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)
# \donttest{
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
#> 57 2567 117238 671 14095 7850
#> 58 2739 23350 0 14778 10000
#> 59 2809 89592 13926 14141 10000
#> 60 2830 30250 5922 6424 3000
#> 61 2860 68515 1442 13120 2000
#> 62 2871 48713 9856 39106 1500
#> 63 2885 158347 16306 48499 10000
#> 64 3062 70586 465 6832 10000
#> 65 3243 98781 34576 31758 20000
#> 66 3274 67444 2216 15834 2000
#> 67 3452 53685 1252 20658 3000
#> 68 3487 134897 695 62728 10000
#> 69 3506 42499 23167 29732 6500
#> 70 3514 101242 7152 28771 15000
#> 71 3543 28253 2389 9413 1500
#> 72 3544 35812 81 8967 500
#> 73 3647 0 0 -1142 500
#> 74 3787 24615 985 10859 5000
#> 75 3819 107416 1400 27300 15000
#> 76 3822 39864 3993 3595 1000
#> 77 3879 74501 91 26123 3000
#> 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
#> 144 7498 55371 1663 17621 3000
#> 145 7503 59211 -11461 28236 27570
#> 146 7539 35811 27854 17322 11100
#> 147 7567 86093 9845 45187 37000
#> 148 7613 34931 559 26667 5025
#> 149 7746 80296 418 -1423 14340
#> 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
#> 165 8654 37263 4633 23427 10000
#> 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
#> 230 13167 34594 11554 19110 20000
#> 231 13167 87298 1517 18559 10000
#> 232 13293 22418 15219 29167 10000
#> 233 13293 121520 4377 27344 10000
#> 234 13600 38993 7571 28411 15000
#> 235 13714 22330 1957 12152 500
#> 236 13810 20719 -7980 12393 10000
#> 237 13828 35718 12579 38426 40000
#> 238 13914 83699 1725 3795 10000
#> 239 13937 100455 -17847 65699 32000
#> 240 14040 25190 3585 15128 2450
#> 241 14041 40830 22609 34674 10000
#> 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
#> 255 15123 44387 2357 22611 10000
#> 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
#> 265 16288 285486 7347 109660 45000
#> 266 16311 214617 17551 39772 10000
#> 267 16448 43006 2932 21606 600
#> 268 16474 133748 10809 8398 5000
#> 269 16475 29867 2429 25784 10000
#> 270 16539 26497 -221 2972 15000
#> 271 16545 44670 3596 1307 1052
#> 272 16588 159714 42535 158706 30000
#> 273 16675 32102 11097 26948 10000
#> 274 16678 33358 17659 12781 10000
#> 275 16716 74276 9427 -4499 30000
#> 276 16716 112533 19535 42887 10000
#> 277 16757 204687 58776 85301 10000
#> 278 16883 66753 5619 11057 8000
#> 279 17034 117533 47632 82182 11000
#> 280 17051 19689 2519 9147 10000
#> 281 17064 91464 1599 40259 12000
#> 282 17109 33231 20556 48495 10800
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#> 284 17381 224043 47884 37060 10000
#> 285 17508 47062 4124 5519 3000
#> 286 17544 30393 0 20621 20080
#> 287 17581 70335 4345 64224 17250
#> 288 17638 91209 22703 33661 25000
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#> 291 17762 236623 10611 111874 40000
#> 292 17773 35221 6185 24039 4000
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#> 295 18181 136542 3256 41867 10000
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#> 300 18388 36085 14018 35108 10000
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#> 303 18613 51187 1099 30275 12600
#> 304 18636 73795 9810 49865 3000
#> 305 18707 47127 11478 6622 3000
#> 306 18725 64438 20 3519 3000
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#> 330 21164 200508 12981 151811 83110
#> 331 21240 72884 11327 20994 2000
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#> 336 21577 128170 19762 35545 10000
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#> 349 22452 79381 5442 979 11000
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#> 351 23541 155821 54301 95517 10005
#> 352 23706 522208 49871 123090 30370
#> 353 23724 201768 68937 100333 38000
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#> 421 34610 19315 3778 630 500
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#> 423 35237 128641 77131 39950 20000
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#> 425 35649 199488 30056 106754 500
#> 426 35849 191915 6366 74479 20000
#> 427 35960 74164 547 29631 15000
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#> 429 36159 4574 577 22238 15000
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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
#> 813 717347 1603477 1675 697201 400000
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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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#> 6 35180 297633 35086 19110 15194
#> 7 176649 378474 5105 0 5688
#> 8 402 7849 2376 0 243
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#> 12 19907 233917 179835 381 9704
#> 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
#> 60 26657 133264 22891 1789 4305
#> 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
#> 75 70662 168561 8741 572 8567
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#> 77 52257 215208 8169 599 4920
#> 78 107834 245535 11593 544 473
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#> 80 21815 45684 21898 769 9764
#> 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
#> 107 27422 87207 17414 1554 2656
#> 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
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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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#> 815 1339976.020 1937837.3481 150744.68277 901901.4551 966374.9455
#> 816 1359835.493 -1148.7593 23158.57450 623426.3197 227058.2285
#> 817 649036.717 636039.4621 76349.56741 548811.4093 495823.9743
#> 818 439917.273 -773268.0658 124016.14354 446670.0283 -17773.3140
#> 819 617453.753 552473.5159 5385.95458 1914628.2722 154811.8150
#> 820 1436897.012 -86390.9075 -1346.21131 662763.8600 79021.0190
#> 821 1149373.997 487784.8622 -21909.12350 869631.9766 623544.4982
#> 822 70393.112 3550520.3277 448493.93454 2048195.8873 465905.7893
#> 823 1070414.688 3497174.8537 318238.97779 2246991.8119 449593.9164
#> 824 1527765.246 2122830.7393 210901.49544 680608.0135 1087583.2542
#> 825 1490045.094 1333650.8869 274944.56996 1407448.4547 339284.7337
#> 826 1425177.434 966520.3261 41421.85078 363851.3089 10053.6743
#> 827 752757.154 80257.5727 111279.32446 352105.6042 58667.4633
#> 828 1264120.382 2084678.7101 27089.68387 1301231.8315 173109.8138
#> 829 1695774.135 951051.6774 -80585.01871 1453380.7609 733874.8215
#> 830 1550437.029 3832923.5808 208301.31024 2450688.3386 466261.7678
#> 831 1701262.821 -281663.2711 3299.18688 2631241.8094 -4336.7216
#> 832 3235514.056 2098112.9652 14983.57267 2448751.1322 904791.1706
#> 833 2549437.090 3833549.0393 -81089.36284 1839641.4734 43612.0721
