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
#> 283 17286 14018 -23788 11564 10000
#> 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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#> 348 22388 140011 22594 68040 17035
#> 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
#> 354 23771 79492 5255 10109 1000
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#> 420 34347 27100 100 37916 10000
#> 421 34610 19315 3778 630 500
#> 422 34651 39635 -709 23035 19000
#> 423 35237 128641 77131 39950 20000
#> 424 35438 178496 19109 13183 4000
#> 425 35649 199488 30056 106754 500
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#> 427 35960 74164 547 29631 15000
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#> 429 36159 4574 577 22238 15000
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#> 439 38387 587341 1188 450722 10000
#> 440 39008 81457 4638 77128 50000
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#> 470 43713 154473 9398 14816 4000
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#> 474 44491 163593 11120 19418 10800
#> 475 44679 127388 37551 100418 72000
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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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#> 819 733278.332 705918.425 -23315.40184 152273.7125 322259.9125
#> 820 523105.247 206778.696 92583.97827 -246757.8710 -2603.3953
#> 821 2061438.283 1369134.656 96973.62802 267264.5825 638863.8762
#> 822 1525816.020 4818807.348 362897.68277 1511342.4551 535974.9455
#> 823 1623808.493 1837349.241 167017.57450 2366764.3197 567058.2285
#> 824 1019382.717 1577240.462 10918.56741 689332.4093 1275823.9743
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#> 826 981246.753 787164.516 14930.95458 1831419.2722 40811.8150
#> 827 1780791.012 -107614.907 158419.78869 752087.8600 59021.0190
#> 828 1562449.997 510087.862 40083.87650 1798194.9766 184021.4982
#> 829 644515.112 1844633.328 97182.93454 1569286.8873 715905.7893
#> 830 1776125.688 5157328.854 106724.97779 2410699.8119 289593.9164
#> 831 2312356.246 1177805.739 252883.49544 1573321.0135 269583.2542
#> 832 2539208.094 2593243.887 48611.56996 3371585.4547 1039284.7337
#> 833 2850804.434 3624849.326 36380.85078 2308682.3089 38253.6743
#> 834 4473012.154 931454.573 -22605.67554 3882854.6042 1082344.4633
#> SHORT.TERM.DEBT SALES LABOR.COSTS DEPRECIATION OPERATING.PROFIT
#> 1 530382.5150 1261234.786 -139793.9037 8.404207e+04 65118.3543
#> 2 735093.6833 -1256366.023 68015.8097 -6.657441e+03 -59170.8497
#> 3 711898.5968 405482.830 -181067.8357 6.232456e+03 251820.8757
#> 4 -264074.4403 1715307.178 220745.9122 1.748045e+04 -113157.6985
#> 5 -561314.7432 -1249097.504 132063.7201 -8.844370e+04 -22333.8398
#> 6 -379861.3939 4887039.868 -104966.9187 -4.594361e+04 21574.7631
#> 7 981416.1164 1612371.159 -252435.1074 2.172603e+03 31141.5553
#> 8 -1243403.8697 -270799.289 90058.3390 -3.095151e+04 -102486.2297
#> 9 763690.3930 2808993.026 215151.6393 7.887850e+03 110646.4274
#> 10 808552.6511 1429307.564 264364.8097 4.216462e+04 -96549.8706
#> 11 176093.1286 3334495.094 -59289.9832 8.980214e+03 -96526.6039
#> 12 -139269.1134 -3909971.823 262703.6914 3.091657e+04 113754.5445
#> 13 -427102.9220 -1422064.173 -27050.6229 6.720689e+04 3224.2710
#> 14 71225.2679 -871787.604 -52376.2234 9.159695e+03 -44123.8605
#> 15 1084037.8211 793881.134 -29657.6877 -1.591533e+04 -325215.6978
#> 16 654793.7331 1575888.731 42079.1989 5.954387e+04 172205.4047
#> 17 -93020.6462 -547626.183 156091.1171 2.758640e+03 -163533.4037
#> 18 573064.2479 1258736.762 -1933.5025 1.501139e+04 -152470.5458
#> 19 425722.6321 -507283.937 175168.6442 2.091830e+04 147516.9218
#> 20 588204.8567 3970.805 -315683.8868 2.923102e+04 -87684.2706
#> 21 208898.4773 622585.688 132704.5330 3.192100e+04 207803.1830
#> 22 -19899.9541 -670644.577 370332.2819 3.529267e+04 2664.4023
#> 23 612069.2435 -1875285.713 -47156.8249 -1.845224e+04 -26469.9649
#> 24 -904960.8781 -1039247.388 154321.0669 5.385899e+04 -23070.5481
#> 25 -122995.0642 1504328.613 116427.1767 5.331807e+04 168141.2275
#> 26 300837.5372 -1610188.901 -164991.1053 4.988906e+04 -53278.8335
