213872 0.061839435 -694.29675 1 643.023857
#> 63 0.962843579 0.109440678 737.90301 1 631.969656
#> 64 -0.085469994 0.025661337 -4768.30043 1 16724.373154
#> 65 -0.034230958 0.006230201 -4062.56083 1 18328.034264
#> 66 0.103198577 0.028931652 323.20792 1 874.172431
#> 67 0.212993634 0.041710600 321.27673 1 670.520154
#> 68 0.221761048 0.068010168 966.29003 1 1539.295947
#> 69 NaN NaN NA 2 1591.185378
#> 70 0.123148703 0.024227961 489.23124 1 1074.890263
#> 71 0.401485565 0.107740134 2982.64403 1 5528.766258
#> 72 -0.044342969 0.032983061 -565.81175 1 2434.443047
#> 73 NaN NaN NA 1 968.591099
#> 74 0.104963086 0.017510544 541.22025 1 1241.217190
#> 75 -0.102355434 0.044403526 -1038.50689 1 1813.318699
#> 76 0.264000859 0.035395135 3260.23192 1 2644.603313
#> 77 -0.119466944 0.055622386 -725.65919 1 2644.051298
#> 78 NaN NaN -6911.57071 1 4259.161436
#> 79 0.350265340 0.104288337 1783.29411 1 1577.872199
#> 80 NaN NaN NA 1 2566.318774
#> 81 0.172177876 0.032456620 1285.53871 1 2551.816429
#> 82 -0.026660571 0.078549604 -85.35358 1 1947.301030
#> 83 -0.163418475 0.032298136 -2227.81275 1 3021.740229
#> 84 -0.039578311 0.074178858 -82.74497 1 948.581845
#> 85 -0.160507327 0.088914411 -391.84021 1 661.245505
#> 86 0.045248889 0.030943007 621.76258 1 2810.860236
#> 87 0.244338436 0.066483324 449.38709 1 763.079383
#> 88 -0.037435664 0.070446878 -82.41277 1 982.347462
#> 89 0.018227432 0.071061165 54.82911 1 831.671949
#> 90 0.171093402 0.031104614 13548.20882 1 41083.027194
#> 91 -0.062237159 0.004810655 -7912.64791 1 16445.344558
#> 92 0.042750070 0.005701628 5267.41097 1 18125.542669
#> 93 -0.241619083 0.254432023 -1356.05230 1 2852.798756
#> 94 0.150222006 0.158336434 86.60301 1 288.519769
#> 95 0.075575608 0.035686247 240.54021 1 1024.450268
#> 96 0.040609474 0.157361177 71.33211 1 1265.395039
#> 97 -0.064549129 0.046391323 -151.73208 1 816.020535
#> 98 -0.113749667 0.030132402 -1095.18629 1 2448.993878
#> 99 -0.125204445 0.033208134 -1120.86370 1 2371.341163
#> 100 NaN NaN NA 1 1043.208944
#> 101 0.256359775 0.203263660 321.69696 1 632.616085
#> 102 0.201283996 0.080089014 973.06665 1 2559.356687
#> 103 0.160031934 0.032534991 2432.20462 1 6315.867041
#> 104 NaN NaN NA 1 14889.293079
#> 105 0.103614144 0.005738694 11657.27216 1 15672.742700
#> 106 NaN NaN NA 1 13118.094281
#> 107 NaN NaN NA 1 2717.348499
#> 108 NaN NaN NA 1 726.828703
#> 109 NaN NaN NA 1 713.830616
#> 110 0.119903485 0.019240963 867.62926 1 1438.618167
#> 111 -0.067962929 0.006129604 -7681.81651 1 16544.782395
#> 112 -0.092269789 0.048605268 -892.52309 1 3260.891791
#> 113 -0.162179377 0.039706590 -8992.21831 1 25643.645768
#> 114 0.053596682 0.003457266 10465.96005 1 27779.449967
#> 115 -0.028431516 0.008055531 -3583.11477 1 26602.467574
#> 116 -0.494139326 0.067868205 -2973.79290 1 1567.639833
#> 117 -0.718017564 0.275857336 -1493.19188 1 2216.846198
#> 118 0.336123099 0.024822396 1167.73776 1 970.466967
#> 119 -0.353186291 0.106417819 -3510.99850 1 4083.498073
#> 120 -0.412304414 0.083553190 -1225.99028 1 1960.934425
#> 121 -0.118904757 0.037677864 -1355.23198 1 3635.805688
#> 122 -0.034529078 0.007499757 -3164.46338 1 13195.836589
#> 123 -0.217029012 0.063848133 -706.84298 1 1231.666129
#> 124 -0.443968986 0.092710160 -810.66754 1 676.833799
#> 125 -0.173319663 0.019365939 -12586.64592 1 21834.272647
#> 126 NaN NaN 61262.82593 2 32680.228677
#> 127 0.199087780 0.014051244 5521.23966 1 7315.631146
#> 128 0.098229978 0.198040611 127.57212 1 645.948059
#> 129 0.109468774 0.070216706 1688.08444 1 6326.179520
#> 130 0.017205054 0.017725423 400.54323 1 5797.007305
#> 131 0.047663634 0.026234590 194.70018 1 1173.269097
#> 132 -0.172706905 0.027976175 -2481.94510 1 2865.559483
#> 133 -0.095020959 0.077608424 -800.92443 1 2553.917719
#> 134 -0.029611427 0.062136923 -93.67105 1 1091.013800
#> 135 -0.152062443 0.092842750 -1288.70074 1 5644.842572
#> 136 NaN NaN NA 1 498.405811
#> 137 0.155900246 0.036359542 456.58148 1 934.617053
#> 138 0.681997936 0.043092754 1480.29113 1 821.439708
#> 139 0.283897987 0.104918922 228.79859 1 432.207987
#> 140 0.258328358 0.032010361 1024.37752 1 662.512616
#> 141 0.160651694 0.067356907 715.31517 1 1554.536199
#> 142 NaN NaN -8615.83297 1 2091.936533
#> 143 -0.157723066 0.026023068 -2421.51953 1 3143.374082
#> 144 -0.052924938 0.009609887 -4370.60180 1 13755.701742
#> 145 NaN NaN -64104.99817 1 26871.251060
#> 146 -0.178215879 0.061853929 -364.65847 1 826.650452
#> 147 0.473129188 0.185057440 573.11372 1 579.510387
#> 148 -0.482842345 0.341783390 -746.47697 1 1966.799069
#> 149 0.739681691 0.110834548 4769.73187 2 2206.289607
#> 150 -0.178263080 0.046332542 -2544.04091 1 5775.415497
#> 151 -0.150238620 0.016780947 -842.06335 1 1383.991556
#> 152 -0.072584848 0.050272771 -279.36466 1 994.495725
#> 153 NaN NaN NA 2 383.143717
#> 154 0.415739440 0.097295044 901.52423 1 923.030924
#> 155 NaN NaN NA 1 587.119506
#> 156 0.827124624 0.086666809 1798.93837 2 611.194617
#> 157 1.620016953 0.153973548 6082.76427 1 735.371686
#> 158 -0.079421196 0.093649083 -4169.86990 1 53468.763057
#> 159 0.566225034 0.083537499 7647.37588 1 7009.848647
#> 160 0.414626239 0.110626812 3637.25634 1 5147.813606
#> 161 0.140893978 0.018481892 2938.60575 1 4709.499901
#> 162 -0.013057725 0.055661958 -229.02395 1 6430.556486
#> 163 0.224986805 0.106030116 645.64409 1 1997.645578
#> 164 -0.164262113 0.053751137 -1536.81226 1 3473.315713
#> 165 0.940116470 0.142572625 1064.33032 1 857.287180
#> 166 0.003536447 0.041096499 10.76765 1 421.127951
#> 167 0.050135109 0.043712784 115.21108 1 595.590712
#> 168 0.064734258 0.016662697 361.93508 1 1341.471891
#> 169 0.563127321 0.038724497 7286.57939 1 4278.383464
#> 170 NaN NaN NA 1 533.062319
#> 171 -0.531170036 0.107889684 -3891.72068 1 5668.757793
#> 172 -0.013691709 0.068019022 -121.46215 1 1269.925389
#> 173 0.717397361 0.080385856 3100.15766 1 2646.793210
#> 174 0.123038040 0.018030485 13444.32242 1 45256.403063
#> 175 0.834875447 0.060481940 60902.25651 2 80104.242229
#> 176 0.104230528 0.009333139 11090.89212 1 22434.515588
#> 177 -0.271910620 0.076462637 -655.81724 1 863.259240
#> 178 NaN NaN NA 2 987.141346
#> 179 NaN NaN NA 1 900.017717
#> 180 -0.020144599 0.080893468 -199.41447 1 6473.854775
#> 181 0.061626887 0.046987202 807.30005 1 6628.977446
#> 182 0.019730967 0.035735098 491.96037 1 8453.571863
#> 183 0.036563962 0.065031079 539.74499 1 5265.804433
#> 184 -0.162280590 0.037468835 -7274.62320 1 15892.711248
#> 185 0.393931857 0.060504808 5352.38987 1 4736.328551
#> 186 0.475796651 0.116231126 2612.32041 1 911.949177
#> 187 -0.182514199 0.062266871 -2781.86053 1 5555.687734
#> 188 0.166820657 0.063993479 840.25884 1 1732.702009
#> 189 0.076085237 0.029002494 1506.03700 1 2518.020901
#> 190 0.915051026 0.168551515 3438.44216 1 2448.631015
#> 191 NaN NaN NA 1 982.555892
#> 192 -0.196404442 0.056460144 -588.15164 1 1323.338504
#> 193 NaN NaN NA 1 1.442806
#> 194 NaN NaN NA 1 207.135385
#> 195 -0.235289760 0.067596840 -3106.76273 1 8552.583403
#> 196 0.015546366 0.003828907 2787.85135 1 25590.009602
#> 197 1.622585666 0.380739074 345.89295 2 -155.575075
#> 198 -0.559323938 0.083693280 -5245.89812 1 4487.824003
#> 199 0.869004113 0.071957833 84770.14307 1 167336.536357
#> 200 0.010153486 0.059781282 31.87220 1 1039.463500
#> 201 -0.065682903 0.047474225 -677.92070 1 2188.296434
#> 202 -0.104807574 0.016788494 -2622.41802 1 6639.807550
#> 203 -0.196227412 0.135629404 -2506.74404 1 8549.883337
#> 204 -0.157143255 0.125576520 -608.55242 1 1878.935860
#> 205 -0.331330148 0.029252613 -1006.82280 1 894.181685
#> 206 NaN NaN NA 1 7714.359870
#> 207 -0.047517586 0.102343526 -99.22182 1 523.763951
#> 208 0.004206849 0.072713469 43.88991 1 6222.307652
#> 209 0.267338825 0.043227774 756.33389 1 1020.073243
#> 210 -0.142182167 0.126357381 -656.73482 1 723.318615
#> 211 NaN NaN NA 1 531.366617
#> 212 NaN NaN NA 1 228.552328
#> 213 0.008400143 0.062379415 121.59021 1 8544.924757
#> 214 -0.024590739 0.034233027 -368.22287 1 4262.549472
#> 215 NaN NaN NA 1 1119.077366
#> 216 0.031730989 0.167176579 94.31227 1 1626.020241
#> 217 -0.717040123 0.158119689 -8100.14593 1 9008.667546
#> 218 -0.037341671 0.030500889 -375.74418 1 2596.679183
#> 219 -0.742741476 0.128021779 -5397.64651 1 2951.482433
#> 220 NaN NaN NA 1 15153.857990
#> 221 -0.027943324 0.007486113 -2938.18144 1 17269.171968
#> 222 0.127167342 0.106948423 612.16847 1 2236.356069
#> 223 -1.896276979 0.301132290 -3389.05960 1 395.475081
#> 224 -0.255839945 0.076319971 -952.26482 1 2114.786145
#> 225 NaN NaN NA 1 3348.589344
#> 226 0.261436247 0.054503847 1866.15803 1 2500.157583
#> 227 -0.282154846 0.148877778 -607.14798 1 1895.433197
#> 228 -0.144098481 0.101854690 -1892.97071 1 11283.584921
#> 229 NaN NaN 2834.28910 2 906.895899
#> 230 NaN NaN 615.71280 2 94.599084
#> 231 0.073609315 0.048243114 277.50826 1 901.996615
#> 232 NaN NaN 10642.32644 1 6744.167957
#> 233 -0.137140914 0.063881014 -183.95814 1 793.180828
#> 234 0.229934954 0.097232647 142.87582 1 175.983468
#> 235 -0.440368049 0.140025237 -472.59416 1 423.549516
#> 236 NaN NaN NA 2 2249.419142
#> 237 -0.327003863 0.058181202 -1661.57523 1 1715.284577
#> 238 -0.086755374 0.139836739 -58.56000 1 374.187541
#> 239 NaN NaN NA 1 790.175248
#> 240 NaN NaN NA 1 3361.399245
#> 241 -0.295715394 0.064870773 -2605.19764 1 1228.944947
#> 242 -0.643540499 0.089113405 -1898.84049 1 1200.401280
#> 243 0.353677270 0.092643960 2748.12639 1 5305.946399
#> 244 NaN NaN 8074.81694 1 5150.789115
#> 245 NaN NaN NA 1 798.821364
#> 246 -0.034003456 0.029716843 -108.02242 1 901.059866
#> 247 NaN NaN NA 1 924.403996
#> 248 NaN NaN NA 2 940.661515
#> 249 -0.437692559 0.208347763 -3685.11483 1 5762.543903
#> 250 -0.200799281 0.034295521 -586.21913 1 903.144163
#> 251 -0.152479255 0.042623743 -913.70779 1 2260.973273
#> 252 NaN NaN NA 1 2514.332737
#> 253 NaN NaN NA 1 743.493671
#> 254 0.025113984 0.034299904 316.50119 1 2492.021202
#> 255 NaN NaN -1164.06580 1 329.048014
#> 256 0.325167746 0.041058431 3570.21385 1 2325.764279
#> 257 0.336181817 0.123788592 932.30809 1 2054.692577
#> 258 -0.005682889 0.024800854 -318.92798 1 16275.998909
#> 259 0.027337704 0.009132480 3340.86428 1 28338.109813
#> 260 -0.053035127 0.008234170 -4932.07552 1 14946.545167
#> 261 0.022870384 0.023867543 86.97745 1 989.850932
#> 262 NaN NaN NA 1 695.720763
#> 263 NaN NaN NA 1 3898.940620
#> 264 -0.254150621 0.099206462 -2214.64345 1 4230.161759
#> 265 NaN NaN NA 1 1903.963589
#> 266 -0.079565866 0.028515755 -1344.82083 1 4667.036011
#> 267 0.409214676 0.044780617 2124.00638 1 2321.952819
#> 268 1.006385483 0.213488700 1105.31740 2 640.393070
#> 269 0.027696213 0.031037688 128.45503 1 870.952393
#> 270 NaN NaN NA 1 1269.563633
#> 271 NaN NaN NA 2 267.492224
#> 272 0.136305070 0.069033425 933.50294 1 2005.994401
#> 273 0.552149257 0.131299215 1154.31037 1 1153.674080
#> 274 -0.104564151 0.059936703 -831.43884 1 2528.663666
#> 275 -0.222974287 0.032312665 -3301.15172 1 3988.333508
#> 276 0.136381403 0.223422316 326.63373 1 2209.458269
#> 277 -0.169793295 0.030423354 -2356.84839 1 2920.978458
#> 278 -0.041258482 0.022115482 -722.19634 1 3555.057891
#> 279 NaN NaN NA 1 930.240029
#> 280 -0.081333422 0.055903616 -179.89865 1 759.393316
#> 281 NaN NaN -1263.99527 1 364.841966
#> 282 0.187566060 0.041360149 2934.55302 1 2285.999283
#> 283 -0.191750079 0.047126836 -1005.24665 1 2248.835169
#> 284 NaN NaN -4094.75184 1 897.477974
#> 285 -0.026464251 0.046618242 -281.56134 1 2355.992811
#> 286 -0.531799240 0.085881751 -915.23868 1 851.662019
#> 287 0.051327940 0.027043565 178.84532 1 957.961183
#> 288 0.193893521 0.072117667 2027.30196 1 6356.466206
#> 289 0.319733484 0.041913607 3534.95516 1 2458.913763
#> 290 -0.061945453 0.111414021 -86.21230 1 735.566658
#> 291 0.171532410 0.056454894 196.36005 1 472.705479
#> 292 0.028224727 0.019610008 187.43984 1 1180.761057
#> 293 -0.171356825 0.058903066 -1021.06498 1 2022.629670
#> 294 0.128148187 0.020225350 20926.94794 1 113074.815570
#> 295 0.445172441 0.118582932 852.24598 1 1199.114384
#> 296 NaN NaN NA 2 251.137468
#> 297 NaN NaN NA 1 2416.699057
#> 298 0.269675217 0.032251329 2434.65401 1 2480.925836
#> 299 0.074807584 0.177239657 443.33548 1 2113.620060
#> 300 -1.743293467 0.576728198 -973.88375 1 587.352120
#> 301 -0.118852373 0.053992917 -1251.29174 1 2944.729447
#> 302 0.107477676 0.030935285 432.97893 1 1307.289415
#> 303 NaN NaN NA 1 993.185808
#> 304 NaN NaN NA 1 244.517685
#> 305 0.017711351 0.077093449 14.00331 1 250.358670
#> 306 0.197688150 0.029338899 2839.47735 1 3118.903366
#> 307 -0.315400459 0.092980898 -532.29665 1 845.200698
#> 308 -0.030061877 0.057369486 -81.26943 1 1135.334886
#> 309 0.403807728 0.037206579 4313.10073 1 3685.739635
#> 310 -0.163055456 0.075001509 -1340.10473 1 2218.524965
#> 311 NaN NaN 1849.39295 1 734.524510
#> 312 NaN NaN 2735.38636 2 1988.429707
#> 313 0.599960468 0.125264243 4216.89779 1 5452.664629
#> 314 -0.090922405 0.080816089 -580.46215 1 2038.737973
#> 315 -0.047547526 0.036308931 -584.62629 1 2529.447003
#> 316 0.568664675 0.060098928 8199.44771 1 6160.125256
#> 317 -1.328217104 0.286790583 -1651.27872 1 1045.240689
#> 318 NaN NaN 2003.03012 2 363.474396
#> 319 0.032704840 0.006680364 3187.47295 1 13292.261158
#> 320 0.130368674 0.073613975 1645.54177 1 7526.511139
#> 321 NaN NaN NA 1 1655.049293
#> 322 -0.073457768 0.034537779 -3257.40806 1 14212.513137
#> 323 -0.144656704 0.143043959 -233.87154 1 711.719132
#> 324 0.134517865 0.116604572 267.48933 1 1458.704434
#> 325 NaN NaN 15884.60341 2 8946.041367
#> 326 0.022206027 0.157213328 236.37805 1 6704.308801
#> 327 0.254225211 0.089766105 435.48472 1 837.905657
#> 328 NaN NaN NA 1 501.910402
#> 329 -0.113483658 0.247728239 -259.06538 1 1515.709842
#> 330 -1.721255480 0.441316624 -603.91580 1 405.728857
#> 331 -0.355757294 0.080728776 -533.44906 1 121.456176
#> 332 -0.604672793 0.072624538 -1241.21565 1 373.611285
#> 333 0.413985212 0.037859180 1993.51065 1 1386.666612
#> 334 NaN NaN NA 1 357.053987
#> 335 -0.157165536 0.020317445 -691.31971 1 1108.447450
#> 336 -0.301299002 0.134124693 -230.25982 1 54.266722
#> 337 -0.576032988 0.081818067 -420.70501 1 299.812339
#> 338 0.378361942 0.058463567 2419.30936 1 2331.426216
#> 339 NaN NaN NA 1 1852.183954
#> 340 NaN NaN NA 1 89.147498
#> 341 -0.137358181 0.054986036 -1445.10930 1 3034.695314
#> 342 0.097958658 0.008520622 12756.16766 1 30592.636762
#> 343 0.330127113 0.039290171 6663.30787 1 11684.373664
#> 344 -0.233103595 0.103343347 -192.05424 1 440.774764
#> 345 -0.120876452 0.071861558 -497.47145 1 1476.520621
#> 346 0.145682714 0.025160541 2443.03082 1 3893.329552
#> 347 NaN NaN NA 2 612.461728
#> 348 NaN NaN NA 2 -6.795787
#> 349 NaN NaN NA 3 674.496747
#> 350 -0.072840114 0.066801535 -819.01926 1 6518.039768
#> 351 0.040194484 0.053444543 84.26596 1 773.084010
#> 352 -0.117946706 0.110209962 -1385.31723 1 10011.995149
#> 353 NaN NaN NA 1 439.606567
#> 354 0.040973539 0.029788317 182.58344 1 752.477505
#> 355 NaN NaN NA 3 416.242629
#> 356 0.081303500 0.061472934 282.28583 1 988.793725
#> 357 -0.130311276 0.046028995 -992.08598 1 2367.349668
#> 358 0.072952969 0.008776976 6754.29810 1 15858.359995
#> 359 NaN NaN NA 2 679.430507
#> 360 NaN NaN NA 2 56.437985
#> 361 -0.251907384 0.119399057 -179.65767 1 364.063168
#> 362 -0.177444951 0.148955236 -1241.33640 1 5954.573842
#> 363 0.180917154 0.055304578 693.27413 1 1118.672613
#> 364 -0.051130281 0.109272005 -99.99361 1 479.415062
#> 365 NaN NaN NA 3 1290.823466
#> 366 0.155353356 0.051829901 2222.57501 1 7782.046665
#> 367 NaN NaN NA 3 1067.988169
#> 368 -1.168457283 0.284177301 -2519.53865 1 1662.306556
#> 369 NaN NaN NA 3 979.923948
#> 370 NaN NaN NA 3 1074.957280
#> 371 NaN NaN NA 1 705.176662
#> 372 NaN NaN NA 3 369.904152
#> 373 NaN NaN NA 3 711.296394
#> 374 NaN NaN NA 2 843.950119
#> 375 -0.586827303 0.074595384 -952.69010 1 173.407731
#> 376 -0.366509745 0.108039010 -333.08896 1 118.236970
#> 377 -0.237200863 0.075615460 -216.66855 1 390.542298
#> 378 -0.621416343 0.081296935 -6607.40673 1 6222.365926
#> 379 NaN NaN -9363.25064 1 4892.310543
#> 380 0.037880782 0.021303026 701.77404 1 3979.696785
#> 381 NaN NaN NA 3 895.203357
#> 382 0.118424565 0.036231647 429.08260 1 1255.181982
#> 383 NaN NaN NA 1 5514.154618
#> 384 NaN NaN NA 1 1747.103821
#> 385 NaN NaN NA 1 283.846981
#> 386 -0.119519335 0.027494962 -10511.92244 1 44448.847299
#> 387 -0.055168413 0.016792759 -3610.36718 1 15048.393617
#> 388 0.632707066 0.065029630 2528.21320 1 1743.358387
#> 389 0.038951362 0.087206979 74.90011 1 945.038540
#> 390 0.031689907 0.026925617 145.39639 1 713.197061
#> 391 NaN NaN NA 1 313.051903
#> 392 NaN NaN NA 1 490.185506
#> 393 NaN NaN NA 2 2197.892574
#> 394 0.165275800 0.052561842 1831.74352 1 1509.781504
#> 395 0.076585128 0.026623945 1157.03025 1 3014.542960
#> 396 NaN NaN NA 2 1030.703160
#> 397 -0.045603431 0.130740936 -30.14833 1 321.229282
#> 398 -0.219844456 0.098119251 -190.94177 1 471.147883
#> 399 -0.203458153 0.127849672 -194.73898 1 189.961187
#> 400 NaN NaN NA 1 226.605333
#> 401 -0.257060573 0.042766383 -4290.45865 1 8956.808958
#> 402 -0.142750489 0.048002405 -1473.74492 1 2266.026943
#> 403 0.010416039 0.018481158 73.60199 1 1270.092390
#> 404 -0.088509632 0.023849347 -613.44979 1 1636.921054
#> 405 0.077963408 0.022098033 453.59535 1 1005.899725
#> 406 0.131916668 0.052552211 533.99554 1 1186.463057
#> 407 -0.174801010 0.053485063 -991.65580 1 1799.105966
#> 408 -0.096827755 0.027846681 -990.58905 1 2515.760699
#> 409 -0.042118373 0.091784933 -98.06830 1 604.225506
#> 410 NaN NaN 5518.93785 2 1514.984115
#> 411 NaN NaN NA 1 5773.168146
#> 412 0.921792118 0.653544805 3873.58514 1 8278.433314
#> 413 NaN NaN NA 1 1812.169040
#> 414 0.662307109 0.043874401 11499.56483 1 13902.593211
#> 415 -0.056196274 0.118808888 -101.07581 1 426.829951
#> 416 -0.036553032 0.107198532 -72.87971 1 492.086173
#> 417 -0.081153798 0.036638447 -273.57183 1 480.048618
#> 418 -0.033323296 0.031123816 -132.33906 1 594.088617
#> 419 NaN NaN NA 1 1928.285250
#> 420 -0.479930554 0.054356730 -2925.66434 1 2183.015185
#> 421 0.349775478 0.060169735 1733.97859 1 1707.664451
#> 422 0.184771916 0.034358162 717.12690 1 659.344839
#> 423 0.095804715 0.086763520 220.42375 1 545.938395
#> 424 0.052028778 0.040507529 164.23809 1 457.874173
#> 425 NaN NaN NA 2 1675.567943
#> 426 NaN NaN NA 2 743.808835
#> 427 NaN NaN NA 3 1541.835989
#> 428 NaN NaN NA 1 8145.441357
#> yImputed BrStud Bdffits Bhii BleaveOutResid
#> 1 2792.00000 -1.860889192 -0.1942924349 0.010783558 -15953.348117
#> 2 11319.00000 -0.926333030 -0.0985914532 0.011200884 -8334.818116
#> 3 32854.00000 -0.022655000 -0.0030845636 0.018200452 -268.644611
#> 4 42362.00000 -0.387706222 -0.0643191455 0.026784528 -5542.048508
#> 5 3278.00000 0.468811735 0.1223273751 0.063744779 962.962590
#> 6 853.00000 0.888418548 0.1639006019 0.032914754 450.817107
#> 7 1531.00000 0.592060429 0.1397296238 0.052760017 635.264029
#> 8 103.00000 0.115226870 0.0540633922 0.180421950 36.400410
#> 9 2226.00000 0.333507417 0.1204561454 0.115397193 350.786950
#> 10 2512.00000 0.092588503 0.0184182058 0.038065035 229.519273
#> 11 6721.00000 -0.079485646 -0.0216848753 0.069272222 -354.185788
#> 12 10538.00000 5.593582398 NaN NaN 8161.285108
#> 13 0.00000 -1.177576872 -0.1922572793 0.025963444 -1120.232886
#> 14 474.00000 -1.246084685 -0.1741857571 0.019165749 -3575.666565
#> 15 1507.00000 -0.169841055 -0.0517424629 0.084930363 -403.071732
#> 16 5491.00000 0.093259768 0.0210565690 0.048505697 314.731633
#> 17 331.00000 -0.839133507 -0.3769847697 0.167935489 -1139.862383
#> 18 811.00000 -0.443941299 -0.2144159062 0.189148968 -631.423200
#> 19 9867.00000 1.287502399 0.3261223196 0.060291763 4420.546519
#> 20 22914.00000 0.520115745 0.0541264787 0.010713750 4560.092386
#> 21 9635.00000 0.870413890 0.2665464056 0.085736440 3278.067947
#> 22 7751.00000 0.159472278 0.0438310393 0.070236916 712.433306
#> 23 10648.00000 1.233473537 0.3668187142 0.081252970 4529.046255
#> 24 14146.00000 -0.264849565 -0.0265160637 0.009924031 -2187.870618
#> 25 97383.00000 1.388584599 0.2936735853 0.042813586 24534.070309
#> 26 53067.00000 1.390632343 0.1990124925 0.020069262 17019.612409
#> 27 0.00000 -1.741131693 -0.4097290320 0.052471390 -5676.000644
#> 28 4400.00000 -0.476912175 -0.1285583650 0.067742286 -1720.537674
#> 29 1353.00000 -0.788259006 -0.1421101209 0.031479018 -2237.406666
#> 30 11010.00000 1.547249654 0.4164728920 0.067557671 5376.175377
#> 31 2809.00000 -0.185981715 -0.0342241804 0.032753870 -521.781152
#> 32 23871.00000 0.187792899 0.0210021821 0.012352995 1810.192736
#> 33 41227.00000 0.829206166 0.1105698519 0.017470052 9575.856624
#> 34 9878.00000 -0.538642819 -0.0519769236 0.009225591 -4100.546345
#> 35 400.00000 -0.537532534 -0.2043112163 0.126232401 -1204.700242
#> 36 23717.00000 0.319352467 0.0348064948 0.011739550 2982.021117
#> 37 112.00000 -2.178376707 -0.7617838412 0.108966181 -8146.748743
#> 38 13445.00000 -0.138756843 -0.0134951800 0.009370437 -1080.775210
#> 39 4830.00000 0.327861040 0.0591432188 0.031515413 975.260308
#> 40 1245.00000 0.418593879 0.0634023229 0.022427132 350.338207
#> 41 455113.00000 1.684459953 0.9647638508 0.247008003 77246.587023
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#> 289 5687.00000 1.347974673 0.2500965579 0.033277730 3339.207480
#> 290 0.00000 -1.101458913 -0.3098600671 0.073335952 -793.779212
#> 291 958.00000 0.948080035 0.1974417184 0.041567084 506.341667
#> 292 1105.00000 -0.096176037 -0.0212187402 0.046415661 -79.448722
#> 293 1765.00000 -0.148389007 -0.0276605009 0.033580137 -266.581514
#> 294 77340.00000 -1.746184337 -0.4691374255 0.067321235 -38314.173006
#> 295 3297.00000 2.212807039 0.4628581334 0.041919002 2189.674590
#> 296 291.96030 0.095707498 NaN NaN 40.822830
#> 297 14.00000 -1.269047664 -0.3457116908 0.069084782 -2581.007391
#> 298 3938.00000 0.744854004 0.2169388784 0.078193762 1580.672928
#> 299 5014.00000 1.459484947 0.9278069643 0.287812835 4072.496788
#> 300 1070.00000 1.195465542 0.4112400110 0.105814290 539.762462
#> 301 388.00000 -0.998878918 -0.1560184007 0.023815401 -2619.104470
#> 302 2042.00000 0.709416193 0.1854170415 0.063943880 784.900146
#> 303 2.00000 -1.138922442 -0.1589103626 0.019096010 -1010.481982
#> 304 0.00000 -0.606427264 -0.1527422092 0.059655138 -260.029799
#> 305 564.00000 0.773651927 0.1895887151 0.056650822 332.476391
#> 306 5541.00000 0.927240124 0.1382665879 0.021751992 2475.953556
#> 307 1462.00000 0.800800985 0.1445400993 0.031550376 636.893533
#> 308 0.00000 -1.195953973 -0.2160869528 0.031613803 -1172.398873
#> 309 7918.00000 1.559708103 0.2797150021 0.031159963 4368.378892
#> 310 0.00000 -0.948329161 -0.1946485865 0.040426179 -2311.989881
#> 311 1926.00000 1.824168685 0.5154760522 0.073947359 1286.617453
#> 312 5310.00000 3.060882998 NaN NaN 3321.570293
#> 313 12273.00000 2.271537621 0.5434364094 0.054136015 7210.693589
#> 314 1835.00000 -0.090775467 -0.0255564968 0.073441025 -219.886676
#> 315 2014.00000 -0.209545206 -0.0378026733 0.031519579 -532.222430
#> 316 14395.00000 2.390672888 0.5543745506 0.051029239 8677.690694
#> 317 2009.00000 0.910011643 0.2622709065 0.076692468 1043.811816
#> 318 3413.00000 5.896621829 NaN NaN 3049.525604
#> 319 2123.00000 -1.544355817 -0.1478768304 0.009085352 -11271.668236
#> 320 9687.00000 0.616368260 0.1775948705 0.076655622 2339.851644
#> 321 3978.00000 1.688557474 0.4287516303 0.060568261 2472.718996
#> 322 23850.00000 1.280184824 0.1239795965 0.009291821 9727.876551
#> 323 0.00000 -0.842120273 -0.2528802924 0.082715304 -775.897751
#> 324 1291.00000 -0.329251134 -0.2632344021 0.389943012 -274.899619
#> 325 25837.00000 3.382632299 NaN NaN 16890.958633
#> 326 3302.00000 -0.852288817 -0.2174603709 0.061121772 -3623.802001
#> 327 473.00000 -0.475442642 -0.0881272061 0.033216434 -377.442966
#> 328 0.00000 -0.961290273 -0.2160955960 0.048103056 -527.273887
#> 329 0.00000 -1.195414436 -0.4063203172 0.103566257 -1690.821941
#> 330 1379.00000 2.124552089 0.3855279600 0.031879138 1005.319874
#> 331 297.00000 0.526123121 0.2738851874 0.213215244 223.115437
#> 332 0.00000 -0.756442290 -0.1907595828 0.059792257 -397.370994
#> 333 3258.00000 2.408731116 0.6359802487 0.065169373 2001.788703
#> 334 0.00000 -0.767696234 -0.1369678972 0.030849627 -368.419594
#> 335 331.00000 -0.824907911 -0.1400432797 0.028013906 -799.854498
#> 336 85.00000 0.123984802 0.0624332452 0.202277195 38.526262
#> 337 405.00000 0.239562328 0.0480790312 0.038719051 109.424473
#> 338 5225.00000 1.583874530 0.3935569535 0.058150713 3072.225911
#> 339 607.00000 -0.559153148 -0.1354007966 0.055390249 -1318.199343
#> 340 0.00000 -0.327685660 -0.2015545523 0.274484143 -122.874638
#> 341 132.00000 -1.125892474 -0.1714846067 0.022672355 -2970.032956
#> 342 32268.00000 0.149677182 0.0195585323 0.016788362 1703.970106
#> 343 13906.00000 0.564616029 0.2781162740 0.195255912 2760.661891
#> 344 0.00000 -0.880458947 -0.1699715125 0.035928836 -457.201481
#> 345 1226.00000 -0.199737327 -0.0742147323 0.121310213 -285.107013
#> 346 5188.00000 0.457254124 0.0635411522 0.018944728 1319.671262
#> 347 89.06711 -0.851305706 NaN NaN -523.394620
#> 348 214.38291 0.821117138 NaN NaN 221.178696
#> 349 674.49675 NA NaN NaN NA
#> 350 5115.00000 -0.302743408 -0.0728872564 0.054787713 -1484.364717
#> 351 594.00000 -0.251530678 -0.0603488882 0.054431419 -189.392937
#> 352 8888.00000 -0.188199251 -0.0738954135 0.133576327 -1297.281208
#> 353 22.00000 -0.833839002 -0.1605688342 0.035755692 -433.092074
#> 354 1127.00000 0.570758177 0.0904322632 0.024489200 383.924499
#> 355 416.24263 NA NaN NaN NA
#> 356 354.00000 -0.872549610 -0.1605812280 0.032759974 -656.293897
#> 357 1770.00000 -0.310581228 -0.0802494999 0.062584447 -637.230379
#> 358 20207.00000 0.540333489 0.0536753787 0.009771514 4391.552120
#> 359 670.93063 -0.017429960 NaN NaN -8.499874
#> 360 791.98405 2.152278815 NaN NaN 735.546068
#> 361 14.00000 -0.746815099 -0.1327240722 0.030617409 -361.119718
#> 362 2027.00000 -0.939301486 -0.2621103200 0.072242489 -4233.405601
#> 363 744.00000 -0.487196541 -0.1013894064 0.041511065 -390.899258
#> 364 0.00000 -0.881728391 -0.1781767340 0.039232904 -498.991966
#> 365 1290.82347 NA NaN NaN NA
#> 366 8214.00000 0.081951866 0.0203790839 0.058236275 458.664231
#> 367 1067.98817 NA NaN NaN NA
#> 368 2327.00000 0.459106420 0.1149749992 0.059015050 706.380525
#> 369 979.92395 NA NaN NaN NA
#> 370 1074.95728 NA NaN NaN NA
#> 371 1529.00000 1.454255470 0.5332800938 0.118532065 934.603865
#> 372 369.90415 NA NaN NaN NA
#> 373 711.29639 NA NaN NaN NA
#> 374 538.55040 -0.385973133 NaN NaN -305.399718
#> 375 22.00000 -0.404312631 -0.1758156658 0.159024447 -180.038207
#> 376 0.00000 -0.421809936 -0.1706801640 0.140695325 -137.596098
#> 377 147.00000 -0.503641846 -0.0899761964 0.030929094 -251.315251
#> 378 1959.00000 -1.308204508 -0.2926963073 0.047672667 -4476.786269
#> 379 2793.00000 -0.688599281 -0.1130256215 0.026234634 -2155.868976
#> 380 4907.00000 0.324759665 0.0453917149 0.019161371 945.418734
#> 381 895.20336 NA NaN NaN NA
#> 382 2105.00000 0.839596418 0.1980526838 0.052711178 897.105506
#> 383 9559.00000 1.290383379 0.2455926061 0.034957432 4191.364730
#> 384 3177.00000 0.654068231 0.1663722072 0.060769759 1522.412841
#> 385 0.00000 -0.664703105 -0.1412067014 0.043180267 -296.656696
#> 386 31866.00000 -0.942729295 -0.1503511011 0.024804524 -12902.897532
#> 387 15689.00000 0.081520727 0.0079920789 0.009519831 646.763461
#> 388 4104.00000 2.882873830 0.9809102584 0.103760351 2633.940171
#> 389 2090.00000 1.372860006 0.1932926345 0.019438070 1167.658487
#> 390 891.00000 0.275937076 0.0437376070 0.024508317 182.270072
#> 391 0.00000 -0.706488893 -0.1362192734 0.035843784 -324.690022
#> 392 0.00000 -0.893805095 -0.1771274298 0.037788239 -509.436203
#> 393 3608.05077 0.746073314 NaN NaN 1410.158200
#> 394 3622.00000 0.921087512 0.2160248957 0.052137609 2228.402051
#> 395 5510.00000 0.966844612 0.1480601797 0.022913746 2553.978248
#> 396 1851.44205 0.897427055 NaN NaN 820.738885
#> 397 146.00000 -0.389246738 -0.0734806142 0.034410281 -181.473848
#> 398 0.00000 -0.920695574 -0.1909832641 0.041253637 -491.420778
#> 399 0.00000 -0.613492194 -0.2072503141 0.102432851 -211.640084
#> 400 225.00000 -0.004077698 -0.0011210928 0.070275999 -1.726677
#> 401 1766.00000 -1.330157684 -0.4205409062 0.090872986 -7909.575724
#> 402 712.00000 -0.656788041 -0.1320685169 0.038862751 -1616.862674
#> 403 997.00000 -0.337657158 -0.0807765705 0.054131453 -288.721293
#> 404 591.00000 -1.199997080 -0.3811445372 0.091638456 -1151.436959
#> 405 1061.00000 0.074449605 0.0139201740 0.033778565 57.026550
#> 406 595.00000 -0.755270894 -0.1675144553 0.046886077 -620.558616
#> 407 629.00000 -0.751177162 -0.1514246965 0.039049000 -1217.654143
#> 408 969.00000 -0.786034273 -0.2371258181 0.083415583 -1687.526724
#> 409 0.00000 -1.015905273 -0.1713673929 0.027667180 -621.418400
#> 410 8367.00000 4.835289737 NaN NaN 6852.015885
#> 411 1913.00000 -0.951745626 -0.2839731677 0.081747582 -4203.820288
#> 412 17871.00000 1.952354638 0.5338439564 0.069565968 10309.776248
#> 413 1708.00000 -0.065748554 -0.0130552747 0.037931970 -108.276168
#> 414 14343.00000 0.069169481 0.0500169013 0.343350738 670.688013
#> 415 0.00000 -0.821097949 -0.1840788375 0.047854325 -448.282193
#> 416 24.00000 -0.851326447 -0.1681407970 0.037543525 -486.345290
#> 417 530.00000 0.090855491 0.0183383919 0.039145147 51.986397
#> 418 653.00000 0.098342910 0.0167649814 0.028240908 60.623444
#> 419 2742.00000 0.488651469 0.0898429849 0.032698788 841.221680
#> 420 0.00000 -1.223301073 -0.2590756130 0.042927083 -2280.928806
#> 421 4038.00000 1.633503945 0.3768834510 0.050541679 2454.384250
#> 422 1667.00000 1.674098434 0.2704532464 0.025435085 1033.953866
#> 423 1569.00000 1.848844251 0.3348897666 0.031767480 1056.628014
#> 424 1048.00000 1.112375644 0.2341654904 0.042433774 616.276776
#> 425 1167.80437 -0.521699953 NaN NaN -507.763572
#> 426 -501.64236 -0.760770313 NaN NaN -1245.451200
#> 427 1541.83599 NA NaN NaN NA
#> 428 19083.00000 2.338753991 0.6223550304 0.066129321 11712.069875
#>
#> $aggregates
#> strata N AnImputed AestimateYHat AestimateOrig Acoef AcoefB
#> 1 13 63 1 NA 2033686 -1043.179475 1.3538428
#> 2 3 35 2 NA 80875 194.887572 0.6785613
#> 3 5 40 4 NA 13997 172.206710 0.3501567
#> 4 1 21 0 NA 21086 3.692338 0.9836265
#> 5 4 15 2 NA 6011 169.841668 0.3976897
#> 6 10 21 0 NA 57945 861.343538 0.4611763
#> 7 11 53 0 NA 219433 1003.765947 0.6173532
#> 8 8 23 0 NA 150654 2848.849835 0.5078678
#> 9 2 60 4 NA 61014 76.607045 0.4862562
#> 10 7 31 0 NA 125085 183.283140 0.8741073
#> 11 6 47 2 NA 38599 89.067108 0.4403009
#> 12 12 19 0 NA 140472 1249.877638 0.7920325
#> AnModel AsigmaHat AseEstimate AseRobust BnImputed estimate BestimateYHat
#> 1 56 53.553434 1774.2007 3825.3342 0 2033184.358 1935867.28
#> 2 24 24.024853 2025.1015 2690.5927 1 87597.254 69509.32
#> 3 18 6.804606 486.8184 733.8014 3 18635.492 15428.16
#> 4 16 11.542630 0.0000 0.0000 0 21086.000 18628.39
#> 5 11 10.865474 567.7912 682.4083 0 6896.314 5965.06
#> 6 18 11.452354 0.0000 0.0000 0 57945.000 46462.14
#> 7 45 29.748877 0.0000 0.0000 0 219433.000 210291.29