#> 834 4810298.191 1707099.0645 -56582.08224 4270487.0451 1339643.5933
#> SHORT.TERM.DEBT SALES LABOR.COSTS DEPRECIATION OPERATING.PROFIT
#> 1 -1.060729e+06 228412.711 147749.339 -21945.50715 -75169.22968
#> 2 7.566144e+05 2850290.026 217129.639 7879.84952 109773.42741
#> 3 6.733047e+05 884414.564 268862.810 42164.62228 -111487.87065
#> 4 2.624631e+05 3628634.094 -62223.983 8980.21422 -93414.60387
#> 5 -1.185071e+05 -4057868.823 109922.691 30535.56614 131518.54448
#> 6 -4.310279e+05 -1263581.173 -114067.623 86106.89065 16821.27105
#> 7 2.367543e+05 -567686.604 -52055.223 8582.69544 -43550.86055
#> 8 1.083701e+06 799873.134 -27482.688 -15922.33491 -325036.69779
#> 9 6.607147e+05 1239849.731 41643.199 59441.86700 173873.40467
#> 10 -1.082416e+05 -350865.183 136612.117 2758.64005 -161975.40371
#> 11 5.729262e+05 1504171.762 -14860.503 14828.38902 -155808.54582
#> 12 4.249516e+05 -653383.937 354412.644 21246.30102 152470.92178
#> 13 6.059769e+05 -90635.195 -208259.887 29069.02175 -88960.27060
#> 14 2.126075e+05 472190.688 114213.533 32284.00326 208971.18298
#> 15 -2.673995e+04 -738432.577 366176.282 35158.66667 1850.40228
#> 16 3.975242e+05 -1652111.713 -43608.825 -18704.24247 -27441.96492
#> 17 -7.782529e+05 -644352.388 177508.067 53166.99398 -27995.54810
#> 18 -1.257101e+05 1513376.613 130698.177 52696.07497 168422.22752
#> 19 3.166625e+05 -1308015.901 -174887.105 49905.06078 -48567.83354
#> 20 -6.245230e+05 -997440.690 -55928.827 -19462.19278 331977.32529
#> 21 4.759072e+05 256131.605 -216339.936 -23316.40511 -139537.71131
#> 22 1.388070e+04 -2435647.282 -479681.016 -34470.75114 -75958.07438
#> 23 3.724543e+05 1743760.437 -9172.245 46157.62983 -44237.41141
#> 24 -9.508637e+05 99537.295 -41391.285 -16462.64339 85159.35089
#> 25 -7.715430e+05 1622038.301 -121468.609 -11401.50548 -45852.20306
#> 26 3.924178e+05 -939582.590 -428193.412 -27682.68785 125613.42229
#> 27 1.067559e+03 -242069.200 247425.758 -62181.38066 -216342.81733
#> 28 1.393553e+06 -156842.216 -183845.855 -7795.55208 63275.90355
#> 29 8.810004e+05 3218830.303 1216691.777 69887.55434 -104598.74359
#> 30 1.327367e+06 1935859.451 -407064.942 12719.78332 -161359.15889
#> 31 5.338130e+05 368743.031 -71843.584 -37166.79607 92855.59301
#> 32 8.883366e+05 2166042.021 488063.181 -893.72878 49543.88114
#> 33 6.573718e+05 -201374.714 -50555.127 -4379.38357 76703.84205
#> 34 -3.208931e+05 -837040.112 -78295.697 5111.08210 -75898.16102
#> 35 -1.186907e+05 1766356.468 153699.596 -48012.42366 234811.95840
#> 36 -1.582165e+05 -1081712.242 248696.572 10527.99835 -152391.07544
#> 37 -7.708795e+04 -4091143.018 90347.922 9142.59699 68409.17534
#> 38 3.672645e+05 2800755.312 -8926.760 -22176.90695 -156861.93459
#> 39 -1.461109e+06 -435806.881 122688.724 9662.24664 -101760.67024
#> 40 -8.424148e+04 -534706.738 417973.207 -17957.80969 -6574.26452
#> 41 -5.223390e+04 -1600601.619 -15103.563 -59181.36467 178852.50697
#> 42 7.137586e+05 1143336.632 181302.204 8664.58902 -149289.56615
#> 43 5.487011e+05 -646410.318 -67860.368 41102.89660 -19502.35135
#> 44 2.994279e+05 3278563.430 30501.337 17545.63727 94145.33798
#> 45 -7.165477e+04 3824573.748 52420.843 -23032.79086 71763.71026
#> 46 7.948871e+04 -959894.177 -134638.912 37886.99859 -130067.25642
#> 47 3.587253e+05 1091603.935 392206.146 55372.91266 17591.46517
#> 48 1.716727e+05 -1740146.890 -520357.068 -40614.87119 120896.21309
#> 49 7.484541e+05 240586.832 322774.347 -27108.62155 -141067.15676
#> 50 4.090358e+05 1001293.071 -40524.381 -39467.33867 24523.79078
#> 51 2.979426e+05 -1252795.979 -85072.993 20207.61874 -173893.69730
#> 52 2.935813e+05 -2635873.574 -64618.683 42801.73118 -164332.30964
#> 53 -2.626171e+05 1995291.032 76159.868 -82712.63350 -65172.09090
#> 54 -8.832422e+05 1526559.908 118342.128 17597.00022 -124496.81069
#> 55 -1.868248e+05 421696.276 370559.017 7472.98486 10684.85169
#> 56 -3.427107e+04 -4697932.551 -108790.845 -13013.28618 -158113.76032
#> 57 2.248534e+05 -2640081.593 -73101.550 122971.25915 39264.82804
#> 58 5.116039e+05 1670948.902 -98012.397 -56224.74932 -59557.42096
#> 59 4.994504e+05 759792.173 296051.028 -59718.04259 117285.21935
#> 60 1.556862e+05 -2009656.088 138846.370 66.80432 115450.52760
#> 61 -2.788487e+05 -2902293.006 220015.904 -35061.76823 73596.33159
#> 62 1.186746e+05 371140.028 155400.463 14214.46612 73580.81589
#> 63 -1.811313e+05 -661624.507 140929.726 -14656.60790 169084.71550
#> 64 3.373696e+05 2538.334 -142151.810 -53189.37211 23442.29505
#> 65 -9.075816e+03 -874004.663 154664.102 42976.13749 194521.40758
#> 66 7.074363e+05 -1137040.748 14676.320 -14728.02850 59786.14507
#> 67 3.296632e+04 835478.511 193992.547 5956.92932 43134.15037
#> 68 -1.103508e+06 2078902.713 -341905.011 -15300.39592 105803.25021
#> 69 5.015466e+05 -859578.395 151746.950 -16044.24920 -70046.71399
#> 70 -5.862161e+05 -703438.135 -449526.296 71588.94670 -225944.25895
#> 71 1.674257e+04 -1426262.378 167220.464 -17917.86757 52711.86142
#> 72 -1.613090e+05 175817.519 181569.862 -16335.48140 6049.43457
#> 73 1.182324e+06 1626640.907 149810.687 -94857.93206 -185162.28130
#> 74 2.887755e+05 284017.588 -86058.305 -19445.71905 -83708.17685
#> 75 3.455935e+05 -532626.575 -292193.781 -13107.61881 52318.60945
#> 76 -6.630765e+05 1406544.359 97030.468 86516.75565 121757.54304
#> 77 1.780264e+05 -598100.929 10402.883 -55678.83631 -122683.34103
#> 78 3.272361e+05 -2692828.857 354573.813 12636.74130 -22117.97427
#> 79 4.775510e+05 700526.459 105746.947 16882.58460 -15032.56840
#> 80 -3.005922e+05 -986620.681 323595.935 -16841.93042 40618.07624
#> 81 1.380816e+05 -1639732.246 -81077.802 32111.93680 -121793.65650
#> 82 -5.865868e+05 -167960.855 211193.180 30466.48597 174005.30196
#> 83 -4.526291e+05 1163744.916 91210.111 43302.10452 -118.53486
#> 84 5.536044e+04 -633437.423 -130110.472 -17553.34355 144858.87497
#> 85 -2.505623e+05 -1265314.300 -92572.459 -65090.47317 -201359.86756
#> 86 -4.168993e+05 505504.265 -226717.995 39577.46320 9481.91294
#> 87 -5.272557e+05 108164.155 180661.414 -31368.00370 46127.89227
#> 88 7.458829e+05 -713418.535 -117889.487 -25621.94633 -126972.71500
#> 89 -5.588925e+05 1565953.136 60366.860 33665.08068 -195735.68309
#> 90 6.338557e+05 466427.712 -110323.691 -30623.05077 31422.89200
#> 91 2.691027e+05 216979.737 139006.333 -102668.55524 114683.23038
#> 92 4.718041e+04 -338553.191 -216934.124 -34819.03346 38379.44954
#> 93 1.511751e+05 209173.807 -15575.999 323.38168 -26507.90748
#> 94 1.071578e+06 -3731579.158 9520.056 24757.09375 71016.67575
#> 95 3.837152e+05 -330688.617 -189967.344 5456.73906 65321.64386
#> 96 -3.453779e+05 -559254.419 320736.407 44931.05189 21350.80912
