Various methods for adding noise to perturb continuous scaled variables.
addNoise(obj, variables = NULL, noise = 150, method = "additive", ...)either a data.frame or a sdcMicroObj-class that should be perturbed
vector with names of variables that should be perturbed
amount of noise (in percentages)
choose between ‘additive’, ‘correlated’, ‘correlated2’, ‘restr’, ‘ROMM’, ‘outdect’
see possible arguments below
If ‘obj’ was of class sdcMicroObj-class the corresponding
slots are filled, like manipNumVars, risk and utility.
If ‘obj’ was of class “data.frame” or “matrix” an object of class “micro” with following entities is returned:
the original data
the modified (perturbed) data
method used for perturbation
amount of noise
If ‘obj’ is of class sdcMicroObj-class, all continuous key
variables are selected per default. If ‘obj’ is of class
“data.frame” or “matrix”, the continuous variables have to be
specified.
Method ‘additive’ adds noise completely at random to each variable depending on its size and standard deviation. ‘correlated’ and method ‘correlated2’ adds noise and preserves the covariances as described in R. Brand (2001) or in the reference given below. Method ‘restr’ takes the sample size into account when adding noise. Method ‘ROMM’ is an implementation of the algorithm ROMM (Random Orthogonalized Matrix Masking) (Fienberg, 2004). Method ‘outdect’ adds noise only to outliers. The outliers are identified with univariate and robust multivariate procedures based on a robust mahalanobis distances calculated by the MCD estimator.
Domingo-Ferrer, J. and Sebe, F. and Castella, J., “On the security of noise addition for privacy in statistical databases”, Lecture Notes in Computer Science, vol. 3050, pp. 149-161, 2004. ISSN 0302-9743. Vol. Privacy in Statistical Databases, eds. J. Domingo-Ferrer and V. Torra, Berlin: Springer-Verlag.
Ting, D. Fienberg, S.E. and Trottini, M. “ROMM Methodology for Microdata Release” Joint UNECE/Eurostat work session on statistical data confidentiality, Geneva, Switzerland, 2005, https://www.unece.org/fileadmin/DAM/stats/documents/ece/ces/ge.46/2005/wp.11.e.pdf
Ting, D., Fienberg, S.E., Trottini, M. “Random orthogonal matrix masking methodology for microdata release”, International Journal of Information and Computer Security, vol. 2, pp. 86-105, 2008.
Templ, M. and Meindl, B., Robustification of Microdata Masking Methods and the Comparison with Existing Methods, Lecture Notes in Computer Science, Privacy in Statistical Databases, vol. 5262, pp. 177-189, 2008.
Templ, M. New Developments in Statistical Disclosure Control and Imputation: Robust Statistics Applied to Official Statistics, Suedwestdeutscher Verlag fuer Hochschulschriften, 2009, ISBN: 3838108280, 264 pages.
Templ, M. and Meindl, B. and Kowarik, A.: Statistical Disclosure Control for Micro-Data Using the R Package sdcMicro, Journal of Statistical Software, 67 (4), 1--36, 2015. doi:10.18637/jss.v067.i04
Templ, M. Statistical Disclosure Control for Microdata: Methods and Applications in R. Springer International Publishing, 287 pages, 2017. ISBN 978-3-319-50272-4. doi:10.1007/978-3-319-50272-4
data(Tarragona)
a1 <- addNoise(Tarragona)
a1
#> $x
#> FIXED.ASSETS CURRENT.ASSETS TREASURY UNCOMMITTED.FUNDS PAID.UP.CAPITAL
#> 1 0 0 6670 112349 37500
#> 2 0 6643 1892 -12126 500
#> 3 0 43279 6863 29125 34000
#> 4 0 98448 1 2712 500
#> 5 0 134917 11368 19893 10000
#> 6 0 162855 507 117733 30000
#> 7 0 170531 2274 -6118 500
#> 8 62 1389 97 1049 500
#> 9 78 26613 3490 13242 10000
#> 10 91 183865 22670 34555 10000
#> 11 140 10225 5281 2050 500
#> 12 142 75370 28605 55605 4000
#> 13 200 54989 25592 16084 6000
#> 14 224 31228 6951 20331 4000
#> 15 237 714 1 212 90
#> 16 249 65547 20558 50769 48000
#> 17 310 195474 38990 31160 10000
#> 18 323 63115 4916 54986 15000
#> 19 391 24611 1355 4324 1000
#> 20 408 29619 775 5395 500
#> 21 435 7807 7878 831 10000
#> 22 436 31314 2317 23651 16000
#> 23 465 354505 17608 42964 10000
#> 24 474 40515 736 3074 500
#> 25 684 16787 0 6303 6000
#> 26 893 10819 10106 6474 10000
#> 27 905 52413 1038 24818 6000
#> 28 989 45102 1369 17772 30000
#> 29 1000 615990 124 -515464 10000
#> 30 1013 1263 -12228 -10106 500
#> 31 1048 33783 12934 22042 10000
#> 32 1062 18946 19649 5268 2000
#> 33 1120 83212 2727 53973 15000
#> 34 1128 49746 584 9495 500
#> 35 1306 45305 12553 36218 725
#> 36 1307 12761 469 1381 10000
#> 37 1327 75294 30101 49158 10000
#> 38 1381 38433 20625 39598 36500
#> 39 1426 43934 3647 11229 10000
#> 40 1428 42005 963 26821 19260
#> 41 1465 369131 1721 79189 140000
#> 42 1489 68099 30 -26447 2000
#> 43 1490 188830 25095 16466 2000
#> 44 1496 39567 81 4023 15000
#> 45 1747 22079 9403 9526 10000
#> 46 1784 322333 11200 38217 10392
#> 47 1816 102019 6404 33755 12000
#> 48 1835 88524 374 4639 500
#> 49 1968 81069 1606 19452 11000
#> 50 2045 21484 7253 18694 2000
#> 51 2090 33917 2324 10031 1000
#> 52 2126 35771 1509 11687 7000
#> 53 2136 7906 4040 9686 7000
#> 54 2402 49630 310 33617 32000
#> 55 2429 207875 83 31867 23000
#> 56 2538 17093 2662 6273 1000
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#> 59 2809 89592 13926 14141 10000
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#> 63 2885 158347 16306 48499 10000
#> 64 3062 70586 465 6832 10000
#> 65 3243 98781 34576 31758 20000
#> 66 3274 67444 2216 15834 2000
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#> 78 3974 117178 13040 13318 1000
#> 79 3989 66278 0 38448 6000
#> 80 4026 25706 2524 -8034 500
#> 81 4156 25287 10455 14652 10000
#> 82 4199 105431 477 25499 10000
#> 83 4268 130077 1067 21735 20000
#> 84 4271 33161 3098 27291 11040
#> 85 4406 15050 5078 12083 3000
#> 86 4446 63931 30595 23258 10000
#> 87 4485 99270 23063 62109 15000
#> 88 4527 37601 213 13616 4000
#> 89 4557 65854 4031 26133 20000
#> 90 4619 58631 5451 61411 10750
#> 91 4621 22016 7628 10653 6750
#> 92 4924 77187 21008 52500 10000
#> 93 4970 249351 8843 105833 20000
#> 94 4994 75564 18550 11151 4500
#> 95 5096 102315 4193 6743 5900
#> 96 5129 11476 356 6237 500
#> 97 5164 35901 2253 13363 10000
#> 98 5167 61695 2760 24792 10000
#> 99 5248 280922 16840 88437 85000
#> 100 5265 119838 12076 29416 10000
#> 101 5357 48154 3381 13530 1000
#> 102 5392 86303 6919 -23911 1000
#> 103 5465 36284 1686 19699 8500
#> 104 5521 9629 3159 -6214 1000
#> 105 5586 25286 5580 854 6000
#> 106 5626 31326 3161 17903 10000
#> 107 5629 23376 4397 1484 500
#> 108 5949 106864 13230 31685 10000
#> 109 5969 62544 3484 32815 20000
#> 110 6008 30638 216 -6188 500
#> 111 6039 115482 5069 23942 2000
#> 112 6068 37592 421 769 500
#> 113 6088 241993 11578 51616 10000
#> 114 6105 33571 5587 32512 10200
#> 115 6133 172511 5248 40305 10000
#> 116 6300 101096 20413 20382 10000
#> 117 6352 111904 10663 59520 15000
#> 118 6476 28231 -188 10392 500
#> 119 6484 11593 3666 9060 3250
#> 120 6499 13798 2489 4323 5000
#> 121 6511 155310 47227 1447 3000
#> 122 6579 40307 -6699 17845 2200
#> 123 6673 177992 -32350 42587 24000
#> 124 6678 88449 265 66341 10100
#> 125 6756 216535 39820 36423 10000
#> 126 6779 28325 7294 -11033 1000
#> 127 6787 69354 5708 18877 10000
#> 128 6807 68633 15501 43668 12000
#> 129 6814 93883 4698 20381 10000
#> 130 6894 38237 2634 8783 1000
#> 131 6936 107094 43974 79894 10000
#> 132 7000 92780 2433 29448 6000
#> 133 7008 68469 11143 24641 10000
#> 134 7103 66752 48 7264 1000
#> 135 7153 70447 2271 28397 10000
#> 136 7175 91518 6538 26117 10000
#> 137 7266 44483 -7199 -35180 2000
#> 138 7302 58643 13735 31775 10080
#> 139 7303 95040 1859 25007 10000
#> 140 7389 19915 4140 22898 10000
#> 141 7414 101227 2043 14653 60000
#> 142 7454 95581 37044 75448 41000
#> 143 7479 99012 9709 24523 24210
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#> 150 7827 112262 18826 41281 28600
#> 151 7848 16275 4147 4411 510
#> 152 7883 30695 4076 1706 800
#> 153 8021 103227 544 8338 15000
#> 154 8117 241826 14492 126796 15000
#> 155 8160 92627 25782 33696 10000
#> 156 8165 80864 14175 22572 10000
#> 157 8296 80077 1796 33801 12000
#> 158 8306 8026 3464 -2593 10000
#> 159 8390 258395 29409 15668 10000
#> 160 8390 258395 29409 15668 10000
#> 161 8460 38750 60038 -11264 6500
#> 162 8487 47080 87 13604 7000
#> 163 8586 82616 1712 43829 10000
#> 164 8642 18841 957 19553 500
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#> 166 8669 29766 1795 -60 20000
#> 167 8692 20549 7969 2959 500
#> 168 8692 91831 -824 15808 10000
#> 169 8732 42222 2426 20789 10000
#> 170 8779 14159 97 12091 10200
#> 171 8813 76936 24606 5186 2500
#> 172 8819 45722 4180 31209 2000
#> 173 8900 67837 0 2542 34240
#> 174 8901 69652 61234 35634 10000