#> 27 -617356.0192 -1087793.690 -59029.8271 -1.952619e+04 324139.3253
#> 28 496816.1922 115860.605 -228251.9362 -2.307741e+04 -130921.7113
#> 29 693443.7008 -459580.282 854088.9839 -3.461175e+04 -122832.0744
#> 30 147520.2989 1662217.437 -5882.2452 4.588763e+04 -45745.4114
#> 31 -972989.7431 431486.295 -12059.2850 -1.659564e+04 79287.3509
#> 32 -767969.9595 1537473.301 -111313.6088 -1.190551e+04 -49343.2031
#> 33 398423.7537 -1009109.590 -435065.4119 -2.741269e+04 127113.4223
#> 34 6670.5590 -285404.200 298199.7580 -6.221838e+04 -210312.8173
#> 35 1375625.8455 -144839.216 -173735.8552 -5.130552e+03 61644.9035
#> 36 206545.3947 1383540.303 -116142.2227 6.988755e+04 -66757.7436
#> 37 1350192.3420 2035028.451 -396930.9424 1.287578e+04 -154822.1589
#> 38 518239.9785 590901.031 -96794.5845 -3.733780e+04 86400.5930
#> 39 885527.6098 2235005.021 482520.1815 -9.087288e+02 51997.8811
#> 40 663124.8460 -113192.714 -41604.1266 -4.375384e+03 76784.8421
#> 41 -336868.0618 -842696.112 -140296.6969 5.240082e+03 -62568.1610
#> 42 -58047.6922 1673629.468 149403.5964 -5.113042e+04 209102.9584
#> 43 2950.5001 -565646.242 280413.5723 1.102500e+04 -136116.0754
#> 44 -81864.9545 -4058684.018 96973.9220 9.525597e+03 66735.1753
#> 45 381348.5161 2330815.312 -3647.7605 -2.238191e+04 -157705.9346
#> 46 -1392288.8755 -406389.881 125857.7241 9.504247e+03 -93139.6702
#> 47 -30774.4845 -489378.738 429394.2072 -1.758481e+04 -6190.2645
#> 48 15358.0954 -1559875.619 -4716.5630 -5.958136e+04 169383.5070
#> 49 706307.6481 1276329.632 181131.2035 9.233589e+03 -126669.5662
#> 50 379206.1361 -1245613.318 -89863.3681 4.085690e+04 -24335.3513
#> 51 302716.8619 3224345.430 27197.3366 1.769464e+04 92440.3380
#> 52 -59755.7704 3812517.748 54427.8432 -2.275079e+04 73669.7103
#> 53 -906.2904 -1040908.177 -142258.9116 3.836700e+04 -140802.2564
#> 54 307141.2809 1019976.935 372178.1459 5.547591e+04 15227.4652
#> 55 248367.6980 -1583000.890 -503095.0681 -3.979787e+04 130259.2131
#> 56 696961.0662 261663.832 312065.3466 -2.705562e+04 -151010.1568
#> 57 510386.8079 1184471.071 -46370.3807 -3.881334e+04 22843.7908
#> 58 283277.5850 -1265102.979 -93996.9934 2.004562e+04 -172441.6973
#> 59 314185.3235 -2663309.574 -67109.6825 4.249373e+04 -159237.3096
#> 60 -236316.0929 2079220.032 94636.8675 -8.153163e+04 -61319.0909
#> 61 -843483.2091 1663968.908 120218.1282 1.738900e+04 -121219.8107
#> 62 -338846.8244 225931.276 362487.0174 8.216985e+03 -365.1483
#> 63 44165.9281 -4565790.551 -55596.8453 -1.210929e+04 -166373.7603
#> 64 185959.3766 -2808926.593 -36952.5495 1.222503e+05 37050.8280
#> 65 570559.8502 1775982.902 -95206.3967 -5.598375e+04 -50618.4210
#> 66 497531.4194 781958.173 306324.0281 -5.874004e+04 120357.2194
#> 67 164610.1618 -2056661.088 147686.3701 1.648043e+02 124778.5276
#> 68 -261446.7039 -2757056.006 250132.9037 -3.432977e+04 98075.3316
#> 69 124554.5540 326931.028 145916.4630 1.276047e+04 72142.8159
#> 70 -253358.3166 -823946.507 107710.7262 -1.555661e+04 177441.7155
#> 71 273857.5869 20292.334 -179614.8100 -5.238837e+04 28101.2950
#> 72 -48952.8161 -943838.663 149212.1020 4.281414e+04 184484.4076
#> 73 667341.2638 -1203149.748 11606.3201 -1.585703e+04 47369.1451
#> 74 14455.3217 830540.511 176849.5473 4.809929e+03 29486.1504
#> 75 -1108502.1541 1894617.713 -369116.0109 -1.603940e+04 86974.2502
#> 76 523669.5801 -768415.395 158239.9504 -1.474725e+04 -70481.7140
#> 77 -552261.1249 -615893.135 -467629.2956 7.156195e+04 -219021.2589
#> 78 121272.5694 -1340099.378 170966.4644 -1.835887e+04 49132.8614
#> 79 -159878.0354 246859.519 187536.8622 -1.554048e+04 11858.4346
#> 80 1199349.8587 1625433.907 154952.6871 -9.409493e+04 -171754.2813
#> 81 284875.5300 288189.588 -89674.3048 -1.910072e+04 -83489.1769
#> 82 356562.4786 -570860.575 -280512.7815 -1.289962e+04 40017.6094
#> 83 -589478.4614 1498649.359 96340.4679 8.545976e+04 126131.5430
#> 84 135850.3564 -648984.929 13258.8828 -5.412084e+04 -130523.3410
#> 85 226775.0758 -2775285.857 358765.8132 1.313674e+04 -21611.9743
#> 86 490313.9678 818157.459 109559.9466 1.613558e+04 -5719.5684
#> 87 -280761.1644 -926252.681 320174.9346 -1.728193e+04 33243.0762
#> 88 153423.5589 -1655710.246 -63099.8017 3.321294e+04 -119247.6565