#> 97 1.753487e+05 -1247093.762 569172.867 -73725.70280 -124343.94739
#> 98 1.234786e+05 1230709.686 356411.345 -7775.22029 175269.80481
#> 99 1.424721e+06 791858.232 59851.849 52750.05362 -217170.00709
#> 100 2.703503e+05 3429742.753 -54435.746 30386.76335 46154.26425
#> 101 5.649701e+05 251143.737 -67919.217 29006.75318 -166037.89823
#> 102 1.375213e+05 1280511.976 229210.029 12899.89593 35962.36676
#> 103 -9.636844e+03 -2296076.318 -25043.904 -33021.82627 -138876.62917
#> 104 -5.063817e+05 2116563.923 -478974.042 64395.60344 -36370.63528
#> 105 2.719251e+05 -2651510.574 33282.846 -10118.60411 -112718.45936
#> 106 2.819447e+05 293276.323 -390208.988 59290.30678 14012.45319
#> 107 -6.368824e+05 585374.374 69391.091 -2692.74657 35077.48903
#> 108 1.926685e+05 -856172.939 125308.111 -1070.45421 49889.65544
#> 109 -1.204398e+06 -1518746.836 -151265.799 -5005.88817 27314.01335
#> 110 -3.669221e+05 -1796149.496 105527.603 -23415.96148 151575.24537
#> 111 -6.817185e+05 2006425.797 -167245.093 -115008.01064 -30466.89773
#> 112 -5.173107e+05 1767444.597 -162738.687 43782.35471 89516.06907
#> 113 2.972877e+05 2307359.096 -61790.150 14819.56992 86253.38800
#> 114 -5.166860e+05 1198421.009 172096.080 -6788.13671 -32407.11709
#> 115 -2.508728e+04 968045.725 -217873.137 -20189.42488 276596.58799
#> 116 2.430230e+05 -147604.345 126486.349 -16085.23829 87527.42218
#> 117 9.536748e+04 1019015.412 138622.096 11273.39737 92937.81457
#> 118 -2.839470e+05 1359803.686 -70531.587 50635.44092 -29706.31985
#> 119 3.120006e+04 1730100.332 -324186.034 -6490.72265 -41577.25078
#> 120 8.242041e+05 -1509417.487 121720.447 46661.19339 -149605.95566
#> 121 -2.111145e+05 -2541611.865 -370297.932 66103.69780 -1776.83622
#> 122 -1.122446e+05 -1091272.149 38553.271 1104.92100 4758.70505
#> 123 -2.158927e+05 1945166.114 -92137.551 -18181.06838 929.70639
#> 124 2.857602e+05 -1310378.940 261008.200 38746.90409 -96914.02194
#> 125 -1.043849e+05 -470833.333 -43693.184 -617.52546 -45742.01387
#> 126 -5.341232e+05 2850218.044 167138.599 13059.44582 53211.79215
#> 127 6.239088e+05 -590204.170 84916.886 -24667.39002 -213690.75075
#> 128 -4.135519e+05 -167145.730 37333.951 74752.47611 -106751.72134
#> 129 -6.788134e+05 2961535.414 613812.356 40519.61310 325827.78211
#> 130 2.331991e+05 1431927.045 231982.708 -55591.24220 -270508.33972
#> 131 4.618193e+05 1388762.307 11506.856 38643.45600 248213.99363
#> 132 -8.621729e+05 3633166.376 179206.063 18778.35613 52871.51183
#> 133 1.554802e+05 784720.604 226368.260 2992.03184 209978.05161
#> 134 -4.676102e+05 -3379710.655 147271.784 -66157.16024 -252698.99257
#> 135 2.670186e+05 1449124.189 -317569.435 -79071.19708 22391.92421
#> 136 2.353344e+05 -950958.014 115926.594 87135.55375 53259.36584
#> 137 2.844658e+04 2232587.945 33243.022 8568.53844 262342.46911
#> 138 7.545696e+05 426745.550 164923.531 2158.72241 -81507.94184
#> 139 -5.573958e+05 -2733114.596 141666.180 -73971.11044 -50809.13803
#> 140 -7.151191e+05 2151200.444 412642.766 29151.50447 -98152.49480
#> 141 -1.331935e+04 -2361741.027 265760.589 -26255.54665 228161.23559
#> 142 2.333134e+05 4199736.455 40830.415 13242.98968 93985.58154
#> 143 7.789364e+05 1475129.914 -56095.960 -34436.40128 -160007.45461
#> 144 -3.170413e+05 2293904.579 -120236.691 -101993.49389 370192.82369
#> 145 -3.207124e+04 -122454.663 -109993.446 -48810.93575 -94808.24909
#> 146 1.512173e+05 1376979.408 -230943.192 45030.34731 -36312.75827
#> 147 -1.708600e+05 -3343372.250 146836.473 -59309.17514 194858.96516
#> 148 3.890220e+04 -1809307.799 270668.635 -4219.40258 -28448.23850
#> 149 5.763715e+05 1020913.700 -53997.811 27680.30163 30005.33067
#> 150 3.228908e+05 673508.051 26553.942 27272.45356 133625.24310
#> 151 -4.092169e+05 -3403444.792 212419.614 22650.43221 650.68315
#> 152 -3.076290e+05 2061576.841 -113573.991 42646.83924 -33493.35634
#> 153 -5.653433e+05 1033010.340 -149638.040 5881.34539 58126.95050
#> 154 2.926083e+05 924036.579 -4287.161 -628.41638 -69273.52594
#> 155 2.613495e+05 -2371140.099 260185.362 -59044.41868 -136024.99465
#> 156 2.260298e+05 176361.509 -62426.591 53057.49298 214567.01594
#> 157 -4.402517e+05 -2051791.361 -416842.292 18169.94089 -13331.96787
#> 158 2.535965e+05 1336826.087 -169338.971 51205.37033 -134473.06176
#> 159 6.338134e+05 2843214.593 46177.000 -17946.81283 101000.41743
#> 160 1.602175e+05 -330253.513 -307897.068 -446.02843 -58875.75334
#> 161 -1.286189e+05 -70712.107 238804.082 -44231.87591 -34212.72437
#> 162 -1.582415e+05 -1711063.149 -176201.188 -21611.90189 46811.11923
#> 163 -4.672990e+05 57266.108 -152135.779 -34549.78484 81362.33496
#> 164 7.436540e+04 -9842.072 -162549.225 51504.20963 -311036.50105
#> 165 -4.883398e+05 611903.860 27540.187 -66288.56868 132012.25950
#> 166 7.109223e+05 1731699.957 -230540.485 -38285.67623 32114.06382
#> 167 1.293144e+05 -1267953.181 -458849.620 20294.06448 -26983.96411
#> 168 -1.232775e+05 3567505.915 45545.102 -17264.91662 60879.97250
#> 169 -2.375069e+05 800713.460 250151.719 27143.91045 63153.15631
#> 170 -2.199655e+05 -2987186.613 62594.612 -18120.61758 -232522.92919
#> 171 4.988773e+04 1202141.492 -55547.512 32189.78424 103321.98477
#> 172 -9.362412e+04 1777871.538 251948.520 51510.39866 -350042.07757
#> 173 2.619164e+04 -1211411.279 470269.889 64000.10086 -121804.79776
#> 174 -2.186263e+05 -1146515.445 -144700.218 11384.74383 -109208.95435
#> 175 1.507596e+05 1445655.066 35729.145 1274.06288 -207295.98732
#> 176 1.689775e+05 -910395.614 -9820.936 -43277.81207 255693.75912
#> 177 6.983919e+05 993008.586 80670.000 -62005.14990 -142391.02141
#> 178 -9.865354e+04 724309.587 151965.518 4184.92367 68637.48964
#> 179 -9.608665e+04 914863.484 526835.226 15518.01723 -15820.33190
#> 180 3.777218e+04 561464.164 -158315.906 50343.19440 334121.06539
#> 181 3.070803e+05 -1375437.222 409402.037 81311.05339 -38748.75696
#> 182 -1.819382e+05 -1299779.563 23110.072 -21713.33271 -245105.83542
#> 183 -9.205610e+05 -1523451.480 -209493.928 12325.71470 -37455.47076
#> 184 -4.192309e+05 902558.469 139916.874 -45244.86044 132048.76095
#> 185 9.617362e+05 -1597774.498 -119867.356 19460.43233 106966.30878
#> 186 1.782205e+05 1125059.913 354734.236 -29381.14912 -3009.58368
#> 187 -8.633710e+05 1270689.483 258078.581 28711.28723 -82373.77750
#> 188 -6.511130e+05 1222813.966 -176154.953 29361.73660 55222.74618
#> 189 6.738892e+05 2092295.220 333958.427 5146.14788 20728.09659
#> 190 1.199683e+05 898799.318 430616.296 98433.31164 89796.31942
#> 191 1.774969e+05 419847.824 110555.230 39269.15682 -59195.98707
#> 192 6.218103e+05 597372.016 -55271.544 -77080.64258 100666.67038
