advance lexington 4 optimization(1)

8/13/2019 Advance Lexington 4 Optimization(1)

1/67

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


11/67

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


14/67

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


15/67


16/67

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


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


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


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


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


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


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


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


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


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


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


27/67

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


28/67

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


29/67

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

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1

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1

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0

1

1

0

1

10

1

1

1

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0

1

1

1

1


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1

1

1

1

1

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1

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11

1

1

1

0

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01

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1

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0

0

1

1

1

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1

1

1

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1

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1

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1

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1

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1


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1

1

1

1

1

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0

1

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1

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1

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1

1

1

1

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1

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0

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1

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1

1

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11

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36/67

0

0

0

1

1

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1

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1

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1

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51/67

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


52/67

MAXIMIZE GREEN

BY CHNG GREY

SUBJECT TO CONSTRAINTS

RED


53/67

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


54/67

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


55/67


56/67


57/67

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


58/67

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


59/67

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


60/67

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


61/67

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


62/67

Short haul

telecom Datacom

1000 10060

25 251.5

duction plan (parts/week)


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advance lexington 4 optimization(1)

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