Advance Lexington 4 Optimization(1)
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Transcript of Advance Lexington 4 Optimization(1)
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8/13/2019 Advance Lexington 4 Optimization(1)
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SP 2 AVG DD 20
CP 1.5 STD DEV 1
GP 0.5
0.44% 5.40% 24.20%
-3 -2 -1
gp=tr-tc 17 18 19
tr-cp*stock STOCK -3 17 8.5 8.5 8.5
sp*sales-cp*stock DECISION -2 18 7 9 9
VAR -1 19 5.5 7.5 9.5
0 20 4 6 8
1 21 2.5 4.5 6.5
2 22 1 3 5
3 23 -0.5 1.5 3.5
newspaper boy problem
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Mean misleading
STD DEV consistency25% 19.32551 CC conceptual clarity
CF contexual familarity
solve problem on c
39.89% 24.20% 5.40% 0.44% Optimal stocking p
0 1 2 3
20 21 22 23 average expected value KU
8.5 8.5 8.5 8.5 8.5 8.497699554 KO
9 9 9 9 8.714286 8.988700537
9.5 9.5 9.5 9.5 8.642857 9.371719587 Chapter 17 of stati
10 10 10 10 8.285714 9.270797187 By
8.5 10.5 10.5 10.5 7.642857 8.371990227 levin & rubin
7 9 11 11 6.714286 6.989241818
5.5 7.5 9.5 11.5 5.5 5.498511476
0.25
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ontext of business
CPDF=KU/(KU + KO)
cost of understoking 50
cost of over stoking 150
tics for management
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SRNO RETAILER SKU DAY OF WEEK LUNAR DT AVG DD STDEV SP
1 ABC STORES WHOLE BIRD 7 15 45 2 78
2 ABC STORES LEGS 7 15 23 6 45
Problem1
srno rand X rand y
1 1.485835749 1.51618105 0.708857709 1 count in
2 1.607780939 0.006312458 1.164822991 0 count out
3 1.707690383 0.173834622 1.087830368 0 pi
4 0.557639452 1.651491098 0.787479209 1
5 0.588519309 0.21258451 0.888447811 1
6 0.149133011 1.831274148 1.189534086 0
7 0.262857073 0.339314245 0.989891591 1
8 0.855228907 1.100631463 0.17631041 1
9 0.538600454 0.242857182 0.886653702 1
10 0.053203569 1.717937664 1.188216298 0
11 0.936001307 1.821819128 0.824307292 1
12 1.901159926 1.475275795 1.018811216 013 0.604514917 1.008939332 0.3955861 1
14 0.723706128 1.330535656 0.430804043 1
15 0.641395753 1.592066582 0.69219928 1
16 0.839830093 1.592948038 0.61420011 1
17 1.425822022 1.552370608 0.697450846 1
18 0.290240728 1.945681865 1.182401122 0
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CP OPTIMAL STOCKING PT
67
39
12
6
2
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Sum of profit loss Column Labels
Row Labels 0 1 Grand Total10000 495 495
30000 0 246 246
50000 0 17 17
Grand Total 0 758 758
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SRNO random variable RAND MKT SZ RAND MKT SH CAPEX MKTSZ MKTSH SP VC PROFIT
1 0.93511376 0.882874049 29 10000 67000 19315 4 1.5 38000
2 0.912528259 0.426023648 24 10000 59000 14314 4 1.5 25784
3 0.277679413 0.419167375 24 30000 59000 14273 4 1.5 56834 0.901196108 0.096087093 21 10000 52000 10900 4 1.5 17249
5 0.782627932 0.343000354 23 10000 58000 13589 4 1.5 23974
6 0.702607916 0.443397167 24 10000 59000 14416 4 1.5 26040
7 0.56544646 0.417440891 24 10000 59000 14263 4 1.5 25657
8 0.544955529 0.070852599 21 10000 51000 10561 4 1.5 16403
9 0.507046939 0.657750484 27 10000 62000 16478 4 1.5 31195
10 0.71406953 0.607835299 26 10000 62000 16169 4 1.5 30421
11 0.473527868 0.611428157 26 30000 62000 16191 4 1.5 10477
12 0.092934812 0.07636241 21 50000 51000 10589 4 1.5 -23526
13 0.980688585 0.498754738 25 10000 60000 14993 4 1.5 27481
14 0.525595129 0.386296366 24 10000 58000 13841 4 1.5 24601
15 0.645357794 0.254708136 23 10000 56000 12626 4 1.5 21566
16 0.416627057 0.723001887 27 30000 64000 17427 4 1.5 13568
17 0.779159458 0.69099963 27 10000 63000 16953 4 1.5 32383
18 0.951859054 0.129432686 21 10000 53000 11286 4 1.5 1821519 0.098437344 0.036469382 20 50000 49000 9979 4 1.5 -25053
20 0.018371286 0.08794238 21 50000 52000 10857 4 1.5 -22857
21 0.360509966 0.494409358 25 30000 60000 14966 4 1.5 7416
22 0.825655672 0.626460234 26 10000 62000 16284 4 1.5 30710
23 0.949656585 0.594542331 26 10000 61000 15827 4 1.5 29567
24 0.817531447 0.955125407 30 10000 70000 20686 4 1.5 41715
25 0.953693851 0.981431479 30 10000 73000 21764 4 1.5 4441126 0.239206031 0.585677794 26 30000 61000 15773 4 1.5 9432
27 0.046454698 0.682319308 27 50000 63000 16899 4 1.5 -7753
28 0.72579177 0.420222071 24 10000 59000 14279 4 1.5 25698
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47 0.366486508 0.567306028 26 30000 61000 15661 4 1.5 9151
48 0.364147072 0.072195875 21 30000 51000 10568 4 1.5 -3580
49 0.68760694 0.74101044 27 10000 64000 17542 4 1.5 33856
50 0.246468762 0.787267876 28 30000 65000 18117 4 1.5 1529351 0.828107517 0.52739799 25 10000 60000 15164 4 1.5 27911
52 0.578967374 0.703457088 27 10000 63000 17032 4 1.5 32579
53 0.011995006 0.155075794 22 50000 54000 11637 4 1.5 -20906
54 0.365890978 0.490219153 25 30000 60000 14941 4 1.5 7353
55 0.439778136 0.321296812 23 30000 57000 13231 4 1.5 3078
56 0.623932579 0.691708101 27 10000 63000 16958 4 1.5 32394
57 0.655984395 0.18494281 22 10000 55000 12017 4 1.5 20043
58 0.982575993 0.350164696 24 10000 58000 13631 4 1.5 24077
59 0.085986504 0.208016663 22 50000 55000 12144 4 1.5 -19640
60 0.123171591 0.334518008 23 50000 57000 13307 4 1.5 -16733
61 0.815088537 0.661905085 27 10000 63000 16770 4 1.5 31925
62 0.337679252 0.252210965 23 30000 56000 12612 4 1.5 1531
63 0.192362593 0.682647408 27 50000 63000 16901 4 1.5 -7748
64 0.297382397 0.259873753 23 30000 56000 12655 4 1.5 1638
65 0.524401574 0.587294326 26 10000 61000 15782 4 1.5 2945666 0.15625863 0.17238333 22 50000 54000 11731 4 1.5 -20673
67 0.367357643 0.347289008 23 30000 58000 13614 4 1.5 4036
68 0.484528474 0.700449273 27 30000 63000 17013 4 1.5 12532
69 0.858878442 0.081596134 21 10000 52000 10824 4 1.5 17061
70 0.987362033 0.101279831 21 10000 52000 10927 4 1.5 17317
71 0.475764498 0.078900744 21 30000 52000 10810 4 1.5 -2974
72 0.720614857 0.222422079 22 10000 55000 12223 4 1.5 20558