#> 193 -4.328284e+05 798677.053 -87454.658 9247.67781 -129599.26521
#> 194 -3.090751e+05 1432058.780 62661.311 -31413.68703 93291.39299
#> 195 -2.141790e+05 -295770.307 -199075.979 35973.17202 -29580.49354
#> 196 1.311595e+05 -1697244.426 -131169.270 14019.90025 -124126.38683
#> 197 -7.464947e+05 1343291.624 -132534.260 -86651.68585 79386.97420
#> 198 -2.445696e+05 -281227.934 -358730.174 14887.46663 -68502.17750
#> 199 2.135654e+05 -2454785.271 -219497.614 59335.84816 52734.03321
#> 200 8.802796e+04 1596429.040 72595.143 5654.56184 -89485.60947
#> 201 2.613807e+05 -2567726.673 40925.372 -55522.86397 -143399.29587
#> 202 3.215470e+05 1452063.596 -47686.873 70356.62650 11556.42649
#> 203 -8.631773e+04 3114643.953 -58889.361 -26588.48998 83274.37378
#> 204 2.896722e+04 600501.456 -74808.990 -40171.18440 -20167.87715
#> 205 -5.297546e+05 2408976.267 159810.036 60962.54985 126441.00951
#> 206 -1.030082e+04 686611.161 -30371.807 -40087.93203 114221.30497
#> 207 -6.023845e+05 -32135.867 130444.457 -34744.16228 33087.04124
#> 208 2.959494e+05 1396477.837 283432.702 -37468.35546 89032.57418
#> 209 6.658311e+05 1970756.896 -20510.055 -48408.67758 -92476.13367
#> 210 3.731958e+05 769238.990 142663.645 -46358.90554 42543.42941
#> 211 1.121997e+04 1395446.717 -83834.116 14040.04629 -94034.34735
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#> 680 5.629995e+05 -572787.123 -165476.518 36318.23236 187262.97837
#> 681 -1.678093e+05 346684.471 45611.014 66647.40439 -183515.81651
#> 682 3.299628e+05 535461.150 209822.494 -17599.93782 73433.93300
#> 683 4.434472e+05 1659860.773 -229581.581 50074.92405 21525.57691
#> 684 6.889349e+05 2580056.072 -413333.726 32293.20982 259108.22448
#> 685 3.486101e+05 -448759.953 173095.502 -33659.19103 -277419.16294
#> 686 9.257647e+05 1929642.620 343360.358 -10162.04101 159022.43242
#> 687 1.169634e+06 2217029.653 383668.740 13556.87480 225629.76900
#> 688 4.407485e+05 1181357.364 127265.896 22630.23956 253038.43490
#> 689 1.453866e+06 -1650388.692 202669.980 58770.19119 -173356.75524
#> 690 5.292778e+05 -1140662.455 305675.434 -14374.75286 -89472.65904
#> 691 3.179261e+05 500262.607 -181825.903 897.14959 -131408.47954
#> 692 3.474306e+04 7152.527 54447.244 20341.03954 -131871.27420
#> 693 3.687811e+05 1652360.483 -66914.454 -36640.23157 20826.59086
#> 694 7.021683e+05 4949977.946 -86517.669 52571.32751 57534.53512
#> 695 -4.169699e+00 -191336.069 -128476.894 -15611.08346 -23099.27638
#> 696 7.895470e+05 -1805130.583 155511.235 -12055.51097 5330.73582
#> 697 -1.218196e+06 -1055808.576 118705.134 39697.90914 -1423.24644
#> 698 -1.274357e+06 -396394.174 159556.644 54674.82359 -104515.91096
#> 699 -4.839668e+05 1200577.477 182883.059 44344.22419 -41419.15679
#> 700 4.256510e+05 3353379.207 166477.871 61214.21726 -94117.79962
#> 701 6.869892e+05 -1179218.407 -104923.494 -35373.65757 -130089.05206
#> 702 -2.897892e+05 663916.066 -127469.166 49986.97043 -135322.87507
#> 703 -1.077958e+05 230297.131 -183101.073 76680.86960 -69310.12950
#> 704 2.479275e+05 -1479349.050 508214.265 -61095.41558 217128.91264
#> 705 1.986089e+05 -1190139.913 130150.794 9232.97486 169906.89052
#> 706 -2.005533e+05 2011341.851 -180858.155 74123.91729 857.79272
#> 707 -1.013979e+05 1856055.327 28329.936 28193.60697 183763.80398
#> 708 5.103589e+05 2900448.355 -236874.723 40600.59661 -186577.17322
#> 709 -7.158391e+05 3608257.020 113461.187 -5054.59065 -107996.48872
#> 710 -4.020633e+04 -2719525.909 226855.475 -7019.20159 -71523.30965
#> 711 1.134087e+06 1049554.641 -10697.633 12419.14004 -136986.58806
#> 712 2.955540e+05 2558074.423 112559.251 85006.59371 -205013.00184
#> 713 4.066092e+05 1067998.730 -70935.508 -6900.61353 124394.41095
#> 714 5.179235e+05 2180612.548 -137359.057 33510.63209 50544.92953
#> 715 2.580088e+04 1689631.522 392247.155 93135.58032 -20627.08646
#> 716 -3.432051e+05 1673289.658 -212205.012 44766.46320 98159.80790
#> 717 2.011158e+05 868735.991 -25583.294 5626.08975 207109.67282
#> 718 2.253980e+06 14892220.653 655138.765 6064.16536 842879.43399
#> 719 7.009021e+05 -1243233.345 -81882.876 51860.05739 313096.66308
#> 720 7.311339e+05 2552779.993 -275658.137 -26626.69004 -222607.10120
#> 721 -2.680206e+04 1000926.867 31260.821 55787.92574 135055.30614
#> 722 2.651277e+05 211700.467 106754.973 41688.96401 146569.70341
#> 723 1.221060e+06 1833048.428 267904.186 75502.44652 49558.72097
#> 724 1.695505e+06 2782017.130 -14153.277 21892.35214 -31778.03020
#> 725 5.214044e+04 3135241.734 487237.221 24648.32925 -77123.29852
#> 726 1.148865e+06 4544936.957 525206.167 -4368.56261 -193002.59933
#> 727 -3.300592e+05 -519908.080 -331720.976 33652.08990 203147.72435
#> 728 7.831482e+05 1507384.487 498146.345 15105.38418 229470.26210
#> 729 -4.237192e+05 -3282805.207 -56601.518 21621.42756 252112.99320
#> 730 -4.355929e+05 786983.776 -1342.386 -17352.35226 -151537.03558
#> 731 1.108299e+06 3520164.433 493805.271 74622.61851 -82630.17028
#> 732 4.247901e+05 1614600.576 57499.247 33762.07312 112789.23402
#> 733 -9.646309e+04 838772.867 174019.648 31268.58922 -63554.87581
#> 734 -2.547290e+05 4578609.042 279942.382 14565.43075 -110338.98858
#> 735 8.663008e+05 3824460.112 134165.571 -3059.26437 132440.89862
#> 736 9.257867e+05 -1260519.971 326787.074 64029.29067 -20426.40181
#> 737 9.395206e+04 2770082.850 289086.389 36185.32500 240044.80903
#> 738 5.328408e+05 1222413.725 147279.743 -44885.21919 25355.06231
#> 739 -2.684565e+05 -353246.911 75612.212 -14956.85243 -151888.06760
#> 740 -1.395366e+05 -1787372.247 404282.855 -12401.91122 14064.13898
#> 741 -6.096872e+04 -1682984.510 6014.462 25287.94555 -45674.42860
#> 742 5.543391e+05 3300871.923 370983.600 30220.57936 247950.85794
#> 743 2.400880e+05 490575.804 -199461.850 -16458.07255 215056.25445
#> 744 -6.867285e+05 -123774.980 383265.652 31915.16223 76304.85527
#> 745 3.962153e+04 1240438.923 -233609.728 41244.74604 37432.26739
#> 746 2.932754e+05 -2633046.275 61025.322 49457.50620 125556.37550
#> 747 -5.579963e+04 -709800.958 -107459.043 89423.36756 149202.69596
#> 748 4.377028e+05 -2095047.378 99393.508 52613.58784 68140.68540
#> 749 5.334276e+05 283570.455 72694.525 66373.96369 140840.34803
#> 750 2.966102e+05 -1616251.357 -100569.810 16083.72679 -71297.81694
#> 751 -4.864887e+05 -1087218.377 324814.608 13463.98195 -178921.23603
#> 752 2.515418e+06 4891092.669 831649.160 23807.02311 110466.83232
#> 753 -7.393618e+05 814129.966 -173287.740 17073.88609 -231900.82023
#> 754 -5.949794e+05 1744770.114 306080.782 65293.11223 291620.72939
#> 755 2.955986e+05 3478472.446 -92613.575 15704.44119 94991.74759