#> 89 -625531.7667 -120553.855 198824.1799 3.111249e+04 178877.3020
#> 90 -562785.0934 1807930.916 84378.1114 4.385310e+04 2255.4651
#> 91 58469.4433 -639712.423 -130382.4723 -1.885934e+04 149047.8750
#> 92 -229702.3415 -1313193.300 -86691.4590 -6.582647e+04 -174653.8676
#> 93 -312994.3285 822175.265 -138693.9951 4.036446e+04 19539.9129
#> 94 -502848.7141 431486.155 191589.4137 -2.959800e+04 49059.8923
#> 95 814766.9190 -567945.535 -91499.4874 -2.618895e+04 -122556.7150
#> 96 -594138.4956 1433960.136 58533.8601 3.338408e+04 -194589.6831
#> 97 651807.6616 -281335.288 -62081.6906 -3.082405e+04 28348.8920
#> 98 297655.6745 162857.737 157503.3325 -1.023376e+05 113954.2304
#> 99 216680.4115 -72307.191 -198794.1237 -3.360003e+04 21767.4495
#> 100 76729.1196 -138583.193 -91940.9992 -4.216183e+02 -48348.9075
#> 101 1044870.9616 -3998367.158 -8185.9436 2.391309e+04 67289.6757
#> 102 396875.2401 -434265.617 -241256.3435 3.837739e+03 41993.6439
#> 103 -332369.9026 -484948.419 335599.4068 4.463805e+04 33168.8091
#> 104 176924.6548 -1283586.762 518585.8671 -7.299470e+04 -132097.9474
#> 105 106415.6408 1235177.686 333028.3455 -8.233220e+03 175039.8048
#> 106 1246037.5613 635495.232 40072.8494 5.464905e+04 -227725.0071
#> 107 223730.2751 3224307.753 -63636.7457 3.115376e+04 44060.2643
#> 108 606753.0677 378783.737 -33614.2173 2.920775e+04 -147005.8982
#> 109 62664.3080 1262408.976 242706.0289 1.380790e+04 54884.3668
#> 110 4294.1560 -2407121.318 -46126.9039 -3.335383e+04 -147960.6292
#> 111 -430167.7227 2378870.923 -481554.0420 6.433560e+04 -25737.6353
#> 112 260648.1362 -2603655.574 51173.8464 -1.027560e+04 -107016.4594
#> 113 459282.6723 452149.323 -343909.9877 5.738831e+04 20936.4532
#> 114 -650919.3687 851565.374 65964.0914 -2.560747e+03 34425.4890
#> 115 179011.4587 -740205.939 87765.1111 -1.555454e+03 37484.6554
#> 116 -1150409.4603 -1177628.836 -78374.7985 -4.480888e+03 56334.0133
#> 117 -342565.0534 -1467339.496 132609.6030 -2.224396e+04 154421.2454
#> 118 -766953.4616 1734586.797 -135125.0927 -1.155000e+05 -38895.8977
#> 119 -521696.7235 1724722.597 -175670.6871 4.391635e+04 83320.0691
#> 120 116874.6506 2028908.096 -114934.1503 1.414057e+04 75384.3880
#> 121 -370696.9782 1392970.009 178429.0801 -7.128137e+03 -27492.1171
#> 122 -63518.2770 658244.725 -181951.1367 -2.060242e+04 269958.5880
#> 123 295413.0263 -272691.345 100027.3492 -1.507324e+04 53749.4222
#> 124 65417.4837 771263.412 144172.0960 1.048340e+04 70381.8146
#> 125 -110583.9964 1581305.686 -76910.5867 5.287344e+04 -15287.3198
#> 126 68496.0632 1994484.332 -317789.0338 -5.450723e+03 -41364.2508
#> 127 843641.1044 -1422768.487 129084.4466 4.713419e+04 -144910.9557
#> 128 -338840.5024 -2953335.865 -356935.9315 6.572370e+04 1482.1638
#> 129 -60760.6172 -645404.149 18536.2713 2.761921e+03 7442.7051
#> 130 -324823.7010 1761267.114 -147455.5512 -1.969807e+04 8804.7064
#> 131 291110.1604 -981416.940 293409.1996 4.002790e+04 -69617.0219
#> 132 -240129.8664 -751287.333 -61834.1837 -2.527525e+03 -67473.0139
#> 133 -526009.2253 2750060.044 164197.5988 1.303645e+04 56854.7921
#> 134 643281.8215 -594708.170 80673.8856 -2.398839e+04 -211565.7508
#> 135 -395997.8962 -97343.730 31951.9512 7.433448e+04 -110321.7213
#> 136 -715240.4495 2563335.414 627284.3560 4.056661e+04 334529.7821
#> 137 287039.0942 1345755.045 225410.7079 -5.651924e+04 -276168.3397
#> 138 459123.2906 1139211.307 -39747.1436 3.767346e+04 245002.9936
#> 139 -834799.9194 3791308.376 240645.0628 2.006836e+04 75893.5118
#> 140 105460.2250 597871.604 273344.2603 2.752032e+03 205607.0516
#> 141 -432120.1587 -3408639.655 164738.7842 -6.588216e+04 -269067.9926
#> 142 245403.6054 1547544.189 -294379.4348 -7.785520e+04 15115.9242
#> 143 267449.4492 -821372.014 104656.5940 8.734155e+04 45796.3658
#> 144 -14023.4186 2478364.945 78866.0219 1.035954e+04 263357.4691
#> 145 752349.5587 394843.550 167026.5306 2.116722e+03 -80196.9418
#> 146 -620703.7730 -2885637.596 89318.1798 -7.551511e+04 -62631.1380
#> 147 -671053.0928 2191272.444 379861.7662 2.804750e+04 -102861.4948
#> 148 -88204.3548 -2417860.027 266846.5892 -2.817155e+04 244557.2356
#> 149 246305.3647 4106833.455 21881.4148 1.389499e+04 105584.5815
#> 150 776552.4080 1362791.914 -66931.9600 -3.538940e+04 -162670.4546