73 0.843063174 0.222809728 22 10000 55000 12225 4 1.5 20564
74 0.980794543 0.058064997 21 10000 51000 10496 4 1.5 16240
75 0.887837755 0.836594273 28 10000 66000 18722 4 1.5 36804
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94 0.722913109 0.411879503 24 10000 59000 14230 4 1.5 25575
95 0.770316691 0.776456513 28 10000 65000 18047 4 1.5 35117
96 0.396690279 0.748813875 27 30000 64000 17592 4 1.5 13981
97 0.841009938 0.994024798 30 10000 75000 22455 4 1.5 4613898 0.902125922 0.596627935 26 10000 61000 15839 4 1.5 29599
99 0.53450365 0.15618552 22 10000 54000 11643 4 1.5 19109
100 0.380991786 0.859956876 29 30000 66000 18876 4 1.5 17189
101 0.220050475 0.779638539 28 30000 65000 18068 4 1.5 15169
102 0.973916579 0.350298447 24 10000 58000 13632 4 1.5 24079
103 0.321203462 0.926992815 29 30000 69000 20196 4 1.5 20491
104 0.082374869 0.106004797 21 50000 53000 11162 4 1.5 -22095
105 0.406845045 0.617501971 26 30000 62000 16229 4 1.5 10571
106 0.641154542 0.292673951 23 10000 57000 13068 4 1.5 22671
107 0.751296442 0.847833549 28 10000 66000 18796 4 1.5 36989
108 0.294326585 0.57858624 26 30000 61000 15729 4 1.5 9323
109 0.218046481 0.422289002 24 30000 59000 14292 4 1.5 5729
110 0.157460558 0.223701655 22 50000 55000 12230 4 1.5 -19424
111 0.327674809 0.391415106 24 30000 58000 13870 4 1.5 4676
112 0.431590416 0.043194831 20 30000 50000 10216 4 1.5 -4460113 0.647226588 0.929762782 29 10000 69000 20215 4 1.5 40538
114 0.822132763 0.872034837 29 10000 67000 19243 4 1.5 38107
115 0.611558327 0.217037321 22 10000 55000 12194 4 1.5 20484
116 0.11226711 0.733348657 27 50000 64000 17493 4 1.5 -6266
117 0.118456644 0.714154029 27 50000 63000 17099 4 1.5 -7252
118 0.060102136 0.438813242 24 50000 59000 14389 4 1.5 -14028
119 0.359528577 0.609604092 26 30000 62000 16180 4 1.5 10449
120 0.410630389 0.481699773 25 30000 60000 14890 4 1.5 7225
121 0.875708581 0.343873116 23 10000 58000 13594 4 1.5 23986
122 0.014525843 0.959610659 30 50000 70000 20717 4 1.5 1793
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141 0.331271724 0.953161605 30 30000 70000 20672 4 1.5 21680
142 0.502696994 0.85672262 29 10000 66000 18854 4 1.5 37136
143 0.316742615 0.529831451 25 30000 60000 15179 4 1.5 7947
144 0.628142757 0.675111497 27 10000 63000 16853 4 1.5 32133145 0.465593709 0.143555839 21 30000 54000 11575 4 1.5 -1062
146 0.984791183 0.652343829 27 10000 62000 16445 4 1.5 31111
147 0.10297642 0.428706951 24 50000 59000 14329 4 1.5 -14177
148 0.695476597 0.381968212 24 10000 58000 13815 4 1.5 24539
149 0.152316238 0.236169838 22 50000 56000 12523 4 1.5 -18694
150 0.222215466 0.523699632 25 30000 60000 15142 4 1.5 7855
151 0.598672738 0.763445654 28 10000 64000 17686 4 1.5 34215
152 0.9309205 0.37796429 24 10000 58000 13792 4 1.5 24480
153 0.770034377 0.40015247 24 10000 58000 13921 4 1.5 24802
154 0.412131969 0.524750746 25 30000 60000 15149 4 1.5 7871
155 0.85078148 0.053376408 21 10000 50000 10267 4 1.5 15667
156 0.629426661 0.908170801 29 10000 68000 19776 4 1.5 39439
157 0.300499764 0.734004777 27 30000 64000 17498 4 1.5 13744
158 0.253534933 0.865339779 29 30000 67000 19198 4 1.5 17994
159 0.019116441 0.166380493 22 50000 54000 11698 4 1.5 -20754160 0.263820037 0.805962164 28 30000 65000 18239 4 1.5 15597
161 0.828465755 0.076256993 21 10000 51000 10589 4 1.5 16472
162 0.315916623 0.877333278 29 30000 67000 19278 4 1.5 18195
163 0.712646382 0.892154994 29 10000 67000 19377 4 1.5 38444
164 0.735971659 0.701105713 27 10000 63000 17017 4 1.5 32542
165 0.372519536 0.412924098 24 30000 59000 14236 4 1.5 5591
166 0.26576707 0.497508862 25 30000 60000 14985 4 1.5 7463
167 0.608762948 0.698510018 27 10000 63000 17001 4 1.5 32502
168 0.013853896 0.109130677 21 50000 53000 11178 4 1.5 -22054
169 0.989097543 0.80697292 28 10000 65000 18245 4 1.5 35613
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188 0.584439428 0.682354981 27 10000 63000 16899 4 1.5 32247
189 0.462967229 0.896179543 29 30000 68000 19694 4 1.5 19235
190 0.46405212 0.888798135 29 30000 67000 19355 4 1.5 18387
191 0.552638825 0.082999013 21 10000 52000 10832 4 1.5 17079192 0.514131014 0.501238886 25 10000 60000 15007 4 1.5 27519
193 0.610589889 0.378687883 24 10000 58000 13796 4 1.5 24491
194 0.309018773 0.884619612 29 30000 67000 19327 4 1.5 18317
195 0.928843552 0.408510935 24 10000 59000 14210 4 1.5 25526
196 0.104974273 0.595599745 26 50000 61000 15833 4 1.5 -10417
197 0.279061518 0.584929621 26 30000 61000 15768 4 1.5 9420
198 0.022731695 0.731240249 27 50000 64000 17480 4 1.5 -6300
199 0.983050574 0.205091878 22 10000 55000 12128 4 1.5 20320
200 0.334352517 0.504035148 25 30000 60000 15024 4 1.5 7561
201 0.167894898 0.858455156 29 50000 66000 18866 4 1.5 -2835
202 0.396425667 0.667484276 27 30000 63000 16805 4 1.5 12013
203 0.577068531 0.487875301 25 10000 60000 14927 4 1.5 27318
204 0.831024414 0.322766388 23 10000 57000 13240 4 1.5 23099
205 0.979185012 0.115989254 21 10000 53000 11215 4 1.5 18037
206 0.538648995 0.099314438 21 10000 52000 10916 4 1.5 17291207 0.661684276 0.371685517 24 10000 58000 13756 4 1.5 24389
208 0.037540497 0.697337272 27 50000 63000 16993 4 1.5 -7517
209 0.877847731 0.179380241 22 10000 54000 11769 4 1.5 19422
210 0.317508565 0.901401241 29 30000 68000 19730 4 1.5 19324
211 0.406159274 0.263702891 23 30000 56000 12677 4 1.5 1692
212 0.629644546 0.068387965 21 10000 51000 10549 4 1.5 16372
213 0.379567689 0.158071229 22 30000 54000 11654 4 1.5 -866
214 0.205659807 0.433310786 24 30000 59000 14357 4 1.5 5891
215 0.69202072 0.347675912 23 10000 58000 13617 4 1.5 24041
216 0.559984713 0.651838212 27 10000 62000 16441 4 1.5 31103
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235 0.282670589 0.337463052 23 30000 57000 13324 4 1.5 3309
236 0.999077061 0.168119318 22 10000 54000 11708 4 1.5 19270
237 0.915289381 0.447537178 24 10000 59000 14440 4 1.5 26101