#> 756 2.533434e+06 5569511.591 346518.052 107167.63656 -28557.87574
#> 757 4.310485e+05 -1349715.780 153236.154 -78944.98219 -75892.58221
#> 758 4.652758e+05 3124434.587 912478.840 -12105.99661 -231135.48082
#> 759 4.117583e+04 2538463.844 240153.055 -6137.34521 -39818.35862
#> 760 1.932037e+06 2131721.157 13291.683 7682.98308 421621.76839
#> 761 1.312552e+06 3262076.708 -190422.021 15653.15713 36765.86025
#> 762 2.790292e+05 1325962.604 -248321.306 -4014.15104 128176.40905
#> 763 -2.032190e+05 537212.988 119094.326 -8279.20888 225398.28390
#> 764 5.480281e+05 2917904.327 155170.365 31945.79202 105265.95404
#> 765 7.006958e+05 3552941.117 -4047.149 46883.55494 -129938.19609
#> 766 5.384866e+05 -110634.353 -24135.679 -12967.74081 226517.01588
#> 767 3.870469e+05 860181.666 529049.428 -24033.80668 221426.79625
#> 768 1.283916e+06 2900829.744 676835.759 12827.99358 185291.27411
#> 769 1.229362e+05 1193260.341 -70353.435 -63015.72524 -93287.10216
#> 770 6.826548e+05 2460900.300 473723.130 34739.22800 168391.40808
#> 771 -6.856328e+03 717765.071 -247961.105 6053.93526 13429.82424
#> 772 6.286204e+05 1613684.873 841119.850 61154.63126 -6354.84506
#> 773 2.476546e+04 3042857.949 220457.180 67129.00829 142555.90833
#> 774 6.447208e+05 -1291865.598 181345.717 -32441.81564 129178.88385
#> 775 7.414684e+04 -547632.743 141481.208 28744.61164 81439.64670
#> 776 -1.286158e+05 5664890.803 13331.217 20242.58169 182757.27632
#> 777 4.134509e+05 2617738.520 573193.747 79025.34003 -81153.78137
#> 778 7.100145e+05 -220991.355 69092.996 57126.57498 34115.35140
#> 779 -6.151740e+05 169145.264 256992.151 26056.96708 168099.05832
#> 780 9.233906e+05 1324690.080 198343.942 30391.67920 -80484.67462
#> 781 5.475824e+05 -626563.396 -70871.915 -67765.08441 149816.77005
#> 782 2.341032e+06 7890093.335 374879.872 81495.47902 406332.34320
#> 783 3.344756e+05 -2342114.947 254360.370 -20156.12484 62586.12756
#> 784 2.766003e+05 3547494.086 6946.330 48618.41878 -93858.57069
#> 785 6.820376e+05 497216.203 -127424.241 -34093.82575 -62066.73266
#> 786 -3.839475e+05 -813442.313 547350.609 118677.92070 -18891.46323
#> 787 2.102142e+05 1407929.101 323405.064 -53815.96626 218217.97534
#> 788 -9.377247e+05 -1480238.610 -132929.589 92604.49565 145769.40691
#> 789 -3.232528e+05 1091251.126 -47203.644 25892.17980 176430.37287
#> 790 -4.642229e+04 2413520.359 -103527.693 12359.47809 207105.18159
#> 791 -4.317498e+05 3216018.258 244739.671 -36829.92820 209733.13023
#> 792 1.945572e+05 7982653.026 -277332.672 -53524.51011 74576.39932
#> 793 2.570929e+06 7071476.924 176043.076 23036.94400 251006.38139
#> 794 5.174654e+04 475550.106 35170.371 94223.74196 97781.20900
#> 795 7.983065e+05 2930426.923 19121.036 52164.79677 -320569.49809
#> 796 1.006802e+06 2572321.117 127668.415 58113.16369 199685.48916
#> 797 3.911874e+05 3169698.649 243736.050 -7063.33478 83027.08253
#> 798 4.426545e+06 4305693.839 530147.118 7715.46901 -12151.33386
#> 799 -7.302327e+04 -49822.049 -68524.366 7274.74090 45595.88534
#> 800 1.245505e+06 3849080.455 424790.229 40150.70443 162241.40063
#> 801 -2.075154e+05 1388860.521 40733.098 44681.82757 -48658.37449
#> 802 9.700360e+05 2737012.601 243110.127 103877.47095 -45129.54828
#> 803 3.673748e+05 3269291.781 -50495.037 -46797.70800 -222072.71539
#> 804 1.022309e+06 5097902.674 422132.445 -37094.74297 42941.76227
#> 805 5.630514e+05 3318184.939 666764.511 149233.55406 270735.57532
#> 806 -3.709131e+05 3681894.007 364276.535 -26355.44032 217863.91277
#> 807 -3.610099e+05 351463.424 210668.833 21677.84049 -138130.87280
#> 808 -3.525011e+05 846882.060 21090.774 55622.24570 -94246.19666
#> 809 4.505878e+05 3323116.803 378092.795 -78315.50750 134600.94088
#> 810 6.236195e+05 423602.480 23059.583 175951.99787 152641.33584
#> 811 9.905529e+05 2657324.567 495948.007 23601.25273 799668.09654
#> 812 7.751930e+05 -383873.554 437773.877 43865.15699 -125443.79547
#> 813 1.605178e+06 4957822.670 621241.043 82579.84245 249854.32527
#> 814 4.736643e+05 1312435.854 -193145.707 -10911.10648 -43454.52213
#> 815 -1.757372e+05 771824.542 1392919.608 39919.45337 60136.02912
#> 816 1.121810e+05 3230671.884 -156832.186 45783.58535 83756.57854
#> 817 -3.625882e+05 -24368.752 391148.546 -76997.05625 -91063.51323
#> 818 5.625767e+05 -2084230.774 249502.239 -62828.01811 213919.65381
#> 819 2.946900e+05 2982536.903 234477.953 112853.28886 256842.61477
#> 820 5.284185e+05 -1133928.500 152990.424 104631.74017 119059.77086
#> 821 5.373437e+05 2928131.913 441304.233 110884.53298 180016.80562
#> 822 3.976263e+06 3683551.016 653329.975 95856.17011 976105.28446
#> 823 1.411134e+06 8441258.817 445552.291 18598.06425 293967.47077
#> 824 1.842118e+06 2504353.450 148415.332 101170.19167 -278693.79915
#> 825 1.014273e+06 4953987.466 274494.598 258775.24116 402317.80253
#> 826 -1.535661e+04 908600.902 -103250.126 53645.53393 172767.67388
#> 827 -1.971846e+05 -374093.836 103523.328 81695.20640 220979.16150
#> 828 7.031137e+05 793517.055 1031237.268 153106.06007 132692.27029
#> 829 1.624247e+06 1638918.073 211226.966 35357.40864 236048.55534
#> 830 2.492699e+06 7496790.684 806862.864 278995.98451 695584.19554
#> 831 6.011531e+05 3547143.744 898002.062 79717.50219 568607.90751
#> 832 1.425578e+06 14127084.860 773218.847 286846.98416 598724.94378
#> 833 4.107640e+06 6145444.448 516280.344 267929.81880 688435.38731
#> 834 1.976090e+06 5936911.207 398300.249 386772.85334 1349852.94247
#> FINANCIAL.OUTCOME GROSS.PROFIT NET.PROFIT
#> 1 -20599.95870 47924.22026 -46306.1211
#> 2 6647.97668 133575.32023 -66510.5106
#> 3 -11775.34788 144967.37703 102060.5725
#> 4 -34657.07797 -221447.58824 -121115.3596
#> 5 14772.33026 29750.15874 34940.6349
#> 6 49884.20686 102062.41410 -49758.4465
#> 7 -53784.38709 -109696.80346 -236033.5009
#> 8 46082.09046 19.91902 235655.2018
#> 9 31756.78539 11161.64386 32390.6104
#> 10 -18457.23754 46101.12547 -34949.9198
#> 11 -22176.64848 17703.25273 -4430.2827
#> 12 16070.62620 97578.54967 4016.4810
#> 13 19451.10526 -14586.04715 -17486.3612
#> 14 -17371.96287 -118896.36614 -15994.4169
#> 15 -4955.41702 173770.29820 -139917.9365
#> 16 54070.10624 157840.90111 -64986.2496
#> 17 17758.66059 103524.17142 -34162.0242
#> 18 9835.89204 -118350.02601 17591.1200
#> 19 9982.95178 126598.12524 -12445.7383
#> 20 -107700.53574 40350.20614 -27434.3221
#> 21 -61647.40667 -9265.84768 38167.0575
#> 22 1162.73141 69545.56760 8111.7538
#> 23 -77750.21310 -222496.95931 -211178.2612
#> 24 -9598.89239 -104230.00462 -126.1234
#> 25 -8511.25859 128479.94725 -16635.5905
#> 26 58134.98794 -93777.40435 30564.8103
#> 27 32699.85137 -73626.48237 -154753.6857