#> 151 -344284.3025 2106439.579 -144301.6914 -1.016125e+05 372651.8237
#> 152 -24419.2400 -64220.663 -104546.4463 -4.872294e+04 -96190.2491
#> 153 238322.3127 1477188.408 -231733.1921 4.630335e+04 -33637.7583
#> 154 -96184.9683 -3359131.250 176155.4731 -5.651918e+04 225923.9652
#> 155 78063.1995 -1592180.799 483451.6355 -3.540403e+03 -18118.2385
#> 156 601645.5316 1102391.700 -68822.8112 2.732030e+04 28183.3307
#> 157 281221.7732 619050.051 31391.9424 2.817845e+04 134475.2431
#> 158 -407565.9442 -3326490.792 196395.6137 2.110643e+04 -827.3168
#> 159 -93375.0152 2143712.841 -76273.9910 4.437584e+04 -34291.3563
#> 160 -415350.2530 1178097.340 -111400.0398 6.646345e+03 60598.9505
#> 161 222935.2616 929054.579 -51172.1611 -3.170416e+03 -103290.5259
#> 162 232852.4646 -2637799.099 52750.3622 -5.908642e+04 -150336.9946
#> 163 207549.8444 63159.509 -60288.5913 5.241049e+04 217159.0159
#> 164 -464482.7223 -2156053.361 -437412.2921 1.584394e+04 -16799.9679
#> 165 257160.5237 1248282.087 -155871.9708 5.313237e+04 -133295.0618
#> 166 421183.3611 2737744.593 17466.0001 -1.813981e+04 94175.4174
#> 167 -65395.5120 -462762.513 -352626.0684 -2.181028e+03 -65834.7533
#> 168 -99462.9102 91798.893 254632.0821 -4.361088e+04 -18480.7244
#> 169 -169518.5416 -1682330.149 -146934.1876 -2.057990e+04 50131.1192
#> 170 -498724.9843 -45170.892 -121793.7789 -3.512778e+04 64232.3350
#> 171 127549.3973 169117.928 -144290.2248 5.206321e+04 -309979.5010
#> 172 -488838.8367 743661.860 35974.1873 -6.742657e+04 142185.2595
#> 173 719658.2605 1561430.957 -258793.4852 -4.108068e+04 28961.0638
#> 174 146720.3907 -1188639.181 -438488.6195 2.078206e+04 -22477.9641
#> 175 -173266.5322 3486628.915 72783.1022 -9.297917e+03 59905.9725
#> 176 -218516.8587 920233.460 200767.7194 2.791991e+04 66838.1563
#> 177 -21582.4765 -1468178.613 16577.6115 -1.852562e+04 -195490.9292
#> 178 187800.7268 1899529.492 -26848.5117 3.370278e+04 107591.9848
#> 179 -92489.1239 1721778.538 240867.5196 5.041140e+04 -339917.0776
#> 180 106803.6383 -977736.279 506096.8887 6.586710e+04 -117023.7978
#> 181 -231246.2712 -1169451.445 -161206.2179 1.038274e+04 -112228.9544
#> 182 252728.5794 1469598.066 29659.1448 -5.192937e+03 -194847.9873
#> 183 187441.5116 -118812.614 9938.0641 -4.195481e+04 259404.7591
#> 184 522159.8910 -487845.414 105043.0005 -6.086415e+04 -168365.0214
#> 185 -250080.5403 48361.587 138235.5183 3.893924e+03 70308.4896
#> 186 -91831.6543 849400.484 591916.2263 1.577602e+04 -38694.3319
#> 187 -34933.8161 428212.164 -179928.9057 5.093519e+04 337551.0654
#> 188 303018.3484 -1383967.222 425632.0373 8.278905e+04 -28082.7570
#> 189 -237985.1829 -1194361.563 -726.9281 -2.278633e+04 -256376.8354
#> 190 -922188.0069 -1691188.480 -194484.9276 9.122715e+03 -33388.4708
#> 191 -310769.9081 1082109.469 170127.8743 -4.476886e+04 132503.7610
#> 192 930238.2295 -1705293.498 -132818.3563 1.848343e+04 102481.3088
#> 193 255615.4753 1252554.913 347242.2356 -2.560715e+04 19533.4163
#> 194 -894796.9931 1327624.483 267375.5815 2.774929e+04 -83078.7775
#> 195 -617042.9960 1176260.966 -186247.9530 2.941774e+04 44275.7462
#> 196 620843.2362 1924062.220 345966.4270 5.548148e+03 31372.0966
#> 197 330587.2966 1332145.318 397462.2962 9.819331e+04 123555.3194
#> 198 41508.9086 282151.824 76560.2298 3.829216e+04 -62729.9871
#> 199 695597.2782 647569.016 -54429.5438 -7.465664e+04 110877.6704
#> 200 -524663.4308 677609.053 -143339.6580 6.246678e+03 -152112.2652
#> 201 -312680.1133 1419519.780 81289.3114 -3.146869e+04 88967.3930
#> 202 -214655.9668 -355525.307 -188216.9787 3.370017e+04 -35094.4935
#> 203 120874.5378 -1812227.426 -140522.2702 1.349790e+04 -146436.3868
#> 204 -995968.6881 211661.624 -148408.2599 -8.683369e+04 32347.9742
#> 205 -235314.6045 -274140.934 -358637.1738 1.510647e+04 -66961.1775
#> 206 276129.3602 -2334214.271 -182654.6142 5.601285e+04 41837.0332
#> 207 98902.9607 1665016.040 81560.1435 7.385562e+03 -89092.6095
#> 208 273138.7151 -2604638.673 37242.3724 -5.708386e+04 -143642.2959
#> 209 266251.9620 1479976.596 -68263.8727 7.178163e+04 10927.4265
#> 210 -23061.7299 3301430.953 -59642.3611 -2.675849e+04 108230.3738
#> 211 34674.2239 632737.456 -55966.9899 -3.829418e+04 -18758.8772