238 0.935338424 0.949626734 29 10000 70000 20647 4 1.5 41618239 0.523422742 0.062239857 21 10000 51000 10517 4 1.5 16294
240 0.24815471 0.835621923 28 30000 66000 18715 4 1.5 16788
241 0.132523847 0.778772934 28 50000 65000 18062 4 1.5 -4845
242 0.05027284 0.778213678 28 50000 65000 18058 4 1.5 -4854
243 0.089071621 0.364789081 24 50000 58000 13716 4 1.5 -15711
244 0.684595895 0.812448168 28 10000 65000 18281 4 1.5 35702
245 0.83654281 0.528984511 25 10000 60000 15174 4 1.5 27935
246 0.346580986 0.706050078 27 30000 63000 17048 4 1.5 12620
247 0.159051211 0.488711051 25 50000 60000 14932 4 1.5 -12669
248 0.308645536 0.566017034 26 30000 61000 15653 4 1.5 9132
249 0.539305118 0.521069695 25 10000 60000 15126 4 1.5 27816
250 0.593141213 0.040878993 20 10000 50000 10204 4 1.5 15511
251 0.302886112 0.849657266 28 30000 66000 18808 4 1.5 17019
252 0.500124754 0.701735671 27 10000 63000 17021 4 1.5 32552
253 0.550013277 0.811864338 28 10000 65000 18277 4 1.5 35693254 0.738578628 0.845207882 28 10000 66000 18778 4 1.5 36946
255 0.885826557 0.494739176 25 10000 60000 14968 4 1.5 27421
256 0.467245187 0.994870067 30 30000 75000 22462 4 1.5 26154
257 0.175545854 0.377438853 24 50000 58000 13789 4 1.5 -15527
258 0.050308838 0.25027294 23 50000 56000 12602 4 1.5 -18496
259 0.879882364 0.273603144 23 10000 56000 12732 4 1.5 21830
260 0.687845067 0.593536495 26 10000 61000 15821 4 1.5 29551
261 0.389614211 0.440416236 24 30000 59000 14398 4 1.5 5996
262 0.078476193 0.531592894 25 50000 60000 15190 4 1.5 -12026
263 0.09817056 0.164446678 22 50000 54000 11688 4 1.5 -20780
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282 0.707911387 0.368341565 24 10000 58000 13736 4 1.5 24341
283 0.329806456 0.80059664 28 30000 65000 18204 4 1.5 15510
284 0.105631971 0.049234498 20 50000 50000 10246 4 1.5 -24385
285 0.268801211 0.982099419 30 30000 73000 21769 4 1.5 24423286 0.652215867 0.926219418 29 10000 69000 20191 4 1.5 40477
287 0.616475223 0.206577293 22 10000 55000 12136 4 1.5 20340
288 0.668379255 0.52150783 25 10000 60000 15129 4 1.5 27823
289 0.662414502 0.554359237 26 10000 61000 15582 4 1.5 28954
290 0.992490016 0.118705676 21 10000 53000 11229 4 1.5 18073
291 0.938624112 0.972747332 30 10000 72000 21404 4 1.5 43509
292 0.441839504 0.5501844 26 30000 61000 15556 4 1.5 8890
293 0.80476149 0.489354709 25 10000 60000 14936 4 1.5 27340
294 0.767337173 0.076249157 21 10000 51000 10589 4 1.5 16472
295 0.58229427 0.594775887 26 10000 61000 15828 4 1.5 29570
296 0.966442682 0.011962178 20 10000 46000 9255 4 1.5 13138
297 0.95279915 0.440864599 24 10000 59000 14401 4 1.5 26003
298 0.538309452 0.715732415 27 10000 63000 17109 4 1.5 32773
299 0.387926584 0.824338667 28 30000 66000 18641 4 1.5 16602
300 0.991728948 0.195535075 22 10000 55000 12075 4 1.5 20189301 0.562517053 0.031420485 20 10000 49000 9954 4 1.5 14885
302 0.277035998 0.28754515 23 30000 57000 13039 4 1.5 2598
303 0.297581148 0.432598179 24 30000 59000 14352 4 1.5 5881
304 0.874347667 0.866330171 29 10000 67000 19204 4 1.5 38011
305 0.993511023 0.157577383 22 10000 54000 11651 4 1.5 19127
306 0.103978301 0.303087211 23 50000 57000 13128 4 1.5 -17181
307 0.57706895 0.301646841 23 10000 57000 13119 4 1.5 22798
308 0.193574835 0.384131138 24 50000 58000 13828 4 1.5 -15430
309 0.365982067 0.48152268 25 30000 60000 14889 4 1.5 7223
310 0.912066773 0.842665228 28 10000 66000 18762 4 1.5 36904
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329 0.47632226 0.163812456 22 30000 54000 11685 4 1.5 -789
330 0.299636701 0.061888284 21 30000 51000 10516 4 1.5 -3711
331 0.077996068 0.483714766 25 50000 60000 14902 4 1.5 -12744
332 0.686742936 0.780389918 28 10000 65000 18073 4 1.5 35181333 0.446132722 0.907878512 29 30000 68000 19774 4 1.5 19434
334 0.808338166 0.041912553 20 10000 50000 10210 4 1.5 15524
335 0.102869224 0.66703608 27 50000 63000 16802 4 1.5 -7994
336 0.456449556 0.197277926 22 30000 55000 12085 4 1.5 213
337 0.76319403 0.87733685 29 10000 67000 19278 4 1.5 38195
338 0.444471608 0.207241728 22 30000 55000 12140 4 1.5 350
339 0.021099869 0.0369991 20 50000 49000 9981 4 1.5 -25047
340 0.789633715 0.080803379 21 10000 52000 10820 4 1.5 17050
341 0.932341338 0.044185654 20 10000 50000 10221 4 1.5 15552
342 0.857732962 0.817770345 28 10000 65000 18316 4 1.5 35789
343 0.35142301 0.494067132 25 30000 60000 14964 4 1.5 7411
344 0.804025428 0.450697343 25 10000 59000 14459 4 1.5 26148
345 0.590601094 0.941810624 29 10000 69000 20298 4 1.5 40746
346 0.953189867 0.844614657 28 10000 66000 18774 4 1.5 36936
347 0.299908351 0.478818494 25 30000 60000 14873 4 1.5 7182348 0.48546781 0.969139733 30 30000 71000 21081 4 1.5 22702
349 0.406305942 0.805691126 28 30000 65000 18237 4 1.5 15592
350 0.436069629 0.240568583 22 30000 56000 12547 4 1.5 1368
351 0.085689253 0.934555401 29 50000 69000 20248 4 1.5 621
352 0.626258108 0.726217254 27 10000 64000 17448 4 1.5 33619
353 0.109617932 0.018999682 20 50000 48000 9691 4 1.5 -25772
354 0.479434964 0.063398035 21 30000 51000 10523 4 1.5 -3692
355 0.490487719 0.066785968 21 30000 51000 10541 4 1.5 -3648
356 0.22808601 0.233982311 22 30000 56000 12510 4 1.5 1276
357 0.780591938 0.689179875 27 10000 63000 16942 4 1.5 32355
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423 0.719790289 0.610245601 26 10000 62000 16184 4 1.5 30459
424 0.839739826 0.158843967 22 10000 54000 11658 4 1.5 19144
425 0.366744127 0.638140253 26 30000 62000 16356 4 1.5 10891
426 0.687045103 0.798030128 28 10000 65000 18187 4 1.5 35468427 0.569002328 0.467083941 25 10000 60000 14803 4 1.5 27006
428 0.137671736 0.316277975 23 50000 57000 13203 4 1.5 -16993
429 0.161126562 0.646050499 26 50000 62000 16406 4 1.5 -8986
430 0.505677045 0.310196859 23 10000 57000 13168 4 1.5 22920
431 0.905994682 0.828395493 28 10000 66000 18667 4 1.5 36669
432 0.037278704 0.507387336 25 50000 60000 15044 4 1.5 -12389