#> 8 19 33.564327 0.0000 0.0000 0 150654.000 133763.04
#> 9 40 10.163176 1208.6048 1163.8588 2 66161.954 59695.57
#> 10 26 20.216465 0.0000 0.0000 0 125085.000 125085.00
#> 11 35 19.803905 1302.9734 917.1545 4 43690.037 39229.86
#> 12 16 32.565670 0.0000 0.0000 0 140472.000 140472.00
#> BestimateOrig Bcoef BcoefB BnModel BsigmaHat BseEstimate BseRobust
#> 1 2033184.358 165.8641 0.60265356 60 49.81321 0.000 0.000
#> 2 86055.418 739.5456 0.36286316 30 29.17662 1434.501 1466.683
#> 3 16954.142 -129.6947 0.38939897 32 13.27092 1057.150 1212.636
#> 4 21086.000 127.1121 0.22219957 20 17.06416 0.000 0.000
#> 5 6896.314 -252.4997 0.48462309 12 10.47380 0.000 0.000
#> 6 57945.000 1508.7475 0.07616422 19 13.17526 0.000 0.000
#> 7 219433.000 -1837.1363 0.71972694 52 31.78201 0.000 0.000
#> 8 150654.000 -357.7418 0.47444075 22 33.53642 0.000 0.000
#> 9 64196.633 311.2037 0.20842973 52 15.40734 1259.912 1269.922
#> 10 125085.000 -1135.3420 0.40929465 31 26.02076 0.000 0.000
#> 11 39855.871 -175.6814 0.63355555 39 17.19877 1543.203 1943.293
#> 12 140472.000 2180.0521 0.58329806 19 53.77836 0.000 0.000
#> nImputed seRobust seEstimate cv
#> 1 1 3825.3342 1774.2007 0.08726216
#> 2 3 3064.3838 2481.6990 2.83307854
#> 3 7 1417.3747 1163.8547 6.24536603
#> 4 0 0.0000 0.0000 0.00000000
#> 5 2 682.4083 567.7912 8.23325607
#> 6 0 0.0000 0.0000 0.00000000
#> 7 0 0.0000 0.0000 0.00000000
#> 8 0 0.0000 0.0000 0.00000000
#> 9 6 1722.5762 1745.8819 2.63880046
#> 10 0 0.0000 0.0000 0.00000000
#> 11 6 2148.8510 2019.7070 4.62280913
#> 12 0 0.0000 0.0000 0.00000000
#>
#> $total
#> Ntotal nImputedTotal AnImputedTotal BnImputedTotal estimateTotal cvTotal
#> 1 428 25 15 10 2970840 0.1432486
#>
ImputeRegression2Tall(w, strataName = names(w)[2])
#> ID id x1 x2 y strata Acategory123 AestimateYHat
#> 1 101 101 9020 30544 2792 13 1 10976.39709
#> 2 104 104 12815 32182 11319 13 1 15848.65157
#> 3 105 105 31417 54678 32854 13 1 39731.04364
#> 4 106 106 38167 78967 42362 13 1 48397.10893
#> 5 111 111 2790 4511 3278 3 1 2147.77512
#> 6 118 118 1025 1404 853 5 1 572.03785
#> 7 119 119 1900 3610 1531 1 1 1582.43251
#> 8 121 121 0 672 103 4 1 89.75606
#> 9 122 122 3169 5343 2226 10 1 2583.07241
#> 10 123 123 2537 5736 2512 11 1 2654.97347
#> 11 124 124 7549 15615 6721 8 1 6798.45526
#> 12 125 125 4150 11396 10538 10 2 3147.46644
#> 13 127 127 0 3742 0 2 1 208.42510
#> 14 128 128 0 8084 474 11 1 1098.26069
#> 15 135 135 3520 7357 1507 7 1 3429.51899
#> 16 136 136 7946 15458 5491 7 1 7397.15522
#> 17 137 137 1298 5186 331 1 1 1108.58354
#> 18 138 138 500 5382 811 1 1 480.45815
#> 19 211 211 11929 16732 9867 7 1 10967.66926
#> 20 213 213 21799 30261 22914 13 1 27382.86350
#> 21 214 214 6209 18992 9635 7 1 5840.04177
#> 22 215 215 4350 15695 7751 8 1 5558.59059
#> 23 216 216 13678 18623 10648 7 1 12535.53998
#> 24 217 217 11582 26792 14146 13 1 14265.65032
#> 25 219 219 74171 122348 97383 13 1 94621.25923
#> 26 220 220 38503 60106 53067 13 1 48828.48640
#> 27 221 221 NA 15914 0 7 0 NA
#> 28 226 226 2658 17443 4400 7 1 2656.78911
#> 29 227 227 1470 11374 1353 7 1 1591.82032
#> 30 228 228 7754 17426 11010 7 1 7225.03906
#> 31 229 229 7585 10870 2809 7 1 7073.54097
#> 32 230 230 22511 36368 23871 13 1 28296.97291
#> 33 231 231 25607 52522 41227 13 1 32271.80819
#> 34 233 233 9175 22857 9878 13 1 11175.39563
#> 35 234 234 NA 6323 400 7 0 NA
#> 36 235 235 20951 34189 23717 13 1 26294.14893
#> 37 236 236 3425 20783 112 7 1 3344.35734
#> 38 237 237 10788 23811 13445 13 1 13246.26427
#> 39 238 238 3320 12267 4830 7 1 3250.23131
#> 40 239 239 1989 2837 1245 2 1 1105.59128
#> 41 301 301 180117 658390 455113 13 2 230641.25222
#> 42 402 402 9400 17835 10354 8 1 7515.86367
#> 43 403 403 20296 30120 23153 13 1 25453.21963
#> 44 412 412 6698 33597 7146 13 1 7995.27063
#> 45 415 415 3020 7588 3649 7 1 2981.29980
#> 46 417 417 3168 20119 616 10 1 2582.49709
#> 47 418 418 2862 5131 2657 10 1 2406.44758
#> 48 419 419 3194 7901 2904 7 1 3137.28008
#> 49 420 420 3405 6142 1440 11 1 3187.58155
#> 50 423 423 2958 4763 1537 2 1 1542.67224
#> 51 425 425 3700 7456 1500 11 1 3368.59466
#> 52 426 426 1315 3760 NA 2 3 801.57418
#> 53 427 427 7213 21030 7919 13 1 8656.45932
#> 54 428 428 NA 6525 10 11 0 NA
#> 55 429 429 1668 4429 0 2 1 960.79976
#> 56 430 430 2092 2600 309 2 1 1152.05087
#> 57 432 432 NA 1881 742 3 0 NA
#> 58 434 434 NA 1305 409 6 0 NA
#> 59 436 436 1080 1620 569 5 1 592.47786
#> 60 437 437 2450 5580 1909 12 1 3525.49241
#> 61 438 438 NA 2426 830 2 0 NA
#> 62 439 439 1182 1592 0 2 1 741.58268
#> 63 441 441 2852 1956 1828 5 1 1251.01795
#> 64 501 501 19444 27476 20635 13 1 24359.36962
#> 65 502 502 9415 30137 7666 13 1 11483.52239
#> 66 511 511 1780 2701 1256 2 1 1011.31892
#> 67 512 512 748 2055 742 5 1 469.09451
#> 68 513 513 3100 2204 3199 3 1 2371.85484
#> 69 514 514 2030 2347 NA 3 3 1598.41840
#> 70 515 515 2400 3664 1721 2 1 1290.97856
#> 71 516 516 4088 5741 7149 12 1 4714.47654
#> 72 517 517 5900 5935 4099 11 1 4718.52297
#> 73 519 519 NA 3154 0 2 0 NA
#> 74 520 520 1990 4462 1576 2 1 1106.04235
#> 75 521 521 2468 5072 1535 11 1 2612.63481
#> 76 522 522 2547 6227 5721 11 1 2661.10951
#> 77 528 528 1405 14906 824 10 1 1568.19876
#> 78 529 529 9760 13180 1803 7 2 9023.29443
#> 79 532 532 2213 6629 3715 7 1 2257.87403
#> 80 533 533 NA 9044 1433 7 0 NA
#> 81 534 534 2773 13695 3384 10 1 2355.24364
#> 82 536 536 2555 5758 1961 10 1 2229.82274
#> 83 538 538 2587 6751 445 11 1 2685.65366
#> 84 540 540 0 3058 0 2 1 208.42510
#> 85 541 541 3100 1321 1097 6 1 1719.99595
#> 86 542 542 5988 6458 5303 11 1 4772.52011
#> 87 543 543 627 2168 801 2 1 491.24219
#> 88 544 544 0 3220 0 2 1 208.42510
#> 89 545 545 0 1590 140 6 1 169.58854
#> 90 602 602 32524 67895 56116 13 1 41152.27835
#> 91 604 604 6587 27013 0 13 1 7852.76200
#> 92 605 605 8718 29801 15997 13 1 10588.67091
#> 93 612 612 1548 6767 2624 8 1 4472.59471
#> 94 615 615 2570 1074 1145 5 1 1146.21642
#> 95 616 616 2915 3422 1726 2 1 1523.27649
#> 96 617 617 5800 4578 2957 2 1 2824.59597
#> 97 618 618 2795 2422 1291 2 1 1469.14882
#> 98 619 619 2295 4711 690 3 1 1789.97042
#> 99 620 620 3090 4497 1208 3 1 2364.62646
#> 100 621 621 NA 3512 106 2 0 NA
#> 101 622 622 0 2275 260 1 1 86.89588
#> 102 623 623 4507 13794 3835 10 1 3352.85753
#> 103 624 624 6000 18205 7781 7 1 5652.68615
#> 104 625 625 NA 24431 5406 13 0 NA
#> 105 626 626 7678 25731 20942 13 1 9253.45493
#> 106 627 627 NA 21492 4783 13 0 NA
#> 107 628 628 NA 9413 16 7 0 NA
#> 108 631 631 NA 2699 1216 1 0 NA
#> 109 632 632 NA 1404 304 6 0 NA
#> 110 633 633 2119 2548 1873 6 1 1229.36703
#> 111 701 701 8577 27178 2934 13 1 10407.64644
#> 112 702 702 3099 10741 2043 7 1 3052.11843
#> 113 704 704 29223 42276 29885 13 1 36914.25146
#> 114 706 706 8211 45820 20503 13 1 9937.75312
#> 115 709 709 13787 43867 14068 13 1 17096.56498
#> 116 711 711 3855 6604 781 7 1 3729.82584
#> 117 713 713 5900 9297 2501 10 1 4154.28554
#> 118 714 714 2027 3163 2201 2 1 1122.73171
#> 119 716 716 8200 9361 3876 8 1 7050.76907
#> 120 719 719 3240 5937 1232 10 1 2623.92050
#> 121 720 720 4608 11657 2907 7 1 4404.84394
#> 122 722 722 8382 21621 7164 13 1 10157.29344
#> 123 723 723 1831 4971 1143 1 1 1528.12092
#> 124 728 728 744 2474 0 1 1 672.51654
#> 125 805 805 19328 35955 12781 13 1 24210.44168
#> 126 806 806 9200 53952 72675 13 2 11207.49217
#> 127 807 807 5450 12717 9812 11 1 4442.40127
#> 128 811 811 0 2335 106 1 1 86.89588
#> 129 814 814 3317 14088 6103 8 1 5158.22166
#> 130 815 815 5716 10607 4926 11 1 4605.61988
#> 131 817 817 2743 4136 1600 2 1 1445.69350
#> 132 819 819 5575 6534 2033 11 1 4519.10175
#> 133 821 821 0 6101 265 11 1 1098.26069
#> 134 822 822 540 4338 447 1 1 511.94313
#> 135 826 826 4697 5940 3801 12 1 5156.53475
#> 136 827 827 NA 1613 0 5 0 NA
#> 137 828 828 1025 2991 1015 2 1 670.76564
#> 138 829 829 2700 2448 2806 2 1 1426.29775
#> 139 830 830 0 1443 377 5 1 191.11032
#> 140 831 831 1150 1323 1587 6 1 744.73968
#> 141 833 833 2100 2246 2287 3 1 1649.01705
#> 142 834 834 12410 3727 0 3 2 9101.47464
#> 143 901 901 5494 6920 2037 11 1 4469.39984
#> 144 904 904 10391 22550 8696 13 1 12736.57124
#> 145 906 906 65832 44313 23978 13 2 83915.13798
#> 146 911 911 546 2473 0 2 1 454.70601
#> 147 912 912 2000 2036 2438 1 1 1661.14496
#> 148 914 914 0 6014 370 10 1 759.86685
#> 149 919 919 9886 5618 11348 11 1 7164.34763
#> 150 926 926 9036 10577 4156 11 1 6642.78442
#> 151 928 928 2341 5147 387 2 1 1264.36579
#> 152 929 929 2835 1847 1072 6 1 1587.46113
#> 153 935 935 1916 1317 NA 5 3 903.16607
#> 154 937 937 275 3582 1088 1 1 303.35513
#> 155 938 938 NA 1204 784 6 0 NA
#> 156 940 940 3000 1242 3053 6 1 1669.98281
#> 157 941 941 0 945 4103 13 1 -604.03385
#> 158 1001 1001 61868 88447 78937 13 1 78825.91090
#> 159 1002 1002 9039 15529 14448 8 1 7375.94771
#> 160 1003 1003 12099 9705 11708 11 1 8522.25279
#> 161 1004 1004 5010 9096 6981 11 1 4172.41561
#> 162 1014 1014 7426 14308 6404 8 1 6750.78306
#> 163 1017 1017 3800 6419 3191 10 1 2946.10262
#> 164 1018 1018 2606 11260 1007 7 1 2610.17431
#> 165 1021 1021 2003 2290 1879 4 2 802.36788
#> 166 1026 1026 1355 942 696 6 1 847.26662
#> 167 1027 1027 440 1750 455 4 1 246.29585
#> 168 1029 1029 2220 4943 1512 2 1 1209.78705
#> 169 1032 1032 1200 8497 8749 11 1 1834.58522
#> 170 1034 1034 NA 1702 45 5 0 NA
#> 171 1037 1037 3895 5981 863 12 1 4574.38257
#> 172 1046 1046 1400 1832 739 13 1 1193.37228
#> 173 1101 1101 4631 14942 5848 10 1 3424.19786
#> 174 1102 1102 26391 74820 47888 13 1 33278.35562
#> 175 1103 1103 60935 132644 138672 13 2 77628.06810
#> 176 1106 1106 13610 36951 28370 13 1 16869.32149
#> 177 1111 1111 612 3313 0 1 1 568.61610
#> 178 1112 1112 NA 3243 5084 2 0 NA
#> 179 1114 1114 NA 2825 566 2 0 NA
#> 180 1119 1119 0 18591 0 7 1 274.05591
#> 181 1120 1120 7170 18970 7220 7 1 6701.51905
#> 182 1121 1121 6580 18572 6665 8 1 6422.89137
#> 183 1122 1122 4195 11853 5484 8 1 5498.51587
#> 184 1124 1124 22700 26096 22687 13 1 28539.62274
#> 185 1127 1127 6432 10737 11144 8 1 6365.52971
#> 186 1129 1129 89 1238 1386 13 1 -489.77018
#> 187 1130 1130 4168 12464 2357 8 1 5488.05124
#> 188 1133 1133 1790 2737 2196 3 1 1424.93733
#> 189 1134 1134 2803 3903 4214 13 1 2994.63000
#> 190 1135 1135 5988 4710 7117 3 1 4459.41037
#> 191 1141 1141 NA 3221 0 2 0 NA
#> 192 1142 1142 4050 4856 1491 2 1 2035.23407
#> 193 1144 1144 NA 524 178 4 0 NA
#> 194 1145 1145 NA 865 15 5 0 NA
#> 195 1146 1146 8550 10925 5125 12 1 7953.33320
#> 196 1149 1149 8354 42187 13044 13 1 10121.34532
#> 197 1151 1151 450 200 563 4 1 249.85357
#> 198 1160 1160 10516 8788 2689 11 1 7550.91801
#> 199 1201 1201 94310 277391 205308 13 2 120476.94645
#> 200 1211 1211 651 4106 674 1 1 599.31396
#> 201 1216 1216 1900 5593 1531 11 1 2264.10787
#> 202 1219 1219 2975 11778 262 11 1 2923.73193
#> 203 1221 1221 11300 18775 6421 8 1 8252.26344
#> 204 1222 1222 497 3140 0 3 1 490.30807
#> 205 1223 1223 2200 2797 169 2 1 1200.76577
#> 206 1224 1224 NA 13271 829 11 0 NA
#> 207 1227 1227 0 1104 0 6 1 169.58854
#> 208 1228 1228 6398 6930 6358 12 1 6391.24904
#> 209 1231 1231 600 3401 1092 2 1 479.06346
#> 210 1232 1232 2207 925 1371 13 1 2229.44853
#> 211 1233 1233 NA 1116 633 6 0 NA
#> 212 1234 1234 NA 920 25 5 0 NA
#> 213 1235 1235 11331 14425 8113 11 1 8051.00509
#> 214 1238 1238 7310 8475 5161 11 1 5583.70430
#> 215 1241 1241 NA 3876 1435 2 0 NA
#> 216 1242 1242 440 2443 572 3 1 449.10632
#> 217 1243 1243 12075 19742 2162 8 1 8552.63703
#> 218 1244 1244 3200 5118 2002 3 1 2444.13862
#> 219 1245 1245 3658 6975 0 8 1 5290.38604
#> 220 1246 1246 NA 24870 7228 13 0 NA
#> 221 1247 1247 10257 28380 9927 13 1 12564.53380
#> 222 1251 1251 4911 4125 4074 3 1 3680.91407
#> 223 1252 1252 2520 381 0 13 1 2631.29719
#> 224 1253 1253 1874 7957 846 10 1 1838.02628
#> 225 1256 1256 NA 7812 0 8 0 NA
#> 226 1259 1259 1121 4852 2720 3 1 941.35885
#> 227 1260 1260 3956 5077 2169 10 1 3035.85335
#> 228 1263 1263 11486 15607 8647 12 1 10084.50378
#> 229 1264 1264 2248 2858 4004 2 2 1222.41684
#> 230 1265 1265 1471 576 1303 5 1 737.78778
#> 231 1266 1266 2700 1701 1542 6 1 1519.94338
#> 232 1401 1401 4017 11923 14126 11 2 3563.10706
#> 233 1411 1411 0 2370 0 5 1 191.11032
#> 234 1412 1412 1019 785 658 5 1 569.80803
#> 235 1413 1413 1568 1395 387 4 1 647.60695
#> 236 1416 1416 NA 4161 12094 3 0 NA
#> 237 1417 1417 2019 2689 0 3 1 1590.46719
#> 238 1418 1418 2645 1294 1048 5 1 1174.08917
#> 239 1419 1419 NA 2298 2397 2 0 NA
#> 240 1420 1420 NA 7839 397 8 0 NA
#> 241 1421 1421 2570 1764 0 13 1 2695.49026
#> 242 1422 1422 3726 2172 0 6 2 2033.07823
#> 243 1424 1424 5950 5359 8456 12 1 6066.05680
#> 244 1426 1426 2999 5093 11700 12 1 3923.99808
#> 245 1428 1428 NA 3023 0 1 0 NA
#> 246 1429 1429 2277 2830 1079 2 1 1235.49770
#> 247 1430 1430 NA 2942 285 2 0 NA
#> 248 1431 1431 0 3020 NA 2 3 208.42510
#> 249 1432 1432 11500 12900 5772 8 1 8329.77921
#> 250 1433 1433 1200 2840 94 2 1 749.70183
#> 251 1438 1438 3506 3846 758 6 1 1923.04931
#> 252 1439 1439 NA 6046 1895 11 0 NA
#> 253 1441 1441 NA 2774 0 1 0 NA
#> 254 1443 1443 2800 6015 3038 11 1 2816.35126
#> 255 1444 1444 2500 1200 0 4 2 979.18669
#> 256 1445 1445 6639 5784 8526 11 1 5171.97616
#> 257 1449 1449 1307 7168 2281 10 1 1511.81689
#> 258 1502 1502 18879 26732 24205 13 1 23633.98785
#> 259 1504 1504 15204 46747 22851 13 1 18915.79676
#> 260 1505 1505 9913 24526 7486 13 1 12122.88543
#> 261 1511 1511 1856 3256 1064 2 1 1045.59978
#> 262 1514 1514 NA 2559 405 1 0 NA
#> 263 1515 1515 NA 8972 3423 8 0 NA
#> 264 1516 1516 11028 8430 5817 11 1 7865.08314
#> 265 1517 1517 NA 5189 1780 10 0 NA
#> 266 1519 1519 2000 9037 932 11 1 2325.46824
#> 267 1520 1520 2350 10677 3974 10 1 2111.88108
#> 268 1523 1523 2262 2310 3098 1 1 1867.37159
#> 269 1524 1524 880 1652 601 6 1 609.70419
#> 270 1525 1525 NA 4598 461 2 0 NA
#> 271 1526 1526 2450 1020 NA 5 3 1101.62003
#> 272 1528 1528 3045 7675 3714 7 1 3003.71076
#> 273 1529 1529 2470 4620 3436 1 2 2031.09350
#> 274 1531 1531 3000 8952 2024 7 1 2963.37103
#> 275 1532 1532 6968 8094 2111 11 1 5373.85181
#> 276 1534 1534 0 9200 1115 10 1 759.86685
#> 277 1535 1535 6015 6611 2432 11 1 4789.08741
#> 278 1539 1539 4844 7492 3288 11 1 4070.55738
#> 279 1543 1543 NA 2970 554 2 0 NA
#> 280 1545 1545 0 2088 0 4 1 89.75606
#> 281 1546 1546 3118 1270 0 5 2 1349.87329
#> 282 1547 1547 0 3518 1770 13 1 -604.03385
#> 283 1548 1548 3000 9717 1287 10 1 2485.84246
#> 284 1551 1551 6287 3467 2093 1 2 5035.54787
#> 285 1554 1554 1825 5826 1862 11 1 2218.08758
#> 286 1557 1557 3745 2593 1061 2 1 1897.65957
#> 287 1560 1560 1500 3103 980 2 1 885.02101
#> 288 1563 1563 5193 7160 7244 12 1 5516.56901
#> 289 1566 1566 2100 5969 5687 11 1 2386.82862
#> 290 1567 1567 0 2036 0 2 1 208.42510
#> 291 1571 1571 1715 1547 958 5 1 828.46711
#> 292 1573 1573 1890 2141 1105 6 1 1114.83693
#> 293 1576 1576 3730 3536 1765 3 1 2827.24264
#> 294 1601 1601 42752 187353 77340 13 2 54283.61401
#> 295 1612 1612 5078 4260 3297 2 1 2498.92780
#> 296 1613 1613 342 978 NA 5 3 318.21004
#> 297 1617 1617 NA 4622 14 3 0 NA
#> 298 1620 1620 2044 4799 3938 3 1 1608.53813
#> 299 1621 1621 3545 5209 5014 8 1 5246.58963
#> 300 1622 1622 3300 1733 1070 4 1 1263.80450
#> 301 1624 1624 920 6644 388 11 1 1662.77616
#> 302 1627 1627 3179 4779 2042 2 1 1642.35738
#> 303 1630 1630 NA 3272 2 2 0 NA
#> 304 1632 1632 NA 961 0 5 0 NA
#> 305 1633 1633 1082 976 564 5 1 593.22114
#> 306 1634 1634 2885 6886 5541 11 1 2868.50759
#> 307 1635 1635 3842 2562 1462 2 1 1941.41277
#> 308 1636 1636 0 3954 0 2 1 208.42510
#> 309 1638 1638 4098 11779 7918 7 1 3947.66037
#> 310 1640 1640 382 5635 0 11 1 1332.65733
#> 311 1644 1644 0 2031 1926 2 1 208.42510
#> 312 1648 1648 3715 6298 5310 10 1 2897.19997
#> 313 1653 1653 9611 16096 12273 7 1 8889.72511
#> 314 1657 1657 2500 7755 1835 7 1 2515.15185
#> 315 1662 1662 2549 6067 2014 11 1 2662.33672
#> 316 1663 1663 7560 13738 14395 8 1 6802.71862
#> 317 1664 1664 3236 4132 2009 1 1 2634.03090
#> 318 1665 1665 3000 851 3413 6 1 1669.98281
#> 319 1702 1702 0 21781 2123 13 1 -604.03385
#> 320 1703 1703 11596 13010 9687 11 1 8213.61009
#> 321 1711 1711 NA 2523 3978 3 0 NA
#> 322 1714 1714 20710 23308 23850 13 1 25984.73830
#> 323 1717 1717 200 2631 0 1 1 244.32079
#> 324 1718 1718 2225 3531 1291 4 1 881.34932
#> 325 1719 1719 13987 19610 25837 8 2 9293.68775
#> 326 1721 1721 500 14885 3302 8 1 4066.41210
#> 327 1724 1724 0 2527 473 2 1 208.42510
#> 328 1725 1725 NA 1622 0 5 0 NA
#> 329 1736 1736 0 2139 0 3 1 131.05769
#> 330 1738 1738 4410 1375 1379 5 1 1830.02780
#> 331 1739 1739 1586 469 297 6 1 962.79698
#> 332 1740 1740 2412 867 0 6 1 1375.90553
#> 333 1742 1742 2841 2466 3258 6 1 1590.46192
#> 334 1743 1743 NA 1250 0 5 0 NA
#> 335 1744 1744 1916 3825 331 2 1 1072.66361
#> 336 1748 1748 288 633 85 4 1 192.21847
#> 337 1749 1749 1768 1103 405 5 1 848.16386
#> 338 1750 1750 4056 4387 5225 3 1 3062.88776
#> 339 1751 1751 NA 5126 607 11 0 NA
#> 340 1755 1755 NA 562 0 5 0 NA
#> 341 1756 1756 800 6769 132 11 1 1589.14371
#> 342 1804 1804 15263 50488 32268 13 1 18991.54458
#> 343 1805 1805 10530 18787 13906 11 1 7559.50846
#> 344 1811 1811 0 1465 0 5 1 191.11032
#> 345 1812 1812 2200 2031 1226 3 1 1721.30083
#> 346 1813 1813 2920 7962 5188 11 1 2889.98372
#> 347 1815 1815 0 1244 NA 6 3 169.58854
#> 348 1816 1816 112 507 NA 4 3 129.60255
#> 349 1818 1818 NA 1743 NA 2 0 NA
#> 350 1820 1820 5845 7437 5115 12 1 5989.83987
#> 351 1822 1822 900 2216 594 2 1 614.38265
#> 352 1824 1824 11200 13427 8888 12 1 9876.90338
#> 353 1825 1825 NA 1462 22 5 0 NA
#> 354 1826 1826 1955 1465 1127 6 1 1147.34547
#> 355 1827 1827 NA 1402 NA 5 0 NA
#> 356 1828 1828 0 1838 354 6 1 169.58854
#> 357 1832 1832 3716 4486 1770 3 1 2817.12291
#> 358 1833 1833 10751 26039 20207 13 1 13198.76139
#> 359 1834 1834 1260 1923 NA 4 3 538.02910
#> 360 1835 1835 1770 478 NA 5 3 848.90713
#> 361 1836 1836 0 1268 14 5 1 191.11032
#> 362 1837 1837 2315 6471 2027 12 1 3427.49921
#> 363 1838 1838 0 2043 744 6 1 169.58854
#> 364 1839 1839 0 1034 0 6 1 169.58854
#> 365 1840 1840 NA 4700 NA 2 0 NA
#> 366 1841 1841 6132 9604 8214 12 1 6198.16615
#> 367 1845 1845 NA 1963 NA 6 0 NA
#> 368 1848 1848 5800 2543 2327 3 1 4323.51687
#> 369 1849 1849 NA 1824 NA 6 0 NA
#> 370 1850 1850 NA 1974 NA 6 0 NA
#> 371 1851 1851 NA 2144 1529 5 0 NA
#> 372 1852 1852 NA 1283 NA 5 0 NA
#> 373 1853 1853 NA 1400 NA 6 0 NA
#> 374 1854 1854 950 2556 NA 2 3 636.93584
#> 375 1856 1856 1850 551 22 6 1 1094.83167
#> 376 1857 1857 320 765 0 4 1 203.60318
#> 377 1859 1859 500 1336 147 5 1 376.92863
#> 378 1860 1860 11380 11198 1959 11 1 8081.07167
#> 379 1865 1865 18065 9350 2793 11 2 12183.01292
#> 380 1866 1866 5210 8082 4907 11 1 4295.13637
#> 381 1867 1867 NA 2632 NA 5 0 NA
#> 382 1868 1868 3321 4529 2105 2 1 1706.40846
#> 383 1870 1870 NA 10214 9559 11 0 NA
#> 384 1871 1871 NA 4980 3177 11 0 NA
#> 385 1874 1874 NA 1062 0 5 0 NA
#> 386 1902 1902 31859 73480 31866 13 1 40298.51043
#> 387 1903 1903 14981 24695 15689 13 1 18629.49564
#> 388 1911 1911 3750 3029 4104 6 2 2045.08138
#> 389 1913 1913 4000 3041 2090 2 1 2012.68087
#> 390 1917 1917 1500 1403 891 6 1 919.78568
#> 391 1919 1919 NA 1137 0 5 0 NA
#> 392 1920 1920 NA 1051 0 6 0 NA
#> 393 1922 1922 5030 4019 NA 3 3 3766.93177
#> 394 1923 1923 2164 2230 3622 13 1 2174.24249
#> 395 1924 1924 5475 6741 5510 11 1 4457.74137
#> 396 1925 1925 3650 3452 NA 2 3 1854.80849
#> 397 1926 1926 0 1158 146 5 1 191.11032
#> 398 1927 1927 0 1543 0 5 1 191.11032
#> 399 1928 1928 0 913 0 4 1 89.75606
#> 400 1929 1929 NA 915 225 5 0 NA
#> 401 1931 1931 5837 11618 1766 12 1 5984.03286
#> 402 1933 1933 1800 5701 712 11 1 2202.74749
#> 403 1936 1936 1898 2282 997 6 1 1118.83798
#> 404 1938 1938 2500 2861 591 6 1 1419.91710
#> 405 1939 1939 1200 1865 1061 6 1 769.74625
#> 406 1940 1940 0 2150 595 6 1 169.58854
#> 407 1941 1941 2023 2920 629 3 1 1593.35854
#> 408 1942 1942 2560 4895 969 3 1 1981.52243
#> 409 1943 1943 0 1231 0 6 1 169.58854
#> 410 2002 2002 3910 2137 8367 3 2 2957.35345
#> 411 2003 2003 NA 6160 1913 12 0 NA
#> 412 2004 2004 19291 10455 17871 12 1 15749.96236
#> 413 2011 2011 NA 2956 1708 3 0 NA
#> 414 2012 2012 2649 20097 14343 12 2 3669.94164
#> 415 2014 2014 0 951 0 6 1 169.58854
#> 416 2015 2015 0 1054 24 6 1 169.58854
#> 417 2017 2017 1600 1035 530 6 1 969.79882
#> 418 2018 2018 1572 1215 653 6 1 955.79514
#> 419 2019 2019 NA 3276 2742 3 0 NA
#> 420 2020 2020 3790 3978 0 3 1 2870.61291
#> 421 2021 2021 3262 2668 4038 3 1 2488.95456
#> 422 2022 2022 2011 1318 1667 6 1 1175.35283
#> 423 2023 2023 2904 1139 1569 6 1 1621.97019
#> 424 2024 2024 1820 1000 1048 6 1 1079.82773
#> 425 2025 2025 2450 2922 NA 6 3 1394.91053
#> 426 2027 2027 400 959 NA 13 3 -90.48924
#> 427 2028 2028 NA 2211 NA 3 0 NA
#> 428 2030 2030 NA 10227 19083 12 0 NA
#> 429 13 NA NA NA 2033686 13 NA NA
#> 430 3 NA NA NA 80875 3 NA NA
#> 431 5 NA NA NA 13997 5 NA NA
#> 432 1 NA NA NA 21086 1 NA NA
#> 433 4 NA NA NA 6011 4 NA NA
#> 434 10 NA NA NA 57945 10 NA NA
#> 435 11 NA NA NA 219433 11 NA NA
#> 436 8 NA NA NA 150654 8 NA NA
#> 437 2 NA NA NA 61014 2 NA NA
#> 438 7 NA NA NA 125085 7 NA NA
#> 439 6 NA NA NA 38599 6 NA NA
#> 440 12 NA NA NA 140472 12 NA NA
#> 441 Total NA NA NA NA NA NA NA
#> ArStud Adffits Ahii AleaveOutResid Bcategory123
#> 1 -1.334608331 -0.205106822 0.02307355 -8377.700379 1
#> 2 -0.728401521 -0.103214127 0.01968353 -4620.601300 1
#> 3 -1.126337834 -0.233389461 0.04116872 -7172.318803 1
#> 4 -0.998092680 -0.262326541 0.06461497 -6452.005029 1
#> 5 0.774135971 0.161430995 0.04167284 1179.372692 1
#> 6 0.978411840 0.233351278 0.05382083 296.943917 1
#> 7 -0.086108079 -0.031702547 0.11936971 -58.404204 1
#> 8 0.055095415 0.024418298 0.16417758 15.845405 1
#> 9 -0.269268009 -0.065019482 0.05509422 -377.892083 1
#> 10 -0.051624838 -0.009529643 0.03295215 -147.845292 1
#> 11 -0.020315373 -0.005073573 0.05870868 -82.286170 1
#> 12 5.326460492 NaN NaN 7390.533563 2
#> 13 -0.344725724 -0.095811510 0.07170876 -224.525547 1
#> 14 -0.229638517 -0.061608844 0.06714458 -669.193401 1
#> 15 -0.853550981 -0.186740328 0.04567852 -2014.540196 1
#> 16 -0.858974643 -0.241584790 0.07330214 -2056.932798 1
#> 17 -1.361136332 -0.375277475 0.07064530 -836.691882 1
#> 18 0.551533322 0.175046379 0.09151275 363.837627 1
#> 19 -0.536966724 -0.288738435 0.22429157 -1418.921372 1
#> 20 -0.719442557 -0.108298846 0.02215768 -4570.126904 1
#> 21 1.767072793 0.383008951 0.04487152 3973.243706 1
#> 22 0.585996292 0.165847262 0.07415891 2368.019126 1
#> 23 -1.004817970 -0.702557448 0.32834741 -2810.292108 1
#> 24 -0.019147384 -0.002769756 0.02049605 -122.153991 1
#> 25 0.536084661 0.376613407 0.33045104 4124.777953 1
#> 26 0.697979619 0.185541306 0.06599981 4538.022216 1
#> 27 NA NaN NaN NA 1
#> 28 0.776707992 0.191782247 0.05746442 1849.490803 1
#> 29 -0.106512250 -0.032019063 0.08287905 -260.402209 1
#> 30 1.787647629 0.486827428 0.06904244 4065.664325 1
#> 31 -2.048376600 -0.542402350 0.06552277 -4563.557920 1
#> 32 -0.712771849 -0.109325951 0.02298511 -4530.097713 1
#> 33 1.469058953 0.247780058 0.02766125 9209.950584 1
#> 34 -0.207962057 -0.031825269 0.02288349 -1327.779869 1
#> 35 NA NaN NaN NA 1
#> 36 -0.413286148 -0.060959973 0.02129318 -2633.218517 1
#> 37 -1.479371852 -0.327443037 0.04670303 -3390.713947 2
#> 38 0.031814349 0.004678352 0.02116647 203.033231 1
#> 39 0.698634380 0.156727528 0.04791446 1659.271806 1
#> 40 0.224712912 0.035530271 0.02439030 142.893944 1
#> 41 19.224983574 NaN NaN 224471.747778 1
#> 42 0.773613926 0.251924783 0.09587826 3139.108602 1
#> 43 -0.368639057 -0.053615976 0.02071546 -2348.877722 1
#> 44 -0.136346526 -0.022472441 0.02644674 -872.341211 1
#> 45 0.293348980 0.068587741 0.05183326 704.201248 1
#> 46 -1.592523908 -0.384485296 0.05507864 -2081.122488 1
#> 47 0.188478619 0.044425676 0.05263346 264.472527 1
#> 48 -0.102194989 -0.023315978 0.04947780 -245.423070 1
#> 49 -0.631931991 -0.104556150 0.02664584 -1795.422074 1
#> 50 -0.009190429 -0.001768187 0.03569435 -5.882205 1
#> 51 -0.675619400 -0.108470502 0.02512849 -1916.759955 1
#> 52 NA NaN NaN NA 2
#> 53 -0.118339670 -0.019186646 0.02561348 -756.844750 1
#> 54 NA NaN NaN NA 1
#> 55 -1.599965576 -0.259382597 0.02560906 -986.051610 1
#> 56 -1.392314267 -0.220756166 0.02452270 -864.244477 1
#> 57 NA NaN NaN NA 1
#> 58 NA NaN NaN NA 1
#> 59 -0.079406888 -0.018823504 0.05320362 -24.797162 1
#> 60 -0.545676534 -0.206697531 0.12547880 -1848.431365 1
#> 61 NA NaN NaN NA 1
#> 62 -1.222711318 -0.222868101 0.03215538 -766.220798 1
#> 63 2.407397472 1.022575819 0.15284711 681.083732 2
#> 64 -0.598001702 -0.085606077 0.02008142 -3800.692914 1
#> 65 -0.613864439 -0.093340405 0.02259788 -3905.784850 1
#> 66 0.395052053 0.063133291 0.02490324 250.930055 1
#> 67 0.952215693 0.241264799 0.06032469 290.425309 1
#> 68 0.563422173 0.120391920 0.04366533 864.911820 1
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#> 388 2.691861729 NaN NaN 2058.918620 2
#> 389 0.127796939 0.035853886 0.07296704 83.404939 1
#> 390 -0.040201563 -0.007010214 0.02950990 -29.660968 1
#> 391 NA NaN NaN NA 1
#> 392 NA NaN NaN NA 1
#> 393 NA NaN NaN NA 2
#> 394 0.233648760 0.045071287 0.03587615 1501.630220 1
#> 395 0.378583965 0.057700794 0.02270210 1076.702034 1
#> 396 NA NaN NaN NA 2
#> 397 -0.157120016 -0.054157825 0.10619459 -50.469953 1
#> 398 -0.674518094 -0.232500184 0.10619459 -213.816468 1
#> 399 -0.377080789 -0.167122272 0.16417758 -107.386514 1
#> 400 NA NaN NaN NA 1
#> 401 -1.470273267 -0.387141829 0.06483818 -4510.484481 1
#> 402 -0.542253051 -0.111355127 0.04046479 -1553.614165 1
#> 403 -0.170456256 -0.031022707 0.03206132 -125.873657 1
#> 404 -1.196918928 -0.275281223 0.05023868 -872.763587 1
#> 405 0.408486346 0.074947503 0.03256717 301.058372 1
#> 406 0.616474509 0.191027798 0.08760811 466.259581 1
#> 407 -0.661651000 -0.155066071 0.05206594 -1017.326609 1
#> 408 -0.691876211 -0.145762180 0.04249839 -1057.462897 1
#> 409 -0.244497750 -0.075762852 0.08760811 -185.872476 1
#> 410 3.546111875 NaN NaN 5409.646554 2
#> 411 NA NaN NaN NA 1
#> 412 1.149653767 1.515335063 0.63468099 5805.987539 1
#> 413 NA NaN NaN NA 1
#> 414 3.267157228 NaN NaN 10673.058356 1
#> 415 -0.244497750 -0.075762852 0.08760811 -185.872476 1
#> 416 -0.209843467 -0.065024482 0.08760811 -159.567990 1
#> 417 -0.617948942 -0.107628410 0.02944219 -453.140258 1
#> 418 -0.424070942 -0.073823130 0.02941320 -311.971209 1
#> 419 NA NaN NaN NA 1
#> 420 -2.166273860 -0.551649658 0.06089928 -3056.767875 1
#> 421 1.077200121 0.236874577 0.04612492 1623.950004 1
#> 422 0.693577895 0.130435441 0.03415909 509.035353 1
#> 423 -0.075661117 -0.021091268 0.07210397 -57.086347 1
#> 424 -0.044483724 -0.007952176 0.03096763 -32.844859 1
#> 425 NA NaN NaN NA 2
#> 426 NA NaN NaN NA 2
#> 427 NA NaN NaN NA 3
#> 428 NA NaN NaN NA 2
#> 429 NA NA NA NA NA
#> 430 NA NA NA NA NA
#> 431 NA NA NA NA NA
#> 432 NA NA NA NA NA
#> 433 NA NA NA NA NA
#> 434 NA NA NA NA NA
#> 435 NA NA NA NA NA
#> 436 NA NA NA NA NA
#> 437 NA NA NA NA NA
#> 438 NA NA NA NA NA
#> 439 NA NA NA NA NA
#> 440 NA NA NA NA NA
#> 441 NA NA NA NA NA
#> BestimateYHat estimate BrStud Bdffits Bhii
#> 1 17041.67552 2792.00000 -1.803644064 -0.243000830 0.01782795
#> 2 18197.91543 11319.00000 -0.851544470 -0.114364585 0.01771760
#> 3 34077.50816 32854.00000 -0.150473966 -0.020003040 0.01736448
#> 4 51222.75299 42362.00000 -1.102649897 -0.155159543 0.01941630
#> 5 2028.34305 3278.00000 0.845395433 0.231215954 0.06959646
#> 6 389.27639 853.00000 0.951478555 0.175641589 0.03295368
#> 7 875.35126 1531.00000 0.696946145 0.165029213 0.05309222
#> 8 157.72102 103.00000 -0.156149649 -0.058880086 0.12448536
#> 9 2308.20823 2226.00000 -0.062404605 -0.019808107 0.09152996
#> 10 2242.75581 2512.00000 0.091128541 0.016887759 0.03320250
#> 11 6903.42535 6721.00000 -0.048967855 -0.013160761 0.06736750
#> 12 2098.11927 10538.00000 6.073534242 NaN NaN
#> 13 1100.51372 0.00000 -1.295483623 -0.203815181 0.02415408
#> 14 3980.55545 474.00000 -1.195302510 -0.167384734 0.01923278
#> 15 1585.60406 1507.00000 -0.027306369 -0.007945510 0.07805831
#> 16 5762.94798 5491.00000 -0.093103545 -0.021465219 0.05047150
#> 17 830.25856 331.00000 -0.580435607 -0.303888012 0.21513614
#> 18 824.65059 811.00000 -0.016103168 -0.009358974 0.25249290
#> 19 6419.89602 9867.00000 1.223205301 0.329019218 0.06746941
#> 20 16841.91002 22914.00000 0.750625738 0.101188488 0.01784818
#> 21 7585.28267 9635.00000 0.732655991 0.260053807 0.11189039
#> 22 6937.32298 7751.00000 0.218817658 0.059381227 0.06859201
#> 23 7395.00494 10648.00000 1.174823088 0.398944480 0.10339107
#> 24 14393.19437 14146.00000 -0.030407119 -0.004131182 0.01812403
#> 25 81844.75745 97383.00000 1.990394304 0.346207521 0.02936636
#> 26 37909.05285 53067.00000 1.925881089 0.257803870 0.01760381
#> 27 5998.08794 0.00000 -2.242635178 -0.545646056 0.05588918
#> 28 6786.52873 4400.00000 -0.840469753 -0.246959187 0.07947690
#> 29 3657.00148 1353.00000 -0.791369412 -0.150873853 0.03507230
#> 30 6777.76254 11010.00000 1.533864986 0.449752840 0.07916872
#> 31 3397.10995 2809.00000 -0.200078326 -0.039384495 0.03730270
#> 32 21152.75074 23871.00000 0.334597905 0.044639735 0.01748778
#> 33 32555.61974 41227.00000 1.077395883 0.142969834 0.01730443
#> 34 11615.53624 9878.00000 -0.213860420 -0.029360459 0.01849931
#> 35 1052.41389 400.00000 -0.229412235 -0.075811837 0.09845306
#> 36 19614.62696 23717.00000 0.505660537 0.067677872 0.01759805
#> 37 8508.82581 112.00000 -2.648121214 NaN NaN
#> 38 12288.95069 13445.00000 0.142249519 0.019476876 0.01840223
#> 39 4117.48391 4830.00000 0.241988627 0.044947079 0.03334900
#> 40 892.80012 1245.00000 0.408446291 0.064773123 0.02453199
#> 41 460228.85443 455113.00000 -1.488071490 -3.147727418 0.81733565
#> 42 7844.08453 10354.00000 0.699924685 0.250696902 0.11370362
#> 43 16742.38021 23153.00000 0.792944266 0.106924376 0.01785839
#> 44 19196.74294 7146.00000 -1.512470122 -0.202625657 0.01763152
#> 45 1704.72102 3649.00000 0.679684523 0.192173689 0.07402404
#> 46 1795.35933 616.00000 -1.215165749 -1.124991761 0.46152383
#> 47 2315.56638 2657.00000 0.260400915 0.085058123 0.09640918
#> 48 1866.12191 2904.00000 0.359618137 0.097796648 0.06886188
#> 49 2543.24416 1440.00000 -0.373061446 -0.064284266 0.02883640
#> 50 1334.85139 1537.00000 0.240190444 0.067307190 0.07280832
#> 51 3515.76066 1500.00000 -0.680887918 -0.098003965 0.02029694
#> 52 1104.64504 801.57418 -0.345840927 NaN NaN
#> 53 10325.88404 7919.00000 -0.296388470 -0.040910511 0.01869609
#> 54 2826.70978 10.00000 -0.958329232 -0.154913693 0.02546522
#> 55 1258.19244 0.00000 -1.510965955 -0.350869640 0.05116499
#> 56 838.40440 309.00000 -0.617460909 -0.111148514 0.03138622
#> 57 1546.86207 742.00000 -0.554445409 -0.201222765 0.11638564
#> 58 648.29522 409.00000 -0.373140157 -0.065148253 0.02958153
#> 59 409.65474 569.00000 0.325329512 0.074176611 0.04941708
#> 60 5041.80161 1909.00000 -0.771059693 -0.246029350 0.09240393
#> 61 798.46830 830.00000 0.036764266 0.007327150 0.03820336
#> 62 607.05046 0.00000 -0.732363727 -0.232925047 0.09186098
#> 63 441.35441 1828.00000 2.660085130 NaN NaN
#> 64 14876.01983 20635.00000 0.711632800 0.096525128 0.01806556
#> 65 16754.38026 7666.00000 -1.130707899 -0.152464662 0.01785715