#> 212 -479330.6277 2500683.267 152599.0365 6.229755e+04 134520.0095
#> 213 -47353.8227 865391.161 -48065.8067 -3.757593e+04 142559.3050
#> 214 -611117.5430 -85607.867 112065.4566 -3.544216e+04 35831.0412
#> 215 308860.4480 1598276.837 430867.7022 -3.475936e+04 129462.5742
#> 216 694476.0697 1963523.896 -8316.0554 -4.983368e+04 -83141.1337
#> 217 320551.7818 764542.990 134682.6455 -4.579691e+04 36238.4294
#> 218 49347.9718 1422276.717 -66630.1162 1.673005e+04 -95398.3474
#> 219 420248.2814 2432028.882 184866.9705 -1.518552e+04 109392.7661
#> 220 210433.2828 -3717104.339 256184.0687 2.712797e+04 -178275.1382
#> 221 -141400.3429 1646665.907 89450.0037 -8.816767e+04 87376.2173
#> 222 -361666.7056 -135607.937 -10908.7435 -4.030892e+04 36668.8087
#> 223 200475.9204 -1171310.849 -208156.7167 3.864398e+04 37313.3514
#> 224 -194743.5105 1443755.442 41489.5144 3.319212e+04 -194468.0560
#> 225 -296534.9370 294554.410 -275908.4424 3.462824e+04 20691.8246
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#> 675 -252725.3582 3053831.499 407100.4592 5.566342e+04 -9365.7519
#> 676 975868.1623 978134.363 99303.2452 1.454942e+04 139597.4420
#> 677 757324.4564 1145014.142 -45059.5579 4.794993e+04 252764.8375
#> 678 273195.7496 3924478.716 503997.4421 -1.660717e+03 216314.0784
#> 679 -176183.1122 1135478.286 328470.2215 -3.774882e+04 -30136.9737
#> 680 18737.3976 -243297.022 213068.3934 6.283788e+03 -97767.7192
#> 681 -176517.1911 -1660561.595 317279.1953 -5.651628e+04 197466.3423
#> 682 351573.4156 2953899.110 -179540.0926 5.092757e+04 88474.2236
#> 683 -734411.3958 1125818.049 408139.0833 3.561256e+03 15571.9733
#> 684 573175.6762 1131334.819 45083.2427 -5.484584e+03 38288.2586
#> 685 543370.5430 2366121.926 171985.2180 4.656943e+04 -195160.2547
#> 686 -24132.8278 1180545.719 111543.4970 7.691802e+04 39304.3766
#> 687 899539.4798 -137945.123 -9968.5185 4.035123e+04 158528.9784
#> 688 -207487.2871 440484.471 71798.0136 5.572840e+04 -137008.8165
#> 689 190146.7769 865960.150 341921.4935 -1.605894e+04 187928.9330
#> 690 465411.1824 1162399.773 -320897.5807 4.011492e+04 -16471.4231
#> 691 897598.8731 2709045.072 -356576.7262 2.260321e+04 225043.2245
#> 692 262166.0515 -566337.953 313393.5021 3.972981e+04 -265030.1629
#> 693 909519.6705 1767649.620 157560.3582 -1.883904e+04 189598.4324
#> 694 1225822.6868 5576663.653 217035.7403 1.011287e+04 256106.7690
#> 695 482709.4845 1240358.364 170520.8963 2.670324e+04 260496.4349
#> 696 1456455.8817 -2099061.692 192445.9798 3.990019e+04 -286150.7552
#> 697 420270.8051 -831782.455 356926.4340 5.158025e+04 -119915.6590
#> 698 159169.1151 610425.607 -147376.9032 2.221915e+04 -110585.4795
#> 699 -36185.9443 -450499.473 -98539.7560 -4.995996e+04 -148042.2742
#> 700 315642.1164 1850766.483 -23997.4542 -4.125023e+04 -22207.4091
#> 701 378343.3208 1261473.946 -71611.6692 5.683733e+04 16178.5351
#> 702 -56380.1697 -279211.069 -178706.8938 -2.173208e+04 -52143.2764
#> 703 649952.0400 -1951277.583 16746.2346 -4.581511e+03 -8648.2642
#> 704 -1195000.5281 -1026250.576 178524.1343 -5.427091e+03 19808.7536
#> 705 -941347.4089 -379570.174 133189.6441 4.722782e+04 -88417.9110
#> 706 -435530.8084 1304930.477 173043.0585 5.346122e+04 520.8432
#> 707 507616.9987 3690860.207 176604.8712 7.565622e+04 88838.2004
#> 708 580001.1939 -1307169.407 -121251.4945 -4.321466e+04 -138965.0521
#> 709 -39908.1783 1033294.066 -76646.1661 4.567897e+04 -85070.8751
#> 710 -135536.8062 216581.131 -158923.0731 6.895987e+04 -55178.1295
#> 711 440383.4753 -1249166.050 483227.2653 -7.607942e+04 186917.9126
#> 712 -127862.0638 -1204590.913 74747.7942 6.152797e+04 227448.8905
#> 713 287412.6798 2558518.851 -110185.1552 7.645292e+04 -28121.2073
#> 714 -262410.9468 1032638.327 -51662.0637 5.603661e+04 -71119.1960
#> 715 592952.9043 4098700.355 -117845.7234 1.195196e+05 -115401.1732
#> 716 -915327.0801 3455114.020 34222.1872 -5.273591e+03 -30220.4887
#> 717 31612.6661 -2046940.909 208540.4750 -4.177202e+03 -68936.3097
#> 718 3112348.5251 15782117.641 650360.3666 3.771314e+04 484949.4119
#> 719 484790.9625 3003211.423 209065.2506 3.662759e+04 -216005.0018
#> 720 -53127.8180 405206.730 -164306.5083 -2.324261e+04 116077.4110