433 0.855856006 0.750296139 28 10000 64000 17602 4 1.5 34005
434 0.529830631 0.081636377 21 10000 52000 10825 4 1.5 17061
435 0.538713878 0.016150793 20 10000 47000 9476 4 1.5 13690
436 0.326610435 0.945884428 29 30000 70000 20621 4 1.5 21553
437 0.350011848 0.516704771 25 30000 60000 15100 4 1.5 7751
438 0.792755156 0.949929173 29 10000 70000 20650 4 1.5 41624
439 0.915781662 0.977260485 30 10000 72000 21436 4 1.5 43591
440 0.385829498 0.198044027 22 30000 55000 12089 4 1.5 223
441 0.314771041 0.180271425 22 30000 55000 11991 4 1.5 -21442 0.231969714 0.470878969 25 30000 60000 14825 4 1.5 7063
443 0.023688168 0.473140706 25 50000 60000 14839 4 1.5 -12903
444 0.09317661 0.055246042 21 50000 50000 10276 4 1.5 -24309
445 0.700779512 0.06956154 21 10000 51000 10555 4 1.5 16387
446 0.086713834 0.22481616 22 50000 55000 12236 4 1.5 -19409
447 0.301574346 0.406238689 24 30000 59000 14197 4 1.5 5492
448 0.672410458 0.835583437 28 10000 66000 18715 4 1.5 36787
449 0.689523053 0.526448265 25 10000 60000 15159 4 1.5 27897
450 0.074072199 0.791623007 28 50000 65000 18146 4 1.5 -4636
451 0.344057752 0.081660925 21 30000 52000 10825 4 1.5 -2938
-
8/13/2019 Advance Lexington 4 Optimization(1)
17/67
470 0.896090679 0.064954238 21 10000 51000 10531 4 1.5 16328
471 0.855187517 0.42027034 24 10000 59000 14280 4 1.5 25699
472 0.477750755 0.799231843 28 30000 65000 18195 4 1.5 15488
473 0.581932893 0.830592161 28 10000 66000 18682 4 1.5 36705474 0.427873894 0.417090076 24 30000 59000 14261 4 1.5 5652
475 0.84161256 0.518727512 25 10000 60000 15112 4 1.5 27781
476 0.5843389 0.8926055 29 10000 67000 19380 4 1.5 38451
477 0.517493149 0.010090949 20 10000 46000 9246 4 1.5 13116
478 0.195293114 0.89524416 29 50000 68000 19688 4 1.5 -781
479 0.03240707 0.26788285 23 50000 56000 12700 4 1.5 -18250
480 0.087899484 0.223783138 22 50000 55000 12231 4 1.5 -19423
481 0.745989919 0.10866138 21 10000 53000 11176 4 1.5 17940
482 0.528160219 0.805243898 28 10000 65000 18234 4 1.5 35585
483 0.839870115 0.883009972 29 10000 67000 19316 4 1.5 38290
484 0.469253428 0.189205141 22 30000 55000 12041 4 1.5 102
485 0.492991981 0.769992137 28 30000 64000 17728 4 1.5 14320
486 0.372441305 0.565401495 26 30000 61000 15649 4 1.5 9122
487 0.463832167 0.825554152 28 30000 66000 18649 4 1.5 16622
488 0.033098383 0.880511238 29 50000 67000 19299 4 1.5 -1751489 0.541725381 0.656405071 27 10000 62000 16470 4 1.5 31174
490 0.944612327 0.11315772 21 10000 53000 11200 4 1.5 17999
491 0.510688968 0.276128824 23 10000 56000 12746 4 1.5 21866
492 0.679582703 0.152098261 22 10000 54000 11621 4 1.5 19053
493 0.265715417 0.521201803 25 30000 60000 15127 4 1.5 7818
494 0.703516772 0.048255053 20 10000 50000 10241 4 1.5 15603
495 0.840504347 0.946490762 29 10000 70000 20625 4 1.5 41564
496 0.119093117 0.808132112 28 50000 65000 18253 4 1.5 -4368
497 0.392773179 0.513553898 25 30000 60000 15081 4 1.5 7703
498 0.119977235 0.538257599 25 50000 61000 15483 4 1.5 -11292
-
8/13/2019 Advance Lexington 4 Optimization(1)
18/67
517 0.953483747 0.726538455 27 10000 64000 17450 4 1.5 33625
518 0.88025995 0.63960273 26 10000 62000 16366 4 1.5 30914
519 0.401801226 0.056070128 21 30000 50000 10280 4 1.5 -4299
520 0.606500187 0.358701138 24 10000 58000 13680 4 1.5 24201521 0.819829633 0.873890812 29 10000 67000 19255 4 1.5 38138
522 0.342588015 0.79391819 28 30000 65000 18160 4 1.5 15401
523 0.292514374 0.846444219 28 30000 66000 18787 4 1.5 16966
524 0.983748531 0.66874474 27 10000 63000 16813 4 1.5 32033
525 0.853701366 0.308130576 23 10000 57000 13156 4 1.5 22891
526 0.631602291 0.812971317 28 10000 65000 18284 4 1.5 35711
527 0.314396001 0.445199652 24 30000 59000 14427 4 1.5 6067
528 0.037753027 0.611604816 26 50000 62000 16192 4 1.5 -9520
529 0.281830767 0.920044173 29 30000 68000 19856 4 1.5 19641
530 0.664638022 0.870263936 29 10000 67000 19231 4 1.5 38077
531 0.496053899 0.462448917 25 30000 59000 14528 4 1.5 6321
532 0.10492618 0.196610368 22 50000 55000 12081 4 1.5 -19797
533 0.482203058 0.255336412 23 30000 56000 12630 4 1.5 1575
534 0.132317203 0.352875545 24 50000 58000 13647 4 1.5 -15883
535 0.291928781 0.428743519 24 30000 59000 14330 4 1.5 5824536 0.377282534 0.82692984 28 30000 66000 18658 4 1.5 16644
537 0.805652568 0.330432196 23 10000 57000 13283 4 1.5 23209
538 0.951101906 0.582508598 26 10000 61000 15753 4 1.5 29383
539 0.826007356 0.208391934 22 10000 55000 12146 4 1.5 20365
540 0.310540847 0.534407045 25 30000 61000 15460 4 1.5 8650
541 0.562944424 0.347573539 23 10000 58000 13616 4 1.5 24040
542 0.444706838 0.30830533 23 30000 57000 13157 4 1.5 2893
543 0.018957646 0.752735327 28 50000 64000 17618 4 1.5 -5956
544 0.934917146 0.980946709 30 10000 72000 21463 4 1.5 43657
545 0.206218736 0.640437912 26 30000 62000 16371 4 1.5 10927
-
8/13/2019 Advance Lexington 4 Optimization(1)
19/67
564 0.818802838 0.409939633 24 10000 59000 14219 4 1.5 25547
565 0.233018369 0.432407177 24 30000 59000 14351 4 1.5 5878
566 0.421213912 0.218897018 22 30000 55000 12204 4 1.5 510
567 0.77694841 0.894816082 29 10000 68000 19685 4 1.5 39212568 0.792730768 0.271077589 23 10000 56000 12718 4 1.5 21795
569 0.687117194 0.794828338 28 10000 65000 18166 4 1.5 35416
570 0.660808903 0.868270428 29 10000 67000 19217 4 1.5 38044
571 0.793552692 0.682722345 27 10000 63000 16901 4 1.5 32253
572 0.400082166 0.673614451 27 30000 63000 16844 4 1.5 12109
573 0.324404331 0.499375946 25 30000 60000 14996 4 1.5 7491
574 0.008606184 0.410452666 24 50000 59000 14222 4 1.5 -14446
575 0.574495381 0.302270497 23 10000 57000 13123 4 1.5 22807
576 0.609888551 0.256742467 23 10000 56000 12638 4 1.5 21594
577 0.560565227 0.133120929 21 10000 53000 11306 4 1.5 18264
578 0.984624695 0.851282134 29 10000 66000 18818 4 1.5 37046
579 0.876114342 0.368826444 24 10000 58000 13739 4 1.5 24348
580 0.753425141 0.024433063 20 10000 48000 9717 4 1.5 14293