#> 66 861.58570 1256.00000 0.458448428 0.077984942 0.02812238
#> 67 450.69449 742.00000 0.626776777 0.248296152 0.13564569
#> 68 1605.99452 3199.00000 1.097509045 0.337677794 0.08647839
#> 69 1632.17391 1598.41840 -0.021353618 NaN NaN
#> 70 1082.61133 1721.00000 0.742484572 0.112843292 0.02257664
#> 71 5125.19814 7149.00000 0.491485186 0.153507070 0.08888139
#> 72 2390.03951 4099.00000 0.579674720 0.103613898 0.03096056
#> 73 965.55726 0.00000 -1.129548887 -0.160321017 0.01974735
#> 74 1265.76653 1576.00000 0.365031454 0.086403867 0.05305549
#> 75 1751.31673 1535.00000 -0.073551783 -0.015419783 0.04210076
#> 76 2606.15429 5721.00000 1.063414688 0.180572832 0.02802556
#> 77 1976.29336 824.00000 -0.940625786 -0.427434208 0.17115125
#> 78 4588.27949 1803.00000 -0.961559682 -0.181853823 0.03453266
#> 79 1210.20518 3715.00000 0.889551612 0.283186724 0.09201952
#> 80 2455.51879 1433.00000 -0.351275148 -0.083088420 0.05298385
#> 81 2018.32504 3384.00000 1.097523914 0.421698746 0.12863954
#> 82 2293.80431 1961.00000 -0.251897135 -0.075690848 0.08281294
#> 83 2993.97670 445.00000 -0.865027926 -0.135114814 0.02381646
#> 84 943.52355 0.00000 -1.103655726 -0.160326374 0.02066680
#> 85 654.38682 1097.00000 0.693372151 0.120148685 0.02915123
#> 86 2777.12180 5303.00000 0.858046837 0.140197518 0.02600258
#> 87 739.25271 801.00000 0.072484246 0.016819541 0.05109337
#> 88 980.70543 0.00000 -1.147522963 -0.161328780 0.01938210
#> 89 756.80181 140.00000 -0.971180382 -0.160130523 0.02646667
#> 90 43407.19242 56116.00000 1.599254339 0.217544620 0.01816766
#> 91 14549.19500 0.00000 -1.844149621 -0.250415875 0.01810492
#> 92 16517.20284 15997.00000 -0.063983553 -0.008633602 0.01788179
#> 93 3154.34771 2624.00000 -0.148100355 -0.059103672 0.13738348
#> 94 358.14278 1145.00000 1.672219809 0.348258553 0.04156975
#> 95 1027.06803 1726.00000 0.812563523 0.114936340 0.01961537
#> 96 1292.39059 2957.00000 2.045430685 0.517374635 0.06013225
#> 97 797.55023 1291.00000 0.577333866 0.115336059 0.03837785
#> 98 2064.95758 690.00000 -0.940625973 -0.285566786 0.08439018
#> 99 2025.78004 1208.00000 -0.548653162 -0.148966635 0.06865804
#> 100 1047.72463 106.00000 -1.101331352 -0.158832511 0.02037523
#> 101 913.54844 260.00000 -0.716473290 -0.249730825 0.10832993
#> 102 2014.88892 3835.00000 1.510534866 0.588445594 0.13176193
#> 103 7179.45998 7781.00000 0.211011929 0.068108254 0.09435078
#> 104 12726.59949 5406.00000 -0.907305955 -0.124018879 0.01834124
#> 105 13644.25021 20942.00000 0.904374515 0.123196802 0.01821868
#> 106 10652.00299 4783.00000 -0.725573216 -0.100011304 0.01864498
#> 107 2645.79652 16.00000 -0.913206240 -0.206965501 0.04885456
#> 108 901.41690 1216.00000 0.334091612 0.092816800 0.07165269
#> 109 685.98698 304.00000 -0.596811209 -0.100184304 0.02740670
#> 110 1121.53626 1873.00000 1.231279779 0.379288386 0.08666718
#> 111 14665.66605 2934.00000 -1.471183281 -0.199691603 0.01809078
#> 112 3330.59009 2043.00000 -0.439447250 -0.087362788 0.03801944
#> 113 25323.12031 29885.00000 0.562520642 0.074616954 0.01729111
#> 114 27824.77734 20503.00000 -0.906940222 -0.120139516 0.01724486
#> 115 26446.18361 14068.00000 -1.555045454 -0.206106413 0.01726370
#> 116 1197.31373 781.00000 -0.145827982 -0.046566405 0.09253259
#> 117 2170.97186 2501.00000 0.245853906 0.058360302 0.05334254
#> 118 967.62292 2201.00000 1.454821601 0.206153974 0.01968474
#> 119 4253.47829 3876.00000 -0.101745321 -0.028901636 0.07466466
#> 120 2287.59154 1232.00000 -0.812147409 -0.238501844 0.07939398
#> 121 3802.93264 2907.00000 -0.304610877 -0.057336572 0.03421778
#> 122 10743.06217 7164.00000 -0.441145023 -0.060782945 0.01863087
#> 123 836.41017 1143.00000 0.346220989 0.161406444 0.17853522
#> 124 907.85463 0.00000 -0.998073452 -0.311763161 0.08889792
#> 125 20861.22016 12781.00000 -1.002658766 -0.133843043 0.01750712
#> 126 33565.03553 72675.00000 4.769006870 NaN NaN
#> 127 7409.52724 9812.00000 0.835644776 0.232207454 0.07168132
#> 128 911.83171 106.00000 -0.887181668 -0.299096784 0.10205792
#> 129 6256.40438 6103.00000 -0.040807014 -0.009398815 0.05037650
#> 130 5847.87594 4926.00000 -0.312533017 -0.059189153 0.03462490
#> 131 1190.94373 1600.00000 0.477682909 0.093321797 0.03676373
#> 132 2833.37085 2033.00000 -0.269984424 -0.043580896 0.02539473
#> 133 2512.89928 265.00000 -0.763711790 -0.132545337 0.02924029
#> 134 854.52164 447.00000 -0.439964336 -0.144498228 0.09736488
#> 135 5228.27833 3801.00000 -0.344441597 -0.104827924 0.08477194
#> 136 408.99433 0.00000 -0.843309516 -0.190619568 0.04860935
#> 137 928.14586 1015.00000 0.100412320 0.014912865 0.02158107
#> 138 803.51770 2806.00000 2.475201625 0.486928452 0.03725796
#> 139 392.95581 377.00000 -0.032267744 -0.006111732 0.03463251
#> 140 655.14827 1587.00000 1.495422899 0.258892824 0.02909958
#> 141 1613.68357 2287.00000 0.454453505 0.136801461 0.08308658
#> 142 1884.81412 0.00000 -1.274204629 -0.248422390 0.03661857
#> 143 3119.05682 2037.00000 -0.364732704 -0.055648009 0.02274868
#> 144 11398.82949 8696.00000 -0.332873193 -0.045739816 0.01853137
#> 145 26761.00840 23978.00000 -0.342545978 -0.045393514 0.01725796
#> 146 809.25564 0.00000 -0.951223648 -0.184384396 0.03621297
#> 147 920.38674 2438.00000 1.821342285 0.725231895 0.13685330
#> 148 2284.91900 370.00000 -1.546852581 -0.449872930 0.07798645
#> 149 2155.42176 11348.00000 3.037889496 NaN NaN
#> 150 5825.67237 4156.00000 -0.567231956 -0.106832557 0.03425686
#> 151 1422.98622 387.00000 -1.272364352 -0.434817057 0.10457317
#> 152 854.64811 1072.00000 0.339216475 0.061600618 0.03192460
#> 153 381.06843 903.16607 1.039003220 NaN NaN
#> 154 876.15240 1088.00000 0.222287131 0.052291788 0.05243798
#> 155 609.84200 784.00000 0.271796088 0.050208927 0.03299912
#> 156 624.30955 3053.00000 3.717878240 NaN NaN
#> 157 -3851.81955 4103.00000 0.989022608 0.147651518 0.02180170
#> 158 57914.54438 78937.00000 2.558970737 NaN NaN
#> 159 6866.98540 14448.00000 2.298898799 0.611545989 0.06608827
#> 160 5180.28851 11708.00000 2.317945645 0.374994491 0.02550486
#> 161 4729.55598 6981.00000 0.761911806 0.113270733 0.02162379
#> 162 6349.62286 6404.00000 0.014477245 0.003393288 0.05207663
#> 163 2270.86217 3191.00000 0.701247064 0.194169016 0.07120913
#> 164 3598.21649 1007.00000 -0.892969951 -0.171310199 0.03549737
#> 165 651.35381 1879.00000 3.156816733 NaN NaN
#> 166 510.09208 696.00000 0.292383279 0.065299432 0.04750887
#> 167 486.60615 455.00000 -0.089234031 -0.030929362 0.10725296
#> 168 1376.16459 1512.00000 0.162576204 0.050116815 0.08678160
#> 169 4286.22464 8749.00000 1.535488238 0.217087020 0.01959655
#> 170 417.39097 45.00000 -0.771058306 -0.195230244 0.06024675
#> 171 5249.51595 863.00000 -1.095293473 -0.331593685 0.08395885
#> 172 -3225.69941 739.00000 0.489625548 0.072798281 0.02162809
#> 173 1975.04387 5848.00000 2.667125765 NaN NaN
#> 174 48295.44720 47888.00000 -0.050139862 -0.006956754 0.01888713
#> 175 89112.55113 138672.00000 5.997482582 NaN NaN
#> 176 21564.28179 28370.00000 0.842254705 0.112282563 0.01746173
#> 177 883.84906 0.00000 -0.949112680 -0.217993667 0.05011012
#> 178 985.98434 5084.00000 4.688376866 NaN NaN
#> 179 890.04590 566.00000 -0.375751986 -0.059935601 0.02481165
#> 180 7378.50389 0.00000 -3.000061623 -1.014827405 0.10267693
#> 181 7573.93820 7220.00000 -0.125273099 -0.044348761 0.11137002
#> 182 8156.36642 6665.00000 -0.417495084 -0.164760417 0.13475426
#> 183 5309.38940 5484.00000 0.046375431 0.010341933 0.04737503
#> 184 13901.89830 22687.00000 1.092330152 0.148662951 0.01818558
#> 185 4836.51749 11144.00000 1.823732054 0.442517597 0.05560244
#> 186 -3644.99520 1386.00000 0.622174146 0.092758811 0.02174398
#> 187 5568.28253 2357.00000 -0.868821437 -0.189942494 0.04561491
#> 188 1703.57223 2196.00000 0.326229655 0.076342886 0.05192006
#> 189 -1763.81123 4214.00000 0.740144751 0.109021574 0.02123585
#> 190 2064.77450 7117.00000 3.182860427 NaN NaN
#> 191 980.93495 0.00000 -1.147796420 -0.161350830 0.01937823
#> 192 1356.19654 1491.00000 0.160729168 0.047340366 0.07982590
#> 193 112.56796 178.00000 0.189260901 0.078508055 0.14680906
#> 194 338.42483 15.00000 -0.670857210 -0.181406446 0.06813909
#> 195 7810.46290 5125.00000 -0.649328251 -0.178181131 0.07002695
#> 196 25260.29653 13044.00000 -1.533855778 -0.203473224 0.01729297
#> 197 13.71937 563.00000 1.976417089 1.026676840 0.21250075
#> 198 4501.59930 2689.00000 -0.611729710 -0.088188437 0.02035967
#> 199 191287.31148 205308.00000 1.891727145 0.733834088 0.13079758
#> 200 861.15965 674.00000 -0.198981049 -0.057696461 0.07755592
#> 201 2136.91878 1531.00000 -0.205334454 -0.039067072 0.03493453
#> 202 6714.55540 262.00000 -2.324258481 -0.546945405 0.05247012
#> 203 8242.38165 6421.00000 -0.512928339 -0.207853362 0.14104875
#> 204 1777.35049 0.00000 -1.198341343 -0.238237444 0.03802109
#> 205 883.61941 169.00000 -0.833593104 -0.134823202 0.02549215
#> 206 7819.55322 829.00000 -2.593502207 -0.790784992 0.08506194
#> 207 571.76951 0.00000 -0.903864868 -0.178596981 0.03757576
#> 208 5741.08931 6358.00000 0.147085083 0.039837823 0.06834534
#> 209 1022.24815 1092.00000 0.080551577 0.011358605 0.01949625
#> 210 -3865.93725 1371.00000 0.647853702 0.096727261 0.02180565
#> 211 576.33821 633.00000 0.088526434 0.017343651 0.03696389
#> 212 343.61377 25.00000 -0.657660718 -0.165505618 0.05955975
#> 213 8673.65066 8113.00000 -0.198712557 -0.072616619 0.11781034
#> 214 4269.94202 5161.00000 0.299730779 0.042331017 0.01955589
#> 215 1131.26910 1435.00000 0.352634715 0.059379853 0.02757307
#> 216 1649.74888 572.00000 -0.726190101 -0.197241080 0.06870397
#> 217 8652.11923 2162.00000 -2.044514570 -0.938290935 0.17397532
#> 218 2139.46813 2002.00000 -0.094486716 -0.035304220 0.12250564
#> 219 3242.48154 0.00000 -0.921580322 -0.357915337 0.13106363
#> 220 13036.48308 7228.00000 -0.717893052 -0.098013146 0.01829904
#> 221 15514.14002 9927.00000 -0.690185564 -0.093420066 0.01799136
#> 222 1957.67702 4074.00000 1.452109324 0.327411823 0.04837871
#> 223 -4249.93879 0.00000 0.525099211 0.078598101 0.02191384
#> 224 2217.48090 846.00000 -1.055626027 -0.254799489 0.05505341
#> 225 3597.13547 0.00000 -1.013536638 -0.352500336 0.10790715
#> 226 2090.77081 2720.00000 0.427615859 0.139653279 0.09637871
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#> AnModel AsigmaHat AseEstimate AseRobust BestimateOrig Bcoef
#> 1 NA NA NA NA NA NA
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#> 237 NA NA NA NA NA NA
#> 238 NA NA NA NA NA NA
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#> BcoefB BnModel BsigmaHat BseEstimate BseRobust seRobust seEstimate
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#> cv
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#> 33 NA
#> 34 NA
#> 35 NA
#> 36 NA
#> 37 NA
#> 38 NA
#> 39 NA
#> 40 NA
#> 41 NA
#> 42 NA
#> 43 NA
#> 44 NA
#> 45 NA
#> 46 NA
#> 47 NA
#> 48 NA
#> 49 NA
#> 50 NA
#> 51 NA
#> 52 NA
#> 53 NA
#> 54 NA
#> 55 NA
#> 56 NA
#> 57 NA
#> 58 NA
#> 59 NA
#> 60 NA
#> 61 NA
#> 62 NA
#> 63 NA
#> 64 NA
#> 65 NA
#> 66 NA
#> 67 NA
#> 68 NA
#> 69 NA
#> 70 NA
#> 71 NA
#> 72 NA
#> 73 NA
#> 74 NA
#> 75 NA
#> 76 NA
#> 77 NA
#> 78 NA
#> 79 NA
#> 80 NA
#> 81 NA
#> 82 NA
#> 83 NA
#> 84 NA
#> 85 NA
#> 86 NA
#> 87 NA
#> 88 NA
#> 89 NA
#> 90 NA
#> 91 NA
#> 92 NA
#> 93 NA
#> 94 NA
#> 95 NA
#> 96 NA
#> 97 NA
#> 98 NA
#> 99 NA
#> 100 NA
#> 101 NA
#> 102 NA
#> 103 NA
#> 104 NA
#> 105 NA
#> 106 NA
#> 107 NA
#> 108 NA
#> 109 NA
#> 110 NA
#> 111 NA
#> 112 NA
#> 113 NA
#> 114 NA
#> 115 NA
#> 116 NA
#> 117 NA
#> 118 NA
#> 119 NA
#> 120 NA
#> 121 NA
#> 122 NA
#> 123 NA
#> 124 NA
#> 125 NA
#> 126 NA
#> 127 NA
#> 128 NA
#> 129 NA
#> 130 NA
#> 131 NA
#> 132 NA
#> 133 NA
#> 134 NA
#> 135 NA
#> 136 NA
#> 137 NA
#> 138 NA
#> 139 NA
#> 140 NA
#> 141 NA
#> 142 NA
#> 143 NA
#> 144 NA
#> 145 NA
#> 146 NA
#> 147 NA
#> 148 NA
#> 149 NA
#> 150 NA
#> 151 NA
#> 152 NA
#> 153 NA
#> 154 NA
#> 155 NA
#> 156 NA
#> 157 NA
#> 158 NA
#> 159 NA
#> 160 NA
#> 161 NA
#> 162 NA
#> 163 NA
#> 164 NA
#> 165 NA
#> 166 NA
#> 167 NA
#> 168 NA
#> 169 NA
#> 170 NA
#> 171 NA
#> 172 NA
#> 173 NA
#> 174 NA
#> 175 NA
#> 176 NA
#> 177 NA
#> 178 NA
#> 179 NA
#> 180 NA
#> 181 NA
#> 182 NA
#> 183 NA
#> 184 NA
#> 185 NA
#> 186 NA
#> 187 NA
#> 188 NA
#> 189 NA
#> 190 NA
#> 191 NA
#> 192 NA
#> 193 NA
#> 194 NA
#> 195 NA
#> 196 NA
#> 197 NA
#> 198 NA
#> 199 NA
#> 200 NA
#> 201 NA
#> 202 NA
#> 203 NA
#> 204 NA
#> 205 NA
#> 206 NA
#> 207 NA
#> 208 NA
#> 209 NA
#> 210 NA
#> 211 NA
#> 212 NA
#> 213 NA
#> 214 NA
#> 215 NA
#> 216 NA
#> 217 NA
#> 218 NA
#> 219 NA
#> 220 NA
#> 221 NA
#> 222 NA
#> 223 NA
#> 224 NA
#> 225 NA
#> 226 NA
#> 227 NA
#> 228 NA
#> 229 NA
#> 230 NA
#> 231 NA
#> 232 NA
#> 233 NA
#> 234 NA
#> 235 NA
#> 236 NA
#> 237 NA
#> 238 NA
#> 239 NA
#> 240 NA
#> 241 NA
#> 242 NA
#> 243 NA
#> 244 NA
#> 245 NA
#> 246 NA
#> 247 NA
#> 248 NA
#> 249 NA
#> 250 NA
#> 251 NA
#> 252 NA
#> 253 NA
#> 254 NA
#> 255 NA
#> 256 NA
#> 257 NA
#> 258 NA
#> 259 NA
#> 260 NA
#> 261 NA
#> 262 NA
#> 263 NA
#> 264 NA
#> 265 NA
#> 266 NA
#> 267 NA
#> 268 NA
#> 269 NA
#> 270 NA
#> 271 NA
#> 272 NA
#> 273 NA
#> 274 NA
#> 275 NA
#> 276 NA
#> 277 NA
#> 278 NA
#> 279 NA
#> 280 NA
#> 281 NA
#> 282 NA
#> 283 NA
#> 284 NA
#> 285 NA
#> 286 NA
#> 287 NA
#> 288 NA
#> 289 NA
#> 290 NA
#> 291 NA
#> 292 NA
#> 293 NA
#> 294 NA
#> 295 NA
#> 296 NA
#> 297 NA
#> 298 NA
#> 299 NA
#> 300 NA
#> 301 NA
#> 302 NA
#> 303 NA
#> 304 NA
#> 305 NA
#> 306 NA
#> 307 NA
#> 308 NA
#> 309 NA
#> 310 NA
#> 311 NA
#> 312 NA
#> 313 NA
#> 314 NA
#> 315 NA
#> 316 NA
#> 317 NA
#> 318 NA
#> 319 NA
#> 320 NA
#> 321 NA
#> 322 NA
#> 323 NA
#> 324 NA
#> 325 NA
#> 326 NA
#> 327 NA
#> 328 NA
#> 329 NA
#> 330 NA
#> 331 NA
#> 332 NA
#> 333 NA
#> 334 NA
#> 335 NA
#> 336 NA
#> 337 NA
#> 338 NA
#> 339 NA
#> 340 NA
#> 341 NA
#> 342 NA
#> 343 NA
#> 344 NA
#> 345 NA
#> 346 NA
#> 347 NA
#> 348 NA
#> 349 NA
#> 350 NA
#> 351 NA
#> 352 NA
#> 353 NA
#> 354 NA
#> 355 NA
#> 356 NA
#> 357 NA
#> 358 NA
#> 359 NA
#> 360 NA
#> 361 NA
#> 362 NA
#> 363 NA
#> 364 NA
#> 365 NA
#> 366 NA
#> 367 NA
#> 368 NA
#> 369 NA
#> 370 NA
#> 371 NA
#> 372 NA
#> 373 NA
#> 374 NA
#> 375 NA
#> 376 NA
#> 377 NA
#> 378 NA
#> 379 NA
#> 380 NA
#> 381 NA
#> 382 NA
#> 383 NA
#> 384 NA
#> 385 NA
#> 386 NA
#> 387 NA
#> 388 NA
#> 389 NA
#> 390 NA
#> 391 NA
#> 392 NA
#> 393 NA
#> 394 NA
#> 395 NA
#> 396 NA
#> 397 NA
#> 398 NA
#> 399 NA
#> 400 NA
#> 401 NA
#> 402 NA
#> 403 NA
#> 404 NA
#> 405 NA
#> 406 NA
#> 407 NA
#> 408 NA
#> 409 NA
#> 410 NA
#> 411 NA
#> 412 NA
#> 413 NA
#> 414 NA
#> 415 NA
#> 416 NA
#> 417 NA
#> 418 NA
#> 419 NA
#> 420 NA
#> 421 NA
#> 422 NA
#> 423 NA
#> 424 NA
#> 425 NA
#> 426 NA
#> 427 NA
#> 428 NA
#> 429 0.3135970
#> 430 3.0856771
#> 431 6.2349153
#> 432 0.0000000
#> 433 5.7187630
#> 434 0.0000000
#> 435 0.0000000
#> 436 0.0000000
#> 437 2.7185239
#> 438 0.0000000
#> 439 3.9440994
#> 440 0.0000000
#> 441 0.2511731
ImputeRegression2TallSmall(w, strataName = names(w)[2])
#> ID estimate nImputed cv
#> 1 101 2792.00000 0 NA
#> 2 104 11319.00000 0 NA
#> 3 105 32854.00000 0 NA
#> 4 106 42362.00000 0 NA
#> 5 111 3278.00000 0 NA
#> 6 118 853.00000 0 NA
#> 7 119 1531.00000 0 NA
#> 8 121 103.00000 0 NA
#> 9 122 2226.00000 0 NA
#> 10 123 2512.00000 0 NA
#> 11 124 6721.00000 0 NA
#> 12 125 10538.00000 0 NA
#> 13 127 0.00000 0 NA
#> 14 128 474.00000 0 NA
#> 15 135 1507.00000 0 NA
#> 16 136 5491.00000 0 NA
#> 17 137 331.00000 0 NA
#> 18 138 811.00000 0 NA
#> 19 211 9867.00000 0 NA
#> 20 213 22914.00000 0 NA
#> 21 214 9635.00000 0 NA
#> 22 215 7751.00000 0 NA
#> 23 216 10648.00000 0 NA
#> 24 217 14146.00000 0 NA
#> 25 219 97383.00000 0 NA
#> 26 220 53067.00000 0 NA
#> 27 221 0.00000 0 NA
#> 28 226 4400.00000 0 NA
#> 29 227 1353.00000 0 NA
#> 30 228 11010.00000 0 NA
#> 31 229 2809.00000 0 NA
#> 32 230 23871.00000 0 NA
#> 33 231 41227.00000 0 NA
#> 34 233 9878.00000 0 NA
#> 35 234 400.00000 0 NA
#> 36 235 23717.00000 0 NA
#> 37 236 112.00000 0 NA
#> 38 237 13445.00000 0 NA
#> 39 238 4830.00000 0 NA
#> 40 239 1245.00000 0 NA
#> 41 301 455113.00000 0 NA
#> 42 402 10354.00000 0 NA
#> 43 403 23153.00000 0 NA
#> 44 412 7146.00000 0 NA
#> 45 415 3649.00000 0 NA
#> 46 417 616.00000 0 NA
#> 47 418 2657.00000 0 NA
#> 48 419 2904.00000 0 NA
#> 49 420 1440.00000 0 NA
#> 50 423 1537.00000 0 NA
#> 51 425 1500.00000 0 NA
#> 52 426 801.57418 1 NA
#> 53 427 7919.00000 0 NA
#> 54 428 10.00000 0 NA
#> 55 429 0.00000 0 NA
#> 56 430 309.00000 0 NA
#> 57 432 742.00000 0 NA
#> 58 434 409.00000 0 NA
#> 59 436 569.00000 0 NA
#> 60 437 1909.00000 0 NA
#> 61 438 830.00000 0 NA
#> 62 439 0.00000 0 NA
#> 63 441 1828.00000 0 NA
#> 64 501 20635.00000 0 NA
#> 65 502 7666.00000 0 NA
#> 66 511 1256.00000 0 NA
#> 67 512 742.00000 0 NA
#> 68 513 3199.00000 0 NA
#> 69 514 1598.41840 1 NA
#> 70 515 1721.00000 0 NA
#> 71 516 7149.00000 0 NA
#> 72 517 4099.00000 0 NA
#> 73 519 0.00000 0 NA
#> 74 520 1576.00000 0 NA
#> 75 521 1535.00000 0 NA
#> 76 522 5721.00000 0 NA
#> 77 528 824.00000 0 NA
#> 78 529 1803.00000 0 NA
#> 79 532 3715.00000 0 NA
#> 80 533 1433.00000 0 NA
#> 81 534 3384.00000 0 NA
#> 82 536 1961.00000 0 NA
#> 83 538 445.00000 0 NA
#> 84 540 0.00000 0 NA
#> 85 541 1097.00000 0 NA
#> 86 542 5303.00000 0 NA
#> 87 543 801.00000 0 NA
#> 88 544 0.00000 0 NA
#> 89 545 140.00000 0 NA
#> 90 602 56116.00000 0 NA
#> 91 604 0.00000 0 NA
#> 92 605 15997.00000 0 NA
#> 93 612 2624.00000 0 NA
#> 94 615 1145.00000 0 NA
#> 95 616 1726.00000 0 NA
#> 96 617 2957.00000 0 NA
#> 97 618 1291.00000 0 NA
#> 98 619 690.00000 0 NA
#> 99 620 1208.00000 0 NA
#> 100 621 106.00000 0 NA
#> 101 622 260.00000 0 NA
#> 102 623 3835.00000 0 NA
#> 103 624 7781.00000 0 NA
#> 104 625 5406.00000 0 NA
#> 105 626 20942.00000 0 NA
#> 106 627 4783.00000 0 NA
#> 107 628 16.00000 0 NA
#> 108 631 1216.00000 0 NA
#> 109 632 304.00000 0 NA
#> 110 633 1873.00000 0 NA
#> 111 701 2934.00000 0 NA
#> 112 702 2043.00000 0 NA
#> 113 704 29885.00000 0 NA
#> 114 706 20503.00000 0 NA
#> 115 709 14068.00000 0 NA
#> 116 711 781.00000 0 NA
#> 117 713 2501.00000 0 NA
#> 118 714 2201.00000 0 NA
#> 119 716 3876.00000 0 NA
#> 120 719 1232.00000 0 NA
#> 121 720 2907.00000 0 NA
#> 122 722 7164.00000 0 NA
#> 123 723 1143.00000 0 NA
#> 124 728 0.00000 0 NA
#> 125 805 12781.00000 0 NA
#> 126 806 72675.00000 0 NA
#> 127 807 9812.00000 0 NA
#> 128 811 106.00000 0 NA
#> 129 814 6103.00000 0 NA
#> 130 815 4926.00000 0 NA
#> 131 817 1600.00000 0 NA
#> 132 819 2033.00000 0 NA
#> 133 821 265.00000 0 NA
#> 134 822 447.00000 0 NA
#> 135 826 3801.00000 0 NA
#> 136 827 0.00000 0 NA
#> 137 828 1015.00000 0 NA
#> 138 829 2806.00000 0 NA
#> 139 830 377.00000 0 NA
#> 140 831 1587.00000 0 NA
#> 141 833 2287.00000 0 NA
#> 142 834 0.00000 0 NA
#> 143 901 2037.00000 0 NA
#> 144 904 8696.00000 0 NA
#> 145 906 23978.00000 0 NA
#> 146 911 0.00000 0 NA
#> 147 912 2438.00000 0 NA
#> 148 914 370.00000 0 NA
#> 149 919 11348.00000 0 NA
#> 150 926 4156.00000 0 NA
#> 151 928 387.00000 0 NA
#> 152 929 1072.00000 0 NA
#> 153 935 903.16607 1 NA
#> 154 937 1088.00000 0 NA
#> 155 938 784.00000 0 NA
#> 156 940 3053.00000 0 NA
#> 157 941 4103.00000 0 NA
#> 158 1001 78937.00000 0 NA
#> 159 1002 14448.00000 0 NA
#> 160 1003 11708.00000 0 NA
#> 161 1004 6981.00000 0 NA
#> 162 1014 6404.00000 0 NA
#> 163 1017 3191.00000 0 NA
#> 164 1018 1007.00000 0 NA
#> 165 1021 1879.00000 0 NA
#> 166 1026 696.00000 0 NA
#> 167 1027 455.00000 0 NA
#> 168 1029 1512.00000 0 NA
#> 169 1032 8749.00000 0 NA
#> 170 1034 45.00000 0 NA
#> 171 1037 863.00000 0 NA
#> 172 1046 739.00000 0 NA
#> 173 1101 5848.00000 0 NA
#> 174 1102 47888.00000 0 NA
#> 175 1103 138672.00000 0 NA
#> 176 1106 28370.00000 0 NA
#> 177 1111 0.00000 0 NA
#> 178 1112 5084.00000 0 NA
#> 179 1114 566.00000 0 NA
#> 180 1119 0.00000 0 NA
#> 181 1120 7220.00000 0 NA
#> 182 1121 6665.00000 0 NA
#> 183 1122 5484.00000 0 NA
#> 184 1124 22687.00000 0 NA
#> 185 1127 11144.00000 0 NA
#> 186 1129 1386.00000 0 NA
#> 187 1130 2357.00000 0 NA
#> 188 1133 2196.00000 0 NA
#> 189 1134 4214.00000 0 NA
#> 190 1135 7117.00000 0 NA
#> 191 1141 0.00000 0 NA
#> 192 1142 1491.00000 0 NA
#> 193 1144 178.00000 0 NA
#> 194 1145 15.00000 0 NA
#> 195 1146 5125.00000 0 NA
#> 196 1149 13044.00000 0 NA
#> 197 1151 563.00000 0 NA
#> 198 1160 2689.00000 0 NA
#> 199 1201 205308.00000 0 NA
#> 200 1211 674.00000 0 NA
#> 201 1216 1531.00000 0 NA
#> 202 1219 262.00000 0 NA
#> 203 1221 6421.00000 0 NA
#> 204 1222 0.00000 0 NA
#> 205 1223 169.00000 0 NA
#> 206 1224 829.00000 0 NA
#> 207 1227 0.00000 0 NA
#> 208 1228 6358.00000 0 NA
#> 209 1231 1092.00000 0 NA
#> 210 1232 1371.00000 0 NA
#> 211 1233 633.00000 0 NA
#> 212 1234 25.00000 0 NA
#> 213 1235 8113.00000 0 NA
#> 214 1238 5161.00000 0 NA
#> 215 1241 1435.00000 0 NA
#> 216 1242 572.00000 0 NA
#> 217 1243 2162.00000 0 NA
#> 218 1244 2002.00000 0 NA
#> 219 1245 0.00000 0 NA
#> 220 1246 7228.00000 0 NA
#> 221 1247 9927.00000 0 NA
#> 222 1251 4074.00000 0 NA
#> 223 1252 0.00000 0 NA
#> 224 1253 846.00000 0 NA
#> 225 1256 0.00000 0 NA
#> 226 1259 2720.00000 0 NA
#> 227 1260 2169.00000 0 NA
#> 228 1263 8647.00000 0 NA
#> 229 1264 4004.00000 0 NA
#> 230 1265 1303.00000 0 NA
#> 231 1266 1542.00000 0 NA
#> 232 1401 14126.00000 0 NA
#> 233 1411 0.00000 0 NA
#> 234 1412 658.00000 0 NA
#> 235 1413 387.00000 0 NA
#> 236 1416 12094.00000 0 NA
#> 237 1417 0.00000 0 NA
#> 238 1418 1048.00000 0 NA
#> 239 1419 2397.00000 0 NA
#> 240 1420 397.00000 0 NA
#> 241 1421 0.00000 0 NA
#> 242 1422 0.00000 0 NA
#> 243 1424 8456.00000 0 NA
#> 244 1426 11700.00000 0 NA
#> 245 1428 0.00000 0 NA
#> 246 1429 1079.00000 0 NA
#> 247 1430 285.00000 0 NA
#> 248 1431 208.42510 1 NA
#> 249 1432 5772.00000 0 NA
#> 250 1433 94.00000 0 NA
#> 251 1438 758.00000 0 NA
#> 252 1439 1895.00000 0 NA
#> 253 1441 0.00000 0 NA
#> 254 1443 3038.00000 0 NA
#> 255 1444 0.00000 0 NA
#> 256 1445 8526.00000 0 NA
#> 257 1449 2281.00000 0 NA
#> 258 1502 24205.00000 0 NA
#> 259 1504 22851.00000 0 NA
#> 260 1505 7486.00000 0 NA
#> 261 1511 1064.00000 0 NA
#> 262 1514 405.00000 0 NA
#> 263 1515 3423.00000 0 NA
#> 264 1516 5817.00000 0 NA
#> 265 1517 1780.00000 0 NA
#> 266 1519 932.00000 0 NA
#> 267 1520 3974.00000 0 NA
#> 268 1523 3098.00000 0 NA
#> 269 1524 601.00000 0 NA
#> 270 1525 461.00000 0 NA
#> 271 1526 1101.62003 1 NA
#> 272 1528 3714.00000 0 NA
#> 273 1529 3436.00000 0 NA
#> 274 1531 2024.00000 0 NA
#> 275 1532 2111.00000 0 NA
#> 276 1534 1115.00000 0 NA
#> 277 1535 2432.00000 0 NA
#> 278 1539 3288.00000 0 NA
#> 279 1543 554.00000 0 NA
#> 280 1545 0.00000 0 NA
#> 281 1546 0.00000 0 NA
#> 282 1547 1770.00000 0 NA
#> 283 1548 1287.00000 0 NA
#> 284 1551 2093.00000 0 NA
#> 285 1554 1862.00000 0 NA
#> 286 1557 1061.00000 0 NA
#> 287 1560 980.00000 0 NA
#> 288 1563 7244.00000 0 NA
#> 289 1566 5687.00000 0 NA
#> 290 1567 0.00000 0 NA
#> 291 1571 958.00000 0 NA
#> 292 1573 1105.00000 0 NA
#> 293 1576 1765.00000 0 NA
#> 294 1601 77340.00000 0 NA
#> 295 1612 3297.00000 0 NA
#> 296 1613 318.21004 1 NA
#> 297 1617 14.00000 0 NA
#> 298 1620 3938.00000 0 NA
#> 299 1621 5014.00000 0 NA
#> 300 1622 1070.00000 0 NA
#> 301 1624 388.00000 0 NA
#> 302 1627 2042.00000 0 NA
#> 303 1630 2.00000 0 NA
#> 304 1632 0.00000 0 NA
#> 305 1633 564.00000 0 NA
#> 306 1634 5541.00000 0 NA
#> 307 1635 1462.00000 0 NA
#> 308 1636 0.00000 0 NA
#> 309 1638 7918.00000 0 NA
#> 310 1640 0.00000 0 NA
#> 311 1644 1926.00000 0 NA
#> 312 1648 5310.00000 0 NA
#> 313 1653 12273.00000 0 NA
#> 314 1657 1835.00000 0 NA
#> 315 1662 2014.00000 0 NA
#> 316 1663 14395.00000 0 NA
#> 317 1664 2009.00000 0 NA
#> 318 1665 3413.00000 0 NA
#> 319 1702 2123.00000 0 NA
#> 320 1703 9687.00000 0 NA
#> 321 1711 3978.00000 0 NA
#> 322 1714 23850.00000 0 NA
#> 323 1717 0.00000 0 NA
#> 324 1718 1291.00000 0 NA
#> 325 1719 25837.00000 0 NA
#> 326 1721 3302.00000 0 NA
#> 327 1724 473.00000 0 NA
#> 328 1725 0.00000 0 NA
#> 329 1736 0.00000 0 NA
#> 330 1738 1379.00000 0 NA
#> 331 1739 297.00000 0 NA
#> 332 1740 0.00000 0 NA
#> 333 1742 3258.00000 0 NA
#> 334 1743 0.00000 0 NA
#> 335 1744 331.00000 0 NA
#> 336 1748 85.00000 0 NA
#> 337 1749 405.00000 0 NA
#> 338 1750 5225.00000 0 NA
#> 339 1751 607.00000 0 NA
#> 340 1755 0.00000 0 NA
#> 341 1756 132.00000 0 NA
#> 342 1804 32268.00000 0 NA
#> 343 1805 13906.00000 0 NA
#> 344 1811 0.00000 0 NA
#> 345 1812 1226.00000 0 NA
#> 346 1813 5188.00000 0 NA
#> 347 1815 169.58854 1 NA
#> 348 1816 129.60255 1 NA
#> 349 1818 641.70765 1 NA
#> 350 1820 5115.00000 0 NA
#> 351 1822 594.00000 0 NA
#> 352 1824 8888.00000 0 NA
#> 353 1825 22.00000 0 NA
#> 354 1826 1127.00000 0 NA
#> 355 1827 389.08770 1 NA
#> 356 1828 354.00000 0 NA
#> 357 1832 1770.00000 0 NA
#> 358 1833 20207.00000 0 NA
#> 359 1834 538.02910 1 NA
#> 360 1835 848.90713 1 NA
#> 361 1836 14.00000 0 NA
#> 362 1837 2027.00000 0 NA
#> 363 1838 744.00000 0 NA
#> 364 1839 0.00000 0 NA
#> 365 1840 1320.39177 1 NA
#> 366 1841 8214.00000 0 NA
#> 367 1845 898.81220 1 NA
#> 368 1848 2327.00000 0 NA
#> 369 1849 845.89144 1 NA
#> 370 1850 903.00017 1 NA
#> 371 1851 1529.00000 0 NA
#> 372 1852 377.86073 1 NA
#> 373 1853 684.46408 1 NA
#> 374 1854 636.93584 1 NA
#> 375 1856 22.00000 0 NA
#> 376 1857 0.00000 0 NA
#> 377 1859 147.00000 0 NA
#> 378 1860 1959.00000 0 NA
#> 379 1865 2793.00000 0 NA
#> 380 1866 4907.00000 0 NA
#> 381 1867 505.13113 1 NA
#> 382 1868 2105.00000 0 NA
#> 383 1870 9559.00000 0 NA
#> 384 1871 3177.00000 0 NA
#> 385 1874 0.00000 0 NA
#> 386 1902 31866.00000 0 NA
#> 387 1903 15689.00000 0 NA
#> 388 1911 4104.00000 0 NA
#> 389 1913 2090.00000 0 NA
#> 390 1917 891.00000 0 NA
#> 391 1919 0.00000 0 NA
#> 392 1920 0.00000 0 NA
#> 393 1922 3766.93177 1 NA
#> 394 1923 3622.00000 0 NA
#> 395 1924 5510.00000 0 NA
#> 396 1925 1854.80849 1 NA
#> 397 1926 146.00000 0 NA
#> 398 1927 0.00000 0 NA
#> 399 1928 0.00000 0 NA
#> 400 1929 225.00000 0 NA
#> 401 1931 1766.00000 0 NA
#> 402 1933 712.00000 0 NA
#> 403 1936 997.00000 0 NA
#> 404 1938 591.00000 0 NA
#> 405 1939 1061.00000 0 NA
#> 406 1940 595.00000 0 NA
#> 407 1941 629.00000 0 NA
#> 408 1942 969.00000 0 NA
#> 409 1943 0.00000 0 NA
#> 410 2002 8367.00000 0 NA
#> 411 2003 1913.00000 0 NA
#> 412 2004 17871.00000 0 NA
#> 413 2011 1708.00000 0 NA
#> 414 2012 14343.00000 0 NA
#> 415 2014 0.00000 0 NA
#> 416 2015 24.00000 0 NA
#> 417 2017 530.00000 0 NA
#> 418 2018 653.00000 0 NA
#> 419 2019 2742.00000 0 NA
#> 420 2020 0.00000 0 NA
#> 421 2021 4038.00000 0 NA
#> 422 2022 1667.00000 0 NA
#> 423 2023 1569.00000 0 NA
#> 424 2024 1048.00000 0 NA
#> 425 2025 1394.91053 1 NA
#> 426 2027 -90.48924 1 NA
#> 427 2028 1607.27603 1 NA
#> 428 2030 19083.00000 0 NA
#> 429 13 2033595.51076 1 0.3135970
#> 430 3 87847.62621 3 3.0856771
#> 431 5 18440.98283 7 6.2349153
#> 432 1 21086.00000 0 0.0000000
#> 433 4 6678.63165 2 5.7187630
#> 434 10 57945.00000 0 0.0000000
#> 435 11 219433.00000 0 0.0000000
#> 436 8 150654.00000 0 0.0000000
#> 437 2 66477.84304 6 2.7185239
#> 438 7 125085.00000 0 0.0000000
#> 439 6 43495.66696 6 3.9440994
#> 440 12 140472.00000 0 0.0000000
#> 441 Total 2971211.26143 25 0.2511731
ImputeRegression2Wide(w, strataName = names(w)[2])
#> id x1 x2 y strata Acategory123 AestimateYHat ArStud
#> 1 101 9020 30544 2792 13 1 10976.39709 -1.334608331
#> 2 104 12815 32182 11319 13 1 15848.65157 -0.728401521
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#> 342 1804 15263 50488 32268 13 1 18991.54458 2.225521895
#> 343 1805 10530 18787 13906 11 1 7559.50846 2.518935900
#> 344 1811 0 1465 0 5 1 191.11032 -0.674518094
#> 345 1812 2200 2031 1226 3 1 1721.30083 -0.336477389
#> 346 1813 2920 7962 5188 11 1 2889.98372 0.835257008
#> 347 1815 0 1244 NA 6 3 169.58854 NA
#> 348 1816 112 507 NA 4 3 129.60255 NA
#> 349 1818 NA 1743 NA 2 0 NA NA
#> 350 1820 5845 7437 5115 12 1 5989.83987 -0.283230154
#> 351 1822 900 2216 594 2 1 614.38265 -0.033074344
#> 352 1824 11200 13427 8888 12 1 9876.90338 -0.333626151
#> 353 1825 NA 1462 22 5 0 NA NA
#> 354 1826 1955 1465 1127 6 1 1147.34547 -0.028465628
#> 355 1827 NA 1402 NA 5 0 NA NA
#> 356 1828 0 1838 354 6 1 169.58854 0.265914908
#> 357 1832 3716 4486 1770 3 1 2817.12291 -0.722180702
#> 358 1833 10751 26039 20207 13 1 13198.76139 1.136306575
#> 359 1834 1260 1923 NA 4 3 538.02910 NA
#> 360 1835 1770 478 NA 5 3 848.90713 NA
#> 361 1836 0 1268 14 5 1 191.11032 -0.623854815
#> 362 1837 2315 6471 2027 12 1 3427.49921 -0.472552667
#> 363 1838 0 2043 744 6 1 169.58854 0.836626326
#> 364 1839 0 1034 0 6 1 169.58854 -0.244497750
#> 365 1840 NA 4700 NA 2 0 NA NA
#> 366 1841 6132 9604 8214 12 1 6198.16615 0.660989839
#> 367 1845 NA 1963 NA 6 0 NA NA
#> 368 1848 5800 2543 2327 3 1 4323.51687 -1.571801989
#> 369 1849 NA 1824 NA 6 0 NA NA
#> 370 1850 NA 1974 NA 6 0 NA NA
#> 371 1851 NA 2144 1529 5 0 NA NA
#> 372 1852 NA 1283 NA 5 0 NA NA
#> 373 1853 NA 1400 NA 6 0 NA NA
#> 374 1854 950 2556 NA 2 3 636.93584 NA
#> 375 1856 1850 551 22 6 1 1094.83167 -1.557236431
#> 376 1857 320 765 0 4 1 203.60318 -0.871521670
#> 377 1859 500 1336 147 5 1 376.92863 -0.800466879
#> 378 1860 11380 11198 1959 11 1 8081.07167 -2.445477691
#> 379 1865 18065 9350 2793 11 2 12183.01292 -2.919279132
#> 380 1866 5210 8082 4907 11 1 4295.13637 0.219848063
#> 381 1867 NA 2632 NA 5 0 NA NA
#> 382 1868 3321 4529 2105 2 1 1706.40846 0.652831144
#> 383 1870 NA 10214 9559 11 0 NA NA
#> 384 1871 NA 4980 3177 11 0 NA NA
#> 385 1874 NA 1062 0 5 0 NA NA
#> 386 1902 31859 73480 31866 13 1 40298.51043 -1.390968333
#> 387 1903 14981 24695 15689 13 1 18629.49564 -0.471226565
#> 388 1911 3750 3029 4104 6 2 2045.08138 2.691861729
#> 389 1913 4000 3041 2090 2 1 2012.68087 0.127796939
#> 390 1917 1500 1403 891 6 1 919.78568 -0.040201563
#> 391 1919 NA 1137 0 5 0 NA NA
#> 392 1920 NA 1051 0 6 0 NA NA
#> 393 1922 5030 4019 NA 3 3 3766.93177 NA
#> 394 1923 2164 2230 3622 13 1 2174.24249 0.233648760
#> 395 1924 5475 6741 5510 11 1 4457.74137 0.378583965
#> 396 1925 3650 3452 NA 2 3 1854.80849 NA
#> 397 1926 0 1158 146 5 1 191.11032 -0.157120016
#> 398 1927 0 1543 0 5 1 191.11032 -0.674518094
#> 399 1928 0 913 0 4 1 89.75606 -0.377080789
#> 400 1929 NA 915 225 5 0 NA NA
#> 401 1931 5837 11618 1766 12 1 5984.03286 -1.470273267
#> 402 1933 1800 5701 712 11 1 2202.74749 -0.542253051
#> 403 1936 1898 2282 997 6 1 1118.83798 -0.170456256
#> 404 1938 2500 2861 591 6 1 1419.91710 -1.196918928
#> 405 1939 1200 1865 1061 6 1 769.74625 0.408486346
#> 406 1940 0 2150 595 6 1 169.58854 0.616474509
#> 407 1941 2023 2920 629 3 1 1593.35854 -0.661651000
#> 408 1942 2560 4895 969 3 1 1981.52243 -0.691876211
#> 409 1943 0 1231 0 6 1 169.58854 -0.244497750
#> 410 2002 3910 2137 8367 3 2 2957.35345 3.546111875
#> 411 2003 NA 6160 1913 12 0 NA NA
#> 412 2004 19291 10455 17871 12 1 15749.96236 1.149653767
#> 413 2011 NA 2956 1708 3 0 NA NA
#> 414 2012 2649 20097 14343 12 2 3669.94164 3.267157228
#> 415 2014 0 951 0 6 1 169.58854 -0.244497750
#> 416 2015 0 1054 24 6 1 169.58854 -0.209843467
#> 417 2017 1600 1035 530 6 1 969.79882 -0.617948942
#> 418 2018 1572 1215 653 6 1 955.79514 -0.424070942
#> 419 2019 NA 3276 2742 3 0 NA NA
#> 420 2020 3790 3978 0 3 1 2870.61291 -2.166273860
#> 421 2021 3262 2668 4038 3 1 2488.95456 1.077200121
#> 422 2022 2011 1318 1667 6 1 1175.35283 0.693577895
#> 423 2023 2904 1139 1569 6 1 1621.97019 -0.075661117
#> 424 2024 1820 1000 1048 6 1 1079.82773 -0.044483724
#> 425 2025 2450 2922 NA 6 3 1394.91053 NA