#> 721 665544.4968 2642017.548 -74618.0573 -1.464337e+04 104520.9295
#> 722 194384.8771 761025.522 321024.1554 1.291658e+04 -119018.0865
#> 723 672654.9074 2387304.658 46929.9885 6.308046e+04 45973.8079
#> 724 833428.8038 1594197.991 979.7063 3.391090e+03 230171.6728
#> 725 183622.0880 116341.653 295588.7654 -3.080835e+03 263527.4340
#> 726 1064557.1142 -459789.345 -6238.8756 5.499006e+04 247563.6631
#> 727 690158.9103 2684068.993 -261768.1372 -1.475769e+04 -228454.1012
#> 728 329460.9400 1301325.867 196627.8212 5.885093e+04 197411.3061
#> 729 71633.6824 113907.467 82147.9731 6.888496e+04 172344.7034
#> 730 264944.0112 1112623.428 6595.1860 5.690445e+04 -12855.2790
#> 731 1354252.2424 4062000.130 157675.7230 2.792135e+04 -33488.0302
#> 732 -59275.5634 3066750.734 174133.2210 9.478133e+04 -88454.2985
#> 733 838572.4115 3770047.957 496227.1666 -1.238056e+04 -123090.5993
#> 734 20807.8060 4205875.920 -292034.9756 6.006609e+04 249352.7243
#> 735 321512.2306 883040.487 342206.3453 1.790938e+04 219440.2621
#> 736 -254426.2123 -3244505.207 42937.4820 1.994043e+04 261184.9932
#> 737 37872.1267 3208061.776 82473.6143 -1.234235e+04 -204233.0356
#> 738 915003.7181 1034323.433 378820.2705 7.527362e+04 -82092.1703
#> 739 560033.1112 3207179.576 176080.2473 -5.236193e+04 86991.2340
#> 740 -221667.0861 656242.867 273052.6480 5.313659e+04 -36918.8758
#> 741 -649275.9830 -353776.958 232339.3815 -2.628257e+04 -158683.9886
#> 742 1771946.8254 5716599.112 270723.5711 2.088074e+04 324585.8986
#> 743 681197.7465 -1626903.971 158462.0744 7.439829e+04 -51454.4018
#> 744 109971.0565 2297870.850 423612.3888 4.980432e+04 292982.8090
#> 745 373869.7874 979892.725 2089.7435 -5.381022e+04 4717.0623
#> 746 -372437.4964 -2152100.911 -78857.7876 5.077148e+03 -135025.0676
#> 747 -240533.5972 -1258751.247 157786.8552 -3.985191e+04 96212.1390
#> 748 200848.2761 -1231736.510 110313.4618 4.909895e+04 -10593.4286
#> 749 -10423.8502 2923553.923 240644.6001 1.403958e+04 48004.8579
#> 750 383975.0318 1100615.804 -172726.8502 -4.337507e+04 242031.2545
#> 751 -1316596.4655 -2394951.980 157060.6518 1.226216e+04 59833.8553
#> 752 3080885.5334 4436130.923 664482.2722 5.303575e+04 124606.2674
#> 753 191302.4006 -2941053.275 37934.3218 2.718451e+04 74321.3755
#> 754 -118860.6264 -1731034.958 -61108.0429 8.459237e+04 2005.6960
#> 755 678797.7664 -1757837.378 90693.5084 4.853759e+04 107802.6854
#> 756 1716425.6051 4219145.455 190226.5251 8.704596e+04 258305.3480
#> 757 408395.2290 -1670232.357 -2513.8100 3.808727e+03 -169817.8169
#> 758 74067.2626 520142.623 1372870.6084 3.890298e+04 -203220.2360
#> 759 93348.8864 1867169.669 100032.1598 2.659502e+04 130184.8323
#> 760 322947.2238 3126245.966 -18884.7400 2.577589e+04 -17693.8202
#> 761 436810.5759 3895564.114 401963.7824 6.893311e+04 456612.7294
#> 762 -45131.3873 3282166.446 -164541.5749 9.038441e+03 43000.7476
#> 763 1212359.5460 986777.591 213308.0523 1.001316e+05 -130746.8757
#> 764 695268.4815 1670876.220 202674.1538 -7.919698e+04 70151.4178
#> 765 311053.7785 1713177.587 -85066.1598 -3.105000e+04 -196010.4808
#> 766 -504366.1709 2292281.844 96067.0548 -2.157035e+04 -158301.3586
#> 767 1067368.9468 1170497.157 -23816.3168 8.820983e+03 321358.7684
#> 768 1218007.3386 3976724.708 396485.9791 5.436816e+04 -33786.1397
#> 769 232507.1537 1421109.604 -212945.3058 -5.186151e+03 5041.4091
#> 770 -328900.9866 66061.988 179818.3256 -2.120521e+04 209396.2839
#> 771 77417.1038 -449429.673 49111.3646 4.113679e+04 70217.9540
#> 772 482989.7644 4335262.117 597821.8510 1.074276e+05 -144836.1961
#> 773 494032.5519 338770.647 101635.3214 1.640826e+04 341153.0159
#> 774 1381796.8745 163584.666 518471.4281 -2.802081e+04 197856.7962
#> 775 361507.7290 157012.744 12121.7594 -1.470001e+04 105757.2741
#> 776 617579.1788 5469950.341 68418.5646 -2.466873e+04 225938.8978
#> 777 1220598.7558 3559419.300 749275.1300 7.784223e+04 253404.4081
#> 778 640043.6721 1135133.071 -259441.1049 2.029494e+04 -73230.1758
#> 779 597783.4183 726417.873 212066.8496 -2.613687e+02 2479.1549
#> 780 332585.4646 3531925.949 219168.1801 6.204201e+04 46688.9083
#> 781 57652.8133 -698029.598 151804.7170 -3.436082e+04 234219.8839