581 0.821003231 0.434234347 24 10000 59000 14362 4 1.5 25905
582 0.566503365 0.745047363 27 10000 64000 17568 4 1.5 33921583 0.807830692 0.335436721 23 10000 57000 13312 4 1.5 23280
584 0.042751212 0.529454783 25 50000 60000 15177 4 1.5 -12058
585 0.417394026 0.289579697 23 30000 57000 13051 4 1.5 2627
586 0.279402641 0.430221413 24 30000 59000 14338 4 1.5 5846
587 0.505965664 0.373702981 24 10000 58000 13767 4 1.5 24419
588 0.457222818 0.241129602 22 30000 56000 12550 4 1.5 1376
589 0.119910419 0.484550461 25 50000 60000 14907 4 1.5 -12732
590 0.910314178 0.451598817 25 10000 59000 14464 4 1.5 26161
591 0.263938766 0.933263196 29 30000 69000 20240 4 1.5 20599
592 0.13399315 0.249230727 22 50000 56000 12596 4 1.5 -18511
-
8/13/2019 Advance Lexington 4 Optimization(1)
20/67
611 0.046426213 0.312894831 23 50000 57000 13184 4 1.5 -17041
612 0.969981725 0.130932485 21 10000 53000 11294 4 1.5 18235
613 0.780011739 0.233380501 22 10000 56000 12507 4 1.5 21267
614 0.014564772 0.410546071 24 50000 59000 14222 4 1.5 -14444615 0.503424866 0.206551765 22 10000 55000 12136 4 1.5 20340
616 0.532394362 0.237788721 22 10000 56000 12532 4 1.5 21329
617 0.488051807 0.453051635 25 30000 59000 14473 4 1.5 6183
618 0.87506573 0.782195502 28 10000 65000 18084 4 1.5 35211
619 0.184700206 0.2764529 23 50000 56000 12748 4 1.5 -18130
620 0.350538154 0.159267024 22 30000 54000 11660 4 1.5 -850
621 0.394774801 0.129962003 21 30000 53000 11289 4 1.5 -1778
622 0.588902923 0.071326415 21 10000 51000 10564 4 1.5 16409
623 0.482274744 0.196365292 22 30000 55000 12080 4 1.5 200
624 0.940031678 0.084423311 21 10000 52000 10839 4 1.5 17098
625 0.935739631 0.3759845 24 10000 58000 13781 4 1.5 24452
626 0.212819598 0.923020948 29 30000 69000 20169 4 1.5 20422
627 0.698120153 0.724992804 27 10000 64000 17440 4 1.5 33600
628 0.014533757 0.673152579 27 50000 63000 16841 4 1.5 -7898
629 0.67031577 0.87181391 29 10000 67000 19241 4 1.5 38103630 0.056266427 0.228153062 22 50000 56000 12478 4 1.5 -18806
631 0.224923624 0.571799199 26 30000 61000 15688 4 1.5 9220
632 0.482145984 0.218707313 22 30000 55000 12203 4 1.5 507
633 0.283868448 0.866164429 29 30000 67000 19203 4 1.5 18008
634 0.033388088 0.97080028 30 50000 71000 21093 4 1.5 2732
635 0.494350878 0.554617435 26 30000 61000 15583 4 1.5 8958
636 0.042422729 0.078106841 21 50000 51000 10598 4 1.5 -23504
637 0.138793324 0.369156325 24 50000 58000 13741 4 1.5 -15647
638 0.561929988 0.887914456 29 10000 67000 19349 4 1.5 38373
639 0.586328843 0.249018092 22 10000 56000 12595 4 1.5 21486
-
8/13/2019 Advance Lexington 4 Optimization(1)
21/67
658 0.598414046 0.384415109 24 10000 58000 13830 4 1.5 24574
659 0.655683388 0.961507051 30 10000 71000 21027 4 1.5 42567
660 0.787463494 0.238061069 22 10000 56000 12533 4 1.5 21333
661 0.670371169 0.758259629 28 10000 64000 17653 4 1.5 34132662 0.508024736 0.908744352 29 10000 68000 19779 4 1.5 39449
663 0.901393861 0.980627149 30 10000 72000 21461 4 1.5 43651
664 0.39972492 0.925719558 29 30000 69000 20187 4 1.5 20469
665 0.009372415 0.683615943 27 50000 63000 16907 4 1.5 -7733
666 0.594622221 0.634328327 26 10000 62000 16333 4 1.5 30832
667 0.666315649 0.124519673 21 10000 53000 11260 4 1.5 18150
668 0.236817049 0.248147149 22 30000 56000 12590 4 1.5 1474
669 0.582765884 0.02354185 20 10000 48000 9713 4 1.5 14283
670 0.910122546 0.389649203 24 10000 58000 13860 4 1.5 24650
671 0.532391921 0.123325754 21 10000 53000 11254 4 1.5 18134
672 0.025624765 0.528211739 25 50000 60000 15169 4 1.5 -12077
673 0.796249369 0.940446622 29 10000 69000 20289 4 1.5 40723
674 0.901056538 0.005869706 20 10000 45000 9026 4 1.5 12566
675 0.209210829 0.36087818 24 30000 58000 13693 4 1.5 4233
676 0.577297592 0.758905231 28 10000 64000 17657 4 1.5 34142677 0.24131926 0.641979518 26 30000 62000 16380 4 1.5 10951
678 0.756951377 0.711563777 27 10000 63000 17083 4 1.5 32707
679 0.621282123 0.642372552 26 10000 62000 16383 4 1.5 30957
680 0.306977317 0.715374569 27 30000 63000 17107 4 1.5 12767
681 0.8255086 0.824340398 28 10000 66000 18641 4 1.5 36602
682 0.706691667 0.664775793 27 10000 63000 16788 4 1.5 31970
683 0.914366046 0.613913899 26 10000 62000 16206 4 1.5 30516
684 0.891149842 0.887788784 29 10000 67000 19348 4 1.5 38370
685 0.54039282 0.208061337 22 10000 55000 12144 4 1.5 20361
686 0.934899895 0.433853852 24 10000 59000 14360 4 1.5 25899
-
8/13/2019 Advance Lexington 4 Optimization(1)
22/67
705 0.767209083 0.31149588 23 10000 57000 13176 4 1.5 22939
706 0.802921691 0.606134491 26 10000 62000 16158 4 1.5 30395
707 0.730988756 0.175829351 22 10000 54000 11749 4 1.5 19374
708 0.413153931 0.053434867 21 30000 50000 10267 4 1.5 -4332709 0.498885552 0.815111714 28 30000 65000 18298 4 1.5 15746
710 0.302735331 0.168017853 22 30000 54000 11707 4 1.5 -732
711 0.232590298 0.254091697 23 30000 56000 12623 4 1.5 1557
712 0.952709657 0.193880608 22 10000 55000 12066 4 1.5 20166
713 0.236252181 0.229527767 22 30000 56000 12485 4 1.5 1213
714 0.362107642 0.703723455 27 30000 63000 17033 4 1.5 12584
715 0.774919799 0.746726863 27 10000 64000 17579 4 1.5 33948
716 0.827553873 0.118892174 21 10000 53000 11230 4 1.5 18075
717 0.576458288 0.424794089 24 10000 59000 14306 4 1.5 25766
718 0.013168637 0.008270531 20 50000 46000 9238 4 1.5 -26905
719 0.631973545 0.541889268 25 10000 61000 15506 4 1.5 28764
720 0.288496236 0.729831338 27 30000 64000 17471 4 1.5 13677
721 0.295285035 0.40505882 24 30000 59000 14190 4 1.5 5475
722 0.806557088 0.319121306 23 10000 57000 13219 4 1.5 23047
723 0.712426278 0.01508793 20 10000 47000 9471 4 1.5 13677724 0.566854172 0.416995453 24 10000 59000 14260 4 1.5 25651
725 0.838460754 0.456408314 25 10000 59000 14493 4 1.5 26232
726 0.401699681 0.957939743 30 30000 70000 20706 4 1.5 21764
727 0.805985248 0.502697241 25 10000 60000 15016 4 1.5 27540