#> 426 2027 400 959 NA 13 3 -90.48924 NA
#> 427 2028 NA 2211 NA 3 0 NA NA
#> 428 2030 NA 10227 19083 12 0 NA NA
#> Adffits Ahii AleaveOutResid Bcategory123 BestimateYHat
#> 1 -0.205106822 0.02307355 -8377.700379 1 17041.67552
#> 2 -0.103214127 0.01968353 -4620.601300 1 18197.91543
#> 3 -0.233389461 0.04116872 -7172.318803 1 34077.50816
#> 4 -0.262326541 0.06461497 -6452.005029 1 51222.75299
#> 5 0.161430995 0.04167284 1179.372692 1 2028.34305
#> 6 0.233351278 0.05382083 296.943917 1 389.27639
#> 7 -0.031702547 0.11936971 -58.404204 1 875.35126
#> 8 0.024418298 0.16417758 15.845405 1 157.72102
#> 9 -0.065019482 0.05509422 -377.892083 1 2308.20823
#> 10 -0.009529643 0.03295215 -147.845292 1 2242.75581
#> 11 -0.005073573 0.05870868 -82.286170 1 6903.42535
#> 12 NaN NaN 7390.533563 2 2098.11927
#> 13 -0.095811510 0.07170876 -224.525547 1 1100.51372
#> 14 -0.061608844 0.06714458 -669.193401 1 3980.55545
#> 15 -0.186740328 0.04567852 -2014.540196 1 1585.60406
#> 16 -0.241584790 0.07330214 -2056.932798 1 5762.94798
#> 17 -0.375277475 0.07064530 -836.691882 1 830.25856
#> 18 0.175046379 0.09151275 363.837627 1 824.65059
#> 19 -0.288738435 0.22429157 -1418.921372 1 6419.89602
#> 20 -0.108298846 0.02215768 -4570.126904 1 16841.91002
#> 21 0.383008951 0.04487152 3973.243706 1 7585.28267
#> 22 0.165847262 0.07415891 2368.019126 1 6937.32298
#> 23 -0.702557448 0.32834741 -2810.292108 1 7395.00494
#> 24 -0.002769756 0.02049605 -122.153991 1 14393.19437
#> 25 0.376613407 0.33045104 4124.777953 1 81844.75745
#> 26 0.185541306 0.06599981 4538.022216 1 37909.05285
#> 27 NaN NaN NA 1 5998.08794
#> 28 0.191782247 0.05746442 1849.490803 1 6786.52873
#> 29 -0.032019063 0.08287905 -260.402209 1 3657.00148
#> 30 0.486827428 0.06904244 4065.664325 1 6777.76254
#> 31 -0.542402350 0.06552277 -4563.557920 1 3397.10995
#> 32 -0.109325951 0.02298511 -4530.097713 1 21152.75074
#> 33 0.247780058 0.02766125 9209.950584 1 32555.61974
#> 34 -0.031825269 0.02288349 -1327.779869 1 11615.53624
#> 35 NaN NaN NA 1 1052.41389
#> 36 -0.060959973 0.02129318 -2633.218517 1 19614.62696
#> 37 -0.327443037 0.04670303 -3390.713947 2 8508.82581
#> 38 0.004678352 0.02116647 203.033231 1 12288.95069
#> 39 0.156727528 0.04791446 1659.271806 1 4117.48391
#> 40 0.035530271 0.02439030 142.893944 1 892.80012
#> 41 NaN NaN 224471.747778 1 460228.85443
#> 42 0.251924783 0.09587826 3139.108602 1 7844.08453
#> 43 -0.053615976 0.02071546 -2348.877722 1 16742.38021
#> 44 -0.022472441 0.02644674 -872.341211 1 19196.74294
#> 45 0.068587741 0.05183326 704.201248 1 1704.72102
#> 46 -0.384485296 0.05507864 -2081.122488 1 1795.35933
#> 47 0.044425676 0.05263346 264.472527 1 2315.56638
#> 48 -0.023315978 0.04947780 -245.423070 1 1866.12191
#> 49 -0.104556150 0.02664584 -1795.422074 1 2543.24416
#> 50 -0.001768187 0.03569435 -5.882205 1 1334.85139
#> 51 -0.108470502 0.02512849 -1916.759955 1 3515.76066
#> 52 NaN NaN NA 2 1104.64504
#> 53 -0.019186646 0.02561348 -756.844750 1 10325.88404
#> 54 NaN NaN NA 1 2826.70978
#> 55 -0.259382597 0.02560906 -986.051610 1 1258.19244
#> 56 -0.220756166 0.02452270 -864.244477 1 838.40440
#> 57 NaN NaN NA 1 1546.86207
#> 58 NaN NaN NA 1 648.29522
#> 59 -0.018823504 0.05320362 -24.797162 1 409.65474
#> 60 -0.206697531 0.12547880 -1848.431365 1 5041.80161
#> 61 NaN NaN NA 1 798.46830
#> 62 -0.222868101 0.03215538 -766.220798 1 607.05046
#> 63 1.022575819 0.15284711 681.083732 2 441.35441
#> 64 -0.085606077 0.02008142 -3800.692914 1 14876.01983
#> 65 -0.093340405 0.02259788 -3905.784850 1 16754.38026
#> 66 0.063133291 0.02490324 250.930055 1 861.58570
#> 67 0.241264799 0.06032469 290.425309 1 450.69449
#> 68 0.120391920 0.04366533 864.911820 1 1605.99452
#> 69 NaN NaN NA 2 1632.17391
#> 70 0.114994242 0.02643596 441.698152 1 1082.61133
#> 71 0.249785021 0.08590139 2663.305063 1 5125.19814
#> 72 -0.034804463 0.02382697 -634.644635 1 2390.03951
#> 73 NaN NaN NA 1 965.55726
#> 74 0.120608887 0.02439036 481.706653 1 1265.76653
#> 75 -0.072674960 0.03357142 -1115.069266 1 1751.31673
#> 76 0.206678264 0.03286385 3163.867344 1 2606.15429
#> 77 -0.198480934 0.10444530 -830.991966 1 1976.29336
#> 78 NaN NaN -7220.294432 1 4588.27949
#> 79 0.172315003 0.06573908 1559.656334 1 1210.20518
#> 80 NaN NaN NA 1 2455.51879
#> 81 0.186017186 0.05279072 1086.091940 1 2018.32504
#> 82 -0.048770619 0.05482918 -284.417098 1 2293.80431
#> 83 -0.149447863 0.03251427 -2315.955250 1 2993.97670
#> 84 -0.095811510 0.07170876 -224.525547 1 943.52355
#> 85 -0.277692106 0.08550893 -681.248811 1 654.38682
#> 86 0.030003559 0.02414225 543.603711 1 2777.12180
#> 87 0.111908988 0.04655631 324.883172 1 739.25271
#> 88 -0.095811510 0.07170876 -224.525547 1 980.70543
#> 89 -0.013206196 0.08760811 -32.429639 1 756.80181
#> 90 0.556591136 0.04444261 15659.678669 1 43407.19242
#> 91 -0.211916054 0.02663268 -8067.624501 1 14549.19500
#> 92 0.135359188 0.02345648 5538.236609 1 16517.20284
#> 93 -0.236272232 0.17063540 -2228.928889 1 3154.34771
#> 94 -0.001587886 0.12147627 -1.384621 1 358.14278
#> 95 0.062346878 0.03471545 210.014245 1 1027.06803
#> 96 0.117263409 0.19867127 165.230602 1 1292.39059
#> 97 -0.052628147 0.03221809 -184.079512 1 797.55023
#> 98 -0.165467282 0.04588277 -1152.867152 1 2064.95758
#> 99 -0.169322639 0.04354540 -1209.285277 1 2025.78004
#> 100 NaN NaN NA 1 1047.72463
#> 101 0.126705672 0.15423018 204.670484 1 913.54844
#> 102 0.139569123 0.12019049 548.007790 1 2014.88892
#> 103 0.200678026 0.04298231 2223.902313 1 7179.45998
#> 104 NaN NaN NA 1 12726.59949
#> 105 0.310713551 0.02490281 11987.056424 1 13644.25021
#> 106 NaN NaN NA 1 10652.00299
#> 107 NaN NaN NA 1 2645.79652
#> 108 NaN NaN NA 1 901.41690
#> 109 NaN NaN NA 1 685.98698
#> 110 0.178542096 0.03673173 668.176244 1 1121.53626
#> 111 -0.189136811 0.02364097 -7654.608842 1 14665.66605
#> 112 -0.102683404 0.05073556 -1063.053027 1 3330.59009
#> 113 -0.219803165 0.03534242 -7286.784026 1 25323.12031
#> 114 0.274385299 0.02413685 10826.566075 1 27824.77734
#> 115 -0.067995988 0.01923900 -3087.974525 1 26446.18361
#> 116 -0.281817179 0.04260825 -3080.061882 1 1197.31373
#> 117 -0.957114939 0.28193985 -2302.433198 1 2170.97186
#> 118 0.286344966 0.02440954 1105.246855 1 967.62292
#> 119 -0.231011773 0.06792780 -3406.140721 1 4253.47829
#> 120 -0.265295559 0.05632629 -1475.001894 1 2287.59154
#> 121 -0.132285430 0.03879226 -1558.293672 1 3802.93264
#> 122 -0.075261612 0.02390212 -3066.591478 1 10743.06217
#> 123 -0.230640119 0.11097191 -433.193195 1 836.41017
#> 124 -0.329199139 0.07479249 -726.881843 1 907.85463
#> 125 -0.270458866 0.02000536 -11662.759382 1 20861.22016
#> 126 NaN NaN 61467.507834 2 33565.03553
#> 127 0.307566387 0.02265646 5494.075019 1 7409.52724
#> 128 0.013933095 0.15423018 22.587845 1 911.83171
#> 129 0.085011398 0.10071240 1050.585304 1 6256.40438
#> 130 0.017764963 0.02325907 328.009313 1 5847.87594
#> 131 0.044832216 0.03124311 159.283001 1 1190.94373
#> 132 -0.138053752 0.02290749 -2544.387261 1 2833.37085
#> 133 -0.082275625 0.06714458 -893.236695 1 2512.89928
#> 134 -0.033226855 0.08814755 -71.221101 1 854.52164
#> 135 -0.127265776 0.07608307 -1467.160848 1 5228.27833
#> 136 NaN NaN NA 1 408.99433
#> 137 0.107400982 0.03548017 356.897132 1 928.14586
#> 138 0.424041448 0.03048584 1423.086236 1 803.51770
#> 139 0.225975814 0.10619459 207.975562 1 392.95581
#> 140 0.224504509 0.03349294 871.447671 1 655.14827
#> 141 0.099768339 0.05003704 671.587186 1 1613.68357
#> 142 NaN NaN -9101.474645 1 1884.81412
#> 143 -0.134492890 0.02273832 -2488.995412 1 3119.05682
#> 144 -0.096404398 0.02154493 -4129.541917 1 11398.82949
#> 145 NaN NaN -59937.137980 1 26761.00840
#> 146 -0.170156516 0.04927556 -478.273191 1 809.25564
#> 147 0.553968985 0.13283313 895.854145 1 920.38674
#> 148 -0.193128944 0.25374149 -522.428688 1 2284.91900
#> 149 0.422253978 0.06645440 4481.465453 2 2155.42176
#> 150 -0.215651989 0.05250107 -2624.577547 1 5825.67237
#> 151 -0.236918832 0.02589337 -900.687625 1 1422.98622
#> 152 -0.199865257 0.06781978 -552.962951 1 854.64811
#> 153 NaN NaN NA 2 381.06843
#> 154 0.510112262 0.11500272 886.607095 1 876.15240
#> 155 NaN NaN NA 1 609.84200
#> 156 0.618803854 0.07844134 1500.737004 2 624.30955
#> 157 0.159792676 0.04170221 4911.869666 1 -3851.81955
#> 158 0.010315685 0.21294447 141.145187 2 57914.54438
#> 159 0.654278568 0.08597580 7737.270254 1 6866.98540
#> 160 0.441461355 0.11514900 3600.320526 1 5180.28851
#> 161 0.153929019 0.02222640 2872.428132 1 4729.55598
#> 162 -0.022443129 0.05743642 -367.914771 1 6349.62286
#> 163 0.052993275 0.07477315 264.689014 1 2270.86217
#> 164 -0.177547556 0.05835438 -1702.524058 1 3598.21649
#> 165 NaN NaN 1076.632117 2 651.35381
#> 166 -0.037484643 0.03045303 -156.017835 1 510.09208
#> 167 0.321317196 0.11527324 235.896734 1 486.60615
#> 168 0.078289893 0.02504165 309.975240 1 1376.16459
#> 169 0.613419295 0.04804447 7263.380041 1 4286.22464
#> 170 NaN NaN NA 1 417.39097
#> 171 -0.404409768 0.08956678 -4076.501711 1 5249.51595
#> 172 -0.014548927 0.03783522 -472.239568 1 -3225.69941
#> 173 0.837956895 0.13070168 2788.228275 2 1975.04387
#> 174 0.431192497 0.02912359 15047.892975 1 48295.44720
#> 175 NaN NaN 61043.931902 2 89112.55113
#> 176 0.267275345 0.01930708 11727.094473 1 21564.28179
#> 177 -0.290726342 0.08270703 -619.884946 1 883.84906
#> 178 NaN NaN NA 2 985.98434
#> 179 NaN NaN NA 1 890.04590
#> 180 -0.048282269 0.12904070 -314.659840 1 7378.50389
#> 181 0.056552023 0.05779249 550.283187 1 7573.93820
#> 182 0.014936476 0.05272957 255.585543 1 8156.36642
#> 183 -0.001114464 0.07747192 -15.734881 1 5309.38940
#> 184 -0.145894652 0.02322033 -5991.753210 1 13901.89830
#> 185 0.309964229 0.05263182 5043.942171 1 4836.51749
#> 186 0.063153880 0.04144571 1956.874214 1 -3644.99520
#> 187 -0.246846679 0.07807326 -3396.203956 1 5568.28253
#> 188 0.133152905 0.05954518 819.882726 1 1703.57223
#> 189 0.037062785 0.03431959 1262.705540 1 -1763.81123
#> 190 1.232340884 0.23354638 3467.384817 2 2064.77450
#> 191 NaN NaN NA 1 980.93495
#> 192 -0.259969949 0.07541002 -588.622071 1 1356.19654
#> 193 NaN NaN NA 1 112.56796
#> 194 NaN NaN NA 1 338.42483
#> 195 -0.271279326 0.07547991 -3059.244724 1 7810.46290
#> 196 0.073538951 0.02394019 2994.339743 1 25260.29653
#> 197 0.518263942 0.11455308 353.659177 1 13.71937
#> 198 -0.546325432 0.07849737 -5276.076087 1 4501.59930
#> 199 NaN NaN 84831.053547 1 191287.31148
#> 200 0.036109943 0.08009121 81.188529 1 861.15965
#> 201 -0.053781066 0.03932922 -763.120815 1 2136.91878
#> 202 -0.168899447 0.02942632 -2742.431602 1 6714.55540
#> 203 -0.232615311 0.16918720 -2204.183001 1 8242.38165
#> 204 -0.139873999 0.13765022 -568.572157 1 1777.35049
#> 205 -0.276079551 0.02493468 -1058.150414 1 883.61941
#> 206 NaN NaN NA 1 7819.55322
#> 207 -0.075762852 0.08760811 -185.872476 1 571.76951
#> 208 -0.002772935 0.06271896 -35.473926 1 5741.08931
#> 209 0.225991154 0.04744525 643.465940 1 1022.24815
#> 210 -0.026672721 0.03576906 -890.293490 1 -3865.93725
#> 211 NaN NaN NA 1 576.33821
#> 212 NaN NaN NA 1 343.61377
#> 213 0.007555389 0.09622534 68.595543 1 8673.65066
#> 214 -0.027872931 0.03227932 -436.804036 1 4269.94202
#> 215 NaN NaN NA 1 1131.26910
#> 216 0.035778638 0.14252074 143.319710 1 1649.74888
#> 217 -1.058022028 0.20931580 -8082.413973 1 8652.11923
#> 218 -0.065125300 0.04506859 -463.005626 1 2139.46813
#> 219 -0.476808424 0.09078292 -5818.617095 1 3242.48154
#> 220 NaN NaN NA 1 13036.48308
#> 221 -0.062981240 0.02167917 -2695.980423 1 15514.14002
#> 222 0.106045894 0.12655589 450.041306 1 1957.67702
#> 223 -0.080938478 0.03499974 -2726.732114 1 -4249.93879
#> 224 -0.220973287 0.07632068 -1073.994256 1 2217.48090
#> 225 NaN NaN NA 1 3597.13547
#> 226 0.408462949 0.09221328 1959.316116 1 2090.77081
#> 227 -0.201496816 0.08267114 -944.975555 1 2317.44062
#> 228 -0.202913889 0.14634086 -1683.931801 1 10235.69624
#> 229 NaN NaN 2781.583157 2 897.61999
#> 230 0.526915470 0.05525429 598.269157 1 311.15934
#> 231 0.007914477 0.06009268 23.466798 1 799.06228
#> 232 NaN NaN 10562.892939 1 6821.87267
#> 233 -0.232500184 0.10619459 -213.816468 1 480.41293
#> 234 0.071408108 0.05390167 93.216495 1 330.87729
#> 235 -0.479729679 0.14369844 -304.340156 1 378.29983
#> 236 NaN NaN NA 2 1964.26764
#> 237 -0.260764761 0.05217735 -1678.021928 1 1694.78474
#> 238 -0.172358814 0.12924639 -144.804646 1 378.89852
#> 239 NaN NaN NA 1 769.09003
#> 240 NaN NaN NA 1 3608.57592
#> 241 -0.082766295 0.03487851 -2792.902544 1 -3273.69960
#> 242 NaN NaN -2033.078225 1 978.38370
#> 243 0.206816179 0.06423018 2553.986192 1 4927.32562
#> 244 1.291563842 0.11007464 8737.813577 1 4789.54004
#> 245 NaN NaN NA 1 892.14658
#> 246 -0.040751384 0.02539915 -160.576196 1 891.19349
#> 247 NaN NaN NA 1 916.89949
#> 248 NaN NaN NA 2 934.80187
#> 249 -0.340920021 0.17897570 -3115.351411 1 5753.02461
#> 250 -0.195096931 0.03181195 -677.246356 1 893.48867
#> 251 -0.659713085 0.11908953 -1322.551322 1 1615.71717
#> 252 NaN NaN NA 1 2472.19273
#> 253 NaN NaN NA 1 899.27099
#> 254 0.014239888 0.03075108 228.680920 1 2449.24904
#> 255 NaN NaN -979.186693 1 318.80762
#> 256 0.206107465 0.02735229 3448.343925 1 2278.28153
#> 257 0.214049688 0.11169473 865.899526 1 2244.86570
#> 258 0.012961172 0.01973417 582.507446 1 14350.84126
#> 259 0.087682894 0.01890056 4011.013634 1 28479.13289
#> 260 -0.112099740 0.02203884 -4741.379969 1 12793.65858
#> 261 0.004707166 0.02459556 18.864198 1 988.96807
#> 262 NaN NaN NA 1 905.42260
#> 263 NaN NaN NA 1 4088.65108
#> 264 -0.240372254 0.08935142 -2249.037863 1 4236.63666
#> 265 NaN NaN NA 1 2313.55330
#> 266 -0.100893298 0.03823014 -1448.858303 1 4685.88896
#> 267 0.375029740 0.05888820 1978.637322 1 2123.07450
#> 268 1.244055032 0.17536199 1492.325585 1 912.54702
#> 269 -0.002513254 0.04054708 -9.072037 1 780.40676
#> 270 NaN NaN NA 1 1296.98095
#> 271 NaN NaN NA 2 353.04819
#> 272 0.072704928 0.05148081 748.840134 1 1749.58325
#> 273 NaN NaN 1404.906501 2 846.45302
#> 274 -0.096966703 0.05211862 -991.021715 1 2408.07827
#> 275 -0.208731192 0.02956279 -3362.249288 1 3987.95665
#> 276 0.175820275 0.25374149 475.884889 1 2174.33856
#> 277 -0.134709942 0.02424465 -2415.654090 1 2890.36002
#> 278 -0.042427928 0.02224768 -800.363621 1 3542.40495
#> 279 NaN NaN NA 1 923.32598
#> 280 -0.167122272 0.16417758 -107.386514 1 589.72598
#> 281 NaN NaN -1349.873289 1 376.63425
#> 282 0.080242546 0.04170221 2477.344594 1 -2035.57702
#> 283 -0.219151146 0.05316348 -1266.155695 1 2156.39440
#> 284 NaN NaN -2942.547873 1 879.44280
#> 285 -0.026409296 0.04017748 -370.993152 1 2309.36653
#> 286 -0.360634163 0.06144012 -891.429074 1 836.79778
#> 287 0.025643472 0.02723162 97.637823 1 953.85185
#> 288 0.155328573 0.07004763 1857.547798 1 5860.22721
#> 289 0.238716500 0.03716755 3427.565595 1 2415.20356
#> 290 -0.095811510 0.07170876 -224.525547 1 708.95636
#> 291 0.114095313 0.06225449 138.132237 1 402.76761
#> 292 -0.002498312 0.03193582 -10.161445 1 966.58123
#> 293 -0.183062261 0.05869951 -1128.484107 1 1849.84725
#> 294 NaN NaN 23056.385989 2 127730.82276
#> 295 0.563693494 0.13892070 926.827761 1 1219.40394
#> 296 NaN NaN NA 2 349.08573
#> 297 NaN NaN NA 1 2048.66411
#> 298 0.392564035 0.05149079 2455.919086 1 2081.06797
#> 299 -0.020024372 0.09394625 -256.706217 1 2494.19141
#> 300 -1.699338500 0.61807890 -507.446430 1 481.41965
#> 301 -0.109195691 0.05203119 -1344.744843 1 2914.78395
#> 302 0.135764801 0.04142477 416.913157 1 1338.52367
#> 303 NaN NaN NA 1 992.64036
#> 304 NaN NaN NA 1 347.48188
#> 305 -0.023426272 0.05318538 -30.862574 1 348.89704
#> 306 0.171629313 0.03009367 2755.412893 1 3093.89277
#> 307 -0.210891796 0.06564117 -513.092778 1 829.68272
#> 308 -0.095811510 0.07170876 -224.525547 1 1149.17149
#> 309 0.383382932 0.04091009 4139.694922 1 3865.84290
#> 310 -0.124229687 0.06049429 -1418.466457 1 2168.00378
#> 311 0.887895852 0.07170876 1850.254355 1 707.80878
#> 312 0.569165466 0.07097579 2597.133650 1 2275.06187
#> 313 0.606572106 0.12188545 3852.885598 1 6091.93766
#> 314 -0.075994275 0.06023162 -723.744127 1 1790.83587
#> 315 -0.043166295 0.03284623 -670.355362 1 2487.73523
#> 316 0.574096957 0.05882973 8066.852069 1 6108.10226
#> 317 -1.201970484 0.42555009 -1088.051169 1 860.41574
#> 318 0.815468322 0.07844134 1891.379525 2 475.44612
#> 319 0.092217580 0.04170221 2845.706081 1 10856.00380
#> 320 0.187314648 0.10251180 1641.681661 1 7626.38213
#> 321 NaN NaN NA 1 1664.39469
#> 322 -0.050193340 0.02107149 -2180.688660 1 11933.89045
#> 323 -0.155791386 0.12455375 -279.081431 1 903.36253
#> 324 1.484855700 0.26223096 555.255989 1 1029.96833
#> 325 NaN NaN 16543.312250 2 8596.18814
#> 326 -0.119917443 0.22662217 -988.407047 1 6594.10950
#> 327 0.121739604 0.07170876 285.012819 1 821.64960
#> 328 NaN NaN NA 1 409.84343
#> 329 -0.045590437 0.18417412 -160.644198 1 1594.09480
#> 330 -1.972927734 0.43200684 -794.072587 1 386.54040
#> 331 -0.164190411 0.02942303 -685.980607 1 330.00921
#> 332 -0.456705245 0.04650571 -1443.013916 1 481.53771
#> 333 0.710907261 0.06818333 1789.555962 1 1090.31682
#> 334 NaN NaN NA 1 374.74737
#> 335 -0.192798088 0.02445046 -760.252128 1 1119.56370
#> 336 -0.169905598 0.12836092 -123.007868 1 145.82258
#> 337 -0.426830548 0.06435620 -473.645905 1 360.87876
#> 338 0.437785078 0.07226013 2330.515593 1 2005.64205
#> 339 NaN NaN NA 1 1791.28316
#> 340 NaN NaN NA 1 309.83852
#> 341 -0.127295975 0.05382736 -1540.039999 1 3007.29884
#> 342 0.308845218 0.01889443 13532.137419 1 31119.84930
#> 343 0.736627156 0.07878144 6889.235405 1 11902.05017
#> 344 -0.232500184 0.10619459 -213.816468 1 395.03138
#> 345 -0.075330973 0.04773042 -520.126696 1 1574.32296
#> 346 0.146462883 0.02983063 2368.675366 1 3890.26092
#> 347 NaN NaN NA 2 625.07100
#> 348 NaN NaN NA 2 107.38146
#> 349 NaN NaN NA 3 641.70765
#> 350 -0.074549812 0.06479213 -935.449644 1 6003.71069
#> 351 -0.006622760 0.03854982 -21.199900 1 750.26957
#> 352 -0.132773665 0.13672634 -1145.527110 1 9106.47611
#> 353 NaN NaN NA 1 394.74835
#> 354 -0.005262120 0.03304357 -21.040734 1 709.21120
#> 355 NaN NaN NA 3 389.08770
#> 356 0.082399416 0.08760811 202.118697 1 851.22159
#> 357 -0.179535197 0.05820545 -1111.837938 1 2023.76624
#> 358 0.167233002 0.02120053 7160.035129 1 13861.66284
#> 359 NaN NaN NA 2 539.38642
#> 360 NaN NaN NA 2 301.91361
#> 361 -0.215037018 0.10619459 -198.153104 1 376.44557
#> 362 -0.182342423 0.12959711 -1609.024092 1 5503.33149
#> 363 0.259246543 0.08760811 629.566600 1 929.27019
#> 364 -0.075762852 0.08760811 -185.872476 1 545.11877
#> 365 NaN NaN NA 3 1320.39177
#> 366 0.172036111 0.06344302 2152.387846 1 7126.19694
#> 367 NaN NaN NA 3 898.81220
#> 368 -0.814711081 0.21177004 -2532.911668 1 1668.05614
#> 369 NaN NaN NA 3 845.89144
#> 370 NaN NaN NA 3 903.00017
#> 371 NaN NaN NA 1 459.09113
#> 372 NaN NaN NA 3 377.86073
#> 373 NaN NaN NA 3 684.46408
#> 374 NaN NaN NA 2 828.30562
#> 375 -0.280168115 0.03135403 -1107.558084 1 361.22865
#> 376 -0.329813253 0.12527171 -232.761623 1 186.09423
#> 377 -0.221215505 0.07095472 -247.489148 1 382.86098
#> 378 -0.803188612 0.09736844 -6782.470181 1 6285.28633
#> 379 NaN NaN -9390.012922 1 4917.54623
#> 380 0.033228729 0.02233431 625.841368 1 3979.07522
#> 381 NaN NaN NA 3 505.13113
#> 382 0.142902234 0.04572461 417.690270 1 1281.14422
#> 383 NaN NaN NA 1 5557.00913
#> 384 NaN NaN NA 1 1683.22577
#> 385 NaN NaN NA 1 357.01065
#> 386 -0.292866817 0.04244903 -8806.330608 1 47349.56108
#> 387 -0.065455910 0.01892947 -2997.231638 1 12912.95318
#> 388 NaN NaN 2058.918620 2 1304.66494
#> 389 0.035853886 0.07296704 83.404939 1 939.62175
#> 390 -0.007010214 0.02950990 -29.660968 1 685.60626
#> 391 NaN NaN NA 1 364.08647
#> 392 NaN NaN NA 1 551.59110
#> 393 NaN NaN NA 2 1938.27132
#> 394 0.045071287 0.03587615 1501.630220 1 -2944.75711
#> 395 0.057700794 0.02270210 1076.702034 1 2986.57550
#> 396 NaN NaN NA 2 1033.95356
#> 397 -0.054157825 0.10619459 -50.469953 1 366.06770
#> 398 -0.232500184 0.10619459 -213.816468 1 402.39024
#> 399 -0.167122272 0.16417758 -107.386514 1 231.24729
#> 400 NaN NaN NA 1 343.14204
#> 401 -0.387141829 0.06483818 -4510.484481 1 8169.43059
#> 402 -0.111355127 0.04046479 -1553.614165 1 2216.85164
#> 403 -0.031022707 0.03206132 -125.873657 1 1020.26344
#> 404 -0.275281223 0.05023868 -872.763587 1 1240.70315
#> 405 0.074947503 0.03256717 301.058372 1 861.50116
#> 406 0.191027798 0.08760811 466.259581 1 970.00775
#> 407 -0.155066071 0.05206594 -1017.326609 1 1737.07452
#> 408 -0.145762180 0.04249839 -1057.462897 1 2098.64294
#> 409 -0.075762852 0.08760811 -185.872476 1 620.12158
#> 410 NaN NaN 5409.646554 2 1593.72866
#> 411 NaN NaN NA 1 5342.23632
#> 412 1.515335063 0.63468099 5805.987539 1 7567.00719
#> 413 NaN NaN NA 1 1743.66513
#> 414 NaN NaN 10673.058356 1 12561.47533
#> 415 -0.075762852 0.08760811 -185.872476 1 513.51861
#> 416 -0.065024482 0.08760811 -159.567990 1 552.73327
#> 417 -0.107628410 0.02944219 -453.140258 1 545.49950
#> 418 -0.073823130 0.02941320 -311.971209 1 614.02998
#> 419 NaN NaN NA 1 1802.24837
#> 420 -0.551649658 0.06089928 -3056.767875 1 1930.76535
#> 421 0.236874577 0.04612492 1623.950004 1 1690.94022
#> 422 0.130435441 0.03415909 509.035353 1 653.24464
#> 423 -0.021091268 0.07210397 -57.086347 1 585.09489
#> 424 -0.007952176 0.03096763 -32.844859 1 532.17413
#> 425 NaN NaN NA 2 1263.92737
#> 426 NaN NaN NA 2 -3841.93716
#> 427 NaN NaN NA 3 1607.27603
#> 428 NaN NaN NA 2 7448.90526
#> estimate BrStud Bdffits Bhii BleaveOutResid Strata_N
#> 1 2792.00000 -1.803644064 -0.243000830 0.01782795 -14508.329295 63
#> 2 11319.00000 -0.851544470 -0.114364585 0.01771760 -7002.991611 63
#> 3 32854.00000 -0.150473966 -0.020003040 0.01736448 -1245.129175 63
#> 4 42362.00000 -1.102649897 -0.155159543 0.01941630 -9036.202571 63
#> 5 3278.00000 0.845395433 0.231215954 0.06959646 1343.134344 35
#> 6 853.00000 0.951478555 0.175641589 0.03295368 479.525756 40
#> 7 1531.00000 0.696946145 0.165029213 0.05309222 692.410342 21
#> 8 103.00000 -0.156149649 -0.058880086 0.12448536 -62.501548 15
#> 9 2226.00000 -0.062404605 -0.019808107 0.09152996 -90.490856 21
#> 10 2512.00000 0.091128541 0.016887759 0.03320250 278.490779 53
#> 11 6721.00000 -0.048967855 -0.013160761 0.06736750 -195.602610 23
#> 12 10538.00000 6.073534242 NaN NaN 8439.880725 21
#> 13 0.00000 -1.295483623 -0.203815181 0.02415408 -1127.753567 60
#> 14 474.00000 -1.195302510 -0.167384734 0.01923278 -3575.318759 53
#> 15 1507.00000 -0.027306369 -0.007945510 0.07805831 -85.259258 31
#> 16 5491.00000 -0.093103545 -0.021465219 0.05047150 -286.403174 31
#> 17 331.00000 -0.580435607 -0.303888012 0.21513614 -636.108487 21
#> 18 811.00000 -0.016103168 -0.009358974 0.25249290 -18.261481 21
#> 19 9867.00000 1.223205301 0.329019218 0.06746941 3696.504983 31
#> 20 22914.00000 0.750625738 0.101188488 0.01784818 6182.435196 63
#> 21 9635.00000 0.732655991 0.260053807 0.11189039 2307.955354 31
#> 22 7751.00000 0.218817658 0.059381227 0.06859201 873.598931 23
#> 23 10648.00000 1.174823088 0.398944480 0.10339107 3628.109150 31
#> 24 14146.00000 -0.030407119 -0.004131182 0.01812403 -251.757229 63
#> 25 97383.00000 1.990394304 0.346207521 0.02936636 16008.349484 63
#> 26 53067.00000 1.925881089 0.257803870 0.01760381 15429.566260 63
#> 27 0.00000 -2.242635178 -0.545646056 0.05588918 -6353.160903 31
#> 28 4400.00000 -0.840469753 -0.246959187 0.07947690 -2592.578844 31
#> 29 1353.00000 -0.791369412 -0.150873853 0.03507230 -2387.745194 31
#> 30 11010.00000 1.533864986 0.449752840 0.07916872 4596.105224 31
#> 31 2809.00000 -0.200078326 -0.039384495 0.03730270 -610.898094 31
#> 32 23871.00000 0.334597905 0.044639735 0.01748778 2766.631510 63
#> 33 41227.00000 1.077395883 0.142969834 0.01730443 8824.075833 63
#> 34 9878.00000 -0.213860420 -0.029360459 0.01849931 -1770.285290 63
#> 35 400.00000 -0.229412235 -0.075811837 0.09845306 -723.660481 31
#> 36 23717.00000 0.505660537 0.067677872 0.01759805 4175.860024 63
#> 37 112.00000 -2.648121214 NaN NaN -8396.825809 31
#> 38 13445.00000 0.142249519 0.019476876 0.01840223 1177.722027 63
#> 39 4830.00000 0.241988627 0.044947079 0.03334900 737.097556 31
#> 40 1245.00000 0.408446291 0.064773123 0.02453199 361.057338 60
#> 41 455113.00000 -1.488071490 -3.147727418 0.81733565 -28006.857329 63
#> 42 10354.00000 0.699924685 0.250696902 0.11370362 2831.914391 23
#> 43 23153.00000 0.792944266 0.106924376 0.01785839 6527.184782 63
#> 44 7146.00000 -1.512470122 -0.202625657 0.01763152 -12267.029276 63
#> 45 3649.00000 0.679684523 0.192173689 0.07402404 2099.707846 31
#> 46 616.00000 -1.215165749 -1.124991761 0.46152383 -2190.179240 21
#> 47 2657.00000 0.260400915 0.085058123 0.09640918 377.863093 21
#> 48 2904.00000 0.359618137 0.097796648 0.06886188 1114.633870 31
#> 49 1440.00000 -0.373061446 -0.064284266 0.02883640 -1136.002383 53
#> 50 1537.00000 0.240190444 0.067307190 0.07280832 218.022462 60
#> 51 1500.00000 -0.680887918 -0.098003965 0.02029694 -2057.522055 53
#> 52 801.57418 -0.345840927 NaN NaN -303.070856 60
#> 53 7919.00000 -0.296388470 -0.040910511 0.01869609 -2452.740694 63
#> 54 10.00000 -0.958329232 -0.154913693 0.02546522 -2890.312225 53
#> 55 0.00000 -1.510965955 -0.350869640 0.05116499 -1326.039232 60
#> 56 309.00000 -0.617460909 -0.111148514 0.03138622 -546.558816 60
#> 57 742.00000 -0.554445409 -0.201222765 0.11638564 -910.874819 35
#> 58 409.00000 -0.373140157 -0.065148253 0.02958153 -246.589719 47
#> 59 569.00000 0.325329512 0.074176611 0.04941708 167.628991 40
#> 60 1909.00000 -0.771059693 -0.246029350 0.09240393 -3451.757571 19
#> 61 830.00000 0.036764266 0.007327150 0.03820336 32.784161 60
#> 62 0.00000 -0.732363727 -0.232925047 0.09186098 -668.455435 60
#> 63 1828.00000 2.660085130 NaN NaN 1386.645586 40
#> 64 20635.00000 0.711632800 0.096525128 0.01806556 5864.933460 63
#> 65 7666.00000 -1.130707899 -0.152464662 0.01785715 -9253.623625 63
#> 66 1256.00000 0.458448428 0.077984942 0.02812238 405.827129 60
#> 67 742.00000 0.626776777 0.248296152 0.13564569 337.020942 40
#> 68 3199.00000 1.097509045 0.337677794 0.08647839 1743.807113 35
#> 69 1598.41840 -0.021353618 NaN NaN -33.755505 35
#> 70 1721.00000 0.742484572 0.112843292 0.02257664 653.134246 60
#> 71 7149.00000 0.491485186 0.153507070 0.08888139 2221.227654 19
#> 72 4099.00000 0.579674720 0.103613898 0.03096056 1763.561329 53
#> 73 0.00000 -1.129548887 -0.160321017 0.01974735 -985.008569 60
#> 74 1576.00000 0.365031454 0.086403867 0.05305549 327.615256 60
#> 75 1535.00000 -0.073551783 -0.015419783 0.04210076 -225.824095 53
#> 76 5721.00000 1.063414688 0.180572832 0.02802556 3204.658060 53
#> 77 824.00000 -0.940625786 -0.427434208 0.17115125 -1390.233581 21
#> 78 1803.00000 -0.961559682 -0.181853823 0.03453266 -2884.902842 31
#> 79 3715.00000 0.889551612 0.283186724 0.09201952 2758.643923 31
#> 80 1433.00000 -0.351275148 -0.083088420 0.05298385 -1079.726879 31
#> 81 3384.00000 1.097523914 0.421698746 0.12863954 1567.290492 21
#> 82 1961.00000 -0.251897135 -0.075690848 0.08281294 -362.853259 21
#> 83 445.00000 -0.865027926 -0.135114814 0.02381646 -2611.165405 53
#> 84 0.00000 -1.103655726 -0.160326374 0.02066680 -963.434658 60
#> 85 1097.00000 0.693372151 0.120148685 0.02915123 455.903325 47
#> 86 5303.00000 0.858046837 0.140197518 0.02600258 2593.310981 53
#> 87 801.00000 0.072484246 0.016819541 0.05109337 65.072036 60
#> 88 0.00000 -1.147522963 -0.161328780 0.01938210 -1000.089258 60
#> 89 140.00000 -0.971180382 -0.160130523 0.02646667 -633.570308 47
#> 90 56116.00000 1.599254339 0.217544620 0.01816766 12943.969192 63
#> 91 0.00000 -1.844149621 -0.250415875 0.01810492 -14817.463923 63
#> 92 15997.00000 -0.063983553 -0.008633602 0.01788179 -529.674372 63
#> 93 2624.00000 -0.148100355 -0.059103672 0.13738348 -614.812831 23
#> 94 1145.00000 1.672219809 0.348258553 0.04156975 820.985372 40
#> 95 1726.00000 0.812563523 0.114936340 0.01961537 712.916089 60
#> 96 2957.00000 2.045430685 0.517374635 0.06013225 1771.110256 60
#> 97 1291.00000 0.577333866 0.115336059 0.03837785 513.143094 60
#> 98 690.00000 -0.940625973 -0.285566786 0.08439018 -1501.685042 35
#> 99 1208.00000 -0.548653162 -0.148966635 0.06865804 -878.066352 35
#> 100 106.00000 -1.101331352 -0.158832511 0.02037523 -961.311573 60
#> 101 260.00000 -0.716473290 -0.249730825 0.10832993 -732.948729 21
#> 102 3835.00000 1.510534866 0.588445594 0.13176193 2096.327194 21
#> 103 7781.00000 0.211011929 0.068108254 0.09435078 664.208625 31
#> 104 5406.00000 -0.907305955 -0.124018879 0.01834124 -7457.377015 63
#> 105 20942.00000 0.904374515 0.123196802 0.01821868 7433.172408 63
#> 106 4783.00000 -0.725573216 -0.100011304 0.01864498 -5980.509445 63
#> 107 16.00000 -0.913206240 -0.206965501 0.04885456 -2764.873183 31
#> 108 1216.00000 0.334091612 0.092816800 0.07165269 338.863586 21
#> 109 304.00000 -0.596811209 -0.100184304 0.02740670 -392.750990 47
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#> 361 14.00000 -0.738655858 -0.133343777 0.03155978 -374.257038 40
#> 362 2027.00000 -0.851104089 -0.242575756 0.07512948 -3758.722334 19
#> 363 744.00000 -0.290439089 -0.060325091 0.04135643 -193.262851 47
#> 364 0.00000 -0.862611729 -0.179458886 0.04148564 -568.712163 47
#> 365 1320.39177 NA NaN NaN NA 60
#> 366 8214.00000 0.258234429 0.063733457 0.05741523 1154.063900 19
#> 367 898.81220 NA NaN NaN NA 47
#> 368 2327.00000 0.439700392 0.113400415 0.06236614 702.773104 35
#> 369 845.89144 NA NaN NaN NA 47
#> 370 903.00017 NA NaN NaN NA 47
#> 371 1529.00000 2.573949999 1.131828531 0.16202816 1276.783789 40
#> 372 377.86073 NA NaN NaN NA 40
#> 373 684.46408 NA NaN NaN NA 47
#> 374 636.93584 -0.217485956 NaN NaN -191.369773 60
#> 375 22.00000 -0.545776990 -0.165613652 0.08431555 -370.464572 47
#> 376 0.00000 -0.535162480 -0.190939566 0.11292287 -209.783594 15
#> 377 147.00000 -0.478051206 -0.086059042 0.03139013 -243.504616 40
#> 378 1959.00000 -1.505091426 -0.318196213 0.04278332 -4519.652058 53
#> 379 2793.00000 -0.719020615 -0.110368625 0.02301943 -2174.604380 53
#> 380 4907.00000 0.312104589 0.043706047 0.01923307 946.121605 53
#> 381 505.13113 NA NaN NaN NA 40
#> 382 2105.00000 0.979568557 0.240969837 0.05706099 873.710566 60
#> 383 9559.00000 1.378234564 0.243031378 0.03015644 4126.429294 53
#> 384 3177.00000 0.509601414 0.108683246 0.04350572 1561.717884 53
#> 385 0.00000 -0.731655093 -0.154433778 0.04265221 -372.916356 40
#> 386 31866.00000 -1.971350586 -0.272370963 0.01873189 -15779.134057 63
#> 387 15689.00000 0.341871725 0.046697087 0.01831576 2827.840888 63
#> 388 4104.00000 4.044628386 NaN NaN 2799.335065 47
#> 389 2090.00000 1.353980224 0.197712310 0.02087756 1174.907456 60
#> 390 891.00000 0.319752506 0.053691831 0.02742285 211.185037 47
#> 391 0.00000 -0.744106717 -0.145388967 0.03677235 -377.985899 40
#> 392 0.00000 -0.872609063 -0.179236994 0.04048263 -574.863063 47
#> 393 3766.93177 1.173934400 NaN NaN 1828.660444 35
#> 394 3622.00000 0.814036515 0.120812368 0.02155128 6711.396298 63
#> 395 5510.00000 0.856256149 0.133939030 0.02388407 2585.168843 53
#> 396 1854.80849 0.938869055 NaN NaN 820.854933 60
#> 397 146.00000 -0.446769775 -0.085717810 0.03550382 -228.168554 40
#> 398 0.00000 -0.826231242 -0.172012610 0.04154228 -419.830971 40