#> 782 1563385.8443 5572043.257 362023.2078 4.169661e+04 439503.6467
#> 783 -478244.7753 1067368.803 -149433.7834 -1.041242e+04 -43035.7237
#> 784 -199385.1191 1227290.520 272380.7469 9.061934e+04 -140437.7814
#> 785 374187.5201 -342092.355 141747.9962 5.753157e+04 82185.3514
#> 786 -628520.9954 861655.264 533030.1511 8.457297e+04 211144.0583
#> 787 614865.6370 622200.080 74800.9422 9.451679e+03 -23022.6746
#> 788 -18310.6169 -1532603.396 -55155.9152 -5.232208e+04 66595.7700
#> 789 1244411.8785 3176705.335 202358.8720 6.215948e+04 61829.3432
#> 790 118229.6282 -1734853.947 206509.3698 -3.515712e+04 70717.1276
#> 791 338801.3414 3262601.086 -93474.6697 -1.720658e+04 -116531.5707
#> 792 893185.6424 2561347.203 -183991.2408 -3.873083e+04 61616.2673
#> 793 1173711.5283 4905774.687 413403.6092 9.751592e+04 258109.5368
#> 794 365911.2374 1783703.101 428002.0636 2.771503e+04 314704.9753
#> 795 -520787.6785 206193.390 -25614.5887 9.667350e+04 -181582.5931
#> 796 -677892.8486 -77593.874 -67968.6439 9.717180e+03 327728.3729
#> 797 506989.7085 3264164.359 53314.3066 3.893048e+04 231249.1816
#> 798 3046619.2339 9955264.258 996318.6707 -2.143693e+04 410439.1302
#> 799 -346845.8357 5489848.026 -328778.6719 -6.107151e+04 -13022.6007
#> 800 1700488.4405 3072104.924 411985.0760 4.568294e+04 165518.3814
#> 801 -54930.4648 155766.106 22497.3705 3.521774e+04 -21303.7910
#> 802 1358679.4546 2778368.923 11633.0356 8.202880e+04 -2662.4981
#> 803 965759.2452 2384178.117 118838.4150 5.877216e+04 -50924.5108
#> 804 269661.3959 6667250.649 335013.0504 8.538665e+03 95661.0825
#> 805 1506793.1954 -395768.161 521691.1177 1.548545e+05 -19135.3339
#> 806 523296.7256 2713949.951 317397.6340 5.194574e+04 53298.8853
#> 807 459394.3571 1559320.455 41870.2293 -7.523296e+03 -12889.5994
#> 808 -237822.4001 1296502.521 -13218.9018 5.152183e+04 -102894.3745
#> 809 312525.0022 3552819.601 68393.1271 6.281847e+04 3174.4517
#> 810 865771.8165 3262998.781 -133156.0368 8.467629e+04 -153138.7154
#> 811 1259869.3786 2191437.674 613486.4450 -2.274974e+04 744633.7623
#> 812 1271951.4243 1472605.939 176973.5112 -1.531745e+04 44183.5753
#> 813 278957.8516 4264613.007 247175.5353 -1.518344e+04 391188.9128
#> 814 146275.0985 338387.424 271259.8332 2.332684e+04 -199535.8728
#> 815 241745.9137 2851508.060 1332239.7739 5.194525e+04 35718.8033
#> 816 234858.8064 1323677.803 552225.7948 -4.526951e+04 156118.9409
#> 817 167451.5352 1061286.480 130749.5828 4.426900e+04 171433.3358
#> 818 423974.9093 747539.567 158543.0070 -2.758875e+04 67332.0965
#> 819 -493844.0409 -210827.554 247467.8769 9.535216e+04 3741.2045
#> 820 450366.3307 1862377.670 391972.0428 8.908784e+04 103096.3253
#> 821 478381.2526 3216097.854 232901.2928 7.867789e+04 227831.4779
#> 822 2217437.7718 5198025.542 793835.6077 6.917745e+04 781684.0291
#> 823 621328.0199 10340395.884 269987.8137 1.349116e+05 257948.5785
#> 824 449803.7968 666486.248 463969.5457 -1.248806e+04 -389424.5132
#> 825 1817717.6681 419195.226 437523.2385 1.430270e+05 672293.6538
#> 826 842621.9527 3608002.903 353247.9527 1.135233e+05 340048.6148
#> 827 678889.4843 -837272.500 301638.4244 1.363817e+05 105246.7709
#> 828 465064.7226 3323253.913 593829.2329 1.429995e+05 116303.8056
#> 829 2911263.3265 -1892061.984 124341.9753 8.495117e+04 329279.2845
#> 830 3149246.6349 9730724.817 582930.2907 7.708606e+04 845539.4708
#> 831 1235836.0912 2511961.450 747006.3320 1.481282e+05 303331.2009
#> 832 1407548.2898 15138193.466 1183029.5984 3.452022e+05 506150.8025
#> 833 2125220.3916 7156585.902 540768.8744 2.630745e+05 625265.6739
#> 834 1149220.3932 7075254.164 274682.3279 3.523702e+05 1366502.1615
#> FINANCIAL.OUTCOME GROSS.PROFIT NET.PROFIT
#> 1 -41202.11087 115726.4148 53617.6102
#> 2 5848.08397 44833.5735 73737.9523
#> 3 -52647.53632 -366782.1846 -32474.9930
#> 4 62792.18598 -46501.4997 31740.6698
#> 5 -18351.66321 -139530.0764 -80455.1846
#> 6 7058.77353 -141856.7785 -104695.6638
#> 7 28140.86843 -10308.6929 67791.6512
#> 8 -1677.95870 38940.2203 -52492.1211
#> 9 6988.97668 135069.3202 -65248.5106
#> 10 -12481.34788 153811.3770 109742.5725
#> 11 -27532.07797 -219456.5882 -119573.3596
#> 12 41251.33026 37873.1587 40401.6349
#> 13 50377.20686 86815.4141 -59668.4465