#> 28 27326.11680 132056.59177 -11792.0613
#> 29 25039.93057 38047.19080 126533.5771
#> 30 70577.00907 -42749.79960 -52332.0174
#> 31 41103.40119 -96510.36993 69767.8736
#> 32 26014.41074 -91155.54078 -61468.6923
#> 33 -7522.88650 -125231.76888 -31243.1229
#> 34 31225.42989 -248036.57301 36319.0184
#> 35 -49930.99355 -56792.16250 56763.2601
#> 36 35037.75221 -47411.08953 41952.0482
#> 37 20078.76272 -14739.71055 -72514.3670
#> 38 4332.52608 -40756.83384 -14038.6424
#> 39 45712.28589 -64239.28407 -128555.0555
#> 40 -2338.42240 95751.23685 16884.3539
#> 41 8760.23002 65189.61762 92229.3946
#> 42 39196.06266 33309.73399 -68395.5012
#> 43 -46198.99554 -102276.23117 -10417.8955
#> 44 -34517.70942 -93546.70149 77327.7860
#> 45 -29060.65192 15206.56456 -34625.0190
#> 46 -44256.93139 -144818.33809 160495.7378
#> 47 -65577.07640 32929.20794 -44164.1033
#> 48 -14676.85990 279132.75138 -115226.6319
#> 49 -43681.39267 233378.45015 154940.1249
#> 50 -65111.03386 -79500.44293 50455.7868
#> 51 -40474.93180 -123795.61308 -69542.3013
#> 52 -9080.04514 -71391.55897 -70399.2788
#> 53 -62203.59491 46015.28695 -66363.2000
#> 54 -22727.12716 -113325.24820 -29737.6783
#> 55 44562.71454 -44730.98775 -12363.7270
#> 56 37642.10655 183222.70567 6528.5180
#> 57 40850.35099 144661.37241 11864.0845
#> 58 55354.03957 159324.39739 -5665.4963
#> 59 40046.91561 -110157.50142 -109060.7003
#> 60 22835.74864 -40672.03629 -30377.4690
#> 61 17666.57017 96322.74510 -26207.3477
#> 62 36475.61933 10460.03368 6470.4261
#> 63 36420.72351 -19455.05130 9855.8887
#> 64 -56546.84636 -121002.70550 108290.7751
#> 65 33845.03291 119228.90707 -121597.1008
#> 66 -38247.77860 -56906.30542 33369.9544
#> 67 39225.51419 122958.12393 -86271.0323
#> 68 -111596.50618 -86661.44999 103337.6204
#> 69 7211.98600 35585.95579 209835.0316
#> 70 -34128.86686 -64010.81120 -15763.8138
#> 71 -46514.75130 -38459.57627 -283310.3105
#> 72 -48865.24017 -18435.70619 -90131.2529
#> 73 -38.41385 46386.73729 -149493.4033
#> 74 -30943.13908 -102739.10064 -139225.6885
#> 75 -7983.91037 -47914.63565 -90361.9983
#> 76 8826.67681 141429.36273 -54329.6894
#> 77 902.06499 58319.58937 -52519.7066
#> 78 108507.23208 127920.98242 -70035.5453
#> 79 52362.06271 -42692.95541 -204311.6412
#> 80 4134.35003 -31625.49640 109347.9678
#> 81 53148.08623 -1582.26236 -145206.2220
#> 82 -37583.80790 -6508.32291 -141491.7939
#> 83 -46871.03450 59612.98893 -64396.4033
#> 84 724.22916 -141926.49707 -14451.5505
#> 85 25459.31524 240284.34556 -26851.2762
#> 86 39734.54496 188988.05418 -10920.4890
#> 87 -24186.08800 301251.30055 -14876.3505
#> 88 36346.40490 -41151.54514 15277.4311
#> 89 128781.59087 281864.37482 -83411.8418
#> 90 -60738.01293 91721.45222 -21447.0738
#> 91 -5269.58781 -10050.23880 -31420.9667
#> 92 18754.39123 60138.07806 12090.9512
#> 93 6570.08999 -904.75316 -2644.1550
#> 94 -7889.28383 -54475.81255 -142360.9625
#> 95 46141.33091 -35445.87855 89844.4921
#> 96 -43562.36055 34091.36405 89169.5047
#> 97 35471.44921 1592.85850 119165.5821
#> 98 -72722.91118 57191.26297 -138574.5526
#> 99 -85074.67758 -9881.83720 234473.5778
#> 100 17463.28554 -6094.43977 34372.7216
#> 101 27997.62431 50731.00648 -87804.0648
#> 102 -56921.76817 -32872.62828 -40486.1278
#> 103 -37802.81711 -82105.57998 -56965.7052
#> 104 -1865.98893 32494.78987 -66824.1193
#> 105 6582.77760 -8407.31307 -90561.0099
#> 106 -20259.23122 -134120.96000 -42570.0158
#> 107 100902.62407 55456.72763 66951.4539
#> 108 -62058.58234 102480.87703 -16977.3688
#> 109 1004.41050 -49175.70083 61510.7585
#> 110 -1832.28378 -180996.60810 57643.0203
#> 111 -36921.68861 104484.42568 -5041.1574
#> 112 24401.24655 -96786.74364 -28073.1247
#> 113 40735.66067 -189599.90770 -90306.8363
#> 114 7071.80733 58882.91362 9351.8187
#> 115 -29465.71295 12726.81444 -115142.9064
#> 116 -48554.76488 -70399.43569 -58350.1299
#> 117 -44375.58918 -162440.71626 10506.3482
#> 118 -63364.48183 -34458.46984 -163976.0862
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#> 485 -4112.44323 69319.73602 186330.5993
#> 486 -13765.34320 139459.73515 -423.1749
#> 487 -41916.85998 -26226.40787 125055.4624
#> 488 -30974.34058 -67538.30139 22637.8129
#> 489 -66399.39741 6890.24953 -14085.5833
#> 490 29174.22547 -73549.58746 75975.3561
#> 491 63292.87480 169437.77159 -121301.6871
#> 492 -24677.66644 -113640.90110 -69961.2423
#> 493 2114.52029 -89626.04795 -70694.4833
#> 494 37047.48592 -86227.66452 15209.6477
#> 495 -47808.74258 39784.58845 -6620.3819
#> 496 -63165.13397 -152902.52665 -69403.0491
#> 497 18265.55117 224221.14887 26527.6201
#> 498 -60204.61608 -48028.39528 -116812.9887
#> 499 -31313.95587 13095.38444 -22748.4253
#> 500 27758.70348 125917.33526 -72810.0977
#> 501 -16409.25631 19977.01352 48553.2780
#> 502 25944.90105 -39808.21516 -150688.8282
#> 503 3504.94500 -25423.43937 -54985.2180
#> 504 -31161.09211 -166610.86607 -99108.0102
#> 505 37034.12488 -66033.08619 -35313.0791
#> 506 -17023.53147 21119.86274 123616.5674
#> 507 -28313.46253 83430.48790 -150233.4462
#> 508 -7155.01302 -11593.37605 148460.0585
#> 509 -36013.86306 17325.82621 117560.0593
#> 510 -1585.45512 -72973.96487 146971.9258
#> 511 -9487.43322 -71673.63047 -161110.2907
#> 512 -77306.06563 150132.05496 1924.2816
#> 513 -2995.83278 -140546.45540 40461.5814
#> 514 13628.45018 13764.95298 53328.4118
#> 515 34915.96553 -45048.10494 -59900.8060
#> 516 3227.97911 232599.40067 37860.8115
#> 517 -51993.13023 78210.99479 -88598.6845
#> 518 -67810.47419 210795.14324 80481.6825
#> 519 25783.60779 186847.51475 -127636.1181
#> 520 -56679.84454 96278.46652 -183624.0529
#> 521 9086.46621 -170356.18700 -195161.2441
#> 522 -103430.48923 1595.57182 -114546.8104
#> 523 -7042.21116 -106621.78960 93845.5231
#> 524 -61461.89464 53045.26363 39044.2834
#> 525 13382.69280 125532.40274 132456.7555
#> 526 11520.87188 -124041.66367 34946.2552
#> 527 1262.58636 1516.90632 161139.5585
#> 528 44992.84694 33482.14847 -23344.2457
#> 529 -37764.25151 119663.61566 -43770.3791
#> 530 22914.18081 59124.17478 7066.6493
#> 531 -34288.25752 64257.12792 8357.1596
#> 532 14997.10850 52956.62130 9006.0564
#> 533 2766.69376 -54728.41205 -97942.5883
#> 534 42120.64260 25213.88699 114949.7062
#> 535 -76504.22198 -11270.61096 -15308.8108
#> 536 -8073.78690 -43763.77319 -14495.9916
#> 537 -84594.30346 129192.19613 62133.0509
#> 538 -25910.68666 -169013.37459 4288.8902
#> 539 -61634.14757 57526.61711 -12445.3795
#> 540 -9945.88058 236290.89601 -192522.1212
#> 541 11646.38241 -93165.02955 -78688.2068
#> 542 -63197.84656 -116953.38049 58340.6170
#> 543 -54743.92146 103630.78315 -152796.2416
#> 544 20438.96390 129199.10548 88303.5957