#> 399 0.00000 -0.665170274 -0.219803668 0.09844557 -256.498421 15
#> 400 225.00000 -0.242401893 -0.061400598 0.06029284 -125.722192 40
#> 401 1766.00000 -1.673764712 -0.498267223 0.08140652 -6970.907938 19
#> 402 712.00000 -0.510753196 -0.095261274 0.03361707 -1557.200145 53
#> 403 997.00000 -0.036766242 -0.009208485 0.05902756 -24.722764 47
#> 404 591.00000 -1.085648590 -0.419563220 0.12994589 -746.738787 47
#> 405 1061.00000 0.311382052 0.057161514 0.03260064 206.221803 47
#> 406 595.00000 -0.592298810 -0.133621263 0.04842954 -394.093523 47
#> 407 629.00000 -0.737255545 -0.158736107 0.04430324 -1159.441533 35
#> 408 969.00000 -0.775482376 -0.258912291 0.10029133 -1255.565241 35
#> 409 0.00000 -0.979395732 -0.177976872 0.03196693 -640.599578 47
#> 410 8367.00000 4.251808201 NaN NaN 6773.271341 35
#> 411 1913.00000 -0.841611700 -0.249092827 0.08054343 -3729.633832 19
#> 412 17871.00000 3.162197487 0.828082612 0.06417474 11010.594875 19
#> 413 1708.00000 -0.023470511 -0.004978743 0.04306047 -37.269996 35
#> 414 14343.00000 0.577798233 0.561906949 0.48605938 3466.401769 19
#> 415 0.00000 -0.813970876 -0.180511995 0.04687531 -538.773793 47
#> 416 24.00000 -0.835633792 -0.171258582 0.04030919 -550.941264 47
#> 417 530.00000 -0.024269663 -0.005045286 0.04142569 -16.169322 47
#> 418 653.00000 0.060743349 0.011145129 0.03256815 40.281930 47
#> 419 2742.00000 0.620609144 0.119424345 0.03570740 974.550287 35
#> 420 0.00000 -1.311806523 -0.277521024 0.04283880 -2017.178868 35
#> 421 4038.00000 1.632263344 0.395127743 0.05535577 2484.596526 35
#> 422 1667.00000 1.636601118 0.283985374 0.02922959 1044.279216 47
#> 423 1569.00000 1.590710464 0.306685888 0.03583892 1020.477941 47
#> 424 1048.00000 0.816267391 0.174272037 0.04359458 539.338094 47
#> 425 1394.91053 0.190759528 NaN NaN 130.983157 47
#> 426 -90.48924 0.456446856 NaN NaN 3751.447917 63
#> 427 1607.27603 NA NaN NaN NA 35
#> 428 19083.00000 2.681453724 NaN NaN 11634.094736 19
#> Strata_AnImputed Strata_AestimateYHat Strata_y Strata_Acoef Strata_AcoefB
#> 1 1 NA 2033686 -604.03385 1.2838615
#> 2 1 NA 2033686 -604.03385 1.2838615
#> 3 1 NA 2033686 -604.03385 1.2838615
#> 4 1 NA 2033686 -604.03385 1.2838615
#> 5 2 NA 80875 131.05769 0.7228378
#> 6 4 NA 13997 191.11032 0.3716366
#> 7 0 NA 21086 86.89588 0.7871245
#> 8 2 NA 6011 89.75606 0.3557723
#> 9 0 NA 57945 759.86685 0.5753252
#> 10 0 NA 219433 1098.26069 0.6136038
#> 11 0 NA 150654 3872.62269 0.3875788
#> 12 0 NA 57945 759.86685 0.5753252
#> 13 4 NA 61014 208.42510 0.4510639
#> 14 0 NA 219433 1098.26069 0.6136038
#> 15 0 NA 125085 274.05591 0.8964384
#> 16 0 NA 125085 274.05591 0.8964384
#> 17 0 NA 21086 86.89588 0.7871245
#> 18 0 NA 21086 86.89588 0.7871245
#> 19 0 NA 125085 274.05591 0.8964384
#> 20 1 NA 2033686 -604.03385 1.2838615
#> 21 0 NA 125085 274.05591 0.8964384
#> 22 0 NA 150654 3872.62269 0.3875788
#> 23 0 NA 125085 274.05591 0.8964384
#> 24 1 NA 2033686 -604.03385 1.2838615
#> 25 1 NA 2033686 -604.03385 1.2838615
#> 26 1 NA 2033686 -604.03385 1.2838615
#> 27 0 NA 125085 274.05591 0.8964384
#> 28 0 NA 125085 274.05591 0.8964384
#> 29 0 NA 125085 274.05591 0.8964384
#> 30 0 NA 125085 274.05591 0.8964384
#> 31 0 NA 125085 274.05591 0.8964384
#> 32 1 NA 2033686 -604.03385 1.2838615
#> 33 1 NA 2033686 -604.03385 1.2838615
#> 34 1 NA 2033686 -604.03385 1.2838615
#> 35 0 NA 125085 274.05591 0.8964384
#> 36 1 NA 2033686 -604.03385 1.2838615
#> 37 0 NA 125085 274.05591 0.8964384
#> 38 1 NA 2033686 -604.03385 1.2838615
#> 39 0 NA 125085 274.05591 0.8964384
#> 40 4 NA 61014 208.42510 0.4510639
#> 41 1 NA 2033686 -604.03385 1.2838615
#> 42 0 NA 150654 3872.62269 0.3875788
#> 43 1 NA 2033686 -604.03385 1.2838615
#> 44 1 NA 2033686 -604.03385 1.2838615
#> 45 0 NA 125085 274.05591 0.8964384
#> 46 0 NA 57945 759.86685 0.5753252
#> 47 0 NA 57945 759.86685 0.5753252
#> 48 0 NA 125085 274.05591 0.8964384
#> 49 0 NA 219433 1098.26069 0.6136038
#> 50 4 NA 61014 208.42510 0.4510639
#> 51 0 NA 219433 1098.26069 0.6136038
#> 52 4 NA 61014 208.42510 0.4510639
#> 53 1 NA 2033686 -604.03385 1.2838615
#> 54 0 NA 219433 1098.26069 0.6136038
#> 55 4 NA 61014 208.42510 0.4510639
#> 56 4 NA 61014 208.42510 0.4510639
#> 57 2 NA 80875 131.05769 0.7228378
#> 58 2 NA 38599 169.58854 0.5001314
#> 59 4 NA 13997 191.11032 0.3716366
#> 60 0 NA 140472 1747.09734 0.7258755
#> 61 4 NA 61014 208.42510 0.4510639
#> 62 4 NA 61014 208.42510 0.4510639
#> 63 4 NA 13997 191.11032 0.3716366
#> 64 1 NA 2033686 -604.03385 1.2838615
#> 65 1 NA 2033686 -604.03385 1.2838615
#> 66 4 NA 61014 208.42510 0.4510639
#> 67 4 NA 13997 191.11032 0.3716366
#> 68 2 NA 80875 131.05769 0.7228378
#> 69 2 NA 80875 131.05769 0.7228378
#> 70 4 NA 61014 208.42510 0.4510639
#> 71 0 NA 140472 1747.09734 0.7258755
#> 72 0 NA 219433 1098.26069 0.6136038
#> 73 4 NA 61014 208.42510 0.4510639
#> 74 4 NA 61014 208.42510 0.4510639
#> 75 0 NA 219433 1098.26069 0.6136038
#> 76 0 NA 219433 1098.26069 0.6136038
#> 77 0 NA 57945 759.86685 0.5753252
#> 78 0 NA 125085 274.05591 0.8964384
#> 79 0 NA 125085 274.05591 0.8964384
#> 80 0 NA 125085 274.05591 0.8964384
#> 81 0 NA 57945 759.86685 0.5753252
#> 82 0 NA 57945 759.86685 0.5753252
#> 83 0 NA 219433 1098.26069 0.6136038
#> 84 4 NA 61014 208.42510 0.4510639
#> 85 2 NA 38599 169.58854 0.5001314
#> 86 0 NA 219433 1098.26069 0.6136038
#> 87 4 NA 61014 208.42510 0.4510639
#> 88 4 NA 61014 208.42510 0.4510639
#> 89 2 NA 38599 169.58854 0.5001314
#> 90 1 NA 2033686 -604.03385 1.2838615
#> 91 1 NA 2033686 -604.03385 1.2838615
#> 92 1 NA 2033686 -604.03385 1.2838615
#> 93 0 NA 150654 3872.62269 0.3875788
#> 94 4 NA 13997 191.11032 0.3716366
#> 95 4 NA 61014 208.42510 0.4510639
#> 96 4 NA 61014 208.42510 0.4510639
#> 97 4 NA 61014 208.42510 0.4510639
#> 98 2 NA 80875 131.05769 0.7228378
#> 99 2 NA 80875 131.05769 0.7228378
#> 100 4 NA 61014 208.42510 0.4510639
#> 101 0 NA 21086 86.89588 0.7871245
#> 102 0 NA 57945 759.86685 0.5753252
#> 103 0 NA 125085 274.05591 0.8964384
#> 104 1 NA 2033686 -604.03385 1.2838615
#> 105 1 NA 2033686 -604.03385 1.2838615
#> 106 1 NA 2033686 -604.03385 1.2838615
#> 107 0 NA 125085 274.05591 0.8964384
#> 108 0 NA 21086 86.89588 0.7871245
#> 109 2 NA 38599 169.58854 0.5001314
#> 110 2 NA 38599 169.58854 0.5001314
#> 111 1 NA 2033686 -604.03385 1.2838615
#> 112 0 NA 125085 274.05591 0.8964384
#> 113 1 NA 2033686 -604.03385 1.2838615
#> 114 1 NA 2033686 -604.03385 1.2838615
#> 115 1 NA 2033686 -604.03385 1.2838615
#> 116 0 NA 125085 274.05591 0.8964384
#> 117 0 NA 57945 759.86685 0.5753252
#> 118 4 NA 61014 208.42510 0.4510639
#> 119 0 NA 150654 3872.62269 0.3875788
#> 120 0 NA 57945 759.86685 0.5753252
#> 121 0 NA 125085 274.05591 0.8964384
#> 122 1 NA 2033686 -604.03385 1.2838615
#> 123 0 NA 21086 86.89588 0.7871245
#> 124 0 NA 21086 86.89588 0.7871245
#> 125 1 NA 2033686 -604.03385 1.2838615
#> 126 1 NA 2033686 -604.03385 1.2838615
#> 127 0 NA 219433 1098.26069 0.6136038
#> 128 0 NA 21086 86.89588 0.7871245
#> 129 0 NA 150654 3872.62269 0.3875788
#> 130 0 NA 219433 1098.26069 0.6136038
#> 131 4 NA 61014 208.42510 0.4510639
#> 132 0 NA 219433 1098.26069 0.6136038
#> 133 0 NA 219433 1098.26069 0.6136038
#> 134 0 NA 21086 86.89588 0.7871245
#> 135 0 NA 140472 1747.09734 0.7258755
#> 136 4 NA 13997 191.11032 0.3716366
#> 137 4 NA 61014 208.42510 0.4510639
#> 138 4 NA 61014 208.42510 0.4510639
#> 139 4 NA 13997 191.11032 0.3716366
#> 140 2 NA 38599 169.58854 0.5001314
#> 141 2 NA 80875 131.05769 0.7228378
#> 142 2 NA 80875 131.05769 0.7228378
#> 143 0 NA 219433 1098.26069 0.6136038
#> 144 1 NA 2033686 -604.03385 1.2838615
#> 145 1 NA 2033686 -604.03385 1.2838615
#> 146 4 NA 61014 208.42510 0.4510639
#> 147 0 NA 21086 86.89588 0.7871245
#> 148 0 NA 57945 759.86685 0.5753252
#> 149 0 NA 219433 1098.26069 0.6136038
#> 150 0 NA 219433 1098.26069 0.6136038
#> 151 4 NA 61014 208.42510 0.4510639
#> 152 2 NA 38599 169.58854 0.5001314
#> 153 4 NA 13997 191.11032 0.3716366
#> 154 0 NA 21086 86.89588 0.7871245
#> 155 2 NA 38599 169.58854 0.5001314
#> 156 2 NA 38599 169.58854 0.5001314
#> 157 1 NA 2033686 -604.03385 1.2838615
#> 158 1 NA 2033686 -604.03385 1.2838615
#> 159 0 NA 150654 3872.62269 0.3875788
#> 160 0 NA 219433 1098.26069 0.6136038
#> 161 0 NA 219433 1098.26069 0.6136038
#> 162 0 NA 150654 3872.62269 0.3875788
#> 163 0 NA 57945 759.86685 0.5753252
#> 164 0 NA 125085 274.05591 0.8964384
#> 165 2 NA 6011 89.75606 0.3557723
#> 166 2 NA 38599 169.58854 0.5001314
#> 167 2 NA 6011 89.75606 0.3557723
#> 168 4 NA 61014 208.42510 0.4510639
#> 169 0 NA 219433 1098.26069 0.6136038
#> 170 4 NA 13997 191.11032 0.3716366
#> 171 0 NA 140472 1747.09734 0.7258755
#> 172 1 NA 2033686 -604.03385 1.2838615
#> 173 0 NA 57945 759.86685 0.5753252
#> 174 1 NA 2033686 -604.03385 1.2838615
#> 175 1 NA 2033686 -604.03385 1.2838615
#> 176 1 NA 2033686 -604.03385 1.2838615
#> 177 0 NA 21086 86.89588 0.7871245
#> 178 4 NA 61014 208.42510 0.4510639
#> 179 4 NA 61014 208.42510 0.4510639
#> 180 0 NA 125085 274.05591 0.8964384
#> 181 0 NA 125085 274.05591 0.8964384
#> 182 0 NA 150654 3872.62269 0.3875788
#> 183 0 NA 150654 3872.62269 0.3875788
#> 184 1 NA 2033686 -604.03385 1.2838615
#> 185 0 NA 150654 3872.62269 0.3875788
#> 186 1 NA 2033686 -604.03385 1.2838615
#> 187 0 NA 150654 3872.62269 0.3875788
#> 188 2 NA 80875 131.05769 0.7228378
#> 189 1 NA 2033686 -604.03385 1.2838615
#> 190 2 NA 80875 131.05769 0.7228378
#> 191 4 NA 61014 208.42510 0.4510639
#> 192 4 NA 61014 208.42510 0.4510639
#> 193 2 NA 6011 89.75606 0.3557723
#> 194 4 NA 13997 191.11032 0.3716366
#> 195 0 NA 140472 1747.09734 0.7258755
#> 196 1 NA 2033686 -604.03385 1.2838615
#> 197 2 NA 6011 89.75606 0.3557723
#> 198 0 NA 219433 1098.26069 0.6136038
#> 199 1 NA 2033686 -604.03385 1.2838615
#> 200 0 NA 21086 86.89588 0.7871245
#> 201 0 NA 219433 1098.26069 0.6136038
#> 202 0 NA 219433 1098.26069 0.6136038
#> 203 0 NA 150654 3872.62269 0.3875788
#> 204 2 NA 80875 131.05769 0.7228378
#> 205 4 NA 61014 208.42510 0.4510639
#> 206 0 NA 219433 1098.26069 0.6136038
#> 207 2 NA 38599 169.58854 0.5001314
#> 208 0 NA 140472 1747.09734 0.7258755
#> 209 4 NA 61014 208.42510 0.4510639
#> 210 1 NA 2033686 -604.03385 1.2838615
#> 211 2 NA 38599 169.58854 0.5001314
#> 212 4 NA 13997 191.11032 0.3716366
#> 213 0 NA 219433 1098.26069 0.6136038
#> 214 0 NA 219433 1098.26069 0.6136038
#> 215 4 NA 61014 208.42510 0.4510639
#> 216 2 NA 80875 131.05769 0.7228378
#> 217 0 NA 150654 3872.62269 0.3875788
#> 218 2 NA 80875 131.05769 0.7228378
#> 219 0 NA 150654 3872.62269 0.3875788
#> 220 1 NA 2033686 -604.03385 1.2838615
#> 221 1 NA 2033686 -604.03385 1.2838615
#> 222 2 NA 80875 131.05769 0.7228378
#> 223 1 NA 2033686 -604.03385 1.2838615
#> 224 0 NA 57945 759.86685 0.5753252
#> 225 0 NA 150654 3872.62269 0.3875788
#> 226 2 NA 80875 131.05769 0.7228378
#> 227 0 NA 57945 759.86685 0.5753252
#> 228 0 NA 140472 1747.09734 0.7258755
#> 229 4 NA 61014 208.42510 0.4510639
#> 230 4 NA 13997 191.11032 0.3716366
#> 231 2 NA 38599 169.58854 0.5001314
#> 232 0 NA 219433 1098.26069 0.6136038
#> 233 4 NA 13997 191.11032 0.3716366
#> 234 4 NA 13997 191.11032 0.3716366
#> 235 2 NA 6011 89.75606 0.3557723
#> 236 2 NA 80875 131.05769 0.7228378
#> 237 2 NA 80875 131.05769 0.7228378
#> 238 4 NA 13997 191.11032 0.3716366
#> 239 4 NA 61014 208.42510 0.4510639
#> 240 0 NA 150654 3872.62269 0.3875788
#> 241 1 NA 2033686 -604.03385 1.2838615
#> 242 2 NA 38599 169.58854 0.5001314
#> 243 0 NA 140472 1747.09734 0.7258755
#> 244 0 NA 140472 1747.09734 0.7258755
#> 245 0 NA 21086 86.89588 0.7871245
#> 246 4 NA 61014 208.42510 0.4510639
#> 247 4 NA 61014 208.42510 0.4510639
#> 248 4 NA 61014 208.42510 0.4510639
#> 249 0 NA 150654 3872.62269 0.3875788
#> 250 4 NA 61014 208.42510 0.4510639
#> 251 2 NA 38599 169.58854 0.5001314
#> 252 0 NA 219433 1098.26069 0.6136038
#> 253 0 NA 21086 86.89588 0.7871245
#> 254 0 NA 219433 1098.26069 0.6136038
#> 255 2 NA 6011 89.75606 0.3557723
#> 256 0 NA 219433 1098.26069 0.6136038
#> 257 0 NA 57945 759.86685 0.5753252
#> 258 1 NA 2033686 -604.03385 1.2838615
#> 259 1 NA 2033686 -604.03385 1.2838615
#> 260 1 NA 2033686 -604.03385 1.2838615
#> 261 4 NA 61014 208.42510 0.4510639
#> 262 0 NA 21086 86.89588 0.7871245
#> 263 0 NA 150654 3872.62269 0.3875788
#> 264 0 NA 219433 1098.26069 0.6136038
#> 265 0 NA 57945 759.86685 0.5753252
#> 266 0 NA 219433 1098.26069 0.6136038
#> 267 0 NA 57945 759.86685 0.5753252
#> 268 0 NA 21086 86.89588 0.7871245
#> 269 2 NA 38599 169.58854 0.5001314
#> 270 4 NA 61014 208.42510 0.4510639
#> 271 4 NA 13997 191.11032 0.3716366
#> 272 0 NA 125085 274.05591 0.8964384
#> 273 0 NA 21086 86.89588 0.7871245
#> 274 0 NA 125085 274.05591 0.8964384
#> 275 0 NA 219433 1098.26069 0.6136038
#> 276 0 NA 57945 759.86685 0.5753252
#> 277 0 NA 219433 1098.26069 0.6136038
#> 278 0 NA 219433 1098.26069 0.6136038
#> 279 4 NA 61014 208.42510 0.4510639
#> 280 2 NA 6011 89.75606 0.3557723
#> 281 4 NA 13997 191.11032 0.3716366
#> 282 1 NA 2033686 -604.03385 1.2838615
#> 283 0 NA 57945 759.86685 0.5753252
#> 284 0 NA 21086 86.89588 0.7871245
#> 285 0 NA 219433 1098.26069 0.6136038
#> 286 4 NA 61014 208.42510 0.4510639
#> 287 4 NA 61014 208.42510 0.4510639
#> 288 0 NA 140472 1747.09734 0.7258755
#> 289 0 NA 219433 1098.26069 0.6136038
#> 290 4 NA 61014 208.42510 0.4510639
#> 291 4 NA 13997 191.11032 0.3716366
#> 292 2 NA 38599 169.58854 0.5001314
#> 293 2 NA 80875 131.05769 0.7228378
#> 294 1 NA 2033686 -604.03385 1.2838615
#> 295 4 NA 61014 208.42510 0.4510639
#> 296 4 NA 13997 191.11032 0.3716366
#> 297 2 NA 80875 131.05769 0.7228378
#> 298 2 NA 80875 131.05769 0.7228378
#> 299 0 NA 150654 3872.62269 0.3875788
#> 300 2 NA 6011 89.75606 0.3557723
#> 301 0 NA 219433 1098.26069 0.6136038
#> 302 4 NA 61014 208.42510 0.4510639
#> 303 4 NA 61014 208.42510 0.4510639
#> 304 4 NA 13997 191.11032 0.3716366
#> 305 4 NA 13997 191.11032 0.3716366
#> 306 0 NA 219433 1098.26069 0.6136038
#> 307 4 NA 61014 208.42510 0.4510639
#> 308 4 NA 61014 208.42510 0.4510639
#> 309 0 NA 125085 274.05591 0.8964384
#> 310 0 NA 219433 1098.26069 0.6136038
#> 311 4 NA 61014 208.42510 0.4510639
#> 312 0 NA 57945 759.86685 0.5753252
#> 313 0 NA 125085 274.05591 0.8964384
#> 314 0 NA 125085 274.05591 0.8964384
#> 315 0 NA 219433 1098.26069 0.6136038
#> 316 0 NA 150654 3872.62269 0.3875788
#> 317 0 NA 21086 86.89588 0.7871245
#> 318 2 NA 38599 169.58854 0.5001314
#> 319 1 NA 2033686 -604.03385 1.2838615
#> 320 0 NA 219433 1098.26069 0.6136038
#> 321 2 NA 80875 131.05769 0.7228378
#> 322 1 NA 2033686 -604.03385 1.2838615
#> 323 0 NA 21086 86.89588 0.7871245
#> 324 2 NA 6011 89.75606 0.3557723
#> 325 0 NA 150654 3872.62269 0.3875788
#> 326 0 NA 150654 3872.62269 0.3875788
#> 327 4 NA 61014 208.42510 0.4510639
#> 328 4 NA 13997 191.11032 0.3716366
#> 329 2 NA 80875 131.05769 0.7228378
#> 330 4 NA 13997 191.11032 0.3716366
#> 331 2 NA 38599 169.58854 0.5001314
#> 332 2 NA 38599 169.58854 0.5001314
#> 333 2 NA 38599 169.58854 0.5001314
#> 334 4 NA 13997 191.11032 0.3716366
#> 335 4 NA 61014 208.42510 0.4510639
#> 336 2 NA 6011 89.75606 0.3557723
#> 337 4 NA 13997 191.11032 0.3716366
#> 338 2 NA 80875 131.05769 0.7228378
#> 339 0 NA 219433 1098.26069 0.6136038
#> 340 4 NA 13997 191.11032 0.3716366
#> 341 0 NA 219433 1098.26069 0.6136038
#> 342 1 NA 2033686 -604.03385 1.2838615
#> 343 0 NA 219433 1098.26069 0.6136038
#> 344 4 NA 13997 191.11032 0.3716366
#> 345 2 NA 80875 131.05769 0.7228378
#> 346 0 NA 219433 1098.26069 0.6136038
#> 347 2 NA 38599 169.58854 0.5001314
#> 348 2 NA 6011 89.75606 0.3557723
#> 349 4 NA 61014 208.42510 0.4510639
#> 350 0 NA 140472 1747.09734 0.7258755
#> 351 4 NA 61014 208.42510 0.4510639
#> 352 0 NA 140472 1747.09734 0.7258755
#> 353 4 NA 13997 191.11032 0.3716366
#> 354 2 NA 38599 169.58854 0.5001314
#> 355 4 NA 13997 191.11032 0.3716366
#> 356 2 NA 38599 169.58854 0.5001314
#> 357 2 NA 80875 131.05769 0.7228378
#> 358 1 NA 2033686 -604.03385 1.2838615
#> 359 2 NA 6011 89.75606 0.3557723
#> 360 4 NA 13997 191.11032 0.3716366
#> 361 4 NA 13997 191.11032 0.3716366
#> 362 0 NA 140472 1747.09734 0.7258755
#> 363 2 NA 38599 169.58854 0.5001314
#> 364 2 NA 38599 169.58854 0.5001314
#> 365 4 NA 61014 208.42510 0.4510639
#> 366 0 NA 140472 1747.09734 0.7258755
#> 367 2 NA 38599 169.58854 0.5001314
#> 368 2 NA 80875 131.05769 0.7228378
#> 369 2 NA 38599 169.58854 0.5001314
#> 370 2 NA 38599 169.58854 0.5001314
#> 371 4 NA 13997 191.11032 0.3716366
#> 372 4 NA 13997 191.11032 0.3716366
#> 373 2 NA 38599 169.58854 0.5001314
#> 374 4 NA 61014 208.42510 0.4510639
#> 375 2 NA 38599 169.58854 0.5001314
#> 376 2 NA 6011 89.75606 0.3557723
#> 377 4 NA 13997 191.11032 0.3716366
#> 378 0 NA 219433 1098.26069 0.6136038
#> 379 0 NA 219433 1098.26069 0.6136038
#> 380 0 NA 219433 1098.26069 0.6136038
#> 381 4 NA 13997 191.11032 0.3716366
#> 382 4 NA 61014 208.42510 0.4510639
#> 383 0 NA 219433 1098.26069 0.6136038
#> 384 0 NA 219433 1098.26069 0.6136038
#> 385 4 NA 13997 191.11032 0.3716366
#> 386 1 NA 2033686 -604.03385 1.2838615
#> 387 1 NA 2033686 -604.03385 1.2838615
#> 388 2 NA 38599 169.58854 0.5001314
#> 389 4 NA 61014 208.42510 0.4510639
#> 390 2 NA 38599 169.58854 0.5001314
#> 391 4 NA 13997 191.11032 0.3716366
#> 392 2 NA 38599 169.58854 0.5001314
#> 393 2 NA 80875 131.05769 0.7228378
#> 394 1 NA 2033686 -604.03385 1.2838615
#> 395 0 NA 219433 1098.26069 0.6136038
#> 396 4 NA 61014 208.42510 0.4510639
#> 397 4 NA 13997 191.11032 0.3716366
#> 398 4 NA 13997 191.11032 0.3716366
#> 399 2 NA 6011 89.75606 0.3557723
#> 400 4 NA 13997 191.11032 0.3716366
#> 401 0 NA 140472 1747.09734 0.7258755
#> 402 0 NA 219433 1098.26069 0.6136038
#> 403 2 NA 38599 169.58854 0.5001314
#> 404 2 NA 38599 169.58854 0.5001314
#> 405 2 NA 38599 169.58854 0.5001314
#> 406 2 NA 38599 169.58854 0.5001314
#> 407 2 NA 80875 131.05769 0.7228378
#> 408 2 NA 80875 131.05769 0.7228378
#> 409 2 NA 38599 169.58854 0.5001314
#> 410 2 NA 80875 131.05769 0.7228378
#> 411 0 NA 140472 1747.09734 0.7258755
#> 412 0 NA 140472 1747.09734 0.7258755
#> 413 2 NA 80875 131.05769 0.7228378
#> 414 0 NA 140472 1747.09734 0.7258755
#> 415 2 NA 38599 169.58854 0.5001314
#> 416 2 NA 38599 169.58854 0.5001314
#> 417 2 NA 38599 169.58854 0.5001314
#> 418 2 NA 38599 169.58854 0.5001314
#> 419 2 NA 80875 131.05769 0.7228378
#> 420 2 NA 80875 131.05769 0.7228378
#> 421 2 NA 80875 131.05769 0.7228378
#> 422 2 NA 38599 169.58854 0.5001314
#> 423 2 NA 38599 169.58854 0.5001314
#> 424 2 NA 38599 169.58854 0.5001314
#> 425 2 NA 38599 169.58854 0.5001314
#> 426 1 NA 2033686 -604.03385 1.2838615
#> 427 2 NA 80875 131.05769 0.7228378
#> 428 0 NA 140472 1747.09734 0.7258755
#> Strata_AnModel Strata_AsigmaHat Strata_AseEstimate Strata_AseRobust
#> 1 53 6251.7673 6377.2954 5432.4988
#> 2 53 6251.7673 6377.2954 5432.4988
#> 3 53 6251.7673 6377.2954 5432.4988
#> 4 53 6251.7673 6377.2954 5432.4988
#> 5 24 1477.7436 2196.4887 2773.5269
#> 6 19 294.8446 655.5807 905.9828
#> 7 15 611.7164 0.0000 0.0000
#> 8 10 246.0045 381.9351 429.2043
#> 9 19 1326.4614 0.0000 0.0000
#> 10 45 2783.4087 0.0000 0.0000
#> 11 19 3812.4591 0.0000 0.0000
#> 12 19 1326.4614 0.0000 0.0000
#> 13 41 620.3999 1307.2285 1356.9134
#> 14 45 2783.4087 0.0000 0.0000
#> 15 26 2292.5763 0.0000 0.0000
#> 16 26 2292.5763 0.0000 0.0000
#> 17 15 611.7164 0.0000 0.0000
#> 18 15 611.7164 0.0000 0.0000
#> 19 26 2292.5763 0.0000 0.0000
#> 20 53 6251.7673 6377.2954 5432.4988
#> 21 26 2292.5763 0.0000 0.0000
#> 22 19 3812.4591 0.0000 0.0000
#> 23 26 2292.5763 0.0000 0.0000
#> 24 53 6251.7673 6377.2954 5432.4988
#> 25 53 6251.7673 6377.2954 5432.4988
#> 26 53 6251.7673 6377.2954 5432.4988
#> 27 26 2292.5763 0.0000 0.0000
#> 28 26 2292.5763 0.0000 0.0000
#> 29 26 2292.5763 0.0000 0.0000
#> 30 26 2292.5763 0.0000 0.0000
#> 31 26 2292.5763 0.0000 0.0000
#> 32 53 6251.7673 6377.2954 5432.4988
#> 33 53 6251.7673 6377.2954 5432.4988
#> 34 53 6251.7673 6377.2954 5432.4988
#> 35 26 2292.5763 0.0000 0.0000
#> 36 53 6251.7673 6377.2954 5432.4988
#> 37 26 2292.5763 0.0000 0.0000
#> 38 53 6251.7673 6377.2954 5432.4988
#> 39 26 2292.5763 0.0000 0.0000
#> 40 41 620.3999 1307.2285 1356.9134
#> 41 53 6251.7673 6377.2954 5432.4988
#> 42 19 3812.4591 0.0000 0.0000
#> 43 53 6251.7673 6377.2954 5432.4988
#> 44 53 6251.7673 6377.2954 5432.4988
#> 45 26 2292.5763 0.0000 0.0000
#> 46 19 1326.4614 0.0000 0.0000
#> 47 19 1326.4614 0.0000 0.0000
#> 48 26 2292.5763 0.0000 0.0000
#> 49 45 2783.4087 0.0000 0.0000
#> 50 41 620.3999 1307.2285 1356.9134
#> 51 45 2783.4087 0.0000 0.0000
#> 52 41 620.3999 1307.2285 1356.9134
#> 53 53 6251.7673 6377.2954 5432.4988
#> 54 45 2783.4087 0.0000 0.0000
#> 55 41 620.3999 1307.2285 1356.9134
#> 56 41 620.3999 1307.2285 1356.9134
#> 57 24 1477.7436 2196.4887 2773.5269
#> 58 34 715.4102 1043.7625 919.4276
#> 59 19 294.8446 655.5807 905.9828
#> 60 16 3087.2976 0.0000 0.0000
#> 61 41 620.3999 1307.2285 1356.9134
#> 62 41 620.3999 1307.2285 1356.9134
#> 63 19 294.8446 655.5807 905.9828
#> 64 53 6251.7673 6377.2954 5432.4988
#> 65 53 6251.7673 6377.2954 5432.4988
#> 66 41 620.3999 1307.2285 1356.9134
#> 67 19 294.8446 655.5807 905.9828
#> 68 24 1477.7436 2196.4887 2773.5269
#> 69 24 1477.7436 2196.4887 2773.5269
#> 70 41 620.3999 1307.2285 1356.9134
#> 71 16 3087.2976 0.0000 0.0000
#> 72 45 2783.4087 0.0000 0.0000
#> 73 41 620.3999 1307.2285 1356.9134
#> 74 41 620.3999 1307.2285 1356.9134
#> 75 45 2783.4087 0.0000 0.0000
#> 76 45 2783.4087 0.0000 0.0000
#> 77 19 1326.4614 0.0000 0.0000
#> 78 26 2292.5763 0.0000 0.0000
#> 79 26 2292.5763 0.0000 0.0000
#> 80 26 2292.5763 0.0000 0.0000
#> 81 19 1326.4614 0.0000 0.0000
#> 82 19 1326.4614 0.0000 0.0000
#> 83 45 2783.4087 0.0000 0.0000
#> 84 41 620.3999 1307.2285 1356.9134
#> 85 34 715.4102 1043.7625 919.4276
#> 86 45 2783.4087 0.0000 0.0000
#> 87 41 620.3999 1307.2285 1356.9134
#> 88 41 620.3999 1307.2285 1356.9134
#> 89 34 715.4102 1043.7625 919.4276
#> 90 53 6251.7673 6377.2954 5432.4988
#> 91 53 6251.7673 6377.2954 5432.4988
#> 92 53 6251.7673 6377.2954 5432.4988
#> 93 19 3812.4591 0.0000 0.0000
#> 94 19 294.8446 655.5807 905.9828
#> 95 41 620.3999 1307.2285 1356.9134
#> 96 41 620.3999 1307.2285 1356.9134
#> 97 41 620.3999 1307.2285 1356.9134
#> 98 24 1477.7436 2196.4887 2773.5269
#> 99 24 1477.7436 2196.4887 2773.5269
#> 100 41 620.3999 1307.2285 1356.9134
#> 101 15 611.7164 0.0000 0.0000
#> 102 19 1326.4614 0.0000 0.0000
#> 103 26 2292.5763 0.0000 0.0000
#> 104 53 6251.7673 6377.2954 5432.4988
#> 105 53 6251.7673 6377.2954 5432.4988
#> 106 53 6251.7673 6377.2954 5432.4988
#> 107 26 2292.5763 0.0000 0.0000
#> 108 15 611.7164 0.0000 0.0000
#> 109 34 715.4102 1043.7625 919.4276
#> 110 34 715.4102 1043.7625 919.4276
#> 111 53 6251.7673 6377.2954 5432.4988
#> 112 26 2292.5763 0.0000 0.0000
#> 113 53 6251.7673 6377.2954 5432.4988
#> 114 53 6251.7673 6377.2954 5432.4988
#> 115 53 6251.7673 6377.2954 5432.4988
#> 116 26 2292.5763 0.0000 0.0000
#> 117 19 1326.4614 0.0000 0.0000
#> 118 41 620.3999 1307.2285 1356.9134
#> 119 19 3812.4591 0.0000 0.0000
#> 120 19 1326.4614 0.0000 0.0000
#> 121 26 2292.5763 0.0000 0.0000
#> 122 53 6251.7673 6377.2954 5432.4988
#> 123 15 611.7164 0.0000 0.0000
#> 124 15 611.7164 0.0000 0.0000
#> 125 53 6251.7673 6377.2954 5432.4988
#> 126 53 6251.7673 6377.2954 5432.4988
#> 127 45 2783.4087 0.0000 0.0000
#> 128 15 611.7164 0.0000 0.0000
#> 129 19 3812.4591 0.0000 0.0000
#> 130 45 2783.4087 0.0000 0.0000
#> 131 41 620.3999 1307.2285 1356.9134
#> 132 45 2783.4087 0.0000 0.0000
#> 133 45 2783.4087 0.0000 0.0000
#> 134 15 611.7164 0.0000 0.0000
#> 135 16 3087.2976 0.0000 0.0000
#> 136 19 294.8446 655.5807 905.9828
#> 137 41 620.3999 1307.2285 1356.9134
#> 138 41 620.3999 1307.2285 1356.9134
#> 139 19 294.8446 655.5807 905.9828
#> 140 34 715.4102 1043.7625 919.4276
#> 141 24 1477.7436 2196.4887 2773.5269
#> 142 24 1477.7436 2196.4887 2773.5269
#> 143 45 2783.4087 0.0000 0.0000
#> 144 53 6251.7673 6377.2954 5432.4988
#> 145 53 6251.7673 6377.2954 5432.4988
#> 146 41 620.3999 1307.2285 1356.9134
#> 147 15 611.7164 0.0000 0.0000
#> 148 19 1326.4614 0.0000 0.0000
#> 149 45 2783.4087 0.0000 0.0000
#> 150 45 2783.4087 0.0000 0.0000
#> 151 41 620.3999 1307.2285 1356.9134
#> 152 34 715.4102 1043.7625 919.4276
#> 153 19 294.8446 655.5807 905.9828
#> 154 15 611.7164 0.0000 0.0000
#> 155 34 715.4102 1043.7625 919.4276
#> 156 34 715.4102 1043.7625 919.4276
#> 157 53 6251.7673 6377.2954 5432.4988
#> 158 53 6251.7673 6377.2954 5432.4988
#> 159 19 3812.4591 0.0000 0.0000
#> 160 45 2783.4087 0.0000 0.0000
#> 161 45 2783.4087 0.0000 0.0000
#> 162 19 3812.4591 0.0000 0.0000
#> 163 19 1326.4614 0.0000 0.0000
#> 164 26 2292.5763 0.0000 0.0000
#> 165 10 246.0045 381.9351 429.2043
#> 166 34 715.4102 1043.7625 919.4276
#> 167 10 246.0045 381.9351 429.2043
#> 168 41 620.3999 1307.2285 1356.9134
#> 169 45 2783.4087 0.0000 0.0000
#> 170 19 294.8446 655.5807 905.9828
#> 171 16 3087.2976 0.0000 0.0000
#> 172 53 6251.7673 6377.2954 5432.4988
#> 173 19 1326.4614 0.0000 0.0000
#> 174 53 6251.7673 6377.2954 5432.4988
#> 175 53 6251.7673 6377.2954 5432.4988
#> 176 53 6251.7673 6377.2954 5432.4988
#> 177 15 611.7164 0.0000 0.0000
#> 178 41 620.3999 1307.2285 1356.9134
#> 179 41 620.3999 1307.2285 1356.9134
#> 180 26 2292.5763 0.0000 0.0000
#> 181 26 2292.5763 0.0000 0.0000
#> 182 19 3812.4591 0.0000 0.0000
#> 183 19 3812.4591 0.0000 0.0000
#> 184 53 6251.7673 6377.2954 5432.4988
#> 185 19 3812.4591 0.0000 0.0000
#> 186 53 6251.7673 6377.2954 5432.4988
#> 187 19 3812.4591 0.0000 0.0000
#> 188 24 1477.7436 2196.4887 2773.5269
#> 189 53 6251.7673 6377.2954 5432.4988
#> 190 24 1477.7436 2196.4887 2773.5269
#> 191 41 620.3999 1307.2285 1356.9134
#> 192 41 620.3999 1307.2285 1356.9134
#> 193 10 246.0045 381.9351 429.2043
#> 194 19 294.8446 655.5807 905.9828
#> 195 16 3087.2976 0.0000 0.0000
#> 196 53 6251.7673 6377.2954 5432.4988
#> 197 10 246.0045 381.9351 429.2043
#> 198 45 2783.4087 0.0000 0.0000
#> 199 53 6251.7673 6377.2954 5432.4988
#> 200 15 611.7164 0.0000 0.0000
#> 201 45 2783.4087 0.0000 0.0000
#> 202 45 2783.4087 0.0000 0.0000
#> 203 19 3812.4591 0.0000 0.0000
#> 204 24 1477.7436 2196.4887 2773.5269
#> 205 41 620.3999 1307.2285 1356.9134
#> 206 45 2783.4087 0.0000 0.0000
#> 207 34 715.4102 1043.7625 919.4276
#> 208 16 3087.2976 0.0000 0.0000
#> 209 41 620.3999 1307.2285 1356.9134
#> 210 53 6251.7673 6377.2954 5432.4988
#> 211 34 715.4102 1043.7625 919.4276
#> 212 19 294.8446 655.5807 905.9828
#> 213 45 2783.4087 0.0000 0.0000
#> 214 45 2783.4087 0.0000 0.0000
#> 215 41 620.3999 1307.2285 1356.9134
#> 216 24 1477.7436 2196.4887 2773.5269
#> 217 19 3812.4591 0.0000 0.0000
#> 218 24 1477.7436 2196.4887 2773.5269
#> 219 19 3812.4591 0.0000 0.0000
#> 220 53 6251.7673 6377.2954 5432.4988
#> 221 53 6251.7673 6377.2954 5432.4988
#> 222 24 1477.7436 2196.4887 2773.5269
#> 223 53 6251.7673 6377.2954 5432.4988
#> 224 19 1326.4614 0.0000 0.0000
#> 225 19 3812.4591 0.0000 0.0000
#> 226 24 1477.7436 2196.4887 2773.5269
#> 227 19 1326.4614 0.0000 0.0000
#> 228 16 3087.2976 0.0000 0.0000
#> 229 41 620.3999 1307.2285 1356.9134
#> 230 19 294.8446 655.5807 905.9828
#> 231 34 715.4102 1043.7625 919.4276
#> 232 45 2783.4087 0.0000 0.0000
#> 233 19 294.8446 655.5807 905.9828
#> 234 19 294.8446 655.5807 905.9828
#> 235 10 246.0045 381.9351 429.2043
#> 236 24 1477.7436 2196.4887 2773.5269
#> 237 24 1477.7436 2196.4887 2773.5269
#> 238 19 294.8446 655.5807 905.9828
#> 239 41 620.3999 1307.2285 1356.9134
#> 240 19 3812.4591 0.0000 0.0000
#> 241 53 6251.7673 6377.2954 5432.4988
#> 242 34 715.4102 1043.7625 919.4276
#> 243 16 3087.2976 0.0000 0.0000
#> 244 16 3087.2976 0.0000 0.0000
#> 245 15 611.7164 0.0000 0.0000
#> 246 41 620.3999 1307.2285 1356.9134
#> 247 41 620.3999 1307.2285 1356.9134
#> 248 41 620.3999 1307.2285 1356.9134
#> 249 19 3812.4591 0.0000 0.0000
#> 250 41 620.3999 1307.2285 1356.9134
#> 251 34 715.4102 1043.7625 919.4276
#> 252 45 2783.4087 0.0000 0.0000
#> 253 15 611.7164 0.0000 0.0000
#> 254 45 2783.4087 0.0000 0.0000
#> 255 10 246.0045 381.9351 429.2043
#> 256 45 2783.4087 0.0000 0.0000
#> 257 19 1326.4614 0.0000 0.0000
#> 258 53 6251.7673 6377.2954 5432.4988
#> 259 53 6251.7673 6377.2954 5432.4988
#> 260 53 6251.7673 6377.2954 5432.4988
#> 261 41 620.3999 1307.2285 1356.9134
#> 262 15 611.7164 0.0000 0.0000
#> 263 19 3812.4591 0.0000 0.0000
#> 264 45 2783.4087 0.0000 0.0000
#> 265 19 1326.4614 0.0000 0.0000
#> 266 45 2783.4087 0.0000 0.0000
#> 267 19 1326.4614 0.0000 0.0000
#> 268 15 611.7164 0.0000 0.0000
#> 269 34 715.4102 1043.7625 919.4276
#> 270 41 620.3999 1307.2285 1356.9134
#> 271 19 294.8446 655.5807 905.9828
#> 272 26 2292.5763 0.0000 0.0000
#> 273 15 611.7164 0.0000 0.0000
#> 274 26 2292.5763 0.0000 0.0000
#> 275 45 2783.4087 0.0000 0.0000
#> 276 19 1326.4614 0.0000 0.0000
#> 277 45 2783.4087 0.0000 0.0000
#> 278 45 2783.4087 0.0000 0.0000
#> 279 41 620.3999 1307.2285 1356.9134
#> 280 10 246.0045 381.9351 429.2043
#> 281 19 294.8446 655.5807 905.9828
#> 282 53 6251.7673 6377.2954 5432.4988
#> 283 19 1326.4614 0.0000 0.0000
#> 284 15 611.7164 0.0000 0.0000
#> 285 45 2783.4087 0.0000 0.0000
#> 286 41 620.3999 1307.2285 1356.9134
#> 287 41 620.3999 1307.2285 1356.9134
#> 288 16 3087.2976 0.0000 0.0000
#> 289 45 2783.4087 0.0000 0.0000
#> 290 41 620.3999 1307.2285 1356.9134
#> 291 19 294.8446 655.5807 905.9828
#> 292 34 715.4102 1043.7625 919.4276
#> 293 24 1477.7436 2196.4887 2773.5269
#> 294 53 6251.7673 6377.2954 5432.4988
#> 295 41 620.3999 1307.2285 1356.9134
#> 296 19 294.8446 655.5807 905.9828
#> 297 24 1477.7436 2196.4887 2773.5269
#> 298 24 1477.7436 2196.4887 2773.5269
#> 299 19 3812.4591 0.0000 0.0000
#> 300 10 246.0045 381.9351 429.2043
#> 301 45 2783.4087 0.0000 0.0000
#> 302 41 620.3999 1307.2285 1356.9134
#> 303 41 620.3999 1307.2285 1356.9134
#> 304 19 294.8446 655.5807 905.9828
#> 305 19 294.8446 655.5807 905.9828
#> 306 45 2783.4087 0.0000 0.0000
#> 307 41 620.3999 1307.2285 1356.9134
#> 308 41 620.3999 1307.2285 1356.9134
#> 309 26 2292.5763 0.0000 0.0000
#> 310 45 2783.4087 0.0000 0.0000
#> 311 41 620.3999 1307.2285 1356.9134
#> 312 19 1326.4614 0.0000 0.0000
#> 313 26 2292.5763 0.0000 0.0000
#> 314 26 2292.5763 0.0000 0.0000
#> 315 45 2783.4087 0.0000 0.0000
#> 316 19 3812.4591 0.0000 0.0000
#> 317 15 611.7164 0.0000 0.0000
#> 318 34 715.4102 1043.7625 919.4276
#> 319 53 6251.7673 6377.2954 5432.4988
#> 320 45 2783.4087 0.0000 0.0000
#> 321 24 1477.7436 2196.4887 2773.5269
#> 322 53 6251.7673 6377.2954 5432.4988
#> 323 15 611.7164 0.0000 0.0000
#> 324 10 246.0045 381.9351 429.2043
#> 325 19 3812.4591 0.0000 0.0000
#> 326 19 3812.4591 0.0000 0.0000
#> 327 41 620.3999 1307.2285 1356.9134
#> 328 19 294.8446 655.5807 905.9828
#> 329 24 1477.7436 2196.4887 2773.5269
#> 330 19 294.8446 655.5807 905.9828
#> 331 34 715.4102 1043.7625 919.4276
#> 332 34 715.4102 1043.7625 919.4276
#> 333 34 715.4102 1043.7625 919.4276
#> 334 19 294.8446 655.5807 905.9828
#> 335 41 620.3999 1307.2285 1356.9134
#> 336 10 246.0045 381.9351 429.2043
#> 337 19 294.8446 655.5807 905.9828
#> 338 24 1477.7436 2196.4887 2773.5269
#> 339 45 2783.4087 0.0000 0.0000
#> 340 19 294.8446 655.5807 905.9828
#> 341 45 2783.4087 0.0000 0.0000
#> 342 53 6251.7673 6377.2954 5432.4988
#> 343 45 2783.4087 0.0000 0.0000