728 0.592491526 0.534177281 25 10000 61000 15458 4 1.5 28646
729 0.064228496 0.984798926 30 50000 73000 21789 4 1.5 4473
730 0.386136991 0.978463235 30 30000 72000 21445 4 1.5 23612
731 0.414586314 0.510095742 25 30000 60000 15061 4 1.5 7651
732 0.523374955 0.625254539 26 10000 62000 16277 4 1.5 30691
733 0.869093339 0.754379082 28 10000 64000 17628 4 1.5 34070
-
8/13/2019 Advance Lexington 4 Optimization(1)
23/67
752 0.32633344 0.452595703 25 30000 59000 14470 4 1.5 6176
753 0.936416567 0.588218309 26 10000 61000 15788 4 1.5 29470
754 0.388623716 0.956399697 30 30000 70000 20695 4 1.5 21737
755 0.00690087 0.532160938 25 50000 60000 15193 4 1.5 -12018756 0.145513072 0.867367601 29 50000 67000 19211 4 1.5 -1972
757 0.475050232 0.19245691 22 30000 55000 12059 4 1.5 146
758 0.486640111 0.516410042 25 30000 60000 15098 4 1.5 7746
759 0.975440903 0.486203629 25 10000 60000 14917 4 1.5 27293
760 0.447439913 0.197921658 22 30000 55000 12089 4 1.5 221
761 0.494389721 0.409704002 24 30000 59000 14217 4 1.5 5543
762 0.903076359 0.046342285 20 10000 50000 10232 4 1.5 15579
763 0.169168563 0.342458576 23 50000 58000 13586 4 1.5 -16034
764 0.484493241 0.34260937 23 30000 58000 13587 4 1.5 3968
765 0.484428459 0.761821748 28 30000 64000 17676 4 1.5 14189
766 0.212422361 0.682283249 27 30000 63000 16898 4 1.5 12246
767 0.678753893 0.700252765 27 10000 63000 17012 4 1.5 32529
768 0.125781487 0.421295122 24 50000 59000 14286 4 1.5 -14286
769 0.143668595 0.446923116 24 50000 59000 14437 4 1.5 -13908
770 0.097700248 0.801363622 28 50000 65000 18209 4 1.5 -4478771 0.242212162 0.79009686 28 30000 65000 18136 4 1.5 15339
772 0.358518757 0.046084439 20 30000 50000 10230 4 1.5 -4424
773 0.000450589 0.14374828 21 50000 54000 11576 4 1.5 -21059
774 0.975444259 0.107193698 21 10000 53000 11168 4 1.5 17920
775 0.018918054 0.422212413 24 50000 59000 14291 4 1.5 -14272
776 0.66640476 0.679864897 27 10000 63000 16883 4 1.5 32208
777 0.50958948 0.367297729 24 10000 58000 13730 4 1.5 24326
778 0.444401199 0.992487817 30 30000 75000 22444 4 1.5 26109
779 0.902943323 0.538626025 25 10000 61000 15486 4 1.5 28714
780 0.144572129 0.143937706 21 50000 54000 11577 4 1.5 -21057
-
8/13/2019 Advance Lexington 4 Optimization(1)
24/67
799 0.859366243 0.235135104 22 10000 56000 12517 4 1.5 21292
800 0.065936192 0.936885791 29 50000 69000 20265 4 1.5 661
801 0.183907035 0.376784789 24 50000 58000 13785 4 1.5 -15537
802 0.707945914 0.522082116 25 10000 60000 15132 4 1.5 27831803 0.369310267 0.544654202 25 30000 61000 15522 4 1.5 8806
804 0.034122222 0.092535043 21 50000 52000 10881 4 1.5 -22797
805 0.430637051 0.491769589 25 30000 60000 14951 4 1.5 7377
806 0.732471216 0.309127267 23 10000 57000 13162 4 1.5 22905
807 0.709863188 0.540725742 25 10000 61000 15498 4 1.5 28746
808 0.433274578 0.215490751 22 30000 55000 12185 4 1.5 463
809 0.171178719 0.931112253 29 50000 69000 20225 4 1.5 562
810 0.253192875 0.566704052 26 30000 61000 15657 4 1.5 9142
811 0.886606898 0.711469182 27 10000 63000 17082 4 1.5 32706
812 0.118454168 0.715439956 27 50000 63000 17107 4 1.5 -7232
813 0.164170655 0.198579244 22 50000 55000 12092 4 1.5 -19770
814 0.08463815 0.93420336 29 50000 69000 20246 4 1.5 615
815 0.567944149 0.709762933 27 10000 63000 17072 4 1.5 32679
816 0.303193318 0.993667817 30 30000 75000 22453 4 1.5 26131
817 0.900279445 0.140307987 21 10000 54000 11558 4 1.5 18894818 0.053132076 0.765756239 28 50000 64000 17701 4 1.5 -5748
819 0.681915145 0.463264873 25 10000 59000 14533 4 1.5 26333
820 0.471405331 0.01165653 20 30000 46000 9254 4 1.5 -6866
821 0.400999927 0.934857671 29 30000 69000 20251 4 1.5 20626
822 0.62744223 0.88599616 29 10000 67000 19336 4 1.5 38340
823 0.205450778 0.603270606 26 30000 62000 16140 4 1.5 10351
824 0.760367746 0.6471708 26 10000 62000 16412 4 1.5 31031
825 0.299189531 0.107217966 21 30000 53000 11168 4 1.5 -2079
826 0.161224955 0.035637235 20 50000 49000 9975 4 1.5 -25063
827 0.467017025 0.103518928 21 30000 52000 10938 4 1.5 -2654
-
8/13/2019 Advance Lexington 4 Optimization(1)
25/67
846 0.766674483 0.963542598 30 10000 71000 21041 4 1.5 42603
847 0.983892992 0.722412312 27 10000 64000 17423 4 1.5 33559
848 0.273123848 0.542881943 25 30000 61000 15512 4 1.5 8779
849 0.288436021 0.998548502 30 30000 78000 23389 4 1.5 28472850 0.746437911 0.012084359 20 10000 46000 9256 4 1.5 13139
851 0.114268911 0.309765875 23 50000 57000 13166 4 1.5 -17086
852 0.515393337 0.887956103 29 10000 67000 19349 4 1.5 38373
853 0.825835655 0.865083379 29 10000 67000 19196 4 1.5 37990
854 0.245857735 0.34758497 23 30000 58000 13616 4 1.5 4040
855 0.205718465 0.143750918 21 30000 54000 11576 4 1.5 -1059
856 0.88174916 0.058396126 21 10000 51000 10498 4 1.5 16245
857 0.776660726 0.92278209 29 10000 69000 20167 4 1.5 40418
858 0.63370349 0.233915253 22 10000 56000 12510 4 1.5 21275
859 0.136488612 0.067766298 21 50000 51000 10546 4 1.5 -23636
860 0.337231152 0.220825829 22 30000 55000 12215 4 1.5 536
861 0.194263676 0.219652629 22 50000 55000 12208 4 1.5 -19480
862 0.014989713 0.096728423 21 50000 52000 10903 4 1.5 -22743
863 0.344380223 0.972560215 30 30000 72000 21402 4 1.5 23506
864 0.336921701 0.659369613 27 30000 62000 16488 4 1.5 11220865 0.629738255 0.577202067 26 10000 61000 15721 4 1.5 29302
866 0.402834828 0.111472014 21 30000 53000 11191 4 1.5 -2023
867 0.872013393 0.261375746 23 10000 56000 12664 4 1.5 21659
868 0.025585322 0.848031606 28 50000 66000 18797 4 1.5 -3007
869 0.629300224 0.470869235 25 10000 60000 14825 4 1.5 27063
870 0.294915214 0.893875129 29 30000 67000 19389 4 1.5 18472
871 0.299153107 0.058717763 21 30000 51000 10499 4 1.5 -3751
872 0.088335135 0.231132226 22 50000 56000 12494 4 1.5 -18764
873 0.36248079 0.084444676 21 30000 52000 10839 4 1.5 -2902
874 0.438950126 0.63948129 26 30000 62000 16365 4 1.5 10912
-
8/13/2019 Advance Lexington 4 Optimization(1)
26/67