#> 545 -42216.81146 -231813.87466 -84186.2677
#> 546 -106805.42095 -124510.24672 -273751.3774
#> 547 -59818.74047 16095.87465 -196243.1717
#> 548 25537.95086 -222086.67569 -79497.8799
#> 549 -21829.62793 122091.57423 -33934.4770
#> 550 12702.15790 72643.67567 -29559.6459
#> 551 -10820.95010 -109147.35433 -13188.3306
#> 552 -64026.47426 212687.86220 -19639.0335
#> 553 -60027.14975 -10581.44481 -56645.4171
#> 554 55569.24206 -171626.88243 31629.8033
#> 555 6889.76977 141688.04832 32166.1127
#> 556 -7648.71409 -102289.29904 118416.6945
#> 557 -50427.11213 24108.12377 21804.6786
#> 558 -11776.10787 59632.73369 34419.3628
#> 559 73578.30643 -10991.26868 -34853.2499
#> 560 -28699.44121 -98636.84722 -69145.2934
#> 561 86401.50642 35368.70639 795.5283
#> 562 -22882.49432 -195224.53420 95438.1231
#> 563 -38567.65270 139287.40076 49605.2064
#> 564 -12257.86158 25850.48460 -157200.2208
#> 565 53050.51190 66165.79527 -64112.3116
#> 566 -16656.61085 8219.07390 47860.5792
#> 567 14816.46180 79875.08849 63888.5909
#> 568 255.90832 40342.80029 -41516.9707
#> 569 -58163.24491 81227.77765 -11049.3511
#> 570 -55542.83200 172026.38046 -111593.2074
#> 571 -16442.86021 -243439.93144 24332.2791
#> 572 -13029.64079 36927.71057 58685.8973
#> 573 -32194.02063 75088.64078 -25005.1010
#> 574 22918.59761 158616.08155 75572.8555
#> 575 21746.41500 89129.12791 80266.2469
#> 576 -12179.70247 -1112.24262 34533.1403
#> 577 -51943.15588 -167243.61368 -102566.2946
#> 578 3162.35159 59546.93491 156291.9602
#> 579 -21290.50101 -98476.86702 -141915.2881
#> 580 -16742.56990 101442.75691 34483.8032
#> 581 51215.55416 -131781.32269 -162973.0325
#> 582 20406.03260 260585.87435 22691.5719
#> 583 -6872.60189 -120222.07069 8084.9811
#> 584 7857.19089 5029.13815 109580.2862
#> 585 -23392.99907 -97802.32096 -75831.3415
#> 586 -7267.66857 -90245.89689 -136272.3805
#> 587 -4955.14329 -212653.32901 136157.0742
#> 588 98047.22845 1558.35791 69490.7325
#> 589 18118.20209 -7439.41335 34751.2672
#> 590 -10713.24932 -87515.28857 -28874.0506
#> 591 -12847.07772 -150488.37764 -47439.5582
#> 592 -2127.20047 180476.70048 -71929.8287
#> 593 16191.45489 -13606.95957 227079.1493
#> 594 -48389.51621 37542.57260 -46866.9054
#> 595 -20931.65340 -122096.94821 -12399.0522
#> 596 -30773.24821 -190379.63810 30488.8065
#> 597 -14611.64427 1404.67286 -151556.0436
#> 598 26986.58794 142362.78061 103682.5324
#> 599 8395.14762 122195.76699 -110316.4287
#> 600 -85021.64957 -105312.09583 -115641.3793
#> 601 7118.86187 120416.26734 -111758.9236
#> 602 4993.39038 -69172.50635 103524.8116
#> 603 39347.83887 85439.43522 55266.9634
#> 604 33339.68868 99929.56294 23074.0857
#> 605 -25435.12080 -152693.33812 49106.2032
#> 606 36472.26606 -225656.78452 32147.7352
#> 607 -22117.49092 -36882.40272 -22696.4232
#> 608 48105.63941 111135.71964 170084.1330
#> 609 -14948.56107 45355.36146 -36794.1476
#> 610 41066.90671 -156821.15812 62232.5505
#> 611 23697.25473 -113940.96014 -33625.8462
#> 612 25573.86864 99360.29051 -94127.0686
#> 613 66829.81820 -40931.08768 36284.7927
#> 614 -47003.02477 166382.62226 5778.9305
#> 615 31342.15938 -13766.15723 63944.5911
#> 616 -80142.03941 -253401.86015 76713.5523
#> 617 24003.96947 -80059.78321 -81947.0379
#> 618 25566.27515 84588.01431 129108.7036
#> 619 -38160.67073 79223.32908 -19109.7220
#> 620 55931.38811 59987.18306 -17967.3266
#> 621 -39531.15341 26470.12366 5337.5440
#> 622 -9773.87248 17293.51215 21137.8743
#> 623 -68695.49060 -35374.33086 125382.5152
#> 624 -47985.97840 -124566.69134 -14473.9783
#> 625 -15458.16096 -54312.74362 47753.7083
#> 626 32803.39758 122391.88799 -42842.1072
#> 627 -28971.17421 77895.25170 139169.4808
#> 628 -49414.51318 147736.89357 76206.2567
#> 629 40893.84179 -217940.36193 -93413.5539
#> 630 -85834.51590 5371.45949 65315.5456
#> 631 12198.22498 206057.20389 -15091.2398
#> 632 25978.58917 253612.32916 17705.3324
#> 633 15817.72778 -70261.47251 -18336.5895
#> 634 -29906.27851 -38615.39543 -33775.2624
#> 635 53714.03199 254846.48971 -145104.0347
#> 636 -27754.36386 53971.59011 27141.0933
#> 637 6386.25420 -18079.41852 53537.5008
#> 638 13835.72422 -44647.21894 82287.8867
#> 639 -55765.23227 157512.35988 95093.3022
#> 640 -10135.39187 -93035.38545 -43770.0779
#> 641 -49426.74785 176386.39089 159168.3787
#> 642 44691.49317 -127813.24729 62145.6797
#> 643 38663.84093 39888.89543 -13181.4792
#> 644 -26122.80489 137676.43941 -8060.6224
#> 645 -5845.91907 -14098.55441 -104465.4524
#> 646 29836.20993 -174634.84892 59409.0640
#> 647 62497.56138 -81547.89583 -22957.2198
#> 648 46216.34156 68854.86247 -45271.0614
#> 649 41420.91565 53720.57553 -21238.4680
#> 650 27534.32213 -48669.92962 -62195.4158
#> 651 38641.80180 -75261.59510 -46851.7287
#> 652 -32305.35666 -172163.51392 34788.7297
#> 653 6606.20415 -64756.41049 95565.1333
#> 654 -23205.51492 -82917.65320 31503.9323
#> 655 6293.21364 96002.22938 -86922.0104
#> 656 -37735.71364 19149.25180 -69636.8349
#> 657 -18727.44533 -111585.97858 49638.8237
#> 658 -55288.23060 11975.78610 -33827.5537
#> 659 57244.77477 -43473.77222 45482.7289
#> 660 -7276.42337 -19926.08927 -160529.5626
#> 661 30768.77475 -196534.61674 -19676.0346
#> 662 -24863.56107 -145484.21194 -6370.2045
#> 663 -29125.76080 229838.41502 145009.1888
#> 664 4985.30261 51286.35052 -30145.0180
#> 665 197.98740 88506.99514 74448.5486
#> 666 -5881.84523 31934.48228 80354.3963
#> 667 -8167.60455 36441.52830 -71019.4841
#> 668 -178369.89183 -159411.00575 -35064.4870
#> 669 -101092.67646 79407.99100 59194.9710
#> 670 -3301.94366 -16457.88018 -80266.8248
#> 671 -104548.87487 -142284.32630 -53595.1670
#> 672 -58391.80655 -75405.23739 74430.9592
#> 673 3050.12603 148455.34232 84508.2612
#> 674 44056.07613 -159985.71551 70216.1594
#> 675 -36459.09955 212240.29161 -108647.3880
#> 676 -66538.20466 89828.56163 148586.8088
#> 677 -52056.76430 -111147.33482 89523.2051
#> 678 -10333.70022 5202.99229 79208.0410
#> 679 -90121.66013 -5912.37116 -228325.1605
#> 680 -85265.12704 109342.89602 -93632.3732
#> 681 -1320.53383 83924.22541 15111.8035
#> 682 3780.86562 -27148.95513 -97611.0505
#> 683 38729.42592 293068.67739 -15865.0478
#> 684 31055.49222 -20078.50606 61655.6222
#> 685 39041.84188 -82417.08032 -94388.5383
#> 686 -8105.28220 131294.39932 126265.3349
#> 687 -56888.11839 -36579.66289 71012.8896
#> 688 13399.37752 -3917.62695 -137458.9432
#> 689 -54232.82483 146862.67383 14125.1317
#> 690 85798.12594 183283.03983 68002.4551
#> 691 -539.93693 -66573.79401 37323.3825
#> 692 16273.83592 -85578.68056 152277.2562
#> 693 3760.52036 -16995.90163 52977.5240
#> 694 -28882.55291 232855.12711 82816.9320