#> 344 19 294.8446 655.5807 905.9828
#> 345 24 1477.7436 2196.4887 2773.5269
#> 346 45 2783.4087 0.0000 0.0000
#> 347 34 715.4102 1043.7625 919.4276
#> 348 10 246.0045 381.9351 429.2043
#> 349 41 620.3999 1307.2285 1356.9134
#> 350 16 3087.2976 0.0000 0.0000
#> 351 41 620.3999 1307.2285 1356.9134
#> 352 16 3087.2976 0.0000 0.0000
#> 353 19 294.8446 655.5807 905.9828
#> 354 34 715.4102 1043.7625 919.4276
#> 355 19 294.8446 655.5807 905.9828
#> 356 34 715.4102 1043.7625 919.4276
#> 357 24 1477.7436 2196.4887 2773.5269
#> 358 53 6251.7673 6377.2954 5432.4988
#> 359 10 246.0045 381.9351 429.2043
#> 360 19 294.8446 655.5807 905.9828
#> 361 19 294.8446 655.5807 905.9828
#> 362 16 3087.2976 0.0000 0.0000
#> 363 34 715.4102 1043.7625 919.4276
#> 364 34 715.4102 1043.7625 919.4276
#> 365 41 620.3999 1307.2285 1356.9134
#> 366 16 3087.2976 0.0000 0.0000
#> 367 34 715.4102 1043.7625 919.4276
#> 368 24 1477.7436 2196.4887 2773.5269
#> 369 34 715.4102 1043.7625 919.4276
#> 370 34 715.4102 1043.7625 919.4276
#> 371 19 294.8446 655.5807 905.9828
#> 372 19 294.8446 655.5807 905.9828
#> 373 34 715.4102 1043.7625 919.4276
#> 374 41 620.3999 1307.2285 1356.9134
#> 375 34 715.4102 1043.7625 919.4276
#> 376 10 246.0045 381.9351 429.2043
#> 377 19 294.8446 655.5807 905.9828
#> 378 45 2783.4087 0.0000 0.0000
#> 379 45 2783.4087 0.0000 0.0000
#> 380 45 2783.4087 0.0000 0.0000
#> 381 19 294.8446 655.5807 905.9828
#> 382 41 620.3999 1307.2285 1356.9134
#> 383 45 2783.4087 0.0000 0.0000
#> 384 45 2783.4087 0.0000 0.0000
#> 385 19 294.8446 655.5807 905.9828
#> 386 53 6251.7673 6377.2954 5432.4988
#> 387 53 6251.7673 6377.2954 5432.4988
#> 388 34 715.4102 1043.7625 919.4276
#> 389 41 620.3999 1307.2285 1356.9134
#> 390 34 715.4102 1043.7625 919.4276
#> 391 19 294.8446 655.5807 905.9828
#> 392 34 715.4102 1043.7625 919.4276
#> 393 24 1477.7436 2196.4887 2773.5269
#> 394 53 6251.7673 6377.2954 5432.4988
#> 395 45 2783.4087 0.0000 0.0000
#> 396 41 620.3999 1307.2285 1356.9134
#> 397 19 294.8446 655.5807 905.9828
#> 398 19 294.8446 655.5807 905.9828
#> 399 10 246.0045 381.9351 429.2043
#> 400 19 294.8446 655.5807 905.9828
#> 401 16 3087.2976 0.0000 0.0000
#> 402 45 2783.4087 0.0000 0.0000
#> 403 34 715.4102 1043.7625 919.4276
#> 404 34 715.4102 1043.7625 919.4276
#> 405 34 715.4102 1043.7625 919.4276
#> 406 34 715.4102 1043.7625 919.4276
#> 407 24 1477.7436 2196.4887 2773.5269
#> 408 24 1477.7436 2196.4887 2773.5269
#> 409 34 715.4102 1043.7625 919.4276
#> 410 24 1477.7436 2196.4887 2773.5269
#> 411 16 3087.2976 0.0000 0.0000
#> 412 16 3087.2976 0.0000 0.0000
#> 413 24 1477.7436 2196.4887 2773.5269
#> 414 16 3087.2976 0.0000 0.0000
#> 415 34 715.4102 1043.7625 919.4276
#> 416 34 715.4102 1043.7625 919.4276
#> 417 34 715.4102 1043.7625 919.4276
#> 418 34 715.4102 1043.7625 919.4276
#> 419 24 1477.7436 2196.4887 2773.5269
#> 420 24 1477.7436 2196.4887 2773.5269
#> 421 24 1477.7436 2196.4887 2773.5269
#> 422 34 715.4102 1043.7625 919.4276
#> 423 34 715.4102 1043.7625 919.4276
#> 424 34 715.4102 1043.7625 919.4276
#> 425 34 715.4102 1043.7625 919.4276
#> 426 53 6251.7673 6377.2954 5432.4988
#> 427 24 1477.7436 2196.4887 2773.5269
#> 428 16 3087.2976 0.0000 0.0000
#> Strata_BnImputed Strata_estimate Strata_BestimateYHat Strata_BestimateOrig
#> 1 0 2033595.511 1970543.017 2033595.511
#> 2 0 2033595.511 1970543.017 2033595.511
#> 3 0 2033595.511 1970543.017 2033595.511
#> 4 0 2033595.511 1970543.017 2033595.511
#> 5 1 87847.626 64097.492 86240.350
#> 6 3 18440.983 15267.550 17168.903
#> 7 0 21086.000 18496.453 21086.000
#> 8 0 6678.632 5430.122 6678.632
#> 9 0 57945.000 45632.163 57945.000
#> 10 0 219433.000 210240.422 219433.000
#> 11 0 150654.000 133413.188 150654.000
#> 12 0 57945.000 45632.163 57945.000
#> 13 2 66477.843 59673.410 64515.744
#> 14 0 219433.000 210240.422 219433.000
#> 15 0 125085.000 133481.826 125085.000
#> 16 0 125085.000 133481.826 125085.000
#> 17 0 21086.000 18496.453 21086.000
#> 18 0 21086.000 18496.453 21086.000
#> 19 0 125085.000 133481.826 125085.000
#> 20 0 2033595.511 1970543.017 2033595.511
#> 21 0 125085.000 133481.826 125085.000
#> 22 0 150654.000 133413.188 150654.000
#> 23 0 125085.000 133481.826 125085.000
#> 24 0 2033595.511 1970543.017 2033595.511
#> 25 0 2033595.511 1970543.017 2033595.511
#> 26 0 2033595.511 1970543.017 2033595.511
#> 27 0 125085.000 133481.826 125085.000
#> 28 0 125085.000 133481.826 125085.000
#> 29 0 125085.000 133481.826 125085.000
#> 30 0 125085.000 133481.826 125085.000
#> 31 0 125085.000 133481.826 125085.000
#> 32 0 2033595.511 1970543.017 2033595.511
#> 33 0 2033595.511 1970543.017 2033595.511
#> 34 0 2033595.511 1970543.017 2033595.511
#> 35 0 125085.000 133481.826 125085.000
#> 36 0 2033595.511 1970543.017 2033595.511
#> 37 0 125085.000 133481.826 125085.000
#> 38 0 2033595.511 1970543.017 2033595.511
#> 39 0 125085.000 133481.826 125085.000
#> 40 2 66477.843 59673.410 64515.744
#> 41 0 2033595.511 1970543.017 2033595.511
#> 42 0 150654.000 133413.188 150654.000
#> 43 0 2033595.511 1970543.017 2033595.511
#> 44 0 2033595.511 1970543.017 2033595.511
#> 45 0 125085.000 133481.826 125085.000
#> 46 0 57945.000 45632.163 57945.000
#> 47 0 57945.000 45632.163 57945.000
#> 48 0 125085.000 133481.826 125085.000
#> 49 0 219433.000 210240.422 219433.000
#> 50 2 66477.843 59673.410 64515.744
#> 51 0 219433.000 210240.422 219433.000
#> 52 2 66477.843 59673.410 64515.744
#> 53 0 2033595.511 1970543.017 2033595.511
#> 54 0 219433.000 210240.422 219433.000
#> 55 2 66477.843 59673.410 64515.744
#> 56 2 66477.843 59673.410 64515.744
#> 57 1 87847.626 64097.492 86240.350
#> 58 4 43495.667 35654.587 40163.499
#> 59 3 18440.983 15267.550 17168.903
#> 60 0 140472.000 128837.905 140472.000
#> 61 2 66477.843 59673.410 64515.744
#> 62 2 66477.843 59673.410 64515.744
#> 63 3 18440.983 15267.550 17168.903
#> 64 0 2033595.511 1970543.017 2033595.511
#> 65 0 2033595.511 1970543.017 2033595.511
#> 66 2 66477.843 59673.410 64515.744
#> 67 3 18440.983 15267.550 17168.903
#> 68 1 87847.626 64097.492 86240.350
#> 69 1 87847.626 64097.492 86240.350
#> 70 2 66477.843 59673.410 64515.744
#> 71 0 140472.000 128837.905 140472.000
#> 72 0 219433.000 210240.422 219433.000
#> 73 2 66477.843 59673.410 64515.744
#> 74 2 66477.843 59673.410 64515.744
#> 75 0 219433.000 210240.422 219433.000
#> 76 0 219433.000 210240.422 219433.000
#> 77 0 57945.000 45632.163 57945.000
#> 78 0 125085.000 133481.826 125085.000
#> 79 0 125085.000 133481.826 125085.000
#> 80 0 125085.000 133481.826 125085.000
#> 81 0 57945.000 45632.163 57945.000
#> 82 0 57945.000 45632.163 57945.000
#> 83 0 219433.000 210240.422 219433.000
#> 84 2 66477.843 59673.410 64515.744
#> 85 4 43495.667 35654.587 40163.499
#> 86 0 219433.000 210240.422 219433.000
#> 87 2 66477.843 59673.410 64515.744
#> 88 2 66477.843 59673.410 64515.744
#> 89 4 43495.667 35654.587 40163.499
#> 90 0 2033595.511 1970543.017 2033595.511
#> 91 0 2033595.511 1970543.017 2033595.511
#> 92 0 2033595.511 1970543.017 2033595.511
#> 93 0 150654.000 133413.188 150654.000
#> 94 3 18440.983 15267.550 17168.903
#> 95 2 66477.843 59673.410 64515.744
#> 96 2 66477.843 59673.410 64515.744
#> 97 2 66477.843 59673.410 64515.744
#> 98 1 87847.626 64097.492 86240.350
#> 99 1 87847.626 64097.492 86240.350
#> 100 2 66477.843 59673.410 64515.744
#> 101 0 21086.000 18496.453 21086.000
#> 102 0 57945.000 45632.163 57945.000
#> 103 0 125085.000 133481.826 125085.000
#> 104 0 2033595.511 1970543.017 2033595.511
#> 105 0 2033595.511 1970543.017 2033595.511
#> 106 0 2033595.511 1970543.017 2033595.511
#> 107 0 125085.000 133481.826 125085.000
#> 108 0 21086.000 18496.453 21086.000
#> 109 4 43495.667 35654.587 40163.499
#> 110 4 43495.667 35654.587 40163.499
#> 111 0 2033595.511 1970543.017 2033595.511
#> 112 0 125085.000 133481.826 125085.000
#> 113 0 2033595.511 1970543.017 2033595.511
#> 114 0 2033595.511 1970543.017 2033595.511
#> 115 0 2033595.511 1970543.017 2033595.511
#> 116 0 125085.000 133481.826 125085.000
#> 117 0 57945.000 45632.163 57945.000
#> 118 2 66477.843 59673.410 64515.744
#> 119 0 150654.000 133413.188 150654.000
#> 120 0 57945.000 45632.163 57945.000
#> 121 0 125085.000 133481.826 125085.000
#> 122 0 2033595.511 1970543.017 2033595.511
#> 123 0 21086.000 18496.453 21086.000
#> 124 0 21086.000 18496.453 21086.000
#> 125 0 2033595.511 1970543.017 2033595.511
#> 126 0 2033595.511 1970543.017 2033595.511
#> 127 0 219433.000 210240.422 219433.000
#> 128 0 21086.000 18496.453 21086.000
#> 129 0 150654.000 133413.188 150654.000
#> 130 0 219433.000 210240.422 219433.000
#> 131 2 66477.843 59673.410 64515.744
#> 132 0 219433.000 210240.422 219433.000
#> 133 0 219433.000 210240.422 219433.000
#> 134 0 21086.000 18496.453 21086.000
#> 135 0 140472.000 128837.905 140472.000
#> 136 3 18440.983 15267.550 17168.903
#> 137 2 66477.843 59673.410 64515.744
#> 138 2 66477.843 59673.410 64515.744
#> 139 3 18440.983 15267.550 17168.903
#> 140 4 43495.667 35654.587 40163.499
#> 141 1 87847.626 64097.492 86240.350
#> 142 1 87847.626 64097.492 86240.350
#> 143 0 219433.000 210240.422 219433.000
#> 144 0 2033595.511 1970543.017 2033595.511
#> 145 0 2033595.511 1970543.017 2033595.511
#> 146 2 66477.843 59673.410 64515.744
#> 147 0 21086.000 18496.453 21086.000
#> 148 0 57945.000 45632.163 57945.000
#> 149 0 219433.000 210240.422 219433.000
#> 150 0 219433.000 210240.422 219433.000
#> 151 2 66477.843 59673.410 64515.744
#> 152 4 43495.667 35654.587 40163.499
#> 153 3 18440.983 15267.550 17168.903
#> 154 0 21086.000 18496.453 21086.000
#> 155 4 43495.667 35654.587 40163.499
#> 156 4 43495.667 35654.587 40163.499
#> 157 0 2033595.511 1970543.017 2033595.511
#> 158 0 2033595.511 1970543.017 2033595.511
#> 159 0 150654.000 133413.188 150654.000
#> 160 0 219433.000 210240.422 219433.000
#> 161 0 219433.000 210240.422 219433.000
#> 162 0 150654.000 133413.188 150654.000
#> 163 0 57945.000 45632.163 57945.000
#> 164 0 125085.000 133481.826 125085.000
#> 165 0 6678.632 5430.122 6678.632
#> 166 4 43495.667 35654.587 40163.499
#> 167 0 6678.632 5430.122 6678.632
#> 168 2 66477.843 59673.410 64515.744
#> 169 0 219433.000 210240.422 219433.000
#> 170 3 18440.983 15267.550 17168.903
#> 171 0 140472.000 128837.905 140472.000
#> 172 0 2033595.511 1970543.017 2033595.511
#> 173 0 57945.000 45632.163 57945.000
#> 174 0 2033595.511 1970543.017 2033595.511
#> 175 0 2033595.511 1970543.017 2033595.511
#> 176 0 2033595.511 1970543.017 2033595.511
#> 177 0 21086.000 18496.453 21086.000
#> 178 2 66477.843 59673.410 64515.744
#> 179 2 66477.843 59673.410 64515.744
#> 180 0 125085.000 133481.826 125085.000
#> 181 0 125085.000 133481.826 125085.000
#> 182 0 150654.000 133413.188 150654.000
#> 183 0 150654.000 133413.188 150654.000
#> 184 0 2033595.511 1970543.017 2033595.511
#> 185 0 150654.000 133413.188 150654.000
#> 186 0 2033595.511 1970543.017 2033595.511
#> 187 0 150654.000 133413.188 150654.000
#> 188 1 87847.626 64097.492 86240.350
#> 189 0 2033595.511 1970543.017 2033595.511
#> 190 1 87847.626 64097.492 86240.350
#> 191 2 66477.843 59673.410 64515.744
#> 192 2 66477.843 59673.410 64515.744
#> 193 0 6678.632 5430.122 6678.632
#> 194 3 18440.983 15267.550 17168.903
#> 195 0 140472.000 128837.905 140472.000
#> 196 0 2033595.511 1970543.017 2033595.511
#> 197 0 6678.632 5430.122 6678.632
#> 198 0 219433.000 210240.422 219433.000
#> 199 0 2033595.511 1970543.017 2033595.511
#> 200 0 21086.000 18496.453 21086.000
#> 201 0 219433.000 210240.422 219433.000
#> 202 0 219433.000 210240.422 219433.000
#> 203 0 150654.000 133413.188 150654.000
#> 204 1 87847.626 64097.492 86240.350
#> 205 2 66477.843 59673.410 64515.744
#> 206 0 219433.000 210240.422 219433.000
#> 207 4 43495.667 35654.587 40163.499
#> 208 0 140472.000 128837.905 140472.000
#> 209 2 66477.843 59673.410 64515.744
#> 210 0 2033595.511 1970543.017 2033595.511
#> 211 4 43495.667 35654.587 40163.499
#> 212 3 18440.983 15267.550 17168.903
#> 213 0 219433.000 210240.422 219433.000
#> 214 0 219433.000 210240.422 219433.000
#> 215 2 66477.843 59673.410 64515.744
#> 216 1 87847.626 64097.492 86240.350
#> 217 0 150654.000 133413.188 150654.000
#> 218 1 87847.626 64097.492 86240.350
#> 219 0 150654.000 133413.188 150654.000
#> 220 0 2033595.511 1970543.017 2033595.511
#> 221 0 2033595.511 1970543.017 2033595.511
#> 222 1 87847.626 64097.492 86240.350
#> 223 0 2033595.511 1970543.017 2033595.511
#> 224 0 57945.000 45632.163 57945.000
#> 225 0 150654.000 133413.188 150654.000
#> 226 1 87847.626 64097.492 86240.350
#> 227 0 57945.000 45632.163 57945.000
#> 228 0 140472.000 128837.905 140472.000
#> 229 2 66477.843 59673.410 64515.744
#> 230 3 18440.983 15267.550 17168.903
#> 231 4 43495.667 35654.587 40163.499
#> 232 0 219433.000 210240.422 219433.000
#> 233 3 18440.983 15267.550 17168.903
#> 234 3 18440.983 15267.550 17168.903
#> 235 0 6678.632 5430.122 6678.632
#> 236 1 87847.626 64097.492 86240.350
#> 237 1 87847.626 64097.492 86240.350
#> 238 3 18440.983 15267.550 17168.903
#> 239 2 66477.843 59673.410 64515.744
#> 240 0 150654.000 133413.188 150654.000
#> 241 0 2033595.511 1970543.017 2033595.511
#> 242 4 43495.667 35654.587 40163.499
#> 243 0 140472.000 128837.905 140472.000
#> 244 0 140472.000 128837.905 140472.000
#> 245 0 21086.000 18496.453 21086.000
#> 246 2 66477.843 59673.410 64515.744
#> 247 2 66477.843 59673.410 64515.744
#> 248 2 66477.843 59673.410 64515.744
#> 249 0 150654.000 133413.188 150654.000
#> 250 2 66477.843 59673.410 64515.744
#> 251 4 43495.667 35654.587 40163.499
#> 252 0 219433.000 210240.422 219433.000
#> 253 0 21086.000 18496.453 21086.000
#> 254 0 219433.000 210240.422 219433.000
#> 255 0 6678.632 5430.122 6678.632
#> 256 0 219433.000 210240.422 219433.000
#> 257 0 57945.000 45632.163 57945.000
#> 258 0 2033595.511 1970543.017 2033595.511
#> 259 0 2033595.511 1970543.017 2033595.511
#> 260 0 2033595.511 1970543.017 2033595.511
#> 261 2 66477.843 59673.410 64515.744
#> 262 0 21086.000 18496.453 21086.000
#> 263 0 150654.000 133413.188 150654.000
#> 264 0 219433.000 210240.422 219433.000
#> 265 0 57945.000 45632.163 57945.000
#> 266 0 219433.000 210240.422 219433.000
#> 267 0 57945.000 45632.163 57945.000
#> 268 0 21086.000 18496.453 21086.000
#> 269 4 43495.667 35654.587 40163.499
#> 270 2 66477.843 59673.410 64515.744
#> 271 3 18440.983 15267.550 17168.903
#> 272 0 125085.000 133481.826 125085.000
#> 273 0 21086.000 18496.453 21086.000
#> 274 0 125085.000 133481.826 125085.000
#> 275 0 219433.000 210240.422 219433.000
#> 276 0 57945.000 45632.163 57945.000
#> 277 0 219433.000 210240.422 219433.000
#> 278 0 219433.000 210240.422 219433.000
#> 279 2 66477.843 59673.410 64515.744
#> 280 0 6678.632 5430.122 6678.632
#> 281 3 18440.983 15267.550 17168.903
#> 282 0 2033595.511 1970543.017 2033595.511
#> 283 0 57945.000 45632.163 57945.000
#> 284 0 21086.000 18496.453 21086.000
#> 285 0 219433.000 210240.422 219433.000
#> 286 2 66477.843 59673.410 64515.744
#> 287 2 66477.843 59673.410 64515.744
#> 288 0 140472.000 128837.905 140472.000
#> 289 0 219433.000 210240.422 219433.000
#> 290 2 66477.843 59673.410 64515.744
#> 291 3 18440.983 15267.550 17168.903
#> 292 4 43495.667 35654.587 40163.499
#> 293 1 87847.626 64097.492 86240.350
#> 294 0 2033595.511 1970543.017 2033595.511
#> 295 2 66477.843 59673.410 64515.744
#> 296 3 18440.983 15267.550 17168.903
#> 297 1 87847.626 64097.492 86240.350
#> 298 1 87847.626 64097.492 86240.350
#> 299 0 150654.000 133413.188 150654.000
#> 300 0 6678.632 5430.122 6678.632
#> 301 0 219433.000 210240.422 219433.000
#> 302 2 66477.843 59673.410 64515.744
#> 303 2 66477.843 59673.410 64515.744
#> 304 3 18440.983 15267.550 17168.903
#> 305 3 18440.983 15267.550 17168.903
#> 306 0 219433.000 210240.422 219433.000
#> 307 2 66477.843 59673.410 64515.744
#> 308 2 66477.843 59673.410 64515.744
#> 309 0 125085.000 133481.826 125085.000
#> 310 0 219433.000 210240.422 219433.000
#> 311 2 66477.843 59673.410 64515.744
#> 312 0 57945.000 45632.163 57945.000
#> 313 0 125085.000 133481.826 125085.000
#> 314 0 125085.000 133481.826 125085.000
#> 315 0 219433.000 210240.422 219433.000
#> 316 0 150654.000 133413.188 150654.000
#> 317 0 21086.000 18496.453 21086.000
#> 318 4 43495.667 35654.587 40163.499
#> 319 0 2033595.511 1970543.017 2033595.511
#> 320 0 219433.000 210240.422 219433.000
#> 321 1 87847.626 64097.492 86240.350
#> 322 0 2033595.511 1970543.017 2033595.511
#> 323 0 21086.000 18496.453 21086.000
#> 324 0 6678.632 5430.122 6678.632
#> 325 0 150654.000 133413.188 150654.000
#> 326 0 150654.000 133413.188 150654.000
#> 327 2 66477.843 59673.410 64515.744
#> 328 3 18440.983 15267.550 17168.903
#> 329 1 87847.626 64097.492 86240.350
#> 330 3 18440.983 15267.550 17168.903
#> 331 4 43495.667 35654.587 40163.499
#> 332 4 43495.667 35654.587 40163.499
#> 333 4 43495.667 35654.587 40163.499
#> 334 3 18440.983 15267.550 17168.903
#> 335 2 66477.843 59673.410 64515.744
#> 336 0 6678.632 5430.122 6678.632
#> 337 3 18440.983 15267.550 17168.903
#> 338 1 87847.626 64097.492 86240.350
#> 339 0 219433.000 210240.422 219433.000
#> 340 3 18440.983 15267.550 17168.903
#> 341 0 219433.000 210240.422 219433.000
#> 342 0 2033595.511 1970543.017 2033595.511
#> 343 0 219433.000 210240.422 219433.000
#> 344 3 18440.983 15267.550 17168.903
#> 345 1 87847.626 64097.492 86240.350
#> 346 0 219433.000 210240.422 219433.000
#> 347 4 43495.667 35654.587 40163.499
#> 348 0 6678.632 5430.122 6678.632
#> 349 2 66477.843 59673.410 64515.744
#> 350 0 140472.000 128837.905 140472.000
#> 351 2 66477.843 59673.410 64515.744
#> 352 0 140472.000 128837.905 140472.000
#> 353 3 18440.983 15267.550 17168.903
#> 354 4 43495.667 35654.587 40163.499
#> 355 3 18440.983 15267.550 17168.903
#> 356 4 43495.667 35654.587 40163.499
#> 357 1 87847.626 64097.492 86240.350
#> 358 0 2033595.511 1970543.017 2033595.511
#> 359 0 6678.632 5430.122 6678.632
#> 360 3 18440.983 15267.550 17168.903
#> 361 3 18440.983 15267.550 17168.903
#> 362 0 140472.000 128837.905 140472.000
#> 363 4 43495.667 35654.587 40163.499
#> 364 4 43495.667 35654.587 40163.499
#> 365 2 66477.843 59673.410 64515.744
#> 366 0 140472.000 128837.905 140472.000
#> 367 4 43495.667 35654.587 40163.499
#> 368 1 87847.626 64097.492 86240.350
#> 369 4 43495.667 35654.587 40163.499
#> 370 4 43495.667 35654.587 40163.499
#> 371 3 18440.983 15267.550 17168.903
#> 372 3 18440.983 15267.550 17168.903
#> 373 4 43495.667 35654.587 40163.499
#> 374 2 66477.843 59673.410 64515.744
#> 375 4 43495.667 35654.587 40163.499
#> 376 0 6678.632 5430.122 6678.632
#> 377 3 18440.983 15267.550 17168.903
#> 378 0 219433.000 210240.422 219433.000
#> 379 0 219433.000 210240.422 219433.000
#> 380 0 219433.000 210240.422 219433.000
#> 381 3 18440.983 15267.550 17168.903
#> 382 2 66477.843 59673.410 64515.744
#> 383 0 219433.000 210240.422 219433.000
#> 384 0 219433.000 210240.422 219433.000
#> 385 3 18440.983 15267.550 17168.903
#> 386 0 2033595.511 1970543.017 2033595.511
#> 387 0 2033595.511 1970543.017 2033595.511
#> 388 4 43495.667 35654.587 40163.499
#> 389 2 66477.843 59673.410 64515.744
#> 390 4 43495.667 35654.587 40163.499
#> 391 3 18440.983 15267.550 17168.903
#> 392 4 43495.667 35654.587 40163.499
#> 393 1 87847.626 64097.492 86240.350
#> 394 0 2033595.511 1970543.017 2033595.511
#> 395 0 219433.000 210240.422 219433.000
#> 396 2 66477.843 59673.410 64515.744
#> 397 3 18440.983 15267.550 17168.903
#> 398 3 18440.983 15267.550 17168.903
#> 399 0 6678.632 5430.122 6678.632
#> 400 3 18440.983 15267.550 17168.903
#> 401 0 140472.000 128837.905 140472.000
#> 402 0 219433.000 210240.422 219433.000
#> 403 4 43495.667 35654.587 40163.499
#> 404 4 43495.667 35654.587 40163.499
#> 405 4 43495.667 35654.587 40163.499
#> 406 4 43495.667 35654.587 40163.499
#> 407 1 87847.626 64097.492 86240.350
#> 408 1 87847.626 64097.492 86240.350
#> 409 4 43495.667 35654.587 40163.499
#> 410 1 87847.626 64097.492 86240.350
#> 411 0 140472.000 128837.905 140472.000
#> 412 0 140472.000 128837.905 140472.000
#> 413 1 87847.626 64097.492 86240.350
#> 414 0 140472.000 128837.905 140472.000
#> 415 4 43495.667 35654.587 40163.499
#> 416 4 43495.667 35654.587 40163.499
#> 417 4 43495.667 35654.587 40163.499
#> 418 4 43495.667 35654.587 40163.499
#> 419 1 87847.626 64097.492 86240.350
#> 420 1 87847.626 64097.492 86240.350
#> 421 1 87847.626 64097.492 86240.350
#> 422 4 43495.667 35654.587 40163.499
#> 423 4 43495.667 35654.587 40163.499
#> 424 4 43495.667 35654.587 40163.499
#> 425 4 43495.667 35654.587 40163.499
#> 426 0 2033595.511 1970543.017 2033595.511
#> 427 1 87847.626 64097.492 86240.350
#> 428 0 140472.000 128837.905 140472.000
#> Strata_Bcoef Strata_BcoefB Strata_BnModel Strata_BsigmaHat
#> 1 -4518.88103 0.70588517 58 8130.6633
#> 2 -4518.88103 0.70588517 58 8130.6633
#> 3 -4518.88103 0.70588517 58 8130.6633
#> 4 -4518.88103 0.70588517 58 8130.6633
#> 5 1202.50248 0.18307262 29 1524.3632
#> 6 256.81705 0.09434425 32 494.8233
#> 7 978.64101 -0.02861212 20 952.8485
#> 8 -47.29828 0.30508825 12 355.7871
#> 9 2493.65434 -0.03470824 19 1341.0091
#> 10 -2002.56734 0.74011910 52 2974.9111
#> 11 287.03211 0.42372035 22 3760.1749
#> 12 2493.65434 -0.03470824 19 1341.0091
#> 13 241.65814 0.22951779 52 865.7626
#> 14 -2002.56734 0.74011910 52 2974.9111
#> 15 -2208.09044 0.51565781 30 2944.0026
#> 16 -2208.09044 0.51565781 30 2944.0026
#> 17 978.64101 -0.02861212 20 952.8485
#> 18 978.64101 -0.02861212 20 952.8485
#> 19 -2208.09044 0.51565781 30 2944.0026
#> 20 -4518.88103 0.70588517 58 8130.6633
#> 21 -2208.09044 0.51565781 30 2944.0026
#> 22 287.03211 0.42372035 22 3760.1749
#> 23 -2208.09044 0.51565781 30 2944.0026
#> 24 -4518.88103 0.70588517 58 8130.6633
#> 25 -4518.88103 0.70588517 58 8130.6633
#> 26 -4518.88103 0.70588517 58 8130.6633
#> 27 -2208.09044 0.51565781 30 2944.0026
#> 28 -2208.09044 0.51565781 30 2944.0026
#> 29 -2208.09044 0.51565781 30 2944.0026
#> 30 -2208.09044 0.51565781 30 2944.0026
#> 31 -2208.09044 0.51565781 30 2944.0026
#> 32 -4518.88103 0.70588517 58 8130.6633
#> 33 -4518.88103 0.70588517 58 8130.6633
#> 34 -4518.88103 0.70588517 58 8130.6633
#> 35 -2208.09044 0.51565781 30 2944.0026
#> 36 -4518.88103 0.70588517 58 8130.6633
#> 37 -2208.09044 0.51565781 30 2944.0026
#> 38 -4518.88103 0.70588517 58 8130.6633
#> 39 -2208.09044 0.51565781 30 2944.0026
#> 40 241.65814 0.22951779 52 865.7626
#> 41 -4518.88103 0.70588517 58 8130.6633
#> 42 287.03211 0.42372035 22 3760.1749
#> 43 -4518.88103 0.70588517 58 8130.6633
#> 44 -4518.88103 0.70588517 58 8130.6633
#> 45 -2208.09044 0.51565781 30 2944.0026
#> 46 2493.65434 -0.03470824 19 1341.0091
#> 47 2493.65434 -0.03470824 19 1341.0091
#> 48 -2208.09044 0.51565781 30 2944.0026
#> 49 -2002.56734 0.74011910 52 2974.9111
#> 50 241.65814 0.22951779 52 865.7626
#> 51 -2002.56734 0.74011910 52 2974.9111
#> 52 241.65814 0.22951779 52 865.7626
#> 53 -4518.88103 0.70588517 58 8130.6633
#> 54 -2002.56734 0.74011910 52 2974.9111
#> 55 241.65814 0.22951779 52 865.7626
#> 56 241.65814 0.22951779 52 865.7626
#> 57 1202.50248 0.18307262 29 1524.3632
#> 58 151.44923 0.38072489 38 643.1724
#> 59 256.81705 0.09434425 32 494.8233
#> 60 2151.41245 0.51799089 18 4210.4138
#> 61 241.65814 0.22951779 52 865.7626
#> 62 241.65814 0.22951779 52 865.7626
#> 63 256.81705 0.09434425 32 494.8233
#> 64 -4518.88103 0.70588517 58 8130.6633
#> 65 -4518.88103 0.70588517 58 8130.6633
#> 66 241.65814 0.22951779 52 865.7626
#> 67 256.81705 0.09434425 32 494.8233
#> 68 1202.50248 0.18307262 29 1524.3632
#> 69 1202.50248 0.18307262 29 1524.3632
#> 70 241.65814 0.22951779 52 865.7626
#> 71 2151.41245 0.51799089 18 4210.4138
#> 72 -2002.56734 0.74011910 52 2974.9111
#> 73 241.65814 0.22951779 52 865.7626
#> 74 241.65814 0.22951779 52 865.7626
#> 75 -2002.56734 0.74011910 52 2974.9111
#> 76 -2002.56734 0.74011910 52 2974.9111
#> 77 2493.65434 -0.03470824 19 1341.0091
#> 78 -2208.09044 0.51565781 30 2944.0026
#> 79 -2208.09044 0.51565781 30 2944.0026
#> 80 -2208.09044 0.51565781 30 2944.0026
#> 81 2493.65434 -0.03470824 19 1341.0091
#> 82 2493.65434 -0.03470824 19 1341.0091
#> 83 -2002.56734 0.74011910 52 2974.9111
#> 84 241.65814 0.22951779 52 865.7626
#> 85 151.44923 0.38072489 38 643.1724
#> 86 -2002.56734 0.74011910 52 2974.9111
#> 87 241.65814 0.22951779 52 865.7626
#> 88 241.65814 0.22951779 52 865.7626
#> 89 151.44923 0.38072489 38 643.1724
#> 90 -4518.88103 0.70588517 58 8130.6633
#> 91 -4518.88103 0.70588517 58 8130.6633
#> 92 -4518.88103 0.70588517 58 8130.6633
#> 93 287.03211 0.42372035 22 3760.1749
#> 94 256.81705 0.09434425 32 494.8233
#> 95 241.65814 0.22951779 52 865.7626
#> 96 241.65814 0.22951779 52 865.7626
#> 97 241.65814 0.22951779 52 865.7626
#> 98 1202.50248 0.18307262 29 1524.3632
#> 99 1202.50248 0.18307262 29 1524.3632
#> 100 241.65814 0.22951779 52 865.7626
#> 101 978.64101 -0.02861212 20 952.8485
#> 102 2493.65434 -0.03470824 19 1341.0091
#> 103 -2208.09044 0.51565781 30 2944.0026
#> 104 -4518.88103 0.70588517 58 8130.6633
#> 105 -4518.88103 0.70588517 58 8130.6633
#> 106 -4518.88103 0.70588517 58 8130.6633
#> 107 -2208.09044 0.51565781 30 2944.0026
#> 108 978.64101 -0.02861212 20 952.8485
#> 109 151.44923 0.38072489 38 643.1724
#> 110 151.44923 0.38072489 38 643.1724
#> 111 -4518.88103 0.70588517 58 8130.6633
#> 112 -2208.09044 0.51565781 30 2944.0026
#> 113 -4518.88103 0.70588517 58 8130.6633
#> 114 -4518.88103 0.70588517 58 8130.6633
#> 115 -4518.88103 0.70588517 58 8130.6633
#> 116 -2208.09044 0.51565781 30 2944.0026
#> 117 2493.65434 -0.03470824 19 1341.0091
#> 118 241.65814 0.22951779 52 865.7626
#> 119 287.03211 0.42372035 22 3760.1749
#> 120 2493.65434 -0.03470824 19 1341.0091
#> 121 -2208.09044 0.51565781 30 2944.0026
#> 122 -4518.88103 0.70588517 58 8130.6633
#> 123 978.64101 -0.02861212 20 952.8485
#> 124 978.64101 -0.02861212 20 952.8485
#> 125 -4518.88103 0.70588517 58 8130.6633
#> 126 -4518.88103 0.70588517 58 8130.6633
#> 127 -2002.56734 0.74011910 52 2974.9111
#> 128 978.64101 -0.02861212 20 952.8485
#> 129 287.03211 0.42372035 22 3760.1749
#> 130 -2002.56734 0.74011910 52 2974.9111
#> 131 241.65814 0.22951779 52 865.7626
#> 132 -2002.56734 0.74011910 52 2974.9111
#> 133 -2002.56734 0.74011910 52 2974.9111
#> 134 978.64101 -0.02861212 20 952.8485
#> 135 2151.41245 0.51799089 18 4210.4138
#> 136 256.81705 0.09434425 32 494.8233
#> 137 241.65814 0.22951779 52 865.7626
#> 138 241.65814 0.22951779 52 865.7626
#> 139 256.81705 0.09434425 32 494.8233
#> 140 151.44923 0.38072489 38 643.1724
#> 141 1202.50248 0.18307262 29 1524.3632
#> 142 1202.50248 0.18307262 29 1524.3632
#> 143 -2002.56734 0.74011910 52 2974.9111
#> 144 -4518.88103 0.70588517 58 8130.6633
#> 145 -4518.88103 0.70588517 58 8130.6633
#> 146 241.65814 0.22951779 52 865.7626
#> 147 978.64101 -0.02861212 20 952.8485
#> 148 2493.65434 -0.03470824 19 1341.0091
#> 149 -2002.56734 0.74011910 52 2974.9111
#> 150 -2002.56734 0.74011910 52 2974.9111
#> 151 241.65814 0.22951779 52 865.7626
#> 152 151.44923 0.38072489 38 643.1724
#> 153 256.81705 0.09434425 32 494.8233
#> 154 978.64101 -0.02861212 20 952.8485
#> 155 151.44923 0.38072489 38 643.1724
#> 156 151.44923 0.38072489 38 643.1724
#> 157 -4518.88103 0.70588517 58 8130.6633
#> 158 -4518.88103 0.70588517 58 8130.6633
#> 159 287.03211 0.42372035 22 3760.1749
#> 160 -2002.56734 0.74011910 52 2974.9111
#> 161 -2002.56734 0.74011910 52 2974.9111
#> 162 287.03211 0.42372035 22 3760.1749
#> 163 2493.65434 -0.03470824 19 1341.0091
#> 164 -2208.09044 0.51565781 30 2944.0026
#> 165 -47.29828 0.30508825 12 355.7871
#> 166 151.44923 0.38072489 38 643.1724
#> 167 -47.29828 0.30508825 12 355.7871
#> 168 241.65814 0.22951779 52 865.7626
#> 169 -2002.56734 0.74011910 52 2974.9111
#> 170 256.81705 0.09434425 32 494.8233
#> 171 2151.41245 0.51799089 18 4210.4138
#> 172 -4518.88103 0.70588517 58 8130.6633
#> 173 2493.65434 -0.03470824 19 1341.0091
#> 174 -4518.88103 0.70588517 58 8130.6633
#> 175 -4518.88103 0.70588517 58 8130.6633
#> 176 -4518.88103 0.70588517 58 8130.6633
#> 177 978.64101 -0.02861212 20 952.8485
#> 178 241.65814 0.22951779 52 865.7626
#> 179 241.65814 0.22951779 52 865.7626
#> 180 -2208.09044 0.51565781 30 2944.0026
#> 181 -2208.09044 0.51565781 30 2944.0026
#> 182 287.03211 0.42372035 22 3760.1749
#> 183 287.03211 0.42372035 22 3760.1749
#> 184 -4518.88103 0.70588517 58 8130.6633
#> 185 287.03211 0.42372035 22 3760.1749
#> 186 -4518.88103 0.70588517 58 8130.6633
#> 187 287.03211 0.42372035 22 3760.1749
#> 188 1202.50248 0.18307262 29 1524.3632
#> 189 -4518.88103 0.70588517 58 8130.6633
#> 190 1202.50248 0.18307262 29 1524.3632
#> 191 241.65814 0.22951779 52 865.7626
#> 192 241.65814 0.22951779 52 865.7626
#> 193 -47.29828 0.30508825 12 355.7871
#> 194 256.81705 0.09434425 32 494.8233
#> 195 2151.41245 0.51799089 18 4210.4138
#> 196 -4518.88103 0.70588517 58 8130.6633
#> 197 -47.29828 0.30508825 12 355.7871
#> 198 -2002.56734 0.74011910 52 2974.9111
#> 199 -4518.88103 0.70588517 58 8130.6633
#> 200 978.64101 -0.02861212 20 952.8485
#> 201 -2002.56734 0.74011910 52 2974.9111
#> 202 -2002.56734 0.74011910 52 2974.9111
#> 203 287.03211 0.42372035 22 3760.1749
#> 204 1202.50248 0.18307262 29 1524.3632
#> 205 241.65814 0.22951779 52 865.7626
#> 206 -2002.56734 0.74011910 52 2974.9111
#> 207 151.44923 0.38072489 38 643.1724
#> 208 2151.41245 0.51799089 18 4210.4138
#> 209 241.65814 0.22951779 52 865.7626
#> 210 -4518.88103 0.70588517 58 8130.6633
#> 211 151.44923 0.38072489 38 643.1724
#> 212 256.81705 0.09434425 32 494.8233
#> 213 -2002.56734 0.74011910 52 2974.9111
#> 214 -2002.56734 0.74011910 52 2974.9111
#> 215 241.65814 0.22951779 52 865.7626
#> 216 1202.50248 0.18307262 29 1524.3632
#> 217 287.03211 0.42372035 22 3760.1749
#> 218 1202.50248 0.18307262 29 1524.3632
#> 219 287.03211 0.42372035 22 3760.1749
#> 220 -4518.88103 0.70588517 58 8130.6633
#> 221 -4518.88103 0.70588517 58 8130.6633
#> 222 1202.50248 0.18307262 29 1524.3632
#> 223 -4518.88103 0.70588517 58 8130.6633
#> 224 2493.65434 -0.03470824 19 1341.0091
#> 225 287.03211 0.42372035 22 3760.1749
#> 226 1202.50248 0.18307262 29 1524.3632
#> 227 2493.65434 -0.03470824 19 1341.0091
#> 228 2151.41245 0.51799089 18 4210.4138
#> 229 241.65814 0.22951779 52 865.7626
#> 230 256.81705 0.09434425 32 494.8233
#> 231 151.44923 0.38072489 38 643.1724
#> 232 -2002.56734 0.74011910 52 2974.9111
#> 233 256.81705 0.09434425 32 494.8233
#> 234 256.81705 0.09434425 32 494.8233
#> 235 -47.29828 0.30508825 12 355.7871
#> 236 1202.50248 0.18307262 29 1524.3632
#> 237 1202.50248 0.18307262 29 1524.3632
#> 238 256.81705 0.09434425 32 494.8233
#> 239 241.65814 0.22951779 52 865.7626
#> 240 287.03211 0.42372035 22 3760.1749
#> 241 -4518.88103 0.70588517 58 8130.6633
#> 242 151.44923 0.38072489 38 643.1724
#> 243 2151.41245 0.51799089 18 4210.4138
#> 244 2151.41245 0.51799089 18 4210.4138
#> 245 978.64101 -0.02861212 20 952.8485
#> 246 241.65814 0.22951779 52 865.7626
#> 247 241.65814 0.22951779 52 865.7626
#> 248 241.65814 0.22951779 52 865.7626
#> 249 287.03211 0.42372035 22 3760.1749
#> 250 241.65814 0.22951779 52 865.7626
#> 251 151.44923 0.38072489 38 643.1724
#> 252 -2002.56734 0.74011910 52 2974.9111
#> 253 978.64101 -0.02861212 20 952.8485