#> 175 8935 72650 1767 49064 16000
#> 176 8957 74163 2325 49353 25000
#> 177 9026 383355 16484 78051 32500
#> 178 9100 242267 9268 52313 50000
#> 179 9116 66016 15724 52007 10000
#> 180 9159 146131 12800 32588 12285
#> 181 9178 25096 -11338 3923 1000
#> 182 9200 197169 555 51456 35500
#> 183 9225 94401 5980 49040 25000
#> 184 9273 55695 4346 26870 24706
#> 185 9322 50338 2802 11940 6200
#> 186 9333 32175 8186 10608 500
#> 187 9351 59948 82 13193 10000
#> 188 9407 54574 3352 4133 1000
#> 189 9480 103342 3785 32834 12370
#> 190 9486 0 26914 20201 500
#> 191 9653 187990 -2098 47149 25000
#> 192 9755 49779 29801 43433 15000
#> 193 9833 116774 10899 21696 4500
#> 194 10047 73452 5442 59788 48000
#> 195 10128 54496 1597 4317 36000
#> 196 10172 89086 47035 68957 3500
#> 197 10241 373503 27230 122521 10000
#> 198 10251 9606 1673 3463 4000
#> 199 10251 110882 8635 31245 10000
#> 200 10377 52539 27761 49977 15000
#> 201 10510 27550 359 16576 10000
#> 202 10510 69010 113 4690 10120
#> 203 10540 20019 4726 6276 6750
#> 204 10628 14043 7069 12922 10000
#> 205 10702 36084 8035 25107 30000
#> 206 10720 155243 -46 13511 10000
#> 207 10789 31883 15990 17064 1000
#> 208 10854 43317 -3496 17322 10000
#> 209 10888 12794 1496 -4053 4000
#> 210 11255 95798 7479 24020 10000
#> 211 11397 72090 8905 60639 10000
#> 212 11423 102844 4129 40735 9000
#> 213 11639 195871 -19034 92138 42000
#> 214 11649 23020 526 4414 3200
#> 215 11723 90745 2498 54990 10300
#> 216 11903 36100 2089 23504 1000
#> 217 11952 71820 6296 57927 36325
#> 218 11963 140016 63 95601 63425
#> 219 12003 161749 23386 104605 50000
#> 220 12013 42366 27038 29502 18225
#> 221 12076 30702 499 6619 600
#> 222 12505 62908 -9006 29539 10000
#> 223 12585 78702 17225 1494 22500
#> 224 12671 169046 3182 30118 14000
#> 225 12679 35652 1069 20109 13700
#> 226 12760 58319 6820 10113 15200
#> 227 12876 35238 125 20565 7000
#> 228 12980 239233 24876 31017 10000
#> 229 13026 254328 109 53671 50000
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#> 233 13293 121520 4377 27344 10000
#> 234 13600 38993 7571 28411 15000
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#> 240 14040 25190 3585 15128 2450
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#> 242 14079 55656 593 5603 10050
#> 243 14086 72255 5889 8376 10000
#> 244 14102 198807 3384 60081 67000
#> 245 14135 90212 4013 19488 5000
#> 246 14282 1880 155 4083 1000
#> 247 14328 34953 3215 6673 1000
#> 248 14392 281699 5768 82996 35000
#> 249 14468 45740 -10563 32166 10050
#> 250 14560 66958 1003 53459 10000
#> 251 14687 62279 23032 36933 20000
#> 252 14732 67712 -3784 36272 5000
#> 253 14803 27352 432 5630 1000
#> 254 15114 43151 2800 18571 500
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#> 256 15161 60571 -31 21857 4800
#> 257 15273 28955 163 17224 10000
#> 258 15888 23161 4414 17246 4000
#> 259 15907 16257 5925 2832 6500
#> 260 15939 61238 1203 4306 500
#> 261 15949 21168 7244 18191 5000
#> 262 15992 321942 162756 196721 10000
#> 263 16047 22849 20803 8818 500
#> 264 16262 40191 14510 31195 13750
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#> 269 16475 29867 2429 25784 10000
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#> 799 431274 6385 1682 137468 170000
#> 800 448274 1284039 48322 734180 284000
#> 801 461513 117369 71646 303403 278023
#> 802 471789 1749192 35446 649856 105000
#> 803 472901 823835 3296 1240894 100000
#> 804 480041 1388028 35652 829096 272320
#> 805 495540 937846 55803 584555 155000
#> 806 496875 589319 93166 342002 240000
#> 807 527424 153538 63762 561806 126000
#> 808 538817 62134 20050 531708 500000
#> 809 567009 793361 222941 967259 150000
#> 810 637551 139663 124173 132468 94000
#> 811 638494 1335833 497490 1220314 340000
#> 812 693382 532057 52421 -460175 50000
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#> SHORT.TERM.DEBT SALES LABOR.COSTS DEPRECIATION OPERATING.PROFIT
#> 1 183077 507061 60067 9006 27560
#> 2 13872 44727 5090 0 -770
#> 3 14154 92922 8583 0 -6434
#> 4 94684 665156 2663 0 3658
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#> 7 176649 378474 5105 0 5688
#> 8 402 7849 2376 0 243
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#> 11 8314 371017 5597 0 546
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#> 13 39105 139150 122103 210 1597
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#> 15 739 1857 201 7 64
#> 16 15027 339469 3548 110 -1565
#> 17 164623 441054 23564 0 6946
#> 18 8452 125582 18524 183 3884
#> 19 20678 380017 591 53 4750
#> 20 21333 233756 14679 372 2873
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#> 22 7579 69645 4357 141 878
#> 23 229572 116295 0 362 -593
#> 24 37915 46159 377 692 11871
#> 25 11167 116534 4253 805 3603
#> 26 4853 77844 10487 37 39
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#> 29 687142 2045712 1338127 0 -45996
#> 30 4638 34752 3290 92 -2101
#> 31 15789 378108 29709 559 5999
#> 32 14740 31969 14408 301 112
#> 33 10859 8317 3615 307 1539
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#> 35 10393 96500 21473 3118 10932
#> 36 12687 210422 5293 0 -8155
#> 37 27463 133921 13424 248 4436
#> 38 216 600266 4758 388 -456
#> 39 11931 100932 8865 286 2566
#> 40 16612 96499 12566 311 1620
#> 41 18128 94412 351 400 14395
#> 42 71036 3773 17177 0 -14777
#> 43 173854 726488 37010 497 8120
#> 44 22686 166380 20050 631 2762
#> 45 14300 130326 10037 183 -1300
#> 46 80751 130349 12034 128 11187
#> 47 70079 141827 23987 684 2004
#> 48 85720 135138 10738 0 4926
#> 49 63585 136766 17006 569 7843
#> 50 4359 127285 15007 251 3287
#> 51 25975 112162 16746 780 1057
#> 52 26199 118270 12044 465 606
#> 53 356 49335 4414 608 452
#> 54 18495 70200 3959 787 -360
#> 55 162415 292284 28000 817 14289
#> 56 12092 157843 6297 622 -2100
#> 57 105710 310463 9161 905 1607
#> 58 11310 99855 7822 618 2509
#> 59 46803 90834 9553 157 5701
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#> 61 58254 207609 5835 579 2917
#> 62 10393 96519 19928 1561 3239
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#> 64 66816 141618 45310 184 -607
#> 65 70266 204889 10628 859 11448
#> 66 44884 113000 19826 1135 8773
#> 67 35581 86259 31731 1887 13633
#> 68 75656 352846 35952 1311 27396
#> 69 16273 52310 10444 107 1801
#> 70 18302 127663 26272 626 -2003
#> 71 3304 159372 7847 985 4052
#> 72 30389 135055 5176 697 1411
#> 73 4789 46891 16756 6 -3644
#> 74 17070 81321 14588 740 -15
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#> 78 107834 245535 11593 544 473
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#> 81 13170 85493 10972 1085 204
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#> 83 111994 235578 16247 347 5740
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#> 85 7373 163078 15785 1044 979
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#> 88 28512 69515 28950 2186 2750
#> 89 42686 177734 8053 1426 1138
#> 90 1838 879764 9415 898 8114
#> 91 13190 158049 10753 851 1269
#> 92 28233 115199 21666 308 27685
#> 93 148488 640399 102980 1532 26591
#> 94 66053 429374 29405 2099 5321
#> 95 97396 214988 55340 1619 7166
#> 96 7440 45741 6220 1145 2284
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#> 104 21366 95508 7070 1428 -2714
#> 105 24680 108395 5867 724 310
#> 106 19050 225082 20027 3426 518
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#> 108 81129 290226 46004 1456 20626
#> 109 35699 93308 17547 908 2760
#> 110 34379 9002 0 520 5018
#> 111 97580 357815 4490 1368 7919
#> 112 13403 156250 23758 567 6012
#> 113 196388 383955 66326 1524 7442
#> 114 13385 353398 13987 1686 2004
#> 115 67472 406193 8461 971 8221
#> 116 89688 434426 90438 1433 31780
#> 117 58736 337812 27082 1692 7864
#> 118 12345 85976 36610 876 -510
#> 119 9017 113528 10826 701 -184
#> 120 15975 105504 13182 845 -3427
#> 121 159374 547947 20320 1346 6919
#> 122 29041 96392 44383 558 1583
#> 123 142078 309339 63979 2445 -1998
#> 124 28786 90060 32632 902 -14692
#> 125 185708 307478 30231 3114 13909
#> 126 46313 377912 17223 1741 29
#> 127 35412 192153 20546 1318 1268
#> 128 31648 136223 33682 966 10178
#> 129 80525 542260 24366 2215 4267
#> 130 33147 125440 8661 928 5877
#> 131 34136 419022 65033 2183 12605
#> 132 49963 27024 12090 1204 -7822
#> 133 54427 277754 14282 1718 3672
#> 134 54785 187649 16303 1997 3393
#> 135 49202 206025 28300 548 6608
#> 136 44098 144060 37838 2262 12969
#> 137 86987 39268 2089 0 217
#> 138 31440 169471 13779 1213 9394
#> 139 77336 185166 73529 2494 15200
#> 140 4407 90905 61258 1478 -699
#> 141 90275 158720 33770 2272 -12976
#> 142 27587 304445 51490 1764 -668
#> 143 76213 273646 26568 2468 5506