#> 695 32184.42070 -71257.15244 178949.2024
#> 696 30388.50127 61234.61306 -16846.7917
#> 697 -89925.24793 77465.06847 43245.6584
#> 698 21575.43690 127792.61300 48073.3733
#> 699 51177.71972 -21505.02413 -88415.8083
#> 700 -14170.74372 -184111.56265 53531.9682
#> 701 -43489.53645 -23065.83956 -99736.7352
#> 702 -15850.46268 -29341.04237 -158907.8247
#> 703 33446.49491 -43876.78730 4038.6981
#> 704 6141.73969 101535.16960 20444.3444
#> 705 -29140.03280 -66706.07064 183276.7869
#> 706 -13641.73159 161777.88025 111733.4886
#> 707 11867.53292 200829.58336 132371.6496
#> 708 -1404.68284 109870.70596 86354.6182
#> 709 -20315.70881 174850.16430 48742.7036
#> 710 -81546.38590 317921.87661 175092.3166
#> 711 -76768.10480 -174686.85707 3894.8312
#> 712 58446.47455 154221.88457 106403.7654
#> 713 -22308.08934 -109934.14269 -71340.6427
#> 714 -65782.76743 22904.69116 -49878.6016
#> 715 8231.97033 -118960.89759 122590.6186
#> 716 3919.19889 -17216.61838 181367.2545
#> 717 -37111.41307 -127211.99847 92963.0192
#> 718 -124686.36297 649017.81842 392006.4841
#> 719 -42308.31383 -116962.18121 88222.8303
#> 720 -65325.48396 9755.98970 -48145.1350
#> 721 44741.12556 -53584.08361 36283.4502
#> 722 -8941.61838 246783.79243 4636.9638
#> 723 -61827.25562 -24864.26044 120773.4430
#> 724 -35875.96098 -187835.92551 -1689.4418
#> 725 27561.63418 221071.03256 132263.7825
#> 726 -86204.69921 -100131.93215 -50203.1053
#> 727 -17659.48392 -89503.56915 -15297.6522
#> 728 -80005.33402 -15168.65157 -57371.9823
#> 729 -10010.87036 -69075.45768 -73232.8590
#> 730 -58361.62811 -76972.20808 -182191.0130
#> 731 -53885.74896 -175294.46611 -30038.5962
#> 732 -57850.97554 -57662.25291 42646.9410
#> 733 94869.33149 125409.56241 19463.5841
#> 734 -137628.41508 165431.34897 24145.2534
#> 735 6184.03343 -112190.21336 -66345.0970
#> 736 -82741.43476 -145505.12961 95640.1739
#> 737 -58534.70888 86656.08087 87077.0447
#> 738 12695.76660 313306.50023 110594.6266
#> 739 -32432.75326 121829.09036 -11767.7475
#> 740 33050.54025 83348.44211 161063.1352
#> 741 26229.74031 134526.34603 41453.8233
#> 742 65629.50635 246041.31355 30821.8331
#> 743 -16143.32077 -13589.97075 -156971.6712
#> 744 19846.53259 -173954.69858 -141168.7796
#> 745 -24770.13999 74811.79874 -43201.5906
#> 746 -57097.98906 -77511.09266 -17673.9075
#> 747 -45925.28342 273531.21902 170507.0287
#> 748 -68988.96737 126827.24119 115431.5434
#> 749 18930.12467 -52588.65094 16556.8582
#> 750 -54472.36800 -254204.07756 -157168.7233
#> 751 -16006.63795 -78188.03968 126864.4796
#> 752 20100.70108 233656.87218 239910.9347
#> 753 -39788.51407 -121893.46923 -108249.6304
#> 754 -57751.68017 51768.00373 68291.7203
#> 755 -43377.69732 -53238.35074 103674.1128
#> 756 -187698.20891 231483.01962 182992.5206
#> 757 89465.26291 128697.40392 -72683.4667
#> 758 58861.06520 145823.88464 -98483.3294
#> 759 6290.73426 60486.03772 165527.1987
#> 760 -77819.43116 -26241.18431 72309.3421
#> 761 -78188.51285 -51323.81846 249111.3291
#> 762 -51323.52367 -52428.14644 -40512.0406
#> 763 13550.88788 -3327.10617 1179.0359
#> 764 33514.27879 -123484.94616 -136634.3847
#> 765 -26581.63862 -153178.48261 -29523.0455
#> 766 53036.21920 242865.92008 67812.5885
#> 767 -10601.07710 17593.94221 211216.6643
#> 768 -117177.49863 158118.22841 58071.2620
#> 769 -20460.55946 -21644.67569 21556.8195
#> 770 -48869.08195 131476.88522 -559.1856
#> 771 2468.50084 9056.29238 132489.4906
#> 772 -17764.10740 173753.38695 20856.4801
#> 773 -22420.44213 199667.64950 112248.7874
#> 774 -40461.65481 180749.48110 69605.5132
#> 775 -42645.19601 -148665.79283 77696.3089
#> 776 40706.84969 361102.07892 257292.1083
#> 777 -49281.94305 93546.64310 88283.1961
#> 778 -25362.42848 126692.37565 -16428.8865
#> 779 31600.15104 143328.50187 73921.0325
#> 780 3712.80253 -10486.38719 -48619.7044
#> 781 13457.06353 209016.78382 32405.4784
#> 782 -185772.50564 189817.76066 196206.1153
#> 783 -35757.69311 -164840.97730 -7299.4960
#> 784 -41345.06374 238126.94174 34393.2476
#> 785 -83331.36054 -12509.67509 -24015.4045
#> 786 27192.13209 -5961.50495 77686.7391
#> 787 45856.29099 178436.87870 175120.5048
#> 788 -30024.97946 -105269.93407 131206.2543
#> 789 53301.63686 41078.24311 47374.8133
#> 790 -52602.85065 -58570.49160 -19588.7179
#> 791 -72661.49552 -21985.68557 -171072.1925
#> 792 30759.47553 116050.42149 55313.1087
#> 793 22180.33205 275550.97570 91466.7925
#> 794 -42704.38613 -6116.25497 258245.4706
#> 795 -36769.20975 150054.26153 -143736.2242
#> 796 -4739.90768 235566.18649 153297.4336
#> 797 126777.77962 43597.02162 187234.8000
#> 798 -193241.10493 67480.01953 172679.1404
#> 799 -75910.34005 84747.14925 -29252.4988
#> 800 115079.22025 251529.18777 94362.0693
#> 801 -7478.70649 178481.46810 -3087.0306
#> 802 -30179.04565 123654.91116 121194.4622
#> 803 46153.35432 297.39323 20254.4837
#> 804 -74074.14320 285208.66325 300149.5085
#> 805 -43230.18874 -127793.24876 25749.4689
#> 806 -60740.88233 141114.14636 67223.9432
#> 807 8406.61893 81577.38140 34590.3910
#> 808 -38641.86521 -171149.53123 -68440.8364
#> 809 19575.58072 205439.49020 1954.8060
#> 810 -88904.05139 97344.47170 71014.4048
#> 811 124970.69177 905632.76520 582726.3820
#> 812 11080.19124 -23064.04494 4963.8021
#> 813 -55363.94791 102249.58422 152056.2246
#> 814 -5876.20780 172714.73489 -50870.5665
#> 815 17584.33750 82002.66983 68010.5965
#> 816 3395.90025 167866.21935 -8047.7818
#> 817 -46424.05548 93481.33916 -60750.9569
#> 818 -46969.26298 -261596.69717 20274.4982
#> 819 -33483.19757 205536.15799 67956.3238
#> 820 -46116.23273 129214.47704 -134258.1549
#> 821 -93293.25380 235119.62957 145636.1283
#> 822 -13364.63293 498981.22646 278011.6638
#> 823 12610.59370 382844.71940 127848.9857
#> 824 -25472.62451 -410736.11021 -347108.7300
#> 825 -9847.53727 596353.16790 296930.8317
#> 826 -76803.51237 257975.91745 34894.6243
#> 827 -118192.21798 -81628.06603 -94037.0290
#> 828 23252.33027 251999.65688 176278.3658
#> 829 -36295.66936 270576.95298 173097.9163
#> 830 -472600.65050 605269.26393 509081.3355
#> 831 -2757.38938 383611.35049 -65710.8661
#> 832 -271057.07228 205014.92785 223137.7236
#> 833 -324203.65770 237415.38031 298016.1947
#> 834 20719.23495 1375550.38064 947590.4425
#>
#> $method
#> [1] "addNoise: additive"
#>
#> $noise
#> [1] 150
#>
#> $p
#> [1] NA
#>
#> $delta
#> [1] NA
#>
#> attr(,"class")
#> [1] "addNoise"
# }
data(testdata)
# \donttest{
# donttest because Examples with CPU time > 2.5 times elapsed time
testdata[, c('expend','income','savings')] <-
addNoise(testdata[,c('expend','income','savings')])$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)
# }