#> 254 -2002.56734 0.74011910 52 2974.9111
#> 255 -47.29828 0.30508825 12 355.7871
#> 256 -2002.56734 0.74011910 52 2974.9111
#> 257 2493.65434 -0.03470824 19 1341.0091
#> 258 -4518.88103 0.70588517 58 8130.6633
#> 259 -4518.88103 0.70588517 58 8130.6633
#> 260 -4518.88103 0.70588517 58 8130.6633
#> 261 241.65814 0.22951779 52 865.7626
#> 262 978.64101 -0.02861212 20 952.8485
#> 263 287.03211 0.42372035 22 3760.1749
#> 264 -2002.56734 0.74011910 52 2974.9111
#> 265 2493.65434 -0.03470824 19 1341.0091
#> 266 -2002.56734 0.74011910 52 2974.9111
#> 267 2493.65434 -0.03470824 19 1341.0091
#> 268 978.64101 -0.02861212 20 952.8485
#> 269 151.44923 0.38072489 38 643.1724
#> 270 241.65814 0.22951779 52 865.7626
#> 271 256.81705 0.09434425 32 494.8233
#> 272 -2208.09044 0.51565781 30 2944.0026
#> 273 978.64101 -0.02861212 20 952.8485
#> 274 -2208.09044 0.51565781 30 2944.0026
#> 275 -2002.56734 0.74011910 52 2974.9111
#> 276 2493.65434 -0.03470824 19 1341.0091
#> 277 -2002.56734 0.74011910 52 2974.9111
#> 278 -2002.56734 0.74011910 52 2974.9111
#> 279 241.65814 0.22951779 52 865.7626
#> 280 -47.29828 0.30508825 12 355.7871
#> 281 256.81705 0.09434425 32 494.8233
#> 282 -4518.88103 0.70588517 58 8130.6633
#> 283 2493.65434 -0.03470824 19 1341.0091
#> 284 978.64101 -0.02861212 20 952.8485
#> 285 -2002.56734 0.74011910 52 2974.9111
#> 286 241.65814 0.22951779 52 865.7626
#> 287 241.65814 0.22951779 52 865.7626
#> 288 2151.41245 0.51799089 18 4210.4138
#> 289 -2002.56734 0.74011910 52 2974.9111
#> 290 241.65814 0.22951779 52 865.7626
#> 291 256.81705 0.09434425 32 494.8233
#> 292 151.44923 0.38072489 38 643.1724
#> 293 1202.50248 0.18307262 29 1524.3632
#> 294 -4518.88103 0.70588517 58 8130.6633
#> 295 241.65814 0.22951779 52 865.7626
#> 296 256.81705 0.09434425 32 494.8233
#> 297 1202.50248 0.18307262 29 1524.3632
#> 298 1202.50248 0.18307262 29 1524.3632
#> 299 287.03211 0.42372035 22 3760.1749
#> 300 -47.29828 0.30508825 12 355.7871
#> 301 -2002.56734 0.74011910 52 2974.9111
#> 302 241.65814 0.22951779 52 865.7626
#> 303 241.65814 0.22951779 52 865.7626
#> 304 256.81705 0.09434425 32 494.8233
#> 305 256.81705 0.09434425 32 494.8233
#> 306 -2002.56734 0.74011910 52 2974.9111
#> 307 241.65814 0.22951779 52 865.7626
#> 308 241.65814 0.22951779 52 865.7626
#> 309 -2208.09044 0.51565781 30 2944.0026
#> 310 -2002.56734 0.74011910 52 2974.9111
#> 311 241.65814 0.22951779 52 865.7626
#> 312 2493.65434 -0.03470824 19 1341.0091
#> 313 -2208.09044 0.51565781 30 2944.0026
#> 314 -2208.09044 0.51565781 30 2944.0026
#> 315 -2002.56734 0.74011910 52 2974.9111
#> 316 287.03211 0.42372035 22 3760.1749
#> 317 978.64101 -0.02861212 20 952.8485
#> 318 151.44923 0.38072489 38 643.1724
#> 319 -4518.88103 0.70588517 58 8130.6633
#> 320 -2002.56734 0.74011910 52 2974.9111
#> 321 1202.50248 0.18307262 29 1524.3632
#> 322 -4518.88103 0.70588517 58 8130.6633
#> 323 978.64101 -0.02861212 20 952.8485
#> 324 -47.29828 0.30508825 12 355.7871
#> 325 287.03211 0.42372035 22 3760.1749
#> 326 287.03211 0.42372035 22 3760.1749
#> 327 241.65814 0.22951779 52 865.7626
#> 328 256.81705 0.09434425 32 494.8233
#> 329 1202.50248 0.18307262 29 1524.3632
#> 330 256.81705 0.09434425 32 494.8233
#> 331 151.44923 0.38072489 38 643.1724
#> 332 151.44923 0.38072489 38 643.1724
#> 333 151.44923 0.38072489 38 643.1724
#> 334 256.81705 0.09434425 32 494.8233
#> 335 241.65814 0.22951779 52 865.7626
#> 336 -47.29828 0.30508825 12 355.7871
#> 337 256.81705 0.09434425 32 494.8233
#> 338 1202.50248 0.18307262 29 1524.3632
#> 339 -2002.56734 0.74011910 52 2974.9111
#> 340 256.81705 0.09434425 32 494.8233
#> 341 -2002.56734 0.74011910 52 2974.9111
#> 342 -4518.88103 0.70588517 58 8130.6633
#> 343 -2002.56734 0.74011910 52 2974.9111
#> 344 256.81705 0.09434425 32 494.8233
#> 345 1202.50248 0.18307262 29 1524.3632
#> 346 -2002.56734 0.74011910 52 2974.9111
#> 347 151.44923 0.38072489 38 643.1724
#> 348 -47.29828 0.30508825 12 355.7871
#> 349 241.65814 0.22951779 52 865.7626
#> 350 2151.41245 0.51799089 18 4210.4138
#> 351 241.65814 0.22951779 52 865.7626
#> 352 2151.41245 0.51799089 18 4210.4138
#> 353 256.81705 0.09434425 32 494.8233
#> 354 151.44923 0.38072489 38 643.1724
#> 355 256.81705 0.09434425 32 494.8233
#> 356 151.44923 0.38072489 38 643.1724
#> 357 1202.50248 0.18307262 29 1524.3632
#> 358 -4518.88103 0.70588517 58 8130.6633
#> 359 -47.29828 0.30508825 12 355.7871
#> 360 256.81705 0.09434425 32 494.8233
#> 361 256.81705 0.09434425 32 494.8233
#> 362 2151.41245 0.51799089 18 4210.4138
#> 363 151.44923 0.38072489 38 643.1724
#> 364 151.44923 0.38072489 38 643.1724
#> 365 241.65814 0.22951779 52 865.7626
#> 366 2151.41245 0.51799089 18 4210.4138
#> 367 151.44923 0.38072489 38 643.1724
#> 368 1202.50248 0.18307262 29 1524.3632
#> 369 151.44923 0.38072489 38 643.1724
#> 370 151.44923 0.38072489 38 643.1724
#> 371 256.81705 0.09434425 32 494.8233
#> 372 256.81705 0.09434425 32 494.8233
#> 373 151.44923 0.38072489 38 643.1724
#> 374 241.65814 0.22951779 52 865.7626
#> 375 151.44923 0.38072489 38 643.1724
#> 376 -47.29828 0.30508825 12 355.7871
#> 377 256.81705 0.09434425 32 494.8233
#> 378 -2002.56734 0.74011910 52 2974.9111
#> 379 -2002.56734 0.74011910 52 2974.9111
#> 380 -2002.56734 0.74011910 52 2974.9111
#> 381 256.81705 0.09434425 32 494.8233
#> 382 241.65814 0.22951779 52 865.7626
#> 383 -2002.56734 0.74011910 52 2974.9111
#> 384 -2002.56734 0.74011910 52 2974.9111
#> 385 256.81705 0.09434425 32 494.8233
#> 386 -4518.88103 0.70588517 58 8130.6633
#> 387 -4518.88103 0.70588517 58 8130.6633
#> 388 151.44923 0.38072489 38 643.1724
#> 389 241.65814 0.22951779 52 865.7626
#> 390 151.44923 0.38072489 38 643.1724
#> 391 256.81705 0.09434425 32 494.8233
#> 392 151.44923 0.38072489 38 643.1724
#> 393 1202.50248 0.18307262 29 1524.3632
#> 394 -4518.88103 0.70588517 58 8130.6633
#> 395 -2002.56734 0.74011910 52 2974.9111
#> 396 241.65814 0.22951779 52 865.7626
#> 397 256.81705 0.09434425 32 494.8233
#> 398 256.81705 0.09434425 32 494.8233
#> 399 -47.29828 0.30508825 12 355.7871
#> 400 256.81705 0.09434425 32 494.8233
#> 401 2151.41245 0.51799089 18 4210.4138
#> 402 -2002.56734 0.74011910 52 2974.9111
#> 403 151.44923 0.38072489 38 643.1724
#> 404 151.44923 0.38072489 38 643.1724
#> 405 151.44923 0.38072489 38 643.1724
#> 406 151.44923 0.38072489 38 643.1724
#> 407 1202.50248 0.18307262 29 1524.3632
#> 408 1202.50248 0.18307262 29 1524.3632
#> 409 151.44923 0.38072489 38 643.1724
#> 410 1202.50248 0.18307262 29 1524.3632
#> 411 2151.41245 0.51799089 18 4210.4138
#> 412 2151.41245 0.51799089 18 4210.4138
#> 413 1202.50248 0.18307262 29 1524.3632
#> 414 2151.41245 0.51799089 18 4210.4138
#> 415 151.44923 0.38072489 38 643.1724
#> 416 151.44923 0.38072489 38 643.1724
#> 417 151.44923 0.38072489 38 643.1724
#> 418 151.44923 0.38072489 38 643.1724
#> 419 1202.50248 0.18307262 29 1524.3632
#> 420 1202.50248 0.18307262 29 1524.3632
#> 421 1202.50248 0.18307262 29 1524.3632
#> 422 151.44923 0.38072489 38 643.1724
#> 423 151.44923 0.38072489 38 643.1724
#> 424 151.44923 0.38072489 38 643.1724
#> 425 151.44923 0.38072489 38 643.1724
#> 426 -4518.88103 0.70588517 58 8130.6633
#> 427 1202.50248 0.18307262 29 1524.3632
#> 428 2151.41245 0.51799089 18 4210.4138
#> Strata_BseEstimate Strata_BseRobust Strata_nImputed Strata_seRobust
#> 1 0.0000 0.000 1 5432.4988
#> 2 0.0000 0.000 1 5432.4988
#> 3 0.0000 0.000 1 5432.4988
#> 4 0.0000 0.000 1 5432.4988
#> 5 1588.4897 1493.202 3 3149.9372
#> 6 944.5672 1172.830 7 1482.0037
#> 7 0.0000 0.000 0 0.0000
#> 8 0.0000 0.000 2 429.2043
#> 9 0.0000 0.000 0 0.0000
#> 10 0.0000 0.000 0 0.0000
#> 11 0.0000 0.000 0 0.0000
#> 12 0.0000 0.000 0 0.0000
#> 13 1247.8716 1267.261 6 1856.6539
#> 14 0.0000 0.000 0 0.0000
#> 15 0.0000 0.000 0 0.0000
#> 16 0.0000 0.000 0 0.0000
#> 17 0.0000 0.000 0 0.0000
#> 18 0.0000 0.000 0 0.0000
#> 19 0.0000 0.000 0 0.0000
#> 20 0.0000 0.000 1 5432.4988
#> 21 0.0000 0.000 0 0.0000
#> 22 0.0000 0.000 0 0.0000
#> 23 0.0000 0.000 0 0.0000
#> 24 0.0000 0.000 1 5432.4988
#> 25 0.0000 0.000 1 5432.4988
#> 26 0.0000 0.000 1 5432.4988
#> 27 0.0000 0.000 0 0.0000
#> 28 0.0000 0.000 0 0.0000
#> 29 0.0000 0.000 0 0.0000
#> 30 0.0000 0.000 0 0.0000
#> 31 0.0000 0.000 0 0.0000
#> 32 0.0000 0.000 1 5432.4988
#> 33 0.0000 0.000 1 5432.4988
#> 34 0.0000 0.000 1 5432.4988
#> 35 0.0000 0.000 0 0.0000
#> 36 0.0000 0.000 1 5432.4988
#> 37 0.0000 0.000 0 0.0000
#> 38 0.0000 0.000 1 5432.4988
#> 39 0.0000 0.000 0 0.0000
#> 40 1247.8716 1267.261 6 1856.6539
#> 41 0.0000 0.000 1 5432.4988
#> 42 0.0000 0.000 0 0.0000
#> 43 0.0000 0.000 1 5432.4988
#> 44 0.0000 0.000 1 5432.4988
#> 45 0.0000 0.000 0 0.0000
#> 46 0.0000 0.000 0 0.0000
#> 47 0.0000 0.000 0 0.0000
#> 48 0.0000 0.000 0 0.0000
#> 49 0.0000 0.000 0 0.0000
#> 50 1247.8716 1267.261 6 1856.6539
#> 51 0.0000 0.000 0 0.0000
#> 52 1247.8716 1267.261 6 1856.6539
#> 53 0.0000 0.000 1 5432.4988
#> 54 0.0000 0.000 0 0.0000
#> 55 1247.8716 1267.261 6 1856.6539
#> 56 1247.8716 1267.261 6 1856.6539
#> 57 1588.4897 1493.202 3 3149.9372
#> 58 1361.4486 1661.587 6 1899.0042
#> 59 944.5672 1172.830 7 1482.0037
#> 60 0.0000 0.000 0 0.0000
#> 61 1247.8716 1267.261 6 1856.6539
#> 62 1247.8716 1267.261 6 1856.6539
#> 63 944.5672 1172.830 7 1482.0037
#> 64 0.0000 0.000 1 5432.4988
#> 65 0.0000 0.000 1 5432.4988
#> 66 1247.8716 1267.261 6 1856.6539
#> 67 944.5672 1172.830 7 1482.0037
#> 68 1588.4897 1493.202 3 3149.9372
#> 69 1588.4897 1493.202 3 3149.9372
#> 70 1247.8716 1267.261 6 1856.6539
#> 71 0.0000 0.000 0 0.0000
#> 72 0.0000 0.000 0 0.0000
#> 73 1247.8716 1267.261 6 1856.6539
#> 74 1247.8716 1267.261 6 1856.6539
#> 75 0.0000 0.000 0 0.0000
#> 76 0.0000 0.000 0 0.0000
#> 77 0.0000 0.000 0 0.0000
#> 78 0.0000 0.000 0 0.0000
#> 79 0.0000 0.000 0 0.0000
#> 80 0.0000 0.000 0 0.0000
#> 81 0.0000 0.000 0 0.0000
#> 82 0.0000 0.000 0 0.0000
#> 83 0.0000 0.000 0 0.0000
#> 84 1247.8716 1267.261 6 1856.6539
#> 85 1361.4486 1661.587 6 1899.0042
#> 86 0.0000 0.000 0 0.0000
#> 87 1247.8716 1267.261 6 1856.6539
#> 88 1247.8716 1267.261 6 1856.6539
#> 89 1361.4486 1661.587 6 1899.0042
#> 90 0.0000 0.000 1 5432.4988
#> 91 0.0000 0.000 1 5432.4988
#> 92 0.0000 0.000 1 5432.4988
#> 93 0.0000 0.000 0 0.0000
#> 94 944.5672 1172.830 7 1482.0037
#> 95 1247.8716 1267.261 6 1856.6539
#> 96 1247.8716 1267.261 6 1856.6539
#> 97 1247.8716 1267.261 6 1856.6539
#> 98 1588.4897 1493.202 3 3149.9372
#> 99 1588.4897 1493.202 3 3149.9372
#> 100 1247.8716 1267.261 6 1856.6539
#> 101 0.0000 0.000 0 0.0000
#> 102 0.0000 0.000 0 0.0000
#> 103 0.0000 0.000 0 0.0000
#> 104 0.0000 0.000 1 5432.4988
#> 105 0.0000 0.000 1 5432.4988
#> 106 0.0000 0.000 1 5432.4988
#> 107 0.0000 0.000 0 0.0000
#> 108 0.0000 0.000 0 0.0000
#> 109 1361.4486 1661.587 6 1899.0042
#> 110 1361.4486 1661.587 6 1899.0042
#> 111 0.0000 0.000 1 5432.4988
#> 112 0.0000 0.000 0 0.0000
#> 113 0.0000 0.000 1 5432.4988
#> 114 0.0000 0.000 1 5432.4988
#> 115 0.0000 0.000 1 5432.4988
#> 116 0.0000 0.000 0 0.0000
#> 117 0.0000 0.000 0 0.0000
#> 118 1247.8716 1267.261 6 1856.6539
#> 119 0.0000 0.000 0 0.0000
#> 120 0.0000 0.000 0 0.0000
#> 121 0.0000 0.000 0 0.0000
#> 122 0.0000 0.000 1 5432.4988
#> 123 0.0000 0.000 0 0.0000
#> 124 0.0000 0.000 0 0.0000
#> 125 0.0000 0.000 1 5432.4988
#> 126 0.0000 0.000 1 5432.4988
#> 127 0.0000 0.000 0 0.0000
#> 128 0.0000 0.000 0 0.0000
#> 129 0.0000 0.000 0 0.0000
#> 130 0.0000 0.000 0 0.0000
#> 131 1247.8716 1267.261 6 1856.6539
#> 132 0.0000 0.000 0 0.0000
#> 133 0.0000 0.000 0 0.0000
#> 134 0.0000 0.000 0 0.0000
#> 135 0.0000 0.000 0 0.0000
#> 136 944.5672 1172.830 7 1482.0037
#> 137 1247.8716 1267.261 6 1856.6539
#> 138 1247.8716 1267.261 6 1856.6539
#> 139 944.5672 1172.830 7 1482.0037
#> 140 1361.4486 1661.587 6 1899.0042
#> 141 1588.4897 1493.202 3 3149.9372
#> 142 1588.4897 1493.202 3 3149.9372
#> 143 0.0000 0.000 0 0.0000
#> 144 0.0000 0.000 1 5432.4988
#> 145 0.0000 0.000 1 5432.4988
#> 146 1247.8716 1267.261 6 1856.6539
#> 147 0.0000 0.000 0 0.0000
#> 148 0.0000 0.000 0 0.0000
#> 149 0.0000 0.000 0 0.0000
#> 150 0.0000 0.000 0 0.0000
#> 151 1247.8716 1267.261 6 1856.6539
#> 152 1361.4486 1661.587 6 1899.0042
#> 153 944.5672 1172.830 7 1482.0037
#> 154 0.0000 0.000 0 0.0000
#> 155 1361.4486 1661.587 6 1899.0042
#> 156 1361.4486 1661.587 6 1899.0042
#> 157 0.0000 0.000 1 5432.4988
#> 158 0.0000 0.000 1 5432.4988
#> 159 0.0000 0.000 0 0.0000
#> 160 0.0000 0.000 0 0.0000
#> 161 0.0000 0.000 0 0.0000
#> 162 0.0000 0.000 0 0.0000
#> 163 0.0000 0.000 0 0.0000
#> 164 0.0000 0.000 0 0.0000
#> 165 0.0000 0.000 2 429.2043
#> 166 1361.4486 1661.587 6 1899.0042
#> 167 0.0000 0.000 2 429.2043
#> 168 1247.8716 1267.261 6 1856.6539
#> 169 0.0000 0.000 0 0.0000
#> 170 944.5672 1172.830 7 1482.0037
#> 171 0.0000 0.000 0 0.0000
#> 172 0.0000 0.000 1 5432.4988
#> 173 0.0000 0.000 0 0.0000
#> 174 0.0000 0.000 1 5432.4988
#> 175 0.0000 0.000 1 5432.4988
#> 176 0.0000 0.000 1 5432.4988
#> 177 0.0000 0.000 0 0.0000
#> 178 1247.8716 1267.261 6 1856.6539
#> 179 1247.8716 1267.261 6 1856.6539
#> 180 0.0000 0.000 0 0.0000
#> 181 0.0000 0.000 0 0.0000
#> 182 0.0000 0.000 0 0.0000
#> 183 0.0000 0.000 0 0.0000
#> 184 0.0000 0.000 1 5432.4988
#> 185 0.0000 0.000 0 0.0000
#> 186 0.0000 0.000 1 5432.4988
#> 187 0.0000 0.000 0 0.0000
#> 188 1588.4897 1493.202 3 3149.9372
#> 189 0.0000 0.000 1 5432.4988
#> 190 1588.4897 1493.202 3 3149.9372
#> 191 1247.8716 1267.261 6 1856.6539
#> 192 1247.8716 1267.261 6 1856.6539
#> 193 0.0000 0.000 2 429.2043
#> 194 944.5672 1172.830 7 1482.0037
#> 195 0.0000 0.000 0 0.0000
#> 196 0.0000 0.000 1 5432.4988
#> 197 0.0000 0.000 2 429.2043
#> 198 0.0000 0.000 0 0.0000
#> 199 0.0000 0.000 1 5432.4988
#> 200 0.0000 0.000 0 0.0000
#> 201 0.0000 0.000 0 0.0000
#> 202 0.0000 0.000 0 0.0000
#> 203 0.0000 0.000 0 0.0000
#> 204 1588.4897 1493.202 3 3149.9372
#> 205 1247.8716 1267.261 6 1856.6539
#> 206 0.0000 0.000 0 0.0000
#> 207 1361.4486 1661.587 6 1899.0042
#> 208 0.0000 0.000 0 0.0000
#> 209 1247.8716 1267.261 6 1856.6539
#> 210 0.0000 0.000 1 5432.4988
#> 211 1361.4486 1661.587 6 1899.0042
#> 212 944.5672 1172.830 7 1482.0037
#> 213 0.0000 0.000 0 0.0000
#> 214 0.0000 0.000 0 0.0000
#> 215 1247.8716 1267.261 6 1856.6539
#> 216 1588.4897 1493.202 3 3149.9372
#> 217 0.0000 0.000 0 0.0000
#> 218 1588.4897 1493.202 3 3149.9372
#> 219 0.0000 0.000 0 0.0000
#> 220 0.0000 0.000 1 5432.4988
#> 221 0.0000 0.000 1 5432.4988
#> 222 1588.4897 1493.202 3 3149.9372
#> 223 0.0000 0.000 1 5432.4988
#> 224 0.0000 0.000 0 0.0000
#> 225 0.0000 0.000 0 0.0000
#> 226 1588.4897 1493.202 3 3149.9372
#> 227 0.0000 0.000 0 0.0000
#> 228 0.0000 0.000 0 0.0000
#> 229 1247.8716 1267.261 6 1856.6539
#> 230 944.5672 1172.830 7 1482.0037
#> 231 1361.4486 1661.587 6 1899.0042
#> 232 0.0000 0.000 0 0.0000
#> 233 944.5672 1172.830 7 1482.0037
#> 234 944.5672 1172.830 7 1482.0037
#> 235 0.0000 0.000 2 429.2043
#> 236 1588.4897 1493.202 3 3149.9372
#> 237 1588.4897 1493.202 3 3149.9372
#> 238 944.5672 1172.830 7 1482.0037
#> 239 1247.8716 1267.261 6 1856.6539
#> 240 0.0000 0.000 0 0.0000
#> 241 0.0000 0.000 1 5432.4988
#> 242 1361.4486 1661.587 6 1899.0042
#> 243 0.0000 0.000 0 0.0000
#> 244 0.0000 0.000 0 0.0000
#> 245 0.0000 0.000 0 0.0000
#> 246 1247.8716 1267.261 6 1856.6539
#> 247 1247.8716 1267.261 6 1856.6539
#> 248 1247.8716 1267.261 6 1856.6539
#> 249 0.0000 0.000 0 0.0000
#> 250 1247.8716 1267.261 6 1856.6539
#> 251 1361.4486 1661.587 6 1899.0042
#> 252 0.0000 0.000 0 0.0000
#> 253 0.0000 0.000 0 0.0000
#> 254 0.0000 0.000 0 0.0000
#> 255 0.0000 0.000 2 429.2043
#> 256 0.0000 0.000 0 0.0000
#> 257 0.0000 0.000 0 0.0000
#> 258 0.0000 0.000 1 5432.4988
#> 259 0.0000 0.000 1 5432.4988
#> 260 0.0000 0.000 1 5432.4988
#> 261 1247.8716 1267.261 6 1856.6539
#> 262 0.0000 0.000 0 0.0000
#> 263 0.0000 0.000 0 0.0000
#> 264 0.0000 0.000 0 0.0000
#> 265 0.0000 0.000 0 0.0000
#> 266 0.0000 0.000 0 0.0000
#> 267 0.0000 0.000 0 0.0000
#> 268 0.0000 0.000 0 0.0000
#> 269 1361.4486 1661.587 6 1899.0042
#> 270 1247.8716 1267.261 6 1856.6539
#> 271 944.5672 1172.830 7 1482.0037
#> 272 0.0000 0.000 0 0.0000
#> 273 0.0000 0.000 0 0.0000
#> 274 0.0000 0.000 0 0.0000
#> 275 0.0000 0.000 0 0.0000
#> 276 0.0000 0.000 0 0.0000
#> 277 0.0000 0.000 0 0.0000
#> 278 0.0000 0.000 0 0.0000
#> 279 1247.8716 1267.261 6 1856.6539
#> 280 0.0000 0.000 2 429.2043
#> 281 944.5672 1172.830 7 1482.0037
#> 282 0.0000 0.000 1 5432.4988
#> 283 0.0000 0.000 0 0.0000
#> 284 0.0000 0.000 0 0.0000
#> 285 0.0000 0.000 0 0.0000
#> 286 1247.8716 1267.261 6 1856.6539
#> 287 1247.8716 1267.261 6 1856.6539
#> 288 0.0000 0.000 0 0.0000
#> 289 0.0000 0.000 0 0.0000
#> 290 1247.8716 1267.261 6 1856.6539
#> 291 944.5672 1172.830 7 1482.0037
#> 292 1361.4486 1661.587 6 1899.0042
#> 293 1588.4897 1493.202 3 3149.9372
#> 294 0.0000 0.000 1 5432.4988
#> 295 1247.8716 1267.261 6 1856.6539
#> 296 944.5672 1172.830 7 1482.0037
#> 297 1588.4897 1493.202 3 3149.9372
#> 298 1588.4897 1493.202 3 3149.9372
#> 299 0.0000 0.000 0 0.0000
#> 300 0.0000 0.000 2 429.2043
#> 301 0.0000 0.000 0 0.0000
#> 302 1247.8716 1267.261 6 1856.6539
#> 303 1247.8716 1267.261 6 1856.6539
#> 304 944.5672 1172.830 7 1482.0037
#> 305 944.5672 1172.830 7 1482.0037
#> 306 0.0000 0.000 0 0.0000
#> 307 1247.8716 1267.261 6 1856.6539
#> 308 1247.8716 1267.261 6 1856.6539
#> 309 0.0000 0.000 0 0.0000
#> 310 0.0000 0.000 0 0.0000
#> 311 1247.8716 1267.261 6 1856.6539
#> 312 0.0000 0.000 0 0.0000
#> 313 0.0000 0.000 0 0.0000
#> 314 0.0000 0.000 0 0.0000
#> 315 0.0000 0.000 0 0.0000
#> 316 0.0000 0.000 0 0.0000
#> 317 0.0000 0.000 0 0.0000
#> 318 1361.4486 1661.587 6 1899.0042
#> 319 0.0000 0.000 1 5432.4988
#> 320 0.0000 0.000 0 0.0000
#> 321 1588.4897 1493.202 3 3149.9372
#> 322 0.0000 0.000 1 5432.4988
#> 323 0.0000 0.000 0 0.0000
#> 324 0.0000 0.000 2 429.2043
#> 325 0.0000 0.000 0 0.0000
#> 326 0.0000 0.000 0 0.0000
#> 327 1247.8716 1267.261 6 1856.6539
#> 328 944.5672 1172.830 7 1482.0037
#> 329 1588.4897 1493.202 3 3149.9372
#> 330 944.5672 1172.830 7 1482.0037
#> 331 1361.4486 1661.587 6 1899.0042
#> 332 1361.4486 1661.587 6 1899.0042
#> 333 1361.4486 1661.587 6 1899.0042
#> 334 944.5672 1172.830 7 1482.0037
#> 335 1247.8716 1267.261 6 1856.6539
#> 336 0.0000 0.000 2 429.2043
#> 337 944.5672 1172.830 7 1482.0037
#> 338 1588.4897 1493.202 3 3149.9372
#> 339 0.0000 0.000 0 0.0000
#> 340 944.5672 1172.830 7 1482.0037
#> 341 0.0000 0.000 0 0.0000
#> 342 0.0000 0.000 1 5432.4988
#> 343 0.0000 0.000 0 0.0000
#> 344 944.5672 1172.830 7 1482.0037
#> 345 1588.4897 1493.202 3 3149.9372
#> 346 0.0000 0.000 0 0.0000
#> 347 1361.4486 1661.587 6 1899.0042
#> 348 0.0000 0.000 2 429.2043
#> 349 1247.8716 1267.261 6 1856.6539
#> 350 0.0000 0.000 0 0.0000
#> 351 1247.8716 1267.261 6 1856.6539
#> 352 0.0000 0.000 0 0.0000
#> 353 944.5672 1172.830 7 1482.0037
#> 354 1361.4486 1661.587 6 1899.0042
#> 355 944.5672 1172.830 7 1482.0037
#> 356 1361.4486 1661.587 6 1899.0042
#> 357 1588.4897 1493.202 3 3149.9372
#> 358 0.0000 0.000 1 5432.4988
#> 359 0.0000 0.000 2 429.2043
#> 360 944.5672 1172.830 7 1482.0037
#> 361 944.5672 1172.830 7 1482.0037
#> 362 0.0000 0.000 0 0.0000
#> 363 1361.4486 1661.587 6 1899.0042
#> 364 1361.4486 1661.587 6 1899.0042
#> 365 1247.8716 1267.261 6 1856.6539
#> 366 0.0000 0.000 0 0.0000
#> 367 1361.4486 1661.587 6 1899.0042
#> 368 1588.4897 1493.202 3 3149.9372
#> 369 1361.4486 1661.587 6 1899.0042
#> 370 1361.4486 1661.587 6 1899.0042
#> 371 944.5672 1172.830 7 1482.0037
#> 372 944.5672 1172.830 7 1482.0037
#> 373 1361.4486 1661.587 6 1899.0042
#> 374 1247.8716 1267.261 6 1856.6539
#> 375 1361.4486 1661.587 6 1899.0042
#> 376 0.0000 0.000 2 429.2043
#> 377 944.5672 1172.830 7 1482.0037
#> 378 0.0000 0.000 0 0.0000
#> 379 0.0000 0.000 0 0.0000
#> 380 0.0000 0.000 0 0.0000
#> 381 944.5672 1172.830 7 1482.0037
#> 382 1247.8716 1267.261 6 1856.6539
#> 383 0.0000 0.000 0 0.0000
#> 384 0.0000 0.000 0 0.0000
#> 385 944.5672 1172.830 7 1482.0037
#> 386 0.0000 0.000 1 5432.4988
#> 387 0.0000 0.000 1 5432.4988
#> 388 1361.4486 1661.587 6 1899.0042
#> 389 1247.8716 1267.261 6 1856.6539
#> 390 1361.4486 1661.587 6 1899.0042
#> 391 944.5672 1172.830 7 1482.0037
#> 392 1361.4486 1661.587 6 1899.0042
#> 393 1588.4897 1493.202 3 3149.9372
#> 394 0.0000 0.000 1 5432.4988
#> 395 0.0000 0.000 0 0.0000
#> 396 1247.8716 1267.261 6 1856.6539
#> 397 944.5672 1172.830 7 1482.0037
#> 398 944.5672 1172.830 7 1482.0037
#> 399 0.0000 0.000 2 429.2043
#> 400 944.5672 1172.830 7 1482.0037
#> 401 0.0000 0.000 0 0.0000
#> 402 0.0000 0.000 0 0.0000
#> 403 1361.4486 1661.587 6 1899.0042
#> 404 1361.4486 1661.587 6 1899.0042
#> 405 1361.4486 1661.587 6 1899.0042
#> 406 1361.4486 1661.587 6 1899.0042
#> 407 1588.4897 1493.202 3 3149.9372
#> 408 1588.4897 1493.202 3 3149.9372
#> 409 1361.4486 1661.587 6 1899.0042
#> 410 1588.4897 1493.202 3 3149.9372
#> 411 0.0000 0.000 0 0.0000
#> 412 0.0000 0.000 0 0.0000
#> 413 1588.4897 1493.202 3 3149.9372
#> 414 0.0000 0.000 0 0.0000
#> 415 1361.4486 1661.587 6 1899.0042
#> 416 1361.4486 1661.587 6 1899.0042
#> 417 1361.4486 1661.587 6 1899.0042
#> 418 1361.4486 1661.587 6 1899.0042
#> 419 1588.4897 1493.202 3 3149.9372
#> 420 1588.4897 1493.202 3 3149.9372
#> 421 1588.4897 1493.202 3 3149.9372
#> 422 1361.4486 1661.587 6 1899.0042
#> 423 1361.4486 1661.587 6 1899.0042
#> 424 1361.4486 1661.587 6 1899.0042
#> 425 1361.4486 1661.587 6 1899.0042
#> 426 0.0000 0.000 1 5432.4988
#> 427 1588.4897 1493.202 3 3149.9372
#> 428 0.0000 0.000 0 0.0000
#> Strata_seEstimate Strata_cv Total_N Total_nImputed Total_AnImputed
#> 1 6377.2954 0.313597 428 25 15
#> 2 6377.2954 0.313597 428 25 15
#> 3 6377.2954 0.313597 428 25 15
#> 4 6377.2954 0.313597 428 25 15
#> 5 2710.6941 3.085677 428 25 15
#> 6 1149.7797 6.234915 428 25 15
#> 7 0.0000 0.000000 428 25 15
#> 8 381.9351 5.718763 428 25 15
#> 9 0.0000 0.000000 428 25 15
#> 10 0.0000 0.000000 428 25 15
#> 11 0.0000 0.000000 428 25 15
#> 12 0.0000 0.000000 428 25 15
#> 13 1807.2160 2.718524 428 25 15
#> 14 0.0000 0.000000 428 25 15
#> 15 0.0000 0.000000 428 25 15
#> 16 0.0000 0.000000 428 25 15
#> 17 0.0000 0.000000 428 25 15
#> 18 0.0000 0.000000 428 25 15
#> 19 0.0000 0.000000 428 25 15
#> 20 6377.2954 0.313597 428 25 15
#> 21 0.0000 0.000000 428 25 15
#> 22 0.0000 0.000000 428 25 15
#> 23 0.0000 0.000000 428 25 15
#> 24 6377.2954 0.313597 428 25 15
#> 25 6377.2954 0.313597 428 25 15
#> 26 6377.2954 0.313597 428 25 15
#> 27 0.0000 0.000000 428 25 15
#> 28 0.0000 0.000000 428 25 15
#> 29 0.0000 0.000000 428 25 15
#> 30 0.0000 0.000000 428 25 15
#> 31 0.0000 0.000000 428 25 15
#> 32 6377.2954 0.313597 428 25 15
#> 33 6377.2954 0.313597 428 25 15
#> 34 6377.2954 0.313597 428 25 15
#> 35 0.0000 0.000000 428 25 15
#> 36 6377.2954 0.313597 428 25 15
#> 37 0.0000 0.000000 428 25 15
#> 38 6377.2954 0.313597 428 25 15
#> 39 0.0000 0.000000 428 25 15
#> 40 1807.2160 2.718524 428 25 15
#> 41 6377.2954 0.313597 428 25 15
#> 42 0.0000 0.000000 428 25 15
#> 43 6377.2954 0.313597 428 25 15
#> 44 6377.2954 0.313597 428 25 15
#> 45 0.0000 0.000000 428 25 15
#> 46 0.0000 0.000000 428 25 15
#> 47 0.0000 0.000000 428 25 15
#> 48 0.0000 0.000000 428 25 15
#> 49 0.0000 0.000000 428 25 15
#> 50 1807.2160 2.718524 428 25 15
#> 51 0.0000 0.000000 428 25 15
#> 52 1807.2160 2.718524 428 25 15
#> 53 6377.2954 0.313597 428 25 15
#> 54 0.0000 0.000000 428 25 15
#> 55 1807.2160 2.718524 428 25 15
#> 56 1807.2160 2.718524 428 25 15
#> 57 2710.6941 3.085677 428 25 15
#> 58 1715.5123 3.944099 428 25 15
#> 59 1149.7797 6.234915 428 25 15
#> 60 0.0000 0.000000 428 25 15
#> 61 1807.2160 2.718524 428 25 15
#> 62 1807.2160 2.718524 428 25 15
#> 63 1149.7797 6.234915 428 25 15
#> 64 6377.2954 0.313597 428 25 15
#> 65 6377.2954 0.313597 428 25 15
#> 66 1807.2160 2.718524 428 25 15
#> 67 1149.7797 6.234915 428 25 15
#> 68 2710.6941 3.085677 428 25 15
#> 69 2710.6941 3.085677 428 25 15
#> 70 1807.2160 2.718524 428 25 15
#> 71 0.0000 0.000000 428 25 15
#> 72 0.0000 0.000000 428 25 15
#> 73 1807.2160 2.718524 428 25 15
#> 74 1807.2160 2.718524 428 25 15
#> 75 0.0000 0.000000 428 25 15
#> 76 0.0000 0.000000 428 25 15
#> 77 0.0000 0.000000 428 25 15
#> 78 0.0000 0.000000 428 25 15
#> 79 0.0000 0.000000 428 25 15
#> 80 0.0000 0.000000 428 25 15
#> 81 0.0000 0.000000 428 25 15
#> 82 0.0000 0.000000 428 25 15
#> 83 0.0000 0.000000 428 25 15
#> 84 1807.2160 2.718524 428 25 15
#> 85 1715.5123 3.944099 428 25 15
#> 86 0.0000 0.000000 428 25 15
#> 87 1807.2160 2.718524 428 25 15
#> 88 1807.2160 2.718524 428 25 15
#> 89 1715.5123 3.944099 428 25 15
#> 90 6377.2954 0.313597 428 25 15
#> 91 6377.2954 0.313597 428 25 15
#> 92 6377.2954 0.313597 428 25 15
#> 93 0.0000 0.000000 428 25 15
#> 94 1149.7797 6.234915 428 25 15
#> 95 1807.2160 2.718524 428 25 15
#> 96 1807.2160 2.718524 428 25 15
#> 97 1807.2160 2.718524 428 25 15
#> 98 2710.6941 3.085677 428 25 15
#> 99 2710.6941 3.085677 428 25 15
#> 100 1807.2160 2.718524 428 25 15
#> 101 0.0000 0.000000 428 25 15
#> 102 0.0000 0.000000 428 25 15
#> 103 0.0000 0.000000 428 25 15
#> 104 6377.2954 0.313597 428 25 15
#> 105 6377.2954 0.313597 428 25 15
#> 106 6377.2954 0.313597 428 25 15
#> 107 0.0000 0.000000 428 25 15
#> 108 0.0000 0.000000 428 25 15
#> 109 1715.5123 3.944099 428 25 15
#> 110 1715.5123 3.944099 428 25 15
#> 111 6377.2954 0.313597 428 25 15
#> 112 0.0000 0.000000 428 25 15
#> 113 6377.2954 0.313597 428 25 15
#> 114 6377.2954 0.313597 428 25 15
#> 115 6377.2954 0.313597 428 25 15
#> 116 0.0000 0.000000 428 25 15
#> 117 0.0000 0.000000 428 25 15
#> 118 1807.2160 2.718524 428 25 15
#> 119 0.0000 0.000000 428 25 15
#> 120 0.0000 0.000000 428 25 15
#> 121 0.0000 0.000000 428 25 15
#> 122 6377.2954 0.313597 428 25 15
#> 123 0.0000 0.000000 428 25 15
#> 124 0.0000 0.000000 428 25 15
#> 125 6377.2954 0.313597 428 25 15
#> 126 6377.2954 0.313597 428 25 15
#> 127 0.0000 0.000000 428 25 15
#> 128 0.0000 0.000000 428 25 15
#> 129 0.0000 0.000000 428 25 15
#> 130 0.0000 0.000000 428 25 15
#> 131 1807.2160 2.718524 428 25 15
#> 132 0.0000 0.000000 428 25 15
#> 133 0.0000 0.000000 428 25 15
#> 134 0.0000 0.000000 428 25 15
#> 135 0.0000 0.000000 428 25 15
#> 136 1149.7797 6.234915 428 25 15
#> 137 1807.2160 2.718524 428 25 15
#> 138 1807.2160 2.718524 428 25 15
#> 139 1149.7797 6.234915 428 25 15
#> 140 1715.5123 3.944099 428 25 15
#> 141 2710.6941 3.085677 428 25 15
#> 142 2710.6941 3.085677 428 25 15
#> 143 0.0000 0.000000 428 25 15
#> 144 6377.2954 0.313597 428 25 15
#> 145 6377.2954 0.313597 428 25 15
#> 146 1807.2160 2.718524 428 25 15
#> 147 0.0000 0.000000 428 25 15
#> 148 0.0000 0.000000 428 25 15
#> 149 0.0000 0.000000 428 25 15
#> 150 0.0000 0.000000 428 25 15
#> 151 1807.2160 2.718524 428 25 15
#> 152 1715.5123 3.944099 428 25 15
#> 153 1149.7797 6.234915 428 25 15
#> 154 0.0000 0.000000 428 25 15
#> 155 1715.5123 3.944099 428 25 15
#> 156 1715.5123 3.944099 428 25 15
#> 157 6377.2954 0.313597 428 25 15
#> 158 6377.2954 0.313597 428 25 15
#> 159 0.0000 0.000000 428 25 15
#> 160 0.0000 0.000000 428 25 15
#> 161 0.0000 0.000000 428 25 15
#> 162 0.0000 0.000000 428 25 15
#> 163 0.0000 0.000000 428 25 15
#> 164 0.0000 0.000000 428 25 15
#> 165 381.9351 5.718763 428 25 15
#> 166 1715.5123 3.944099 428 25 15
#> 167 381.9351 5.718763 428 25 15
#> 168 1807.2160 2.718524 428 25 15
#> 169 0.0000 0.000000 428 25 15
#> 170 1149.7797 6.234915 428 25 15
#> 171 0.0000 0.000000 428 25 15
#> 172 6377.2954 0.313597 428 25 15
#> 173 0.0000 0.000000 428 25 15
#> 174 6377.2954 0.313597 428 25 15
#> 175 6377.2954 0.313597 428 25 15
#> 176 6377.2954 0.313597 428 25 15
#> 177 0.0000 0.000000 428 25 15
#> 178 1807.2160 2.718524 428 25 15
#> 179 1807.2160 2.718524 428 25 15
#> 180 0.0000 0.000000 428 25 15
#> 181 0.0000 0.000000 428 25 15
#> 182 0.0000 0.000000 428 25 15
#> 183 0.0000 0.000000 428 25 15
#> 184 6377.2954 0.313597 428 25 15
#> 185 0.0000 0.000000 428 25 15
#> 186 6377.2954 0.313597 428 25 15
#> 187 0.0000 0.000000 428 25 15
#> 188 2710.6941 3.085677 428 25 15
#> 189 6377.2954 0.313597 428 25 15
#> 190 2710.6941 3.085677 428 25 15
#> 191 1807.2160 2.718524 428 25 15
#> 192 1807.2160 2.718524 428 25 15
#> 193 381.9351 5.718763 428 25 15
#> 194 1149.7797 6.234915 428 25 15
#> 195 0.0000 0.000000 428 25 15
#> 196 6377.2954 0.313597 428 25 15
#> 197 381.9351 5.718763 428 25 15
#> 198 0.0000 0.000000 428 25 15
#> 199 6377.2954 0.313597 428 25 15
#> 200 0.0000 0.000000 428 25 15
#> 201 0.0000 0.000000 428 25 15
#> 202 0.0000 0.000000 428 25 15
#> 203 0.0000 0.000000 428 25 15
#> 204 2710.6941 3.085677 428 25 15
#> 205 1807.2160 2.718524 428 25 15
#> 206 0.0000 0.000000 428 25 15
#> 207 1715.5123 3.944099 428 25 15
#> 208 0.0000 0.000000 428 25 15
#> 209 1807.2160 2.718524 428 25 15
#> 210 6377.2954 0.313597 428 25 15
#> 211 1715.5123 3.944099 428 25 15
#> 212 1149.7797 6.234915 428 25 15
#> 213 0.0000 0.000000 428 25 15
#> 214 0.0000 0.000000 428 25 15
#> 215 1807.2160 2.718524 428 25 15
#> 216 2710.6941 3.085677 428 25 15
#> 217 0.0000 0.000000 428 25 15
#> 218 2710.6941 3.085677 428 25 15
#> 219 0.0000 0.000000 428 25 15
#> 220 6377.2954 0.313597 428 25 15
#> 221 6377.2954 0.313597 428 25 15
#> 222 2710.6941 3.085677 428 25 15
#> 223 6377.2954 0.313597 428 25 15
#> 224 0.0000 0.000000 428 25 15
#> 225 0.0000 0.000000 428 25 15
#> 226 2710.6941 3.085677 428 25 15
#> 227 0.0000 0.000000 428 25 15
#> 228 0.0000 0.000000 428 25 15
#> 229 1807.2160 2.718524 428 25 15
#> 230 1149.7797 6.234915 428 25 15
#> 231 1715.5123 3.944099 428 25 15
#> 232 0.0000 0.000000 428 25 15
#> 233 1149.7797 6.234915 428 25 15
#> 234 1149.7797 6.234915 428 25 15
#> 235 381.9351 5.718763 428 25 15
#> 236 2710.6941 3.085677 428 25 15
#> 237 2710.6941 3.085677 428 25 15
#> 238 1149.7797 6.234915 428 25 15
#> 239 1807.2160 2.718524 428 25 15
#> 240 0.0000 0.000000 428 25 15
#> 241 6377.2954 0.313597 428 25 15
#> 242 1715.5123 3.944099 428 25 15
#> 243 0.0000 0.000000 428 25 15
#> 244 0.0000 0.000000 428 25 15
#> 245 0.0000 0.000000 428 25 15
#> 246 1807.2160 2.718524 428 25 15
#> 247 1807.2160 2.718524 428 25 15
#> 248 1807.2160 2.718524 428 25 15
#> 249 0.0000 0.000000 428 25 15
#> 250 1807.2160 2.718524 428 25 15
#> 251 1715.5123 3.944099 428 25 15
#> 252 0.0000 0.000000 428 25 15
#> 253 0.0000 0.000000 428 25 15
#> 254 0.0000 0.000000 428 25 15
#> 255 381.9351 5.718763 428 25 15
#> 256 0.0000 0.000000 428 25 15
#> 257 0.0000 0.000000 428 25 15
#> 258 6377.2954 0.313597 428 25 15
#> 259 6377.2954 0.313597 428 25 15
#> 260 6377.2954 0.313597 428 25 15
#> 261 1807.2160 2.718524 428 25 15
#> 262 0.0000 0.000000 428 25 15
#> 263 0.0000 0.000000 428 25 15
#> 264 0.0000 0.000000 428 25 15
#> 265 0.0000 0.000000 428 25 15
#> 266 0.0000 0.000000 428 25 15
#> 267 0.0000 0.000000 428 25 15
#> 268 0.0000 0.000000 428 25 15
#> 269 1715.5123 3.944099 428 25 15
#> 270 1807.2160 2.718524 428 25 15
#> 271 1149.7797 6.234915 428 25 15
#> 272 0.0000 0.000000 428 25 15
#> 273 0.0000 0.000000 428 25 15
#> 274 0.0000 0.000000 428 25 15
#> 275 0.0000 0.000000 428 25 15
#> 276 0.0000 0.000000 428 25 15
#> 277 0.0000 0.000000 428 25 15
#> 278 0.0000 0.000000 428 25 15
#> 279 1807.2160 2.718524 428 25 15
#> 280 381.9351 5.718763 428 25 15
#> 281 1149.7797 6.234915 428 25 15