#> 144 44517 285045 47712 1791 1232
#> 145 29220 137569 15882 1171 10705
#> 146 14028 32643 21181 950 3378
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#> 148 15390 102601 34856 356 3420
#> 149 40579 211542 32541 2416 10931
#> 150 73829 161308 15732 1515 2843
#> 151 17274 97580 23647 2172 3691
#> 152 36872 195803 21329 1259 9323
#> 153 101133 132852 20391 2223 6053
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#> 664 23628 287793 105047 20489 27048
#> 665 48658 1023576 80386 10133 31154
#> 666 37861 654635 171904 26781 23712
#> 667 110368 1463965 99784 18286 39814
#> 668 56097 317992 85442 19198 98282
#> 669 558892 1244897 232428 20672 -25628
#> 670 239735 1703267 28376 14471 70394
#> 671 27509 434904 74947 27685 30562
#> 672 50397 556820 79133 25003 15131
#> 673 253715 215123 30298 4934 51232
#> 674 53246 506085 45749 0 -2361
#> 675 79899 809507 49434 0 27025
#> 676 1158280 4236793 50755 5794 117418
#> 677 163431 638999 77871 20722 33167
#> 678 396291 1490007 477447 11636 172418
#> 679 89277 432447 129752 14352 42334
#> 680 64498 239435 64925 10344 76016
#> 681 88907 47560 19241 19029 -23305
#> 682 316503 449758 72810 26037 17574
#> 683 159165 578491 95305 12673 86803
#> 684 34286 164810 26521 18734 14310
#> 685 172787 699257 67042 4373 11849
#> 686 164562 594560 229390 22344 18180
#> 687 401038 674277 220433 14377 47282
#> 688 49229 141360 45428 8110 23202
#> 689 176687 780257 204909 27578 132069
#> 690 181129 81030 3989 2713 48806
#> 691 242950 293799 83278 9044 -19755
#> 692 86343 581679 207340 77762 24238
#> 693 148317 432567 43590 13667 48756
#> 694 457227 4033911 53800 10933 77759
#> 695 91190 200361 88683 12183 30660
#> 696 179277 331584 194685 8708 19275
#> 697 72122 389910 55240 68668 18363
#> 698 84193 403962 117727 30366 1068
#> 699 15414 124027 54353 7461 8067
#> 700 95178 630973 86507 9057 5722
#> 701 133402 345407 68706 15199 36403
#> 702 34814 112486 38453 6062 1616
#> 703 39682 185437 55920 16182 5296
#> 704 95317 419468 115059 23543 39595
#> 705 417203 420786 91360 22919 17166
#> 706 63850 228380 44513 16578 50007
#> 707 177144 968454 96634 23499 188678
#> 708 26414 217456 52378 7358 27527
#> 709 284695 481864 89276 1754 51868
#> 710 11941 171721 80098 8461 19428
#> 711 287773 649651 90072 8559 9384
#> 712 90732 406335 35957 75214 74708
#> 713 551816 775557 115186 18907 21028
#> 714 16131 145037 16642 51342 -66205
#> 715 109008 1415708 171407 86277 98703
#> 716 85207 328721 10037 1535 129644
#> 717 83760 844306 61783 11303 22015
#> 718 2266035 15382214 751130 33853 631320
#> 719 279969 851472 132463 26835 63716
#> 720 92079 112765 21815 2565 12711
#> 721 163752 606442 79383 3188 -12229
#> 722 277592 487102 100184 6058 312
#> 723 1101067 1042736 269172 19849 77458
#> 724 716073 1569768 88346 9068 45077
#> 725 195677 606335 391580 24708 51968
#> 726 643624 1634916 208107 29965 -1817
#> 727 51104 244054 35705 14434 6864
#> 728 520015 906841 244750 6251 50127
#> 729 84098 389309 75577 33254 26087
#> 730 144951 322311 7863 1251 15044
#> 731 374820 2849751 260175 15097 43367
#> 732 84261 537844 78476 94841 40637
#> 733 333331 860027 179128 21953 68095
#> 734 401971 4969838 75391 40848 53069
#> 735 58379 282497 88810 9055 40097
#> 736 253391 427609 175116 31573 35159
#> 737 618416 2743389 91679 6261 -37652
#> 738 181525 363910 145190 15748 43905
#> 739 219504 2130423 197057 8717 14839
#> 740 208127 677497 278161 43821 94731
#> 741 7424 37452 27788 0 4724
#> 742 964025 2174636 225368 32995 232242
#> 743 8802 61225 6791 41942 4131
#> 744 634435 2271177 226205 19880 15286
#> 745 22554 121389 0 6823 23267
#> 746 115523 331569 42587 28751 31702
#> 747 107130 1206118 31665 16371 176879
#> 748 269241 488700 132087 23811 39805
#> 749 399262 1797318 95029 16814 32296
#> 750 152689 671265 33526 15025 31106
#> 751 4567 0 0 227 -1185
#> 752 3063818 3317081 898092 18614 110441
#> 753 13550 23562 19496 6478 -19533
#> 754 44069 184884 78016 11540 29682
#> 755 510336 825910 123387 19735 79467
#> 756 1582260 5732893 212561 37486 149761
#> 757 264474 617284 131582 2750 -67414
#> 758 565123 1607361 1048056 25666 -25484
#> 759 641749 293158 166475 21402 130159
#> 760 1075859 2335678 173899 15180 194674
#> 761 1075859 2335678 173899 15180 194674
#> 762 169606 629604 51459 13069 27476
#> 763 261186 1150159 79351 30450 47572
#> 764 528694 3637876 181020 2498 78630
#> 765 410901 196104 50511 6722 9641
#> 766 96207 46976 22389 5969 11676
#> 767 211191 1374454 136791 16318 94411
#> 768 981314 3050326 760807 53895 124122
#> 769 123084 724751 86835 11897 -95659
#> 770 135504 679008 140075 17524 31570
#> 771 58083 270542 74961 11689 43582
#> 772 193195 978425 652380 67266 -5257
#> 773 51753 496381 148160 35345 126312
#> 774 1205941 677857 126213 12331 70841
#> 775 58906 306509 96093 26367 44588
#> 776 617727 5001441 225607 50244 223567
#> 777 673448 1777527 415627 60627 116583
#> 778 704983 687910 63481 25930 -43078
#> 779 162358 91158 23327 5850 3577
#> 780 359573 985449 146871 30258 30445
#> 781 618873 1271693 96672 10412 175882
#> 782 1548145 6426185 316635 39319 402652
#> 783 268098 403919 62842 19589 -2226
#> 784 60612 387079 114814 72221 57299
#> 785 369156 566809 136136 26335 4992
#> 786 149011 783668 299365 64366 46622
#> 787 51048 282959 23328 9318 87907
#> 788 52980 365653 112388 25855 92661
#> 789 451525 1712797 144114 19983 58149
#> 790 51852 1011180 14991 4588 5905
#> 791 122813 102186 14393 6396 34626
#> 792 580304 2630940 79569 21698 128675
#> 793 1706670 6502885 165418 43204 323623
#> 794 206745 658733 127925 90849 184394
#> 795 469917 2052085 219703 29924 -234691
#> 796 96885 543952 123349 3808 209447
#> 797 605264 1861824 171833 31159 30049
#> 798 3601182 6841432 765972 21789 235332
#> 799 38901 138135 28123 14151 41076
#> 800 836229 2503513 401360 65850 238135
#> 801 100068 338949 115252 31843 65309
#> 802 1030290 1900027 212215 59788 83216
#> 803 55842 355809 114519 4467 -41163
#> 804 483738 5359376 263110 46761 42683
#> 805 681430 2139970 757516 168928 228348
#> 806 635221 2901907 414045 58822 48779
#> 807 50118 213753 18440 18176 63004
#> 808 69761 246591 61300 38683 11073
#> 809 372779 2715834 37498 18729 131520
#> 810 554239 349516 31858 135941 27771
#> 811 721298 2452911 454464 61106 744375
#> 812 1390330 294391 267725 4377 1796
#> 813 1285092 3484626 296944 69994 222104
#> 814 557403 200677 79031 19825 1599
#> 815 664008 2251217 1372449 35006 141038
#> 816 157050 716395 211631 51775 153038
#> 817 98071 987200 139548 4258 46563
#> 818 154720 543126 117059 9916 12039
#> 819 121293 467437 77419 55864 130981
#> 820 130280 389181 67675 76502 75346
#> 821 562120 2104339 505078 109414 272885
#> 822 3057183 6677418 773365 64264 862586
#> 823 666197 7826119 638451 140903 327230
#> 824 910463 1678055 212369 68767 -251798
#> 825 1409861 3046552 305080 215771 470413
#> 826 669225 1092903 196189 56534 214187
#> 827 280751 685837 216323 108252 61533
#> 828 489841 2499461 657603 141529 209172
#> 829 1992183 1101805 244377 53359 215760
#> 830 2404310 9115585 775829 199391 878802
#> 831 304181 1685663 810960 115725 330227
#> 832 1803136 13230758 1213615 302198 574246
#> 833 2809802 7340888 840208 265963 666685
#> 834 1627156 8135185 387482 378927 1207056
#> FINANCIAL.OUTCOME GROSS.PROFIT NET.PROFIT
#> 1 -18931 9218 6338
#> 2 -60 -830 -830
#> 3 706 -5727 -5727
#> 4 -6625 -944 -685
#> 5 -25480 2580 1496
#> 6 725 16450 10692
#> 7 -13442 -7753 -7753
#> 8 -9 234 152
#> 9 281 664 432
#> 10 0 3117 1955
#> 11 500 1047 857
#> 12 999 10703 6957
#> 13 1218 1203 782
#> 14 89 5205 3307
#> 15 -43 -5 -14
#> 16 2165 600 390
#> 17 -5028 1947 1272
#> 18 -2741 1142 742
#> 19 -3563 1178 771
#> 20 -2817 263 107
#> 21 -3353 594 386
#> 22 -387 491 319
#> 23 -11552 -12615 -8200
#> 24 -1324 10682 7141
#> 25 -1013 2589 1683
#> 26 15 2822 1834
#> 27 -212 -5074 -5074
#> 28 30 12866 12866
#> 29 -18660 26007 26007
#> 30 -983 -3045 -3005
#> 31 -4882 1116 726
#> 32 1336 1448 963
#> 33 75 1614 1049
#> 34 -3179 -2114 -2114
#> 35 838 11771 7651
#> 36 -145 -8281 -6481
#> 37 2819 7855 5134
#> 38 1072 615 448
#> 39 -3573 -1006 -654
#> 40 -58 1561 1561
#> 41 -32081 -17643 -17643
#> 42 -28 -14806 -14806
#> 43 -2574 5546 3642
#> 44 -2555 207 134
#> 45 -242 -1542 -1520
#> 46 -24580 -13393 -8750
#> 47 -15 5584 3647
#> 48 -4514 411 411
#> 49 -6960 882 882
#> 50 83 3253 1991
#> 51 -866 147 95
#> 52 -799 -193 -125
#> 53 0 452 312
#> 54 1301 992 992
#> 55 -12682 1953 1269
#> 56 -888 -2988 -1028
#> 57 -4338 -2700 -1755
#> 58 488 2985 1940
#> 59 -4298 1402 911
#> 60 1941 2364 2364
#> 61 -2956 -2956 -1921
#> 62 844 4052 2633
#> 63 -950 2011 1307