#> 14 -40253.38709 -96738.8035 -224973.5009
#> 15 46048.09046 -219.0810 235489.2018
#> 16 33640.78539 11097.6439 32348.6104
#> 17 -23485.23754 44931.1255 -35632.9198
#> 18 -25417.64848 17798.2527 -4545.2827
#> 19 11508.62620 88053.5497 -2169.5190
#> 20 15416.10526 -15526.0472 -18161.3612
#> 21 -20813.96287 -123507.3661 -18915.4169
#> 22 -5299.41702 174266.2982 -139584.9365
#> 23 40353.10624 144625.9011 -73576.2496
#> 24 21462.66059 112259.1714 -28293.0242
#> 25 11563.89204 -116903.0260 18532.1200
#> 26 13560.95178 128242.1252 -11382.7383
#> 27 -105095.53574 35013.2061 -32615.3221
#> 28 -58264.40667 3006.1523 50647.0575
#> 29 -17110.26859 95061.5676 33799.7538
#> 30 -67181.21310 -212926.9593 -205983.2612
#> 31 -13156.89239 -113796.0046 -6541.1234
#> 32 -6162.25859 127338.9472 -17355.5905
#> 33 58194.98794 -94985.4044 29779.8103
#> 34 29732.85137 -70666.4824 -151793.6857
#> 35 28134.11680 130961.5918 -17007.0613
#> 36 43554.93057 3759.1908 94045.5771
#> 37 74379.00907 -31849.7996 -44193.0174
#> 38 47057.40119 -97011.3699 69489.8736
#> 39 21105.41074 -93609.5408 -63085.6923
#> 40 -7655.88650 -125284.7689 -30731.1229
#> 41 2323.42989 -263565.5730 20790.0184
#> 42 -50796.99355 -83369.1625 34306.2601
#> 43 32608.75221 -33584.0895 52075.0482
#> 44 14704.76272 -22387.7106 -77514.3670
#> 45 3018.52608 -42913.8338 -16006.6424
#> 46 24705.28589 -76626.2841 -136651.0555
#> 47 -2295.42240 99774.2368 18970.3539
#> 48 36327.23002 83243.6176 110283.3946
#> 49 32264.06266 48997.7340 -52707.5012
#> 50 -43541.99554 -104569.2312 -12068.8955
#> 51 -32828.70942 -93606.7015 77288.7860
#> 52 -29617.65192 16555.5646 -33230.0190
#> 53 -19676.93139 -130973.3381 169557.7378
#> 54 -64261.07640 28337.2079 -46819.1033
#> 55 -22844.85990 280674.7514 -114368.6319
#> 56 -37609.39267 229508.4502 153030.1249
#> 57 -69532.03386 -85453.4429 46709.7868
#> 58 -39120.93180 -120957.6131 -67697.3013
#> 59 -12579.04514 -69796.5590 -69363.2788
#> 60 -60262.59491 47927.2869 -64311.2000
#> 61 -26984.12716 -117273.2482 -32650.6783
#> 62 58088.71454 -42631.9877 -10999.7270
#> 63 37580.10655 188221.7057 8863.5180
#> 64 37573.35099 147502.3724 13760.0845
#> 65 56850.03957 169939.3974 2521.5037
#> 66 37514.91561 -109707.5014 -108791.7003
#> 67 17416.74864 -40213.0363 -29918.4690
#> 68 15531.57017 121667.7451 -9734.3477
#> 69 37342.61933 9920.0337 6179.4261
#> 70 31709.72351 -19743.0513 9711.8887
#> 71 -52685.84636 -120845.7055 108342.7751
#> 72 31059.03291 106846.9071 -130965.1008
#> 73 -33456.77860 -64442.3054 26505.9544
#> 74 42566.51419 120385.1239 -88912.0323
#> 75 -113163.50618 -107141.4500 90025.6204
#> 76 4397.98600 32335.9558 207677.0316
#> 77 -31089.86686 -62871.8112 -15023.8138
#> 78 -42027.75130 -37550.5763 -282570.3105
#> 79 -52033.24017 -16432.7062 -88693.2529
#> 80 -3832.41385 55966.7373 -139841.4033
#> 81 -30676.13908 -102736.1006 -139316.6885
#> 82 -5880.91037 -48008.6356 -90421.9983
#> 83 6585.67681 143872.3627 -52755.6894
#> 84 3349.06499 52362.5894 -56220.7066
#> 85 108064.23208 128018.9824 -70105.5453
#> 86 57751.06271 -27961.9554 -194839.6412
#> 87 11694.35003 -31364.4964 108081.9678
#> 88 52188.08623 134.7376 -144017.2220
#> 89 -37318.80790 -5908.3229 -141102.7939
#> 90 -41320.03450 67228.9889 -58710.4033
#> 91 898.22916 -137563.4971 -11731.5505
#> 92 50415.31524 270544.3456 3786.7238
#> 93 33196.54496 192662.0542 -8463.4890
#> 94 -26074.08800 302253.3005 -13890.3505
#> 95 27883.40490 -45232.5451 12625.4311
#> 96 132095.59087 280757.3748 -84075.8418
#> 97 -64324.01293 84500.4522 -26467.0738
#> 98 -6097.58781 -10916.2388 -32081.9667
#> 99 -10268.60877 35869.0781 -12960.0488
#> 100 6436.08999 -21853.7532 -16330.1550
#> 101 -9450.28383 -58816.8125 -145472.9625
#> 102 48027.33091 -56904.8785 67646.4921
#> 103 -52283.36055 37191.3641 91137.5047
#> 104 36839.44921 -2781.1415 114015.5821
#> 105 -72227.91118 57622.2630 -138294.5526
#> 106 -81657.67758 -17040.8372 228014.5778
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#> 831 46182.37549 227686.8898 175096.2700
#> 832 -153998.53727 529558.1679 217282.8317
#> 833 -233002.51237 568837.9175 248373.6243
#> 834 -11627.21798 1176087.9340 769980.9710
#>
#> $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)
# }