#> 282 6377.2954 0.313597 428 25 15
#> 283 0.0000 0.000000 428 25 15
#> 284 0.0000 0.000000 428 25 15
#> 285 0.0000 0.000000 428 25 15
#> 286 1807.2160 2.718524 428 25 15
#> 287 1807.2160 2.718524 428 25 15
#> 288 0.0000 0.000000 428 25 15
#> 289 0.0000 0.000000 428 25 15
#> 290 1807.2160 2.718524 428 25 15
#> 291 1149.7797 6.234915 428 25 15
#> 292 1715.5123 3.944099 428 25 15
#> 293 2710.6941 3.085677 428 25 15
#> 294 6377.2954 0.313597 428 25 15
#> 295 1807.2160 2.718524 428 25 15
#> 296 1149.7797 6.234915 428 25 15
#> 297 2710.6941 3.085677 428 25 15
#> 298 2710.6941 3.085677 428 25 15
#> 299 0.0000 0.000000 428 25 15
#> 300 381.9351 5.718763 428 25 15
#> 301 0.0000 0.000000 428 25 15
#> 302 1807.2160 2.718524 428 25 15
#> 303 1807.2160 2.718524 428 25 15
#> 304 1149.7797 6.234915 428 25 15
#> 305 1149.7797 6.234915 428 25 15
#> 306 0.0000 0.000000 428 25 15
#> 307 1807.2160 2.718524 428 25 15
#> 308 1807.2160 2.718524 428 25 15
#> 309 0.0000 0.000000 428 25 15
#> 310 0.0000 0.000000 428 25 15
#> 311 1807.2160 2.718524 428 25 15
#> 312 0.0000 0.000000 428 25 15
#> 313 0.0000 0.000000 428 25 15
#> 314 0.0000 0.000000 428 25 15
#> 315 0.0000 0.000000 428 25 15
#> 316 0.0000 0.000000 428 25 15
#> 317 0.0000 0.000000 428 25 15
#> 318 1715.5123 3.944099 428 25 15
#> 319 6377.2954 0.313597 428 25 15
#> 320 0.0000 0.000000 428 25 15
#> 321 2710.6941 3.085677 428 25 15
#> 322 6377.2954 0.313597 428 25 15
#> 323 0.0000 0.000000 428 25 15
#> 324 381.9351 5.718763 428 25 15
#> 325 0.0000 0.000000 428 25 15
#> 326 0.0000 0.000000 428 25 15
#> 327 1807.2160 2.718524 428 25 15
#> 328 1149.7797 6.234915 428 25 15
#> 329 2710.6941 3.085677 428 25 15
#> 330 1149.7797 6.234915 428 25 15
#> 331 1715.5123 3.944099 428 25 15
#> 332 1715.5123 3.944099 428 25 15
#> 333 1715.5123 3.944099 428 25 15
#> 334 1149.7797 6.234915 428 25 15
#> 335 1807.2160 2.718524 428 25 15
#> 336 381.9351 5.718763 428 25 15
#> 337 1149.7797 6.234915 428 25 15
#> 338 2710.6941 3.085677 428 25 15
#> 339 0.0000 0.000000 428 25 15
#> 340 1149.7797 6.234915 428 25 15
#> 341 0.0000 0.000000 428 25 15
#> 342 6377.2954 0.313597 428 25 15
#> 343 0.0000 0.000000 428 25 15
#> 344 1149.7797 6.234915 428 25 15
#> 345 2710.6941 3.085677 428 25 15
#> 346 0.0000 0.000000 428 25 15
#> 347 1715.5123 3.944099 428 25 15
#> 348 381.9351 5.718763 428 25 15
#> 349 1807.2160 2.718524 428 25 15
#> 350 0.0000 0.000000 428 25 15
#> 351 1807.2160 2.718524 428 25 15
#> 352 0.0000 0.000000 428 25 15
#> 353 1149.7797 6.234915 428 25 15
#> 354 1715.5123 3.944099 428 25 15
#> 355 1149.7797 6.234915 428 25 15
#> 356 1715.5123 3.944099 428 25 15
#> 357 2710.6941 3.085677 428 25 15
#> 358 6377.2954 0.313597 428 25 15
#> 359 381.9351 5.718763 428 25 15
#> 360 1149.7797 6.234915 428 25 15
#> 361 1149.7797 6.234915 428 25 15
#> 362 0.0000 0.000000 428 25 15
#> 363 1715.5123 3.944099 428 25 15
#> 364 1715.5123 3.944099 428 25 15
#> 365 1807.2160 2.718524 428 25 15
#> 366 0.0000 0.000000 428 25 15
#> 367 1715.5123 3.944099 428 25 15
#> 368 2710.6941 3.085677 428 25 15
#> 369 1715.5123 3.944099 428 25 15
#> 370 1715.5123 3.944099 428 25 15
#> 371 1149.7797 6.234915 428 25 15
#> 372 1149.7797 6.234915 428 25 15
#> 373 1715.5123 3.944099 428 25 15
#> 374 1807.2160 2.718524 428 25 15
#> 375 1715.5123 3.944099 428 25 15
#> 376 381.9351 5.718763 428 25 15
#> 377 1149.7797 6.234915 428 25 15
#> 378 0.0000 0.000000 428 25 15
#> 379 0.0000 0.000000 428 25 15
#> 380 0.0000 0.000000 428 25 15
#> 381 1149.7797 6.234915 428 25 15
#> 382 1807.2160 2.718524 428 25 15
#> 383 0.0000 0.000000 428 25 15
#> 384 0.0000 0.000000 428 25 15
#> 385 1149.7797 6.234915 428 25 15
#> 386 6377.2954 0.313597 428 25 15
#> 387 6377.2954 0.313597 428 25 15
#> 388 1715.5123 3.944099 428 25 15
#> 389 1807.2160 2.718524 428 25 15
#> 390 1715.5123 3.944099 428 25 15
#> 391 1149.7797 6.234915 428 25 15
#> 392 1715.5123 3.944099 428 25 15
#> 393 2710.6941 3.085677 428 25 15
#> 394 6377.2954 0.313597 428 25 15
#> 395 0.0000 0.000000 428 25 15
#> 396 1807.2160 2.718524 428 25 15
#> 397 1149.7797 6.234915 428 25 15
#> 398 1149.7797 6.234915 428 25 15
#> 399 381.9351 5.718763 428 25 15
#> 400 1149.7797 6.234915 428 25 15
#> 401 0.0000 0.000000 428 25 15
#> 402 0.0000 0.000000 428 25 15
#> 403 1715.5123 3.944099 428 25 15
#> 404 1715.5123 3.944099 428 25 15
#> 405 1715.5123 3.944099 428 25 15
#> 406 1715.5123 3.944099 428 25 15
#> 407 2710.6941 3.085677 428 25 15
#> 408 2710.6941 3.085677 428 25 15
#> 409 1715.5123 3.944099 428 25 15
#> 410 2710.6941 3.085677 428 25 15
#> 411 0.0000 0.000000 428 25 15
#> 412 0.0000 0.000000 428 25 15
#> 413 2710.6941 3.085677 428 25 15
#> 414 0.0000 0.000000 428 25 15
#> 415 1715.5123 3.944099 428 25 15
#> 416 1715.5123 3.944099 428 25 15
#> 417 1715.5123 3.944099 428 25 15
#> 418 1715.5123 3.944099 428 25 15
#> 419 2710.6941 3.085677 428 25 15
#> 420 2710.6941 3.085677 428 25 15
#> 421 2710.6941 3.085677 428 25 15
#> 422 1715.5123 3.944099 428 25 15
#> 423 1715.5123 3.944099 428 25 15
#> 424 1715.5123 3.944099 428 25 15
#> 425 1715.5123 3.944099 428 25 15
#> 426 6377.2954 0.313597 428 25 15
#> 427 2710.6941 3.085677 428 25 15
#> 428 0.0000 0.000000 428 25 15
#> Total_BnImputed Total_estimate Total_cv
#> 1 10 2971211 0.2511731
#> 2 10 2971211 0.2511731
#> 3 10 2971211 0.2511731
#> 4 10 2971211 0.2511731
#> 5 10 2971211 0.2511731
#> 6 10 2971211 0.2511731
#> 7 10 2971211 0.2511731
#> 8 10 2971211 0.2511731
#> 9 10 2971211 0.2511731
#> 10 10 2971211 0.2511731
#> 11 10 2971211 0.2511731
#> 12 10 2971211 0.2511731
#> 13 10 2971211 0.2511731
#> 14 10 2971211 0.2511731
#> 15 10 2971211 0.2511731
#> 16 10 2971211 0.2511731
#> 17 10 2971211 0.2511731
#> 18 10 2971211 0.2511731
#> 19 10 2971211 0.2511731
#> 20 10 2971211 0.2511731
#> 21 10 2971211 0.2511731
#> 22 10 2971211 0.2511731
#> 23 10 2971211 0.2511731
#> 24 10 2971211 0.2511731
#> 25 10 2971211 0.2511731
#> 26 10 2971211 0.2511731
#> 27 10 2971211 0.2511731
#> 28 10 2971211 0.2511731
#> 29 10 2971211 0.2511731
#> 30 10 2971211 0.2511731
#> 31 10 2971211 0.2511731
#> 32 10 2971211 0.2511731
#> 33 10 2971211 0.2511731
#> 34 10 2971211 0.2511731
#> 35 10 2971211 0.2511731
#> 36 10 2971211 0.2511731
#> 37 10 2971211 0.2511731
#> 38 10 2971211 0.2511731
#> 39 10 2971211 0.2511731
#> 40 10 2971211 0.2511731
#> 41 10 2971211 0.2511731
#> 42 10 2971211 0.2511731
#> 43 10 2971211 0.2511731
#> 44 10 2971211 0.2511731
#> 45 10 2971211 0.2511731
#> 46 10 2971211 0.2511731
#> 47 10 2971211 0.2511731
#> 48 10 2971211 0.2511731
#> 49 10 2971211 0.2511731
#> 50 10 2971211 0.2511731
#> 51 10 2971211 0.2511731
#> 52 10 2971211 0.2511731
#> 53 10 2971211 0.2511731
#> 54 10 2971211 0.2511731
#> 55 10 2971211 0.2511731
#> 56 10 2971211 0.2511731
#> 57 10 2971211 0.2511731
#> 58 10 2971211 0.2511731
#> 59 10 2971211 0.2511731
#> 60 10 2971211 0.2511731
#> 61 10 2971211 0.2511731
#> 62 10 2971211 0.2511731
#> 63 10 2971211 0.2511731
#> 64 10 2971211 0.2511731
#> 65 10 2971211 0.2511731
#> 66 10 2971211 0.2511731
#> 67 10 2971211 0.2511731
#> 68 10 2971211 0.2511731
#> 69 10 2971211 0.2511731
#> 70 10 2971211 0.2511731
#> 71 10 2971211 0.2511731
#> 72 10 2971211 0.2511731
#> 73 10 2971211 0.2511731
#> 74 10 2971211 0.2511731
#> 75 10 2971211 0.2511731
#> 76 10 2971211 0.2511731
#> 77 10 2971211 0.2511731
#> 78 10 2971211 0.2511731
#> 79 10 2971211 0.2511731
#> 80 10 2971211 0.2511731
#> 81 10 2971211 0.2511731
#> 82 10 2971211 0.2511731
#> 83 10 2971211 0.2511731
#> 84 10 2971211 0.2511731
#> 85 10 2971211 0.2511731
#> 86 10 2971211 0.2511731
#> 87 10 2971211 0.2511731
#> 88 10 2971211 0.2511731
#> 89 10 2971211 0.2511731
#> 90 10 2971211 0.2511731
#> 91 10 2971211 0.2511731
#> 92 10 2971211 0.2511731
#> 93 10 2971211 0.2511731
#> 94 10 2971211 0.2511731
#> 95 10 2971211 0.2511731
#> 96 10 2971211 0.2511731
#> 97 10 2971211 0.2511731
#> 98 10 2971211 0.2511731
#> 99 10 2971211 0.2511731
#> 100 10 2971211 0.2511731
#> 101 10 2971211 0.2511731
#> 102 10 2971211 0.2511731
#> 103 10 2971211 0.2511731
#> 104 10 2971211 0.2511731
#> 105 10 2971211 0.2511731
#> 106 10 2971211 0.2511731
#> 107 10 2971211 0.2511731
#> 108 10 2971211 0.2511731
#> 109 10 2971211 0.2511731
#> 110 10 2971211 0.2511731
#> 111 10 2971211 0.2511731
#> 112 10 2971211 0.2511731
#> 113 10 2971211 0.2511731
#> 114 10 2971211 0.2511731
#> 115 10 2971211 0.2511731
#> 116 10 2971211 0.2511731
#> 117 10 2971211 0.2511731
#> 118 10 2971211 0.2511731
#> 119 10 2971211 0.2511731
#> 120 10 2971211 0.2511731
#> 121 10 2971211 0.2511731
#> 122 10 2971211 0.2511731
#> 123 10 2971211 0.2511731
#> 124 10 2971211 0.2511731
#> 125 10 2971211 0.2511731
#> 126 10 2971211 0.2511731
#> 127 10 2971211 0.2511731
#> 128 10 2971211 0.2511731
#> 129 10 2971211 0.2511731
#> 130 10 2971211 0.2511731
#> 131 10 2971211 0.2511731
#> 132 10 2971211 0.2511731
#> 133 10 2971211 0.2511731
#> 134 10 2971211 0.2511731
#> 135 10 2971211 0.2511731
#> 136 10 2971211 0.2511731
#> 137 10 2971211 0.2511731
#> 138 10 2971211 0.2511731
#> 139 10 2971211 0.2511731
#> 140 10 2971211 0.2511731
#> 141 10 2971211 0.2511731
#> 142 10 2971211 0.2511731
#> 143 10 2971211 0.2511731
#> 144 10 2971211 0.2511731
#> 145 10 2971211 0.2511731
#> 146 10 2971211 0.2511731
#> 147 10 2971211 0.2511731
#> 148 10 2971211 0.2511731
#> 149 10 2971211 0.2511731
#> 150 10 2971211 0.2511731
#> 151 10 2971211 0.2511731
#> 152 10 2971211 0.2511731
#> 153 10 2971211 0.2511731
#> 154 10 2971211 0.2511731
#> 155 10 2971211 0.2511731
#> 156 10 2971211 0.2511731
#> 157 10 2971211 0.2511731
#> 158 10 2971211 0.2511731
#> 159 10 2971211 0.2511731
#> 160 10 2971211 0.2511731
#> 161 10 2971211 0.2511731
#> 162 10 2971211 0.2511731
#> 163 10 2971211 0.2511731
#> 164 10 2971211 0.2511731
#> 165 10 2971211 0.2511731
#> 166 10 2971211 0.2511731
#> 167 10 2971211 0.2511731
#> 168 10 2971211 0.2511731
#> 169 10 2971211 0.2511731
#> 170 10 2971211 0.2511731
#> 171 10 2971211 0.2511731
#> 172 10 2971211 0.2511731
#> 173 10 2971211 0.2511731
#> 174 10 2971211 0.2511731
#> 175 10 2971211 0.2511731
#> 176 10 2971211 0.2511731
#> 177 10 2971211 0.2511731
#> 178 10 2971211 0.2511731
#> 179 10 2971211 0.2511731
#> 180 10 2971211 0.2511731
#> 181 10 2971211 0.2511731
#> 182 10 2971211 0.2511731
#> 183 10 2971211 0.2511731
#> 184 10 2971211 0.2511731
#> 185 10 2971211 0.2511731
#> 186 10 2971211 0.2511731
#> 187 10 2971211 0.2511731
#> 188 10 2971211 0.2511731
#> 189 10 2971211 0.2511731
#> 190 10 2971211 0.2511731
#> 191 10 2971211 0.2511731
#> 192 10 2971211 0.2511731
#> 193 10 2971211 0.2511731
#> 194 10 2971211 0.2511731
#> 195 10 2971211 0.2511731
#> 196 10 2971211 0.2511731
#> 197 10 2971211 0.2511731
#> 198 10 2971211 0.2511731
#> 199 10 2971211 0.2511731
#> 200 10 2971211 0.2511731
#> 201 10 2971211 0.2511731
#> 202 10 2971211 0.2511731
#> 203 10 2971211 0.2511731
#> 204 10 2971211 0.2511731
#> 205 10 2971211 0.2511731
#> 206 10 2971211 0.2511731
#> 207 10 2971211 0.2511731
#> 208 10 2971211 0.2511731
#> 209 10 2971211 0.2511731
#> 210 10 2971211 0.2511731
#> 211 10 2971211 0.2511731
#> 212 10 2971211 0.2511731
#> 213 10 2971211 0.2511731
#> 214 10 2971211 0.2511731
#> 215 10 2971211 0.2511731
#> 216 10 2971211 0.2511731
#> 217 10 2971211 0.2511731
#> 218 10 2971211 0.2511731
#> 219 10 2971211 0.2511731
#> 220 10 2971211 0.2511731
#> 221 10 2971211 0.2511731
#> 222 10 2971211 0.2511731
#> 223 10 2971211 0.2511731
#> 224 10 2971211 0.2511731
#> 225 10 2971211 0.2511731
#> 226 10 2971211 0.2511731
#> 227 10 2971211 0.2511731
#> 228 10 2971211 0.2511731
#> 229 10 2971211 0.2511731
#> 230 10 2971211 0.2511731
#> 231 10 2971211 0.2511731
#> 232 10 2971211 0.2511731
#> 233 10 2971211 0.2511731
#> 234 10 2971211 0.2511731
#> 235 10 2971211 0.2511731
#> 236 10 2971211 0.2511731
#> 237 10 2971211 0.2511731
#> 238 10 2971211 0.2511731
#> 239 10 2971211 0.2511731
#> 240 10 2971211 0.2511731
#> 241 10 2971211 0.2511731
#> 242 10 2971211 0.2511731
#> 243 10 2971211 0.2511731
#> 244 10 2971211 0.2511731
#> 245 10 2971211 0.2511731
#> 246 10 2971211 0.2511731
#> 247 10 2971211 0.2511731
#> 248 10 2971211 0.2511731
#> 249 10 2971211 0.2511731
#> 250 10 2971211 0.2511731
#> 251 10 2971211 0.2511731
#> 252 10 2971211 0.2511731
#> 253 10 2971211 0.2511731
#> 254 10 2971211 0.2511731
#> 255 10 2971211 0.2511731
#> 256 10 2971211 0.2511731
#> 257 10 2971211 0.2511731
#> 258 10 2971211 0.2511731
#> 259 10 2971211 0.2511731
#> 260 10 2971211 0.2511731
#> 261 10 2971211 0.2511731
#> 262 10 2971211 0.2511731
#> 263 10 2971211 0.2511731
#> 264 10 2971211 0.2511731
#> 265 10 2971211 0.2511731
#> 266 10 2971211 0.2511731
#> 267 10 2971211 0.2511731
#> 268 10 2971211 0.2511731
#> 269 10 2971211 0.2511731
#> 270 10 2971211 0.2511731
#> 271 10 2971211 0.2511731
#> 272 10 2971211 0.2511731
#> 273 10 2971211 0.2511731
#> 274 10 2971211 0.2511731
#> 275 10 2971211 0.2511731
#> 276 10 2971211 0.2511731
#> 277 10 2971211 0.2511731
#> 278 10 2971211 0.2511731
#> 279 10 2971211 0.2511731
#> 280 10 2971211 0.2511731
#> 281 10 2971211 0.2511731
#> 282 10 2971211 0.2511731
#> 283 10 2971211 0.2511731
#> 284 10 2971211 0.2511731
#> 285 10 2971211 0.2511731
#> 286 10 2971211 0.2511731
#> 287 10 2971211 0.2511731
#> 288 10 2971211 0.2511731
#> 289 10 2971211 0.2511731
#> 290 10 2971211 0.2511731
#> 291 10 2971211 0.2511731
#> 292 10 2971211 0.2511731
#> 293 10 2971211 0.2511731
#> 294 10 2971211 0.2511731
#> 295 10 2971211 0.2511731
#> 296 10 2971211 0.2511731
#> 297 10 2971211 0.2511731
#> 298 10 2971211 0.2511731
#> 299 10 2971211 0.2511731
#> 300 10 2971211 0.2511731
#> 301 10 2971211 0.2511731
#> 302 10 2971211 0.2511731
#> 303 10 2971211 0.2511731
#> 304 10 2971211 0.2511731
#> 305 10 2971211 0.2511731
#> 306 10 2971211 0.2511731
#> 307 10 2971211 0.2511731
#> 308 10 2971211 0.2511731
#> 309 10 2971211 0.2511731
#> 310 10 2971211 0.2511731
#> 311 10 2971211 0.2511731
#> 312 10 2971211 0.2511731
#> 313 10 2971211 0.2511731
#> 314 10 2971211 0.2511731
#> 315 10 2971211 0.2511731
#> 316 10 2971211 0.2511731
#> 317 10 2971211 0.2511731
#> 318 10 2971211 0.2511731
#> 319 10 2971211 0.2511731
#> 320 10 2971211 0.2511731
#> 321 10 2971211 0.2511731
#> 322 10 2971211 0.2511731
#> 323 10 2971211 0.2511731
#> 324 10 2971211 0.2511731
#> 325 10 2971211 0.2511731
#> 326 10 2971211 0.2511731
#> 327 10 2971211 0.2511731
#> 328 10 2971211 0.2511731
#> 329 10 2971211 0.2511731
#> 330 10 2971211 0.2511731
#> 331 10 2971211 0.2511731
#> 332 10 2971211 0.2511731
#> 333 10 2971211 0.2511731
#> 334 10 2971211 0.2511731
#> 335 10 2971211 0.2511731
#> 336 10 2971211 0.2511731
#> 337 10 2971211 0.2511731
#> 338 10 2971211 0.2511731
#> 339 10 2971211 0.2511731
#> 340 10 2971211 0.2511731
#> 341 10 2971211 0.2511731
#> 342 10 2971211 0.2511731
#> 343 10 2971211 0.2511731
#> 344 10 2971211 0.2511731
#> 345 10 2971211 0.2511731
#> 346 10 2971211 0.2511731
#> 347 10 2971211 0.2511731
#> 348 10 2971211 0.2511731
#> 349 10 2971211 0.2511731
#> 350 10 2971211 0.2511731
#> 351 10 2971211 0.2511731
#> 352 10 2971211 0.2511731
#> 353 10 2971211 0.2511731
#> 354 10 2971211 0.2511731
#> 355 10 2971211 0.2511731
#> 356 10 2971211 0.2511731
#> 357 10 2971211 0.2511731
#> 358 10 2971211 0.2511731
#> 359 10 2971211 0.2511731
#> 360 10 2971211 0.2511731
#> 361 10 2971211 0.2511731
#> 362 10 2971211 0.2511731
#> 363 10 2971211 0.2511731
#> 364 10 2971211 0.2511731
#> 365 10 2971211 0.2511731
#> 366 10 2971211 0.2511731
#> 367 10 2971211 0.2511731
#> 368 10 2971211 0.2511731
#> 369 10 2971211 0.2511731
#> 370 10 2971211 0.2511731
#> 371 10 2971211 0.2511731
#> 372 10 2971211 0.2511731
#> 373 10 2971211 0.2511731
#> 374 10 2971211 0.2511731
#> 375 10 2971211 0.2511731
#> 376 10 2971211 0.2511731
#> 377 10 2971211 0.2511731
#> 378 10 2971211 0.2511731
#> 379 10 2971211 0.2511731
#> 380 10 2971211 0.2511731
#> 381 10 2971211 0.2511731
#> 382 10 2971211 0.2511731
#> 383 10 2971211 0.2511731
#> 384 10 2971211 0.2511731
#> 385 10 2971211 0.2511731
#> 386 10 2971211 0.2511731
#> 387 10 2971211 0.2511731
#> 388 10 2971211 0.2511731
#> 389 10 2971211 0.2511731
#> 390 10 2971211 0.2511731
#> 391 10 2971211 0.2511731
#> 392 10 2971211 0.2511731
#> 393 10 2971211 0.2511731
#> 394 10 2971211 0.2511731
#> 395 10 2971211 0.2511731
#> 396 10 2971211 0.2511731
#> 397 10 2971211 0.2511731
#> 398 10 2971211 0.2511731
#> 399 10 2971211 0.2511731
#> 400 10 2971211 0.2511731
#> 401 10 2971211 0.2511731
#> 402 10 2971211 0.2511731
#> 403 10 2971211 0.2511731
#> 404 10 2971211 0.2511731
#> 405 10 2971211 0.2511731
#> 406 10 2971211 0.2511731
#> 407 10 2971211 0.2511731
#> 408 10 2971211 0.2511731
#> 409 10 2971211 0.2511731
#> 410 10 2971211 0.2511731
#> 411 10 2971211 0.2511731
#> 412 10 2971211 0.2511731
#> 413 10 2971211 0.2511731
#> 414 10 2971211 0.2511731
#> 415 10 2971211 0.2511731
#> 416 10 2971211 0.2511731
#> 417 10 2971211 0.2511731
#> 418 10 2971211 0.2511731
#> 419 10 2971211 0.2511731
#> 420 10 2971211 0.2511731
#> 421 10 2971211 0.2511731
#> 422 10 2971211 0.2511731
#> 423 10 2971211 0.2511731
#> 424 10 2971211 0.2511731
#> 425 10 2971211 0.2511731
#> 426 10 2971211 0.2511731
#> 427 10 2971211 0.2511731
#> 428 10 2971211 0.2511731
ImputeRegression2WideSmall(w, strataName = names(w)[2])
#> id strata estimate Strata_estimate Strata_cv Strata_nImputed
#> 1 101 13 2792.00000 2033595.511 0.313597 1
#> 2 104 13 11319.00000 2033595.511 0.313597 1
#> 3 105 13 32854.00000 2033595.511 0.313597 1
#> 4 106 13 42362.00000 2033595.511 0.313597 1
#> 5 111 3 3278.00000 87847.626 3.085677 3
#> 6 118 5 853.00000 18440.983 6.234915 7
#> 7 119 1 1531.00000 21086.000 0.000000 0
#> 8 121 4 103.00000 6678.632 5.718763 2
#> 9 122 10 2226.00000 57945.000 0.000000 0
#> 10 123 11 2512.00000 219433.000 0.000000 0
#> 11 124 8 6721.00000 150654.000 0.000000 0
#> 12 125 10 10538.00000 57945.000 0.000000 0
#> 13 127 2 0.00000 66477.843 2.718524 6
#> 14 128 11 474.00000 219433.000 0.000000 0
#> 15 135 7 1507.00000 125085.000 0.000000 0
#> 16 136 7 5491.00000 125085.000 0.000000 0
#> 17 137 1 331.00000 21086.000 0.000000 0
#> 18 138 1 811.00000 21086.000 0.000000 0
#> 19 211 7 9867.00000 125085.000 0.000000 0
#> 20 213 13 22914.00000 2033595.511 0.313597 1
#> 21 214 7 9635.00000 125085.000 0.000000 0
#> 22 215 8 7751.00000 150654.000 0.000000 0
#> 23 216 7 10648.00000 125085.000 0.000000 0
#> 24 217 13 14146.00000 2033595.511 0.313597 1
#> 25 219 13 97383.00000 2033595.511 0.313597 1
#> 26 220 13 53067.00000 2033595.511 0.313597 1
#> 27 221 7 0.00000 125085.000 0.000000 0
#> 28 226 7 4400.00000 125085.000 0.000000 0
#> 29 227 7 1353.00000 125085.000 0.000000 0
#> 30 228 7 11010.00000 125085.000 0.000000 0
#> 31 229 7 2809.00000 125085.000 0.000000 0
#> 32 230 13 23871.00000 2033595.511 0.313597 1
#> 33 231 13 41227.00000 2033595.511 0.313597 1
#> 34 233 13 9878.00000 2033595.511 0.313597 1
#> 35 234 7 400.00000 125085.000 0.000000 0
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#> 422 2022 6 1667.00000 43495.667 3.944099 6
#> 423 2023 6 1569.00000 43495.667 3.944099 6
#> 424 2024 6 1048.00000 43495.667 3.944099 6
#> 425 2025 6 1394.91053 43495.667 3.944099 6
#> 426 2027 13 -90.48924 2033595.511 0.313597 1
#> 427 2028 3 1607.27603 87847.626 3.085677 3
#> 428 2030 12 19083.00000 140472.000 0.000000 0
#> Total_estimate Total_cv Total_nImputed
#> 1 2971211 0.2511731 25
#> 2 2971211 0.2511731 25
#> 3 2971211 0.2511731 25
#> 4 2971211 0.2511731 25
#> 5 2971211 0.2511731 25
#> 6 2971211 0.2511731 25
#> 7 2971211 0.2511731 25
#> 8 2971211 0.2511731 25
#> 9 2971211 0.2511731 25
#> 10 2971211 0.2511731 25
#> 11 2971211 0.2511731 25
#> 12 2971211 0.2511731 25
#> 13 2971211 0.2511731 25
#> 14 2971211 0.2511731 25
#> 15 2971211 0.2511731 25
#> 16 2971211 0.2511731 25
#> 17 2971211 0.2511731 25
#> 18 2971211 0.2511731 25
#> 19 2971211 0.2511731 25
#> 20 2971211 0.2511731 25
#> 21 2971211 0.2511731 25
#> 22 2971211 0.2511731 25
#> 23 2971211 0.2511731 25
#> 24 2971211 0.2511731 25
#> 25 2971211 0.2511731 25
#> 26 2971211 0.2511731 25
#> 27 2971211 0.2511731 25
#> 28 2971211 0.2511731 25
#> 29 2971211 0.2511731 25
#> 30 2971211 0.2511731 25
#> 31 2971211 0.2511731 25
#> 32 2971211 0.2511731 25
#> 33 2971211 0.2511731 25
#> 34 2971211 0.2511731 25
#> 35 2971211 0.2511731 25
#> 36 2971211 0.2511731 25
#> 37 2971211 0.2511731 25
#> 38 2971211 0.2511731 25
#> 39 2971211 0.2511731 25
#> 40 2971211 0.2511731 25
#> 41 2971211 0.2511731 25
#> 42 2971211 0.2511731 25
#> 43 2971211 0.2511731 25
#> 44 2971211 0.2511731 25
#> 45 2971211 0.2511731 25
#> 46 2971211 0.2511731 25
#> 47 2971211 0.2511731 25
#> 48 2971211 0.2511731 25
#> 49 2971211 0.2511731 25
#> 50 2971211 0.2511731 25
#> 51 2971211 0.2511731 25
#> 52 2971211 0.2511731 25
#> 53 2971211 0.2511731 25
#> 54 2971211 0.2511731 25
#> 55 2971211 0.2511731 25
#> 56 2971211 0.2511731 25
#> 57 2971211 0.2511731 25
#> 58 2971211 0.2511731 25
#> 59 2971211 0.2511731 25
#> 60 2971211 0.2511731 25
#> 61 2971211 0.2511731 25
#> 62 2971211 0.2511731 25
#> 63 2971211 0.2511731 25
#> 64 2971211 0.2511731 25
#> 65 2971211 0.2511731 25
#> 66 2971211 0.2511731 25
#> 67 2971211 0.2511731 25
#> 68 2971211 0.2511731 25
#> 69 2971211 0.2511731 25
#> 70 2971211 0.2511731 25
#> 71 2971211 0.2511731 25
#> 72 2971211 0.2511731 25
#> 73 2971211 0.2511731 25
#> 74 2971211 0.2511731 25
#> 75 2971211 0.2511731 25
#> 76 2971211 0.2511731 25
#> 77 2971211 0.2511731 25
#> 78 2971211 0.2511731 25
#> 79 2971211 0.2511731 25
#> 80 2971211 0.2511731 25
#> 81 2971211 0.2511731 25
#> 82 2971211 0.2511731 25
#> 83 2971211 0.2511731 25
#> 84 2971211 0.2511731 25
#> 85 2971211 0.2511731 25
#> 86 2971211 0.2511731 25
#> 87 2971211 0.2511731 25
#> 88 2971211 0.2511731 25
#> 89 2971211 0.2511731 25
#> 90 2971211 0.2511731 25
#> 91 2971211 0.2511731 25
#> 92 2971211 0.2511731 25
#> 93 2971211 0.2511731 25
#> 94 2971211 0.2511731 25
#> 95 2971211 0.2511731 25
#> 96 2971211 0.2511731 25
#> 97 2971211 0.2511731 25
#> 98 2971211 0.2511731 25
#> 99 2971211 0.2511731 25
#> 100 2971211 0.2511731 25
#> 101 2971211 0.2511731 25
#> 102 2971211 0.2511731 25
#> 103 2971211 0.2511731 25
#> 104 2971211 0.2511731 25
#> 105 2971211 0.2511731 25
#> 106 2971211 0.2511731 25
#> 107 2971211 0.2511731 25
#> 108 2971211 0.2511731 25
#> 109 2971211 0.2511731 25
#> 110 2971211 0.2511731 25
#> 111 2971211 0.2511731 25
#> 112 2971211 0.2511731 25
#> 113 2971211 0.2511731 25
#> 114 2971211 0.2511731 25
#> 115 2971211 0.2511731 25
#> 116 2971211 0.2511731 25
#> 117 2971211 0.2511731 25
#> 118 2971211 0.2511731 25
#> 119 2971211 0.2511731 25
#> 120 2971211 0.2511731 25
#> 121 2971211 0.2511731 25
#> 122 2971211 0.2511731 25
#> 123 2971211 0.2511731 25
#> 124 2971211 0.2511731 25
#> 125 2971211 0.2511731 25
#> 126 2971211 0.2511731 25
#> 127 2971211 0.2511731 25
#> 128 2971211 0.2511731 25
#> 129 2971211 0.2511731 25
#> 130 2971211 0.2511731 25
#> 131 2971211 0.2511731 25
#> 132 2971211 0.2511731 25
#> 133 2971211 0.2511731 25
#> 134 2971211 0.2511731 25
#> 135 2971211 0.2511731 25
#> 136 2971211 0.2511731 25
#> 137 2971211 0.2511731 25
#> 138 2971211 0.2511731 25
#> 139 2971211 0.2511731 25
#> 140 2971211 0.2511731 25
#> 141 2971211 0.2511731 25
#> 142 2971211 0.2511731 25
#> 143 2971211 0.2511731 25
#> 144 2971211 0.2511731 25
#> 145 2971211 0.2511731 25
#> 146 2971211 0.2511731 25
#> 147 2971211 0.2511731 25
#> 148 2971211 0.2511731 25
#> 149 2971211 0.2511731 25
#> 150 2971211 0.2511731 25
#> 151 2971211 0.2511731 25
#> 152 2971211 0.2511731 25
#> 153 2971211 0.2511731 25
#> 154 2971211 0.2511731 25
#> 155 2971211 0.2511731 25
#> 156 2971211 0.2511731 25
#> 157 2971211 0.2511731 25
#> 158 2971211 0.2511731 25
#> 159 2971211 0.2511731 25
#> 160 2971211 0.2511731 25
#> 161 2971211 0.2511731 25
#> 162 2971211 0.2511731 25
#> 163 2971211 0.2511731 25
#> 164 2971211 0.2511731 25
#> 165 2971211 0.2511731 25
#> 166 2971211 0.2511731 25
#> 167 2971211 0.2511731 25
#> 168 2971211 0.2511731 25
#> 169 2971211 0.2511731 25
#> 170 2971211 0.2511731 25
#> 171 2971211 0.2511731 25
#> 172 2971211 0.2511731 25
#> 173 2971211 0.2511731 25
#> 174 2971211 0.2511731 25
#> 175 2971211 0.2511731 25
#> 176 2971211 0.2511731 25
#> 177 2971211 0.2511731 25
#> 178 2971211 0.2511731 25
#> 179 2971211 0.2511731 25
#> 180 2971211 0.2511731 25
#> 181 2971211 0.2511731 25
#> 182 2971211 0.2511731 25
#> 183 2971211 0.2511731 25
#> 184 2971211 0.2511731 25
#> 185 2971211 0.2511731 25
#> 186 2971211 0.2511731 25
#> 187 2971211 0.2511731 25
#> 188 2971211 0.2511731 25
#> 189 2971211 0.2511731 25
#> 190 2971211 0.2511731 25
#> 191 2971211 0.2511731 25
#> 192 2971211 0.2511731 25
#> 193 2971211 0.2511731 25
#> 194 2971211 0.2511731 25
#> 195 2971211 0.2511731 25
#> 196 2971211 0.2511731 25
#> 197 2971211 0.2511731 25
#> 198 2971211 0.2511731 25
#> 199 2971211 0.2511731 25
#> 200 2971211 0.2511731 25
#> 201 2971211 0.2511731 25
#> 202 2971211 0.2511731 25
#> 203 2971211 0.2511731 25
#> 204 2971211 0.2511731 25
#> 205 2971211 0.2511731 25
#> 206 2971211 0.2511731 25
#> 207 2971211 0.2511731 25
#> 208 2971211 0.2511731 25
#> 209 2971211 0.2511731 25
#> 210 2971211 0.2511731 25
#> 211 2971211 0.2511731 25
#> 212 2971211 0.2511731 25
#> 213 2971211 0.2511731 25
#> 214 2971211 0.2511731 25
#> 215 2971211 0.2511731 25
#> 216 2971211 0.2511731 25
#> 217 2971211 0.2511731 25
#> 218 2971211 0.2511731 25
#> 219 2971211 0.2511731 25
#> 220 2971211 0.2511731 25
#> 221 2971211 0.2511731 25
#> 222 2971211 0.2511731 25
#> 223 2971211 0.2511731 25
#> 224 2971211 0.2511731 25
#> 225 2971211 0.2511731 25
#> 226 2971211 0.2511731 25
#> 227 2971211 0.2511731 25
#> 228 2971211 0.2511731 25
#> 229 2971211 0.2511731 25
#> 230 2971211 0.2511731 25
#> 231 2971211 0.2511731 25
#> 232 2971211 0.2511731 25
#> 233 2971211 0.2511731 25
#> 234 2971211 0.2511731 25
#> 235 2971211 0.2511731 25
#> 236 2971211 0.2511731 25
#> 237 2971211 0.2511731 25
#> 238 2971211 0.2511731 25
#> 239 2971211 0.2511731 25
#> 240 2971211 0.2511731 25
#> 241 2971211 0.2511731 25
#> 242 2971211 0.2511731 25
#> 243 2971211 0.2511731 25
#> 244 2971211 0.2511731 25
#> 245 2971211 0.2511731 25
#> 246 2971211 0.2511731 25
#> 247 2971211 0.2511731 25
#> 248 2971211 0.2511731 25
#> 249 2971211 0.2511731 25
#> 250 2971211 0.2511731 25
#> 251 2971211 0.2511731 25
#> 252 2971211 0.2511731 25
#> 253 2971211 0.2511731 25
#> 254 2971211 0.2511731 25
#> 255 2971211 0.2511731 25
#> 256 2971211 0.2511731 25
#> 257 2971211 0.2511731 25
#> 258 2971211 0.2511731 25
#> 259 2971211 0.2511731 25
#> 260 2971211 0.2511731 25
#> 261 2971211 0.2511731 25
#> 262 2971211 0.2511731 25
#> 263 2971211 0.2511731 25
#> 264 2971211 0.2511731 25
#> 265 2971211 0.2511731 25
#> 266 2971211 0.2511731 25
#> 267 2971211 0.2511731 25
#> 268 2971211 0.2511731 25
#> 269 2971211 0.2511731 25
#> 270 2971211 0.2511731 25
#> 271 2971211 0.2511731 25
#> 272 2971211 0.2511731 25
#> 273 2971211 0.2511731 25
#> 274 2971211 0.2511731 25
#> 275 2971211 0.2511731 25
#> 276 2971211 0.2511731 25
#> 277 2971211 0.2511731 25
#> 278 2971211 0.2511731 25
#> 279 2971211 0.2511731 25
#> 280 2971211 0.2511731 25
#> 281 2971211 0.2511731 25
#> 282 2971211 0.2511731 25
#> 283 2971211 0.2511731 25
#> 284 2971211 0.2511731 25
#> 285 2971211 0.2511731 25
#> 286 2971211 0.2511731 25
#> 287 2971211 0.2511731 25
#> 288 2971211 0.2511731 25
#> 289 2971211 0.2511731 25
#> 290 2971211 0.2511731 25
#> 291 2971211 0.2511731 25
#> 292 2971211 0.2511731 25
#> 293 2971211 0.2511731 25
#> 294 2971211 0.2511731 25
#> 295 2971211 0.2511731 25
#> 296 2971211 0.2511731 25
#> 297 2971211 0.2511731 25
#> 298 2971211 0.2511731 25
#> 299 2971211 0.2511731 25
#> 300 2971211 0.2511731 25
#> 301 2971211 0.2511731 25
#> 302 2971211 0.2511731 25
#> 303 2971211 0.2511731 25
#> 304 2971211 0.2511731 25
#> 305 2971211 0.2511731 25
#> 306 2971211 0.2511731 25
#> 307 2971211 0.2511731 25
#> 308 2971211 0.2511731 25
#> 309 2971211 0.2511731 25
#> 310 2971211 0.2511731 25
#> 311 2971211 0.2511731 25
#> 312 2971211 0.2511731 25
#> 313 2971211 0.2511731 25
#> 314 2971211 0.2511731 25
#> 315 2971211 0.2511731 25
#> 316 2971211 0.2511731 25
#> 317 2971211 0.2511731 25
#> 318 2971211 0.2511731 25
#> 319 2971211 0.2511731 25
#> 320 2971211 0.2511731 25
#> 321 2971211 0.2511731 25
#> 322 2971211 0.2511731 25
#> 323 2971211 0.2511731 25
#> 324 2971211 0.2511731 25
#> 325 2971211 0.2511731 25
#> 326 2971211 0.2511731 25
#> 327 2971211 0.2511731 25
#> 328 2971211 0.2511731 25
#> 329 2971211 0.2511731 25
#> 330 2971211 0.2511731 25
#> 331 2971211 0.2511731 25
#> 332 2971211 0.2511731 25
#> 333 2971211 0.2511731 25
#> 334 2971211 0.2511731 25
#> 335 2971211 0.2511731 25
#> 336 2971211 0.2511731 25
#> 337 2971211 0.2511731 25
#> 338 2971211 0.2511731 25
#> 339 2971211 0.2511731 25
#> 340 2971211 0.2511731 25
#> 341 2971211 0.2511731 25
#> 342 2971211 0.2511731 25
#> 343 2971211 0.2511731 25
#> 344 2971211 0.2511731 25
#> 345 2971211 0.2511731 25
#> 346 2971211 0.2511731 25
#> 347 2971211 0.2511731 25
#> 348 2971211 0.2511731 25
#> 349 2971211 0.2511731 25
#> 350 2971211 0.2511731 25
#> 351 2971211 0.2511731 25
#> 352 2971211 0.2511731 25
#> 353 2971211 0.2511731 25
#> 354 2971211 0.2511731 25
#> 355 2971211 0.2511731 25
#> 356 2971211 0.2511731 25
#> 357 2971211 0.2511731 25
#> 358 2971211 0.2511731 25
#> 359 2971211 0.2511731 25
#> 360 2971211 0.2511731 25
#> 361 2971211 0.2511731 25
#> 362 2971211 0.2511731 25
#> 363 2971211 0.2511731 25
#> 364 2971211 0.2511731 25
#> 365 2971211 0.2511731 25
#> 366 2971211 0.2511731 25
#> 367 2971211 0.2511731 25
#> 368 2971211 0.2511731 25
#> 369 2971211 0.2511731 25
#> 370 2971211 0.2511731 25
#> 371 2971211 0.2511731 25
#> 372 2971211 0.2511731 25
#> 373 2971211 0.2511731 25
#> 374 2971211 0.2511731 25
#> 375 2971211 0.2511731 25
#> 376 2971211 0.2511731 25
#> 377 2971211 0.2511731 25
#> 378 2971211 0.2511731 25
#> 379 2971211 0.2511731 25
#> 380 2971211 0.2511731 25
#> 381 2971211 0.2511731 25
#> 382 2971211 0.2511731 25
#> 383 2971211 0.2511731 25
#> 384 2971211 0.2511731 25
#> 385 2971211 0.2511731 25
#> 386 2971211 0.2511731 25
#> 387 2971211 0.2511731 25
#> 388 2971211 0.2511731 25
#> 389 2971211 0.2511731 25
#> 390 2971211 0.2511731 25
#> 391 2971211 0.2511731 25
#> 392 2971211 0.2511731 25
#> 393 2971211 0.2511731 25
#> 394 2971211 0.2511731 25
#> 395 2971211 0.2511731 25
#> 396 2971211 0.2511731 25
#> 397 2971211 0.2511731 25
#> 398 2971211 0.2511731 25
#> 399 2971211 0.2511731 25
#> 400 2971211 0.2511731 25
#> 401 2971211 0.2511731 25
#> 402 2971211 0.2511731 25
#> 403 2971211 0.2511731 25
#> 404 2971211 0.2511731 25
#> 405 2971211 0.2511731 25
#> 406 2971211 0.2511731 25
#> 407 2971211 0.2511731 25
#> 408 2971211 0.2511731 25
#> 409 2971211 0.2511731 25
#> 410 2971211 0.2511731 25
#> 411 2971211 0.2511731 25
#> 412 2971211 0.2511731 25
#> 413 2971211 0.2511731 25
#> 414 2971211 0.2511731 25
#> 415 2971211 0.2511731 25
#> 416 2971211 0.2511731 25
#> 417 2971211 0.2511731 25
#> 418 2971211 0.2511731 25
#> 419 2971211 0.2511731 25
#> 420 2971211 0.2511731 25
#> 421 2971211 0.2511731 25
#> 422 2971211 0.2511731 25
#> 423 2971211 0.2511731 25
#> 424 2971211 0.2511731 25
#> 425 2971211 0.2511731 25
#> 426 2971211 0.2511731 25
#> 427 2971211 0.2511731 25
#> 428 2971211 0.2511731 25