#> 64 -7615 141 141
#> 65 1984 13600 10127
#> 66 -6830 1852 1180
#> 67 -3478 2823 2823
#> 68 -5091 22389 14552
#> 69 1711 3512 2342
#> 70 -5661 1723 1163
#> 71 -3754 298 193
#> 72 -802 1218 759
#> 73 -2039 -5684 -5684
#> 74 -137 250 182
#> 75 -6658 1909 1240
#> 76 -1103 262 184
#> 77 -2622 2862 1903
#> 78 733 1207 933
#> 79 -3970 3221 2197
#> 80 -5833 3896 3968
#> 81 130 253 91
#> 82 -4555 1815 1180
#> 83 -3344 2705 1758
#> 84 -175 -3095 -1798
#> 85 290 1305 863
#> 86 1419 17952 11669
#> 87 1727 4157 2702
#> 88 -830 1970 1280
#> 89 -4290 2415 1569
#> 90 2207 10321 7444
#> 91 -1 1268 922
#> 92 25246 31565 31501
#> 93 -5119 21626 14126
#> 94 -161 5159 3688
#> 95 -9293 -2111 -1372
#> 96 -976 1308 905
#> 97 -1379 3100 2424
#> 98 -829 402 261
#> 99 -3777 7296 6450
#> 100 -5253 677 440
#> 101 -1722 818 576
#> 102 -7407 -23570 -23570
#> 103 -9697 4408 2873
#> 104 -11 -1274 -2726
#> 105 -334 833 541
#> 106 -360 137 -9
#> 107 -2303 -146 -303
#> 108 -4652 16371 10341
#> 109 -1296 1464 951
#> 110 -1306 -6665 -4332
#> 111 787 8806 7463
#> 112 -5626 442 420
#> 113 1989 9623 6298
#> 114 528 1506 979
#> 115 -3213 7323 4883
#> 116 -26631 5862 3881
#> 117 -6560 1325 945
#> 118 -4407 -4590 -4590
#> 119 219 52 33
#> 120 1299 -2127 -1382
#> 121 -753 6166 4008
#> 122 -219 1363 886
#> 123 -9374 -369 -240
#> 124 -604 -15422 -15422
#> 125 -14605 4058 2638
#> 126 -831 -983 -1014
#> 127 -4066 -2739 -1792
#> 128 -292 9902 6436
#> 129 -1921 2346 1433
#> 130 -4194 1941 1262
#> 131 6200 19820 12910
#> 132 2936 10 -8
#> 133 1 3670 2402
#> 134 -2182 1480 1070
#> 135 -3209 3399 2353
#> 136 -12225 743 483
#> 137 -36 181 181
#> 138 656 9403 6186
#> 139 -6020 10332 6715
#> 140 362 -328 -213
#> 141 -2454 -15203 1131
#> 142 1629 961 614
#> 143 -6145 454 260
#> 144 -3849 -2616 -1818
#> 145 -3045 7659 4979
#> 146 1391 4769 3218
#> 147 5617 324 210
#> 148 -1370 2206 1310
#> 149 -9168 3789 2463
#> 150 -1052 1642 1133
#> 151 -231 2054 1478
#> 152 -8191 968 748
#> 153 -9227 -3223 -3223
#> 154 13415 39073 25412
#> 155 -28133 -26236 -30768
#> 156 8342 7518 4757
#> 157 -1505 2497 1623
#> 158 -2104 272 1768
#> 159 -3184 6140 3991
#> 160 -3184 6140 3991
#> 161 -3524 -11884 -11884
#> 162 -5174 -6236 6860
#> 163 -1420 11538 4896
#> 164 272 461 40
#> 165 -1596 1795 1166
#> 166 -947 799 519
#> 167 -425 1291 839
#> 168 -6199 1035 985
#> 169 -2581 -268 -469
#> 170 -1025 -6454 -4195
#> 171 -6429 -4936 -3208
#> 172 108 13899 10590
#> 173 -7639 -9092 -5910
#> 174 -3252 2919 1983
#> 175 -1398 6062 3940
#> 176 -3250 4038 2624
#> 177 -37069 1022 755
#> 178 -2787 2765 1797
#> 179 2378 26067 17119
#> 180 -2060 1267 833
#> 181 -2101 254 254
#> 182 -13227 5622 3739
#> 183 -5859 4291 2789
#> 184 -2323 3245 1955
#> 185 -6339 883 598
#> 186 -1668 -1607 -1044
#> 187 -6173 1715 1715
#> 188 -6393 7179 7179
#> 189 -5206 2367 1613
#> 190 10396 24618 16071
#> 191 -3380 -1037 -2510
#> 192 -425 2631 1896
#> 193 -19502 1964 758
#> 194 -5522 530 344
#> 195 -8433 -5662 -5662
#> 196 1523 19701 12922
#> 197 10230 58506 38103
#> 198 -2676 -125 -125
#> 199 -6836 6113 4021
#> 200 2070 2772 2086
#> 201 -2055 572 388
#> 202 -2309 -4189 -1847
#> 203 -643 -4308 -4308
#> 204 -845 96 62
#> 205 -2256 2498 1623
#> 206 -1707 334 216
#> 207 -295 1800 1390
#> 208 -1751 24 24
#> 209 -236 -3424 -3424
#> 210 -2948 18360 11934
#> 211 694 4002 2878
#> 212 -1745 10461 6814
#> 213 -22856 7602 4991
#> 214 -3538 1001 651
#> 215 -589 41300 26846
#> 216 -3006 4122 4122
#> 217 -12698 2007 1304
#> 218 -3527 -2541 -2541
#> 219 -2108 8920 6093
#> 220 -253 2636 1713
#> 221 -1324 -2236 -2236
#> 222 -3814 11507 11507
#> 223 -5274 2580 2387
#> 224 -17772 -451 -526
#> 225 -6890 1524 1925
#> 226 -6827 2503 834
#> 227 -2072 451 164
#> 228 -13739 6888 3563
#> 229 -17339 12405 -109
#> 230 -3992 2479 1611
#> 231 -6525 1966 1278
#> 232 1245 497 497
#> 233 -9830 857 662
#> 234 -1116 4286 3966
#> 235 -1763 3122 2404
#> 236 -6429 -1882 -1882
#> 237 -412 6493 4875
#> 238 -8646 7104 7104
#> 239 -719 3138 3138
#> 240 -2113 270 101
#> 241 1864 1270 857
#> 242 -5777 630 197
#> 243 -6805 -13864 -9019
#> 244 -22481 7676 7676
#> 245 -1133 6794 5033
#> 246 -1009 384 254
#> 247 -2205 1033 671
#> 248 -14733 8472 5837
#> 249 -2191 3007 1984
#> 250 -2194 6483 4441
#> 251 -22045 4495 2922
#> 252 -1689 8826 6064
#> 253 -2050 9747 6349
#> 254 -1120 1120 728
#> 255 -2194 4548 3511
#> 256 -4462 -1177 -765
#> 257 -1291 1475 801
#> 258 -5131 2889 1910
#> 259 -581 -4645 -4645
#> 260 -2010 719 556
#> 261 -481 2591 2506
#> 262 5292 135222 87894
#> 263 3556 3659 1706
#> 264 2 3147 2296
#> 265 -35048 -15209 -9669
#> 266 -799 213 138
#> 267 -7559 1517 1067
#> 268 -11332 1246 1246
#> 269 -593 158 81
#> 270 -2825 -3662 724
#> 271 -6587 -7975 -7470
#> 272 10143 14456 14456
#> 273 89 -1088 -720
#> 274 -2352 1788 1162
#> 275 43 -194 -194
#> 276 -893 11202 7809
#> 277 986 10351 6973
#> 278 -4012 -3198 -2078
#> 279 6948 16850 8832
#> 280 -2556 1560 1014
#> 281 -3979 -9380 -9380
#> 282 1366 5550 3694
#> 283 -5033 -5033 -3271
#> 284 -20340 8642 6416
#> 285 -4267 -783 -783
#> 286 -1602 1444 1444
#> 287 1652 13700 9547
#> 288 -357 -2466 -2466
#> 289 1966 34556 22554
#> 290 -5048 17756 12241
#> 291 -751 14965 10040
#> 292 -575 3999 2599
#> 293 945 6313 3885
#> 294 -3046 1041 980
#> 295 -5181 3293 2300
#> 296 -5220 -229 -229
#> 297 -6259 3870 2600
#> 298 -945 -1565 -1017
#> 299 -21390 2615 1700
#> 300 17 2953 2003
#> 301 -4509 17347 11913
#> 302 -2511 223 223
#> 303 -2257 4892 3347
#> 304 -2459 1931 1491
#> 305 -1354 2692 1873
#> 306 -8324 1931 1338
#> 307 -932 -5486 -5486
#> 308 -1357 -694 -694
#> 309 -9960 20735 20735
#> 310 -409 8153 5299
#> 311 -2608 -6482 -6852
#> 312 -2059 1188 809
#> 313 -1059 5500 3565
#> 314 -10408 3008 2307
#> 315 -7471 6499 4388
#> 316 -2760 -10325 -10325
#> 317 -15318 -11064 -7191
#> 318 -5181 772 597
#> 319 -5559 3307 36535
#> 320 -8268 8170 8170
#> 321 -1429 -2170 -1410
#> 322 -7321 4217 3136
#> 323 -30848 11696 8219
#> 324 -69 14835 9486
#> 325 -612 7994 7800
#> 326 -11058 762 713
#> 327 -4329 5076 4778
#> 328 349 -1731 -1731
#> 329 7551 35342 24033
#> 330 1110 13965 9102
#> 331 3091 8138 5615
#> 332 -346 3072 2012
#> 333 -1307 3790 2463
#> 334 -3472 -21647 -21647
#> 335 -2820 23258 15051
#> 336 6847 2957 1807
#> 337 -2211 12720 8460
#> 338 -2937 -1445 -939
#> 339 -5788 2930 1904
#> 340 118 -2407 -1197
#> 341 -17593 10436 6521
#> 342 -15018 532 411
#> 343 -7188 5162 3395
#> 344 -2298 21661 14097
#> 345 -4073 4175 3203
#> 346 -3237 612 398
#> 347 -881 11683 7706
#> 348 1789 8454 5342
#> 349 -13767 -22392 -14554
#> 350 -1616 -10469 -6805
#> 351 8183 27399 17894
#> 352 -23126 3671 2563
#> 353 14409 11534 7712
#> 354 -9026 1713 1113
#> 355 -11221 4469 2164
#> 356 -3899 1157 1157
#> 357 -7919 6371 4325
#> 358 -3506 4582 4582
#> 359 -7397 2970 2190
#> 360 -5242 14353 14353
#> 361 -3898 -3598 -1119
#> 362 -5974 1098 905
#> 363 -9568 -8514 -9597
#> 364 -5896 1474 949
#> 365 1903 21291 13840
#> 366 -441 971 631
#> 367 -8107 6888 4477
#> 368 -1707 9609 6595
#> 369 -8857 380 -82
#> 370 -5186 9526 7026
#> 371 29617 528 538
#> 372 762 6606 4371
#> 373 215 -7893 -7893
#> 374 9 3561 2519
#> 375 -5033 5329 5329
#> 376 -191 24437 15922
#> 377 -11437 -32782 -32782
#> 378 -1562 5267 3235
#> 379 -10530 3745 2687
#> 380 -4393 -2469 -492
#> 381 -7961 1125 1125
#> 382 171 24 24
#> 383 -3641 4483 2914
#> 384 -11729 5736 3728
#> 385 -3000 16225 10221
#> 386 -568 6433 4596
#> 387 -5762 4427 4427
#> 388 -31908 5698 4994
#> 389 -1299 -1613 -1613
#> 390 2320 6710 4583
#> 391 -3834 -1643 -1643
#> 392 -15735 4545 2489
#> 393 -4534 -3721 -3148
#> 394 -4606 -2169 -1422
#> 395 -8213 7241 4781
#> 396 6 -62 -62
#> 397 -635 2632 1711
#> 398 -1862 -21607 -21607
#> 399 -2715 2672 224
#> 400 -229 -4358 -4358
#> 401 -2031 7010 4621
#> 402 -12749 1017 302
#> 403 -12414 34053 22184
#> 404 -3448 2954 1697
#> 405 -7146 20718 13653
#> 406 -9551 1661 1353
#> 407 -4356 2621 1708
#> 408 -2207 5358 3667
#> 409 -9954 433 433
#> 410 566 18868 12662
#> 411 -830 12977 8661
#> 412 -6671 5370 5370
#> 413 -5588 -3718 -3792
#> 414 -459 2124 1343
#> 415 -1570 29714 19697
#> 416 -4941 461 193
#> 417 -1168 4248 3281
#> 418 -5823 102949 66917
#> 419 406 11512 7483
#> 420 782 4641 3585
#> 421 -6294 2260 2260
#> 422 -1238 3027 3027
#> 423 1982 9726 6495
#> 424 -8175 16 12
#> 425 1245 20021 13147
#> 426 -1500 -9474 9474
#> 427 -3270 4946 3103
#> 428 17 3069 2038
#> 429 -1600 -9558 -11278
#> 430 -16578 32324 20538
#> 431 -7182 282 127
#> 432 -3832 8523 5629
#> 433 -7340 -14676 -9631
#> 434 -417 3310 2441
#> 435 -3471 838 322
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#> 817 1219469.578 -506561.8961 86340.0188 -284421.1502 -165715.97665