893 0.486202455 0.744233203 27 30000 64000 17563 4 1.5 13908
894 0.398432362 0.708271822 27 30000 63000 17062 4 1.5 12655
895 0.107750588 0.006746042 20 50000 45000 9030 4 1.5 -27424
896 0.263315903 0.703453781 27 30000 63000 17032 4 1.5 12579897 0.665092904 0.276184337 23 10000 56000 12747 4 1.5 21867
898 0.388616481 0.050534527 21 30000 50000 10253 4 1.5 -4368
899 0.394863344 0.70612406 27 30000 63000 17049 4 1.5 12621
900 0.288705587 0.546802787 25 30000 61000 15535 4 1.5 8839
901 0.250758899 0.682501528 27 30000 63000 16900 4 1.5 12249
902 0.668389446 0.218618975 22 10000 55000 12202 4 1.5 20506
903 0.981183635 0.900391294 29 10000 68000 19723 4 1.5 39307
904 0.587945269 0.630274581 26 10000 62000 16308 4 1.5 30769
905 0.561718767 0.469439507 25 10000 60000 14817 4 1.5 27042
906 0.936098207 0.32738951 23 10000 57000 13266 4 1.5 23165
907 0.343501017 0.301081969 23 30000 57000 13116 4 1.5 2790
908 0.131346663 0.105868462 21 50000 53000 11161 4 1.5 -22097
909 0.872642805 0.302390229 23 10000 57000 13124 4 1.5 22809
910 0.714541157 0.442348075 24 10000 59000 14410 4 1.5 26025
911 0.062049152 0.126692919 21 50000 53000 11271 4 1.5 -21821912 0.149695768 0.074986493 21 50000 51000 10582 4 1.5 -23544
913 0.202685052 0.57429158 26 30000 61000 15703 4 1.5 9258
914 0.886914469 0.29072142 23 10000 57000 13057 4 1.5 22643
915 0.471488935 0.329410236 23 30000 57000 13278 4 1.5 3194
916 0.477153649 0.43666872 24 30000 59000 14376 4 1.5 5941
917 0.272750303 0.037190642 20 30000 49000 9982 4 1.5 -5044
918 0.871643151 0.010980925 20 10000 46000 9251 4 1.5 13126
919 0.889292944 0.907080016 29 10000 68000 19768 4 1.5 39420
920 0.281184263 0.896852823 29 30000 68000 19699 4 1.5 19246
921 0.969251305 0.128039533 21 10000 53000 11279 4 1.5 18197
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940 0.385475979 0.303335986 23 30000 57000 13129 4 1.5 2823
941 0.511054237 0.878312859 29 10000 67000 19285 4 1.5 38212
942 0.477350715 0.255969192 23 30000 56000 12633 4 1.5 1584
943 0.213742853 0.487819909 25 30000 60000 14927 4 1.5 7317944 0.588628106 0.316081454 23 10000 57000 13202 4 1.5 23004
945 0.627451215 0.470515133 25 10000 60000 14823 4 1.5 27058
946 0.311141639 0.3475826 23 30000 58000 13616 4 1.5 4040
947 0.773668353 0.560448593 26 10000 61000 15619 4 1.5 29047
948 0.819844934 0.119307016 21 10000 53000 11232 4 1.5 18081
949 0.586407655 0.099505109 21 10000 52000 10917 4 1.5 17294
950 0.230688755 0.677131969 27 30000 63000 16866 4 1.5 12165
951 0.097074426 0.106266215 21 50000 53000 11163 4 1.5 -22092
952 0.029529417 0.431719276 24 50000 59000 14347 4 1.5 -14132
953 0.793464432 0.685466589 27 10000 63000 16918 4 1.5 32296
954 0.833338519 0.455489697 25 10000 59000 14487 4 1.5 26218
955 0.197126375 0.004794459 20 50000 44000 8821 4 1.5 -27947
956 0.488106686 0.909076052 29 30000 68000 19782 4 1.5 19454
957 0.703464358 0.818649777 28 10000 65000 18321 4 1.5 35803
958 0.708774889 0.999474161 30 10000 80000 23996 4 1.5 49989959 0.226564495 0.030761995 20 30000 49000 9951 4 1.5 -5123
960 0.935080849 0.904220245 29 10000 68000 19749 4 1.5 39372
961 0.897053763 0.358816341 24 10000 58000 13681 4 1.5 24203
962 0.343393359 0.279893416 23 30000 57000 12995 4 1.5 2488
963 0.655121662 0.37511232 24 10000 58000 13776 4 1.5 24439
964 0.218174072 0.374758702 24 30000 58000 13774 4 1.5 4434
965 0.425340291 0.50988366 25 30000 60000 15059 4 1.5 7648
966 0.243180176 0.330098752 23 30000 57000 13282 4 1.5 3204
967 0.606146155 0.614475823 26 10000 62000 16210 4 1.5 30524
968 0.578298028 0.945516376 29 10000 70000 20619 4 1.5 41547
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987 0.246559787 0.866207754 29 30000 67000 19204 4 1.5 18009
988 0.619719501 0.129665601 21 10000 53000 11287 4 1.5 18218
989 0.292442714 0.200726915 22 30000 55000 12104 4 1.5 260
990 0.946435845 0.975523803 30 10000 72000 21424 4 1.5 43559991 0.412486902 0.317355217 23 30000 57000 13209 4 1.5 3022
992 0.380309333 0.099328448 21 30000 52000 10917 4 1.5 -2709
993 0.918663476 0.974115394 30 10000 72000 21414 4 1.5 43534
994 0.936202175 0.373711862 24 10000 58000 13768 4 1.5 24419
995 0.742711288 0.137721964 21 10000 53000 11330 4 1.5 18325
996 0.065814701 0.738518648 27 50000 64000 17527 4 1.5 -6184
997 0.262405267 0.960669416 30 30000 71000 21021 4 1.5 22552
998 0.727599864 0.346522925 23 10000 58000 13610 4 1.5 24025
999 0.773090918 0.422773937 24 10000 59000 14294 4 1.5 25736
1000 0.76690774 0.65790061 27 10000 62000 16479 4 1.5 31197
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profit loss 40000 0
1 41000 0
1 42000 1
1 30000 0.3 43000 1
1 10000 0.5 44000 2
1 50000 0.2 45000 4
1 46000 10
1 47000 4
1 48000 4
1 49000 10
1 50000 14
1 51000 26
0 52000 33
1 53000 41
1 54000 34
1 55000 52
1 56000 53
1 57000 51
1 58000 630 59000 70
0 60000 78
1 61000 59
1 62000 57
1 63000 64
1 64000 42
1 65000 38
1 66000 36
0 67000 38
1 68000 27
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1
0
1
1
1
1
0
1
1
1
1
10
0
1
1
0
1
10
1
1
1
1
0
1
1
1
1
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1
1
1
1
1
1
1
1
1
1
0
11
1
1
1
0
1
01
1
1
0
0
0
1
1
1
1
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1
1
1
1
0
1
0
1
0
1
1
11
1
1
1
1
1
01
1
1
1
1
1
1
1
0
1
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1
1
1
1
1
1
1
1
0
1
0
11
0
1
1
1
1
11
0
1
1
1
1
0
1
1
1
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1
1
1
1
1
1
0
0
0
1
1
10
1
1
1
1
1
11
1
1
0
0
1
1
1
0
0
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1
1
0
1
1
1
1
1
1
1
1
11
1
1
1
1
1
11
1
1
1
1
0
1
0
1
1
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0
0
0
1
1
1
0
1
1
1
0
11
1
1
1
1
1
11
1
1
1
1
0
0
0
1
1
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0
1
1
1
1
0
1
1
1
1
1
00
0
1
1
0
0
11
1
0
1
1
1
1
1
1
1
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1
1
1
1
1
0
0
1
1
0
1
11
1
1
1
1
1
01
0
0
1
0
1
1
1
0
0