#> 818 705496.975 -95762.0307 113311.3418 883623.3266 -213667.93984
#> 819 1284184.147 741487.5635 -25732.5682 700176.2196 291740.59677
#> 820 864456.702 -410989.8207 116171.6291 1030602.4733 -196772.62091
#> 821 1802059.650 1504758.4765 67930.8121 998289.9991 502163.78933
#> 822 1143867.831 3700692.1508 529262.0585 1373771.8434 336827.18623
#> 823 658320.747 2892667.2221 423364.0347 1557193.4492 349426.63467
#> 824 143781.291 1552873.2542 28980.3246 37509.5987 883494.42946
#> 825 948107.355 2271954.9064 231851.0572 1019718.7042 522105.46704
#> 826 2085567.384 1244411.4131 111402.5062 728212.8104 -412239.25845
#> 827 1119579.057 1448376.9575 126621.7464 90668.2544 21300.39984
#> 828 973080.398 1090153.5950 69162.5101 1588511.3238 28449.14041
#> 829 2325913.350 3384599.4553 44143.5050 650862.1101 483904.34171
#> 830 2471550.856 3410574.2030 55260.0560 2414103.3521 349885.24659
#> 831 1615551.786 1941456.9986 84865.7279 1051434.9099 164850.47433
#> 832 2138743.535 1961002.1151 -33709.7159 2645627.4878 1267503.82916
#> 833 2099404.513 1993095.5143 43122.1046 2292963.3523 -19176.95839
#> 834 4798151.706 -126639.1913 -26422.3759 3370092.3609 1143822.29697
#> SHORT.TERM.DEBT SALES LABOR.COSTS DEPRECIATION OPERATING.PROFIT
#> 1 -429943.4951 -644725.6614 -170914.4079 -4008.21001 -47783.1393
#> 2 -426094.0168 1833986.5388 -130558.2987 21086.74859 -267937.3023
#> 3 334719.5215 -97059.8246 104287.9821 35051.34924 -47156.1265
#> 4 428747.6238 1040903.5961 -236360.3525 -8985.82115 110246.5240
#> 5 -206229.7727 -1363483.2095 238140.0818 -66632.15714 73912.6199
#> 6 164479.1044 -1571984.2283 112459.6591 39761.62416 74846.6649
#> 7 -312040.4081 -1838700.4260 -161743.1236 -8274.67918 -65140.7449
#> 8 1149762.3318 1614360.1001 282654.4659 26021.90361 -44784.2661
#> 9 -111373.6998 785988.4316 64006.1649 -47549.73423 147181.0166
#> 10 661875.2078 3916795.6548 -297613.9192 -17123.48863 2369.1270
#> 11 -754749.3892 1146433.8558 -382235.3088 -14442.71233 -288704.0444
#> 12 -377443.3126 1568994.7392 -53568.1268 -5757.43010 -98363.7535
#> 13 221412.8636 2883903.3581 279097.2340 5727.03279 214877.5500
#> 14 321478.8983 3446622.4757 -116483.7599 24334.19357 -53477.2811
#> 15 165413.1077 1504729.8586 -38249.8711 -20489.82481 115972.0176
#> 16 512199.0855 -3538482.7642 39466.3698 21891.04522 -230856.7383
#> 17 1179546.6246 544245.8293 87786.3848 7283.49130 -42275.2190
#> 18 -195552.9159 -915309.5289 -224139.9521 36038.65007 32243.6556
#> 19 -181192.5058 -1649931.2293 -138936.9583 -40017.18634 97045.4085
#> 20 172664.5315 906620.5387 -342730.0433 474.35716 -25327.8802
#> 21 -309853.6202 -2155585.3448 246762.0348 -5519.23872 2631.9339
#> 22 222138.9107 2291055.1310 -57483.6804 42260.85228 83090.9236
#> 23 238375.0189 -1113958.4562 56939.4019 -21838.02471 -23292.2523
#> 24 -238891.9378 79504.7365 244460.0876 18089.51105 -25419.9355
#> 25 169627.7237 -1153322.2447 25521.9807 72443.13628 34330.4266
#> 26 -136519.4753 -203070.0934 198335.1247 -41787.89256 -205245.4218
#> 27 180221.6416 396382.3940 -191748.2252 19234.90643 241946.9913
#> 28 -271913.6117 -218393.5439 314137.0865 -10237.90593 201069.4245
#> 29 245364.2903 225197.0853 1270330.0976 -35554.16458 -156992.9333
#> 30 385848.1686 -1632899.0260 28555.5094 40008.18495 -125045.7851
#> 31 784811.7670 -249257.3922 -401274.5497 34893.04274 77382.3032
#> 32 355934.5560 -452989.7741 577368.1455 -5582.81069 -2271.0831
#> 33 -179720.6522 20010.4899 -99724.2074 7697.69399 141535.0139
#> 34 13631.7255 -1462462.1209 469966.2801 32706.95611 48204.5610
#> 35 -536000.4487 1706475.8518 166419.2426 16250.65678 34415.7157
#> 36 -427373.5533 -1360156.9774 269074.4989 -58110.76078 -138993.2685
#> 37 773720.2204 -819.5799 385713.5928 74446.89702 151038.3122
#> 38 245513.1720 1665250.3446 -62453.7707 -15791.63319 -187266.1602
#> 39 -468907.1308 999740.0023 -231690.7341 -51468.06328 -20476.3223
#> 40 9127.9731 -368517.3128 -58240.6374 57995.88666 57921.0197
#> 41 -29444.8661 36537.4232 49444.2826 68912.06014 12201.8016
#> 42 -168704.9292 1361696.4074 -46235.3795 -19020.22827 32000.1158
#> 43 266943.8751 2127918.4197 34945.1008 43934.74015 -333990.7993
#> 44 -504316.5040 -664121.5778 294206.5932 54220.47380 86708.1114
#> 45 -90015.8928 1360643.0103 -162333.3340 45942.70407 86829.1109
#> 46 -732767.4569 2122155.5132 2141.0343 23491.87951 -31385.3428
#> 47 -326675.5013 -335799.9181 -257036.7044 13267.04736 223035.6174
#> 48 446125.2401 -539644.7587 72852.3759 24515.26031 -68429.4560
#> 49 -581985.6241 146059.9328 89594.2564 51135.46525 60564.3359
#> 50 519556.5759 -691680.9338 -110216.4035 1059.04397 -202076.1416
#> 51 -569992.0191 -1012808.4273 11458.1971 -109818.03291 112120.4609
#> 52 -529805.1822 1025412.5910 66092.5542 1922.30278 -217160.0479
#> 53 105552.2247 462163.3623 -29485.7014 22749.30121 -37795.7673
#> 54 -618608.0244 -1648715.9643 -116337.6527 -35599.61045 -86455.2352
#> 55 713848.4911 -1040164.9709 -53271.9020 -21794.57433 -179932.3666
#> 56 748130.9510 1677403.7455 -172075.5721 25280.96892 179475.2283
#> 57 472516.0914 1085995.7566 -82974.6240 -2946.89360 394204.3225
#> 58 -633745.0707 1830483.3204 -95980.8066 30945.06852 65806.9468
#> 59 619536.7662 299597.4312 98005.9494 46829.46829 88622.9677
#> 60 71865.2617 -1440899.1589 191954.1676 -1551.04238 -197882.9788
#> 61 -379724.8594 2753667.4629 24519.1049 71958.49170 87731.5280
#> 62 50864.7547 325215.7471 -236724.2895 4081.94003 192278.3072
#> 63 602134.5714 3501067.5537 -104723.9065 -47430.66931 -36340.0700
#> 64 233081.7406 923086.1305 85336.1814 -69556.53045 130348.2241
#> 65 -357244.6874 743836.8956 -309484.5133 16072.39680 -48116.4385
#> 66 -22349.1371 -2187965.8624 197592.8569 49531.47365 76837.5187
#> 67 -272487.3074 -1372949.6877 -14430.3790 26027.12025 67310.5981
#> 68 646173.2117 224329.6918 -111977.8889 -19225.42528 -122898.6347
#> 69 311371.2286 -313536.3133 -172243.8308 46649.88037 -25240.3295
#> 70 -442220.2362 1570604.4730 -87920.2558 35512.88089 -60520.3484
#> 71 375646.2997 -147047.7865 364876.0912 47944.43270 -65154.2123
#> 72 44132.5002 -889078.2190 -16081.7942 80492.90979 -117251.3396
#> 73 -182075.7569 -1960235.3215 -140117.9228 15720.36958 31468.7910
#> 74 -456728.8786 -3300762.5111 -80229.8033 -37489.81876 119836.2798
#> 75 368228.6874 -468042.8390 28932.7514 -16552.25536 -201539.4520
#> 76 -197483.1409 887193.2672 61661.0819 26116.17057 -10051.7065
#> 77 -163429.0491 -828104.5746 104629.5348 103899.29564 -23179.8532
#> 78 -1626734.2609 464986.3061 423722.3938 -27503.58599 -271198.3280
#> 79 819559.9706 -361382.0100 -165971.1824 -2405.40837 79289.0961
#> 80 823709.0639 1033344.1100 87075.2212 2760.38784 -2756.2941
#> 81 -88470.8235 945299.4825 352511.6150 -18279.49366 148617.1357
#> 82 120216.2759 -2986652.4810 119028.2211 64808.11880 -9980.3726
#> 83 370210.9002 -230232.1530 127586.0473 -41832.87410 1166.2581
#> 84 312387.6201 -62938.8261 -127907.2003 20272.61702 277256.6814
#> 85 -247390.7090 -524218.4689 312845.3057 78254.51482 135771.1021
#> 86 -382131.9037 815171.6500 270996.6233 40244.34447 -81232.3251
#> 87 -344286.3631 653791.7909 307546.0306 -35827.58722 -22131.9239
#> 88 672311.0561 60759.9455 140642.9206 21790.93694 31205.7543
#> 89 -900218.8651 -1424554.0343 -230819.3817 9557.21770 -138866.1593
#> 90 -475279.7262 837183.8615 -1561.9415 -20729.33462 -446189.4443
#> 91 -55893.1249 3353701.4898 -76563.9007 -40111.83800 90217.9899
#> 92 105997.0672 -956734.6766 -416843.0470 -69410.95677 -49285.9286
#> 93 -137216.8635 225954.3997 90906.1496 -31688.75425 187290.2910
#> 94 343135.7747 -8932.4377 91114.1811 -8615.14391 11306.2728
#> 95 679875.5152 2290259.5741 -120100.9641 -26083.31693 -18384.7878
#> 96 -1144444.6127 1359611.3789 -114255.1963 -46890.99683 202513.4192
#> 97 692237.0148 -1315007.8616 -46222.9092 -30551.26552 -65357.3688
#> 98 65980.4320 -1272143.0170 -101814.1751 11746.77948 -166728.7015
#> 99 716768.0740 1206588.2325 -338535.6678 67568.96222 -307191.5955
#> 100 976935.8744 -734375.8681 170159.1507 37843.31417 111299.2047
#> 101 72535.4887 1029149.4473 92001.1800 -43678.59348 -26814.1223
#> 102 133283.3544 1984019.4694 -27801.9179 -1848.94207 51186.6528
#> 103 204684.9850 -904051.7862 -128164.4653 39291.42416 26390.2892
#> 104 1146563.3681 -811795.1340 4838.3889 -116834.69785 46125.7655
#> 105 321415.3914 -242531.6219 -14628.0717 34997.84286 228413.6066
#> 106 462027.7088 -2322895.4962 306181.5986 25591.56068 -229374.6285
#> 107 -170891.6701 313822.5037 -182176.6277 -13581.17807 -55067.4624
#> 108 -1014399.0956 881593.2837 -263686.6827 -26071.24165 39385.7752
#> 109 -508636.6423 -123868.4603 108922.1005 -26702.67940 84636.6138
#> 110 -1188545.4400 1885066.3846 -125457.6191 -25620.28578 576.5906
#> 111 -586181.2656 1683549.8129 -297282.4824 90106.38135 -109583.8841
#> 112 -72424.8627 -127245.6709 433010.4101 -5657.41351 25001.5109
#> 113 -441056.7213 3210853.4451 266728.8595 4685.71799 90973.2786
#> 114 -115717.8707 -579794.3051 157212.2880 -4875.52022 119823.7671
#> 115 308754.5265 1602824.0967 17201.0373 18675.32558 -251638.9442
#> 116 369259.8872 816926.2424 47077.0345 -61494.54366 302511.1448
#> 117 151888.1017 61934.4571 -4387.6878 -45452.99301 148096.2121
#> 118 5823.8633 2372954.9497 82710.2362 20180.65207 5122.2681
#> 119 31574.6590 2404287.2779 -103476.3805 -111001.44551 74589.8572
#> 120 -470994.4831 355752.4600 -238557.9403 27053.41907 -15829.5496
#> 121 567991.6297 2597665.7092 -149256.7769 -19787.28165 -113014.1099
#> 122 -63456.9229 -2030794.2871 144355.4554 10429.51812 215634.9200
#> 123 401053.8319 1500424.3982 -10644.0598 -83587.14229 -117104.6006
#> 124 -243187.9139 1812016.8722 199852.8756 50791.61158 240988.0847
#> 125 619695.1579 3100613.9919 -123218.7984 83470.70788 129544.5967
#> 126 584935.7043 1878055.2847 107410.9750 28589.17651 -292664.9485
#> 127 -388415.9861 1971455.3440 60850.8648 15828.54770 -313096.8448
#> 128 -685333.1257 -50286.9774 104309.8763 84841.24490 -69704.3191
#> 129 -426345.8456 -1603787.2208 -124833.9385 -5494.25224 116871.2077
#> 130 -848756.0446 -2367181.9544 -167740.8224 85037.80871 -9332.8590
#> 131 1233801.9816 4500584.7342 274530.1276 32556.82212 70845.6430
#> 132 294146.7607 1214786.1123 371422.8002 -2782.35460 23513.7214
#> 133 40201.2556 -146217.1965 -83476.7048 -9467.24565 10691.4959
#> 134 663048.9294 -42579.5928 -151471.8992 53372.83889 293844.3264
#> 135 83421.2243 -249344.9150 -56341.1150 59191.77493 28373.8124
#> 136 -254929.3902 402689.1202 50073.6332 -53590.11785 -156183.2099
#> 137 173988.7272 -578690.8616 22007.9242 6869.69617 -93410.6546
#> 138 -741895.0437 2340324.1654 -74894.3077 -26072.31568 51573.9375
#> 139 -7337.1480 1310131.7356 21599.3642 -29624.36192 137786.9108
#> 140 -366438.7669 907202.2201 300608.5785 11589.34458 -65779.0493
#> 141 954822.2219 -440560.4906 -84120.9844 -57842.97108 -206128.6364
#> 142 72547.4963 -865492.4206 -178599.0382 29160.20328 -79338.6002
#> 143 -638991.1615 230417.5972 2558.8111 -50.23714 82887.1720
#> 144 436670.6384 1484985.9109 -38996.8997 -10031.81126 -207129.4735
#> 145 1052193.9655 -1316875.7414 120443.3280 62083.62741 55570.4958
#> 146 -60964.9646 -1028624.4343 -290658.4918 173.78811 -140647.8227
#> 147 1220577.7801 836077.0322 118465.2638 16250.74223 122240.8258
#> 148 -504332.5232 -2650364.7500 234380.7447 -7886.89547 -87075.2482
#> 149 1283.9217 -1415883.6108 70878.7414 40620.98552 114968.4748
#> 150 810238.3203 -237302.2810 46835.1652 66405.20036 758.7201
#> 151 -548965.7879 222328.1843 -1792.9635 11640.35817 -57641.2477
#> 152 277591.1023 236140.5599 30181.4178 14977.73365 -66219.7371
#> 153 443795.8945 -370729.8268 -136276.2291 -76593.15990 -31875.6953
#> 154 1417306.3279 -698045.2967 -60584.8658 39262.05461 219509.5154
#> 155 145818.1334 -644402.4656 215800.9403 28847.67044 94337.1975
#> 156 776327.0225 227507.7885 -246663.3417 -3433.24803 -71780.4977
#> 157 -515825.7575 804984.6821 292627.2959 54089.12971 -246829.9428
#> 158 -76396.5654 1083905.3163 -93148.3674 -27709.73295 -16641.6868
#> 159 -260064.2937 -311176.3087 159063.9900 30778.37362 194334.2846
#> 160 180566.3342 2377576.4471 -438465.4106 -12824.02194 117570.2620
#> 161 -458101.8031 -1521320.2249 -119814.5299 65590.34524 86388.0118
#> 162 -501625.8003 562548.8795 72827.2293 93948.27491 9253.0457
#> 163 544711.6017 25811.4042 382913.9040 -26999.81103 98257.2273
#> 164 135513.8311 -534623.2531 -94330.2817 -26298.16918 118009.5496
#> 165 -307283.0035 1699288.8392 377001.8019 17134.75318 173093.4357
#> 166 395950.5513 2253226.4937 283795.5237 -11957.91216 133181.9579
#> 167 122915.1483 -1316288.5350 -3487.6655 44717.06270 85096.3562
#> 168 325612.6875 2575546.1806 295525.1393 14456.61673 -63368.3093
#> 169 134303.2649 748588.4874 37574.4314 32882.16491 2446.1336
#> 170 348949.9742 444686.7971 261824.5560 1278.26113 -121233.9269
#> 171 901660.1217 572887.1774 -32204.2840 29578.20413 62016.1611
#> 172 -823725.8680 1756305.4267 70861.1619 -1933.77835 -25024.4307
#> 173 -589899.7678 2169116.6739 129352.2635 -34952.80280 -113344.8716
#> 174 -526451.0885 1549578.7786 -434151.6958 41251.94382 -98362.4704
#> 175 320395.8507 -701839.5542 934.7885 -2344.74065 -96741.8536
#> 176 -157243.0725 548343.3289 -339149.3352 -50826.56366 142053.2008
#> 177 55408.1820 1559464.8930 -111005.0705 -32317.82019 -136072.9589
#> 178 221517.5901 2109880.9881 418784.9401 21491.87810 -465.7347
#> 179 842042.6434 1105226.2904 166024.2928 -44895.46780 182143.0016
#> 180 206742.9518 3282667.3023 172216.5364 37697.76902 -321.3272
#> 181 480471.5915 342967.2067 -95749.6954 23652.43717 250635.7897
#> 182 347307.5975 1039509.4452 295914.2469 -23513.29863 79208.2383
#> 183 651607.7411 -625617.4396 21451.6226 19136.60060 14992.9119
#> 184 492494.0286 2354291.5773 90768.3838 -22647.05563 188070.7517
#> 185 -41807.0965 2709468.2790 328308.8251 53450.52857 -5269.0874
#> 186 110662.3532 1181082.7403 116572.8173 98402.96090 218847.1237
#> 187 121443.9660 1516088.9776 -328584.3687 38376.35066 120600.1372
#> 188 -508075.3936 2441930.0397 -54394.2125 19887.56983 2253.6319
#> 189 451589.2069 864106.4028 136083.6596 6223.15952 10817.8180
#> 190 63846.9798 -312174.4770 13112.2407 2968.73731 115339.4795
#> 191 203532.8477 -866426.5195 26550.8656 -9669.09979 -149027.0787
#> 192 -722659.9949 1996283.2397 143697.6362 10074.10858 -22842.5396
#> 193 224320.4211 -1838086.8819 198597.0924 10159.98658 -55344.6160
#> 194 -123869.3153 946617.5718 -110717.2005 -66009.39427 150460.0330
#> 195 217482.1903 1809023.3838 16854.0989 94264.66014 78845.6443
#> 196 -599818.1417 -1645100.2937 331313.0012 16566.07674 12047.5110
#> 197 943734.9772 1418133.2674 -254433.3543 -25792.44700 122514.7833
#> 198 -954720.2759 1582429.3137 46408.0876 -34548.67496 17417.2263
#> 199 -54263.5513 1111600.8957 -218384.8197 7401.67863 60546.1405
#> 200 -48707.0725 1525503.0119 52206.6714 23246.69084 129417.5381
#> 201 206125.5658 -336085.8560 209424.5696 -26059.35655 -98371.8864
#> 202 -41650.9628 589728.0274 5431.7759 30254.97892 38874.5718
#> 203 305686.4151 -359066.7134 -229953.9227 14487.92691 -176701.1808
#> 204 -801056.0531 3405143.2584 -180040.3731 -31128.25723 179669.4224
#> 205 505677.0241 1074329.3179 35228.6251 49574.81404 -77277.8706
#> 206 20097.1574 1689385.7371 218753.7620 -54166.98325 116671.0606
#> 207 -662407.5107 1829351.1619 -278214.1743 50232.26260 -1445.8963
#> 208 -142037.5673 913332.0490 207457.1241 -73052.18438 75264.9698
#> 209 -265630.1158 665909.3380 389779.5851 -66446.87549 -62711.9487
#> 210 -127754.8160 336136.9205 231905.6688 -12697.40459 24389.9500
#> 211 894466.3301 -846286.2703 -44539.4119 -42998.62137 -63869.4270
#> 212 5956.9618 22251.5057 -95935.1555 681.42068 165656.4519
#> 213 -676450.8851 3005042.7277 -149039.0737 59355.40872 -93109.0815
#> 214 -32704.9369 -1567397.5841 -363276.2855 53085.93003 -191799.3428
#> 215 374263.0284 -2634483.3102 175313.5014 9961.05107 17101.8494
#> 216 101130.0223 -1179599.5251 120508.5780 34362.10343 -89502.1989
#> 217 802516.8191 2016302.1719 -105405.0992 -93672.28413 -77840.3887
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#> 691 1001633.7467 1396883.8591 213265.2271 -47601.63142 -57730.7448
#> 692 -372928.7400 420279.8320 587570.5074 64120.90233 -30008.9173
#> 693 326279.0169 1631453.3347 68595.1185 30412.35076 -220063.2302
#> 694 953067.2120 2666673.0551 307136.4148 -10431.28285 -89245.7455
#> 695 -404975.5707 -1956605.1403 -12017.6771 -7194.15049 47577.2435
#> 696 699517.2661 190994.9609 68682.6138 -59157.66898 140484.2091
#> 697 -244524.5755 -1867991.6066 285871.1154 80392.23996 -30294.1960
#> 698 -440422.7316 346386.5094 198064.3513 49327.43743 52450.9066
#> 699 153675.5452 -1945694.6781 368829.0055 88941.97997 13878.7406
#> 700 569254.3504 -282025.8757 90101.3538 33300.49212 161099.4061
#> 701 -680608.8526 815844.3852 182264.8216 44611.53085 15919.6809
#> 702 -397312.6311 1376389.1718 -72070.2127 40006.07515 6784.0648
#> 703 177471.3884 -3679650.9021 43861.4601 30312.84126 -50295.0857
#> 704 595543.7473 -1513463.5622 -48056.0822 6454.19950 -7334.8357
#> 705 661828.4758 -738049.8536 113000.4594 32878.77835 87110.6046
#> 706 501622.7340 1172736.2217 305176.9801 68473.83727 48842.5617
#> 707 275466.5608 -2265472.2429 8516.9636 60181.60182 37105.2601