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1
1
1
1
1
1
1
1
0
0
0
11
1
1
1
1
1
01
1
1
1
1
1
1
0
1
0
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1
1
0
1
1
1
1
1
1
1
1
01
1
1
0
1
0
11
1
1
1
1
1
1
0
1
1
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1
1
1
1
1
1
1
1
1
1
0
11
1
1
1
1
1
11
0
1
1
1
1
0
1
1
0
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0
1
1
0
1
1
1
1
0
0
0
11
1
1
1
1
0
10
1
1
1
1
1
0
0
1
1
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1
1
1
1
1
1
1
0
1
1
1
11
1
0
1
1
1
11
1
1
1
1
1
1
1
1
1
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1
1
1
0
1
0
1
1
1
1
1
11
0
1
1
1
1
11
1
1
1
1
1
1
1
1
1
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1
1
1
0
0
1
1
1
1
1
1
01
1
1
1
0
0
01
0
0
1
0
1
1
1
1
0
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1
1
0
1
1
0
1
1
1
1
1
11
0
0
1
1
1
10
1
0
1
1
1
1
0
0
0
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1
1
1
1
1
0
1
1
1
0
1
11
0
1
0
0
1
11
0
1
0
1
1
0
0
0
1
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1
1
0
1
1
0
1
1
1
1
1
11
1
1
0
1
1
00
1
1
1
1
0
1
1
1
1
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1
1
1
1
1
1
1
1
1
1
1
00
1
1
0
1
1
10
1
1
1
1
1
1
1
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1
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1
1
1
1
1
0
1
1
1
0
1
11
1
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Note: All PAINTED CELLS CONTAINS FORMULAE
BI Retail TELECOM revenue
profit 97.5 95 99 5702.75
modules 56.5 1 1
resources required per unit
bi retail TELECOM Availablesystem analysts 10 20 15 600
Programming team 40 30 20 4000
bi retail used
system analysts 565 20 15 600
Programming team 2260 30 20 2310
Project we can undertake
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MAXIMIZE GREEN
BY CHNG GREY
SUBJECT TO CONSTRAINTS
RED
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COST 35300
MUMBAI 12 97 72
DELHI 88 22 67
CHEMMAI 78 82 15
west north south
MUMBAI 300 0 0 300
DELHI 200 200 100 500
CHEMMAI 0 0 200 200
500 200 300
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costs to ship
detroit minnepolis milwauke chicago
gary, indiana 25 40 20 10
fort wayne 15 50 30 20 chicago
Madison 40 25 5 10 milwauke
Detroit 5 60 40 30 minnepolis
rockford 35 30 10 5 detorit
Manufacturing Costs
fibreglass labor current supgary 2 1 chicago
fort wayne 2 1 milwauke
Madison 2 0 minnepolis
Detroit 0 1 detorit
rockford 2 1
manufactu
production capacity fibreglass
gary 300 shower-rifi 2
ford wayne 150
Madison 150
Detroit 150 Total cost function
rockford 150 0
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cost of manufacturing
labour glass
gary, indiana 1 2 7
fort wayne 1 2 7
Madison 0 2 4
Detroit 1 0 3
rockford 1 2 7
units 3 2
costs to ship
250 300 detroit minnepolis milwauke chicago
50 150 gary, indiana 25 40 20 10
150 150 fort wayne 15 50 30 20
150 150 Madison 40 25 5 10
150 150 Detroit 5 60 40 30
rockford 35 30 10 5
750 900
total cost
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Microsoft Excel 12.0 Sensitivity Report
Worksheet: [advance_lexington_4_optimization.xlsx]lexington 4 optimization
Report Created: 8/24/2013 2:56:59 AM
Adjustable Cells
Final Reduced
Cell Name Value Cost
$I$14 Production plan is met Long-haul telecom 0 3.21839079
$J$14 Production plan is met Short-haul telecom 0 10.11641378
$K$14 Production plan is met Datacom (no. 4 0
$I$15 Short haul telecom Long-haul telecom 0 2.896551726$J$15 Short haul telecom Short-haul telecom 0 9.104772416
$K$15 Short haul telecom Datacom (no. 9 0
$I$16 Datacom Long-haul telecom 0 2.606896551
$J$16 Datacom Short-haul telecom 10 0
$K$16 Datacom Datacom (no. 10 0
$I$17 Long-haul telecom 26.94444444 0
$J$17 Short-haul telecom 0 0.416441381$K$17 Datacom (no. 20.33103448 0
$I$18 total labour cost Long-haul telecom 0 0.041379313
$J$18 total labour cost Short-haul telecom 0 0.491255176
$K$18 total labour cost Datacom (no. 102 0
$I$19 Long-haul telecom 0 1.264367816
$J$19 Short-haul telecom 0 0.599834482
$K$19 Datacom (no. 40 0
Constraints
Final Shadow
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Objective Allowable Allowable
Coefficient Increase Decrease
14.99999998 1E+30 3.21839079
14.99999998 1E+30 10.11641378
15 1.551724138 1E+30
14.5 1E+30 2.89655172614.5 1E+30 9.104772416
14.5 0.396551724 1E+30
13 1E+30 2.606896551
13 0.481992339 1E+30
13 0.406896552 0.481992339
12 0.045977015 1E+30
12 1E+30 0.41644138112 0.431412896 0.04580153
10.5 1E+30 0.041379313
10.5 1E+30 0.491255176
10.5 0.041379313 1E+30
9.749999999 1E+30 1.264367816
9.749999999 1E+30 0.599834482
9.75 0.181034483 1E+30
Constraint Allowable Allowable
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Pay Wage
ong- au
telecom
ort- au
telecom
atacom
(no.
grade($/hr)
(no of
operators)
(no of
operators)
of
operators) sum
1 15 4 4
2 14.5 9 9
3 13 15 5 20
4 12 4 50 54
5 10.5 2 100 102
6 9.75 40 40
Question 1 per Hour's
productionweek's production possibility
Long Haul telecom 48.5 1940
Short haul telecom 25 1000
Datacom 251.5 10060
total labour cost 102380
current situation
Production plan
is met
Optimized cost 99152.23
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Pay grade
Long haul
telecom
Short haul
telecom Datacom
Long haul
telecom
1 2 1.2 2 1940
2 1.8 1.08 1.8 48.5
3 1.62 2.5 1.62
4 1.8 2.16 1.45
5 1.62 1.93 1.31
6 1.3 1.74 1.2
Question 2
pay grade Long-haul
telecom
Short-haul
telecom
Datacom
(no.sum condition values
1 0 0 4 4 4
2 0 0 9 9 9
3 0 10 10 20 20
4 26.9444444 0 20.331034 47.27548 54
5 0 0 102 102 102
6 0 0 40 40 40
48.5 25 251.5
48.5 25 251.5
Productivity (parts/operator-hour) Weekly pro
optimum arrangement in which worker can switch jobs
conditions
for exactproduction
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Short haul
telecom Datacom
1000 10060
25 251.5
duction plan (parts/week)
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