#> 708 572122.3067 1293528.3603 61366.0095 -58938.01333 -38724.5559
#> 709 707429.4956 3905111.4382 34223.7444 -26104.90338 -50305.8622
#> 710 727898.4669 3373692.8893 159666.4629 12276.61606 12652.0683
#> 711 -6591.5509 1206563.1167 -83488.7042 36936.02966 138366.4567
#> 712 -623451.0993 4949073.0110 -282487.5355 110760.19000 -16578.1052
#> 713 417566.6626 -44602.7726 118103.0436 60117.45838 77468.3316
#> 714 -714358.7488 -279933.1540 -22173.7866 21224.19777 -313655.6395
#> 715 473802.7405 3037831.8244 417025.4741 76760.09640 193397.6621
#> 716 636948.5258 -2521754.5672 252699.2434 5354.13247 180550.0559
#> 717 213725.2598 673359.5798 115905.5427 47124.91025 40379.3974
#> 718 2349271.1753 15411077.8154 326401.8356 70897.06107 594774.0470
#> 719 -139288.7573 2028975.5789 100239.1427 43610.03273 -249400.8025
#> 720 -525537.2164 1675848.5272 48307.5573 6915.45039 -24515.3072
#> 721 402773.1635 -406090.7391 -359703.9177 -29476.64272 -14662.6883
#> 722 402580.9011 -1769610.1802 40908.8593 -73293.13616 48701.8819
#> 723 1386320.9960 -2314561.9072 125537.1045 -11433.31175 7836.8376
#> 724 765715.3139 1920097.3638 -192915.0599 12291.75586 -82298.8569
#> 725 -141594.8291 272947.9351 506489.7348 6317.50492 100602.2653
#> 726 539095.1848 2620522.0257 256221.6015 74422.69054 246309.1002
#> 727 77236.9129 67195.0206 194971.9490 49707.17236 -189262.3171
#> 728 1223874.8063 -863447.8620 52349.4349 -33803.60889 85274.2058
#> 729 531053.7769 123533.3965 99162.0524 1743.73177 40640.6238
#> 730 8448.8989 2544735.9854 452374.4320 39152.40684 103666.8940
#> 731 388581.5328 2794670.3184 219893.3698 21938.21447 -159223.3441
#> 732 1249447.3533 1009147.6633 147955.8438 159169.61365 -131491.4391
#> 733 232242.0902 299175.1453 216852.8446 59563.23492 253214.4843
#> 734 842718.6638 5129954.7756 -122729.1594 -23198.61097 53594.9885
#> 735 424600.0512 -936666.9222 -167415.9920 9024.44175 237930.6520
#> 736 -60180.0467 4044443.8367 127874.8007 -1911.89725 160001.8391
#> 737 401415.6990 5353725.1262 -443774.7362 20615.47812 -24098.3425
#> 738 -48505.0021 92771.9124 -16471.3583 69552.98948 -89224.9958
#> 739 -120061.6432 1725143.4353 358143.9545 -38732.47435 387574.2556
#> 740 1181259.5746 -3263078.9869 342463.7299 20139.33805 157913.3201
#> 741 248604.5219 1096047.2690 39641.9441 -24873.21326 63546.7193
#> 742 1047395.0250 4167004.2768 118570.4250 -10819.68798 211206.0167
#> 743 -234349.7518 184095.3996 181876.4642 3269.84283 27528.0960
#> 744 1047641.3182 1179739.4889 209480.3681 -12280.52887 17037.8660
#> 745 -494673.8658 -663626.7070 258367.2150 -67486.88880 -162302.1947
#> 746 82714.3119 -861321.6554 127421.1776 65252.84633 41023.6665
#> 747 475452.1384 723600.8937 237051.5958 -46515.81338 96073.2436
#> 748 -811501.3608 -1379701.1121 545871.5964 13070.49345 44846.6260
#> 749 1372240.4827 2263786.9422 82963.0257 -75776.31692 -44055.7228
#> 750 372862.8083 1734016.0910 -318290.8431 41636.57805 -111934.5937
#> 751 -488045.1789 1386990.2764 -90301.9049 76476.47324 158566.4226
#> 752 2808366.0842 1536026.2255 961607.2305 17852.25945 -5296.0257
#> 753 418008.0802 2053457.9050 117509.3692 -39604.64048 -291538.0096
#> 754 696257.9279 -702258.0773 138661.1897 33440.06499 -42411.2121
#> 755 590192.0362 1913359.2798 3343.0547 30708.33327 260974.6209
#> 756 1201534.8501 10577202.5382 118517.0131 70336.80878 281887.8043
#> 757 156490.4989 -1202279.5665 45731.0194 9075.56049 -100434.2992
#> 758 184302.3607 1728900.6322 1081497.4403 33492.15733 -46032.4864
#> 759 986421.5821 1853574.6453 87597.2531 49459.49269 96700.3913
#> 760 1513853.0839 2173201.6586 6545.3150 33236.13392 62545.2534
#> 761 1234941.5999 635079.6296 168476.2905 27874.20363 64217.1693
#> 762 -142793.2649 1985222.1243 361466.8370 22889.99280 132418.0314
#> 763 296075.2341 5675716.8911 208662.9703 75686.42044 -92761.4125
#> 764 -6992.3493 4281514.1727 325742.9087 4015.42015 198472.0419
#> 765 919296.5882 954677.5328 -5046.2075 46652.75056 136132.9671
#> 766 676758.2020 -1932041.9635 67472.5549 -38717.12876 -38889.8717
#> 767 -509761.1473 -1659711.8891 234048.9200 -22984.01970 112087.8804
#> 768 -126167.3711 3263507.7092 1061994.8759 115472.07959 15551.6071
#> 769 187007.4477 1998635.9583 70373.8976 57044.44906 -193059.8471
#> 770 379422.8445 817088.4624 200153.2056 -14265.54744 27327.6018
#> 771 -421754.7528 2159341.9850 31461.0043 41043.74929 245476.6190
#> 772 -90137.2472 -2318663.9698 484247.0221 53795.63363 47254.5528
#> 773 -312343.0221 601465.8732 -75792.5667 -78841.43439 109360.9698
#> 774 115770.6004 -962248.5972 295572.7483 24446.30705 -7944.2141
#> 775 -764050.0845 1623307.9269 172603.3148 8422.00917 213128.4591
#> 776 132352.5312 4720105.3630 167781.3206 27383.54519 166752.2252
#> 777 1009388.5577 544539.7118 488507.4364 -5125.65432 226639.9138
#> 778 -178275.0508 292513.1136 -203617.3317 -36623.71524 -81911.0712
#> 779 276011.4208 -4146102.5933 145896.6550 64959.54338 -65848.4283
#> 780 -173758.6525 2186583.8013 224943.6167 19323.09652 -116921.9427
#> 781 -102848.2086 92853.0159 -61869.3507 27702.31618 117844.8612
#> 782 1332667.0614 7900419.3114 332204.0637 -2941.07144 283701.2831
#> 783 -429122.9987 -1938568.5315 201504.4396 17809.24968 -9933.0209
#> 784 1160097.9731 -823094.2531 -45452.1932 63273.26308 -45876.2070
#> 785 323742.1463 -1347477.1221 55073.5306 88117.65102 118071.4053
#> 786 769288.6026 -1128963.8067 293197.4759 39263.43490 283463.7361
#> 787 561867.3860 -556785.6717 208129.6599 -4789.28168 32394.0019
#> 788 -17371.3164 1445254.5377 109943.1934 4011.38762 136213.5518
#> 789 230641.7342 5353948.4030 -180829.8543 37144.77745 -135444.3033
#> 790 -329215.5005 2936964.1925 -8722.1221 78205.37156 205850.2375
#> 791 -533152.0053 893465.6566 157812.4643 -53515.15541 221756.1671
#> 792 1264133.3514 2753386.8104 87110.5271 35977.15549 -98792.0136
#> 793 1589561.7377 5228667.4022 189488.9556 66678.03728 454919.0183
#> 794 -503704.2732 803257.7759 349762.0669 59376.13803 350477.3872
#> 795 -182773.4838 695727.6226 546848.8081 68543.04400 18433.4687
#> 796 -700993.5721 -42258.2795 97737.5992 83230.73765 46400.3744
#> 797 709939.9748 112175.0269 338280.3861 84218.65972 301916.9826
#> 798 3352423.0136 7093335.4398 471199.8534 28594.30073 -153315.1216
#> 799 207014.3129 -202865.3981 -118254.5867 -20504.00608 29279.5619
#> 800 -101815.6872 1223166.8919 219303.5101 -18441.24828 94094.5543
#> 801 -268866.3860 1733347.5291 140305.7319 48030.00005 -42236.9689
#> 802 318172.1992 -1863442.4582 91554.0928 -6298.03092 47262.3002
#> 803 366064.0202 2974607.7497 176792.2012 27922.38601 69560.5900
#> 804 430633.6299 6391053.4958 227744.5947 84029.39694 40693.7733
#> 805 1230512.0135 1448371.5572 570308.3544 215967.18843 122181.4277
#> 806 233408.4232 1453839.4120 218273.9779 -33621.37325 -9279.5664
#> 807 1184397.4550 -821808.6827 109495.1725 12758.89271 89024.3207
#> 808 503197.4857 1108886.4226 34600.5446 40286.68750 30956.0938
#> 809 1015245.6851 4439436.7805 357889.6410 87237.16634 -68202.9192
#> 810 561022.1344 -3127124.6213 -272047.7330 139850.22771 131250.3880
#> 811 262824.6363 1475578.3363 223208.3983 -15572.16520 630747.7366
#> 812 1234744.9694 -314745.4679 190481.1621 61600.99251 -132875.3464
#> 813 2057602.7108 5783432.8163 94834.3096 56367.87959 384173.3065
#> 814 753172.1101 -2403150.4362 111854.7088 -22050.15765 -413740.8586
#> 815 -240731.7421 5698436.0900 1548291.9874 19108.77690 203182.3517
#> 816 135236.7918 705719.2330 641712.3286 51382.54839 317017.0230
#> 817 -54160.8799 -1836582.4594 19203.3933 -4155.33037 271386.8593
#> 818 634393.4015 2793092.1969 526478.1167 72028.53296 -61890.7073
#> 819 432627.8616 2087827.6520 26736.0301 24326.18955 45947.0572
#> 820 -787241.8022 -870249.2118 212392.2845 89859.51015 264985.7759
#> 821 486769.0373 2373131.9894 750061.0957 116829.91797 134522.5143
#> 822 2384158.6836 7360532.7993 616051.2560 92447.79920 794388.4624
#> 823 419372.0869 7809459.0177 740079.2148 147120.00000 319631.4147
#> 824 657440.6522 1832517.4953 165931.5810 96286.26003 -119745.6085
#> 825 1892929.1292 1732998.2561 384710.9285 248573.73359 341176.8444
#> 826 539827.4268 1449152.3666 89426.4358 20542.31267 296037.2325
#> 827 431427.9021 -784930.6033 331590.2648 113186.45577 199951.9700
#> 828 263234.4691 4471700.6663 573195.4265 108203.00682 246399.4701
#> 829 2174552.9585 620050.6869 203213.7590 101274.54414 222283.8134
#> 830 2155967.1521 10764128.4252 1293565.5528 194730.23521 780242.3828
#> 831 286473.0904 -1241071.4646 696319.6575 30492.18854 405075.6857
#> 832 1833831.6333 14333301.6383 1164743.3596 422352.20146 563038.4372
#> 833 2831954.6386 10152548.9093 1195891.2477 248289.13884 790533.4426
#> 834 1732817.8202 8437261.2369 548925.7888 316651.38699 1161374.4389
#> FINANCIAL.OUTCOME GROSS.PROFIT NET.PROFIT
#> 1 -5.436823e+04 -66372.0406 147521.7614
#> 2 -5.372395e+04 -365.8196 49244.0604
#> 3 -5.791379e+04 -186209.5618 61943.1525
#> 4 7.255724e+02 49475.3241 -109977.0177
#> 5 2.790157e+01 145828.3605 -17800.9652
#> 6 -3.213922e+04 -214588.1852 83836.1493
#> 7 -5.889522e+03 132150.5353 -44316.5887
#> 8 1.977086e+04 -294830.6619 -88851.6102
#> 9 3.877671e+04 -223317.8641 -63692.0761
#> 10 3.786487e+04 -152870.0770 43602.2471
#> 11 6.252094e+04 -105048.8545 37856.9713
#> 12 -4.107541e+04 -2329.8057 -59353.4013
#> 13 -2.832951e+04 -125645.4961 -51117.7509
#> 14 5.009838e+04 -102214.5623 38950.5783
#> 15 3.767229e+04 200716.3798 26125.2806
#> 16 -1.655996e+04 85582.7694 -34647.4471
#> 17 2.481443e+04 -190497.7683 23814.1948
#> 18 -5.783716e+04 -26789.2466 -13899.7579
#> 19 3.072461e+04 40257.2815 55683.1417
#> 20 -3.031728e+04 -45109.0661 114113.9362
#> 21 -3.736049e+04 68908.5346 -34224.2316
#> 22 -2.880084e+04 -80646.2111 -30822.4475
#> 23 -1.098976e+04 -103194.7424 76833.6623
#> 24 -5.082425e+04 -175031.9591 -69495.4370
#> 25 2.815150e+04 -210737.7120 15920.5936
#> 26 -4.876589e+04 -142013.5101 21107.8061
#> 27 1.806356e+03 50465.6597 67961.0708
#> 28 2.453306e+04 -51867.8032 141228.0632
#> 29 -8.305143e+03 -47395.3169 125187.5947
#> 30 5.690637e+04 97084.8946 -135487.7192
#> 31 -1.082658e+04 86956.3502 24300.2487
#> 32 -2.457147e+04 144973.0098 123444.5764
#> 33 -1.059454e+05 -73516.8955 -90660.0250
#> 34 -6.165859e+04 6316.6287 -11095.7193
#> 35 -4.585624e+04 153187.6058 87927.2509
#> 36 6.616140e+04 -54128.9837 -77524.4963
#> 37 -3.203884e+04 -14252.7966 29716.7514
#> 38 -3.046190e+04 -92609.9655 214084.7111
#> 39 -4.582907e+04 -29966.0108 -177353.9761
#> 40 3.779417e+03 169176.6574 27255.5818
#> 41 -3.088549e+04 -142428.8073 34830.6053
#> 42 6.017702e+03 31665.2499 -6900.9082
#> 43 -1.399185e+04 -62845.1795 50887.0616
#> 44 5.137457e+04 88551.8508 -47575.5344
#> 45 2.205364e+04 221008.8380 -437.6240
#> 46 -5.292326e+04 74660.3525 237117.9335
#> 47 2.063562e+04 22520.6208 462.8739
#> 48 -1.853351e+04 103473.6261 13466.1819
#> 49 -8.701468e+03 74203.6181 -32473.6436
#> 50 -1.110269e+04 87135.7868 8612.2523
#> 51 -3.324633e+04 220449.4740 -153134.1984
#> 52 -1.965336e+04 105407.9944 102285.5783
#> 53 6.052548e+04 -220984.2520 79501.6966
#> 54 8.035991e+02 143758.2290 112950.9606
#> 55 -3.399743e+04 69917.8934 55496.5124
#> 56 3.946449e+04 -91376.6004 13047.8498
#> 57 -8.651584e+04 56869.2875 -15621.6708
#> 58 4.919428e+04 -154318.3103 57151.7603
#> 59 -4.809747e+03 -72569.5683 112606.3821
#> 60 -3.968285e+04 -224817.3838 29611.1058
#> 61 3.787829e+04 162715.9071 13084.2342
#> 62 4.289647e+04 181221.1580 -44879.4363
#> 63 4.159773e+04 -111896.7122 135635.4424
#> 64 2.453545e+04 92741.3362 -152643.3504
#> 65 -8.170597e+04 28624.0134 161117.1128
#> 66 -2.591901e+04 97248.6728 -136532.0861
#> 67 -2.833317e+02 -246645.6456 -23399.2614
#> 68 -9.074291e+03 -244433.4078 -78466.1944
#> 69 5.164955e+03 -73536.7890 -107619.8970
#> 70 -2.227641e+04 -102066.0164 26858.7315
#> 71 2.003939e+04 63351.9077 10342.4489
#> 72 -1.437298e+04 -197836.7048 99107.6664
#> 73 9.336356e+03 9252.9290 -66388.5694
#> 74 1.286283e+04 -51703.0430 -10885.2698
#> 75 2.195803e+04 -111169.1233 24271.2313
#> 76 -5.122866e+03 207474.3982 -21908.6207
#> 77 7.028605e+04 -60317.8283 31354.8638
#> 78 -3.758925e+04 153217.7016 -13438.9323
#> 79 -6.282598e+04 -58800.8588 27915.2892
#> 80 -5.619756e+04 -65339.8742 -103556.2452
#> 81 -5.236669e+04 126058.9564 -17616.1138
#> 82 -9.246874e+03 -35665.1251 37529.8636
#> 83 -1.939921e+04 191075.2484 81957.6626
#> 84 5.122004e+03 2527.6708 68613.1959
#> 85 1.576720e+04 -119827.2240 -24073.1551
#> 86 -2.791004e+04 57704.7791 -13608.6139
#> 87 -1.541841e+04 -75996.0459 1640.4700
#> 88 -1.716348e+04 -51012.7387 79974.0744
#> 89 -7.499371e+02 -152084.3829 148268.3141
#> 90 -6.414607e+04 -76370.7267 58926.0044
#> 91 -7.541093e+03 -63980.2908 -15752.7654
#> 92 1.637631e+03 -225875.4235 6745.5952
#> 93 7.916119e+03 -87967.8871 8939.6288
#> 94 4.198665e+04 153528.6561 -1794.8582
#> 95 -1.509951e+04 -182104.8911 72970.1190
#> 96 -4.405787e+04 185998.3120 42612.7310
#> 97 -5.437338e+04 234023.2641 143556.5734
#> 98 1.002338e+04 149220.4255 -86013.1851
#> 99 -7.020407e+03 -196046.0602 77362.0582
#> 100 9.338444e+03 94330.7784 26889.3814
#> 101 2.821228e+04 -69385.0978 -71334.8175
#> 102 -7.425172e+04 -162715.5431 63012.9854
#> 103 -7.796901e+03 39923.1044 -182675.3365
#> 104 1.489264e+04 -80649.9456 70836.2956
#> 105 -2.825007e+04 -153621.4361 86811.9783
#> 106 9.572620e+04 -44512.6388 -146017.0149
#> 107 -6.438288e+03 -147992.6775 -117.4637
#> 108 -1.141468e+04 -89367.6948 51673.4193
#> 109 3.413181e+04 -82078.3819 2702.7507
#> 110 3.767768e+04 12211.2786 -107201.0689
#> 111 9.794533e+04 -215284.3344 -131978.9551
#> 112 -5.185965e+04 -121569.3271 22707.5045
#> 113 1.677499e+04 67132.6696 8814.3918
#> 114 2.070661e+04 94058.4121 -46847.1166
#> 115 3.170910e+03 137285.4999 -354.9040
#> 116 -3.079654e+04 51859.4932 66361.6362
#> 117 -6.800792e+04 51437.8912 -43169.8992
#> 118 -2.348596e+04 -94327.1011 -1850.5237
#> 119 -6.639022e+04 201564.4417 -30893.5901
#> 120 5.037403e+03 13267.3617 123728.6794
#> 121 -1.087860e+04 -114896.1862 -218384.6645
#> 122 4.783094e+04 134529.1135 28068.5854
#> 123 -6.891960e+04 -127653.6694 48764.9774
#> 124 -3.519963e+04 -82729.6088 -15570.2526
#> 125 -6.306978e+03 325963.3282 -14057.1308
#> 126 -5.105029e+03 150429.8176 30400.9324
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#> 780 2.655397e+03 -163129.7157 -9292.0190
#> 781 -1.321526e+04 312086.9139 23578.9335
#> 782 -7.336176e+04 224831.8115 277386.1766
#> 783 1.430581e+04 171778.3588 -21723.4112
#> 784 1.960868e+04 241303.1039 -37222.8710
#> 785 -7.275243e+04 168763.8087 -55618.5896
#> 786 -1.663630e+04 -118510.6985 21235.4110
#> 787 7.950801e+03 -83502.1410 189719.2528
#> 788 -2.619911e+04 35717.5224 110578.2925
#> 789 3.840060e+04 176585.1414 85311.2560
#> 790 -5.233061e+04 -61506.0758 -24192.3725
#> 791 2.478015e+04 24470.8249 110542.6077
#> 792 2.852184e+04 71410.1176 264297.4578
#> 793 -4.471629e+04 288689.4346 104761.0008
#> 794 4.184308e+04 85425.9194 279003.3119
#> 795 7.488633e+03 168763.0737 -351818.7036
#> 796 3.374379e+04 150258.4633 171207.6138
#> 797 1.103365e+05 106109.8690 154557.2156
#> 798 -2.155479e+05 -22023.7660 85826.0240
#> 799 2.212948e+04 104047.8598 53932.1533
#> 800 2.575141e+04 35373.1951 48965.1712
#> 801 -5.620619e+04 -301515.2840 28178.8232
#> 802 -3.095834e+02 26111.0540 69298.5176
#> 803 8.929138e+03 237718.9364 -216529.2066
#> 804 -4.247658e+04 235395.7956 182509.6415
#> 805 -4.592224e+04 173703.3671 219833.1830
#> 806 -1.806256e+04 -65747.9336 4522.2654
#> 807 1.649468e+04 28824.3608 32815.0119
#> 808 -3.850423e+04 -172683.2577 50663.7600
#> 809 6.172626e+04 56931.6646 -39525.6135
#> 810 -3.947069e+04 -128395.2049 119773.6943
#> 811 8.644729e+04 924894.4074 574703.7499
#> 812 -1.170030e+03 26586.6451 -83534.7249
#> 813 -7.259344e+04 -23990.5005 -67696.0606
#> 814 2.320480e+04 35424.0739 -35677.9678
#> 815 -1.128119e+04 31141.0341 69799.0508
#> 816 9.174339e+04 -94607.4429 247992.2517
#> 817 9.468903e+04 83252.2074 -36144.9360
#> 818 -4.393946e+04 270616.5916 20619.4691
#> 819 -2.786089e+04 -946.3667 198678.0028
#> 820 -3.710653e+04 -75827.4198 -6545.3159
#> 821 -1.007594e+05 151628.4500 252402.4612
#> 822 -7.492727e+03 934804.2653 335051.9860
#> 823 -1.314903e+04 84658.8024 280239.4334
#> 824 -8.438821e+04 -236436.8122 -212268.9378
#> 825 -7.725759e+04 352205.6964 252591.0507
#> 826 -4.211588e+04 235173.4654 174847.4968
#> 827 -1.177017e+05 120396.9362 -56280.0446
#> 828 1.221946e+04 -13436.0305 247723.5818
#> 829 -4.368241e+04 64869.6376 150238.7716
#> 830 -4.090195e+05 539936.9887 673623.5689
#> 831 4.271611e+03 218721.2340 275712.2040
#> 832 -2.041539e+05 368792.3419 16693.3427
#> 833 -3.114953e+05 287685.8027 321721.9694
#> 834 3.977322e+04 1375422.9204 804659.1798
#>
#> $method
#> [1] "addNoise: additive"
#>
#> $noise
#> [1] 150
#>
#> $p
#> [1] NA
#>
#> $delta
#> [1] NA
#>
#> attr(,"class")
#> [1] "addNoise"
data(testdata)
testdata[, c('expend','income','savings')] <-
addNoise(testdata[,c('expend','income','savings')])$xm
## for objects of class sdcMicroObj:
data(testdata2)
sdc <- createSdcObj(testdata2,
keyVars=c('urbrur','roof','walls','water','electcon','relat','sex'),
numVars=c('expend','income','savings'), w='sampling_weight')
sdc <- addNoise(sdc)