fase 4- yenifer supelano

7/26/2019 FASE 4- Yenifer Supelano

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FASE 4INFERENCIA ESTADISTICA

PRESENTADO POR:YENIFER FARLEY SUPELANO GUIO

1057597372

PRESENTADO A

TUTORA.DIANA MILENA CALIMA

UNIVERSIDAD NACIONAL ABIERTA Y A DISTANCIAESCUELA DE CIENCIS BASICAS, TECNOLOGIA E INGENIE

INGENIERIA INDUSTRIALSOGAMOSO

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30 140 9!5 D&( !0 MU>ER 331 154 994 D&( 74 ER 5!37 19! 95= D&( 74 MU>ER 3!3= 219 92! D&( 41 ER 5440 224 ==9 D&( !7 MU>ER 2041 22! 909 D&( 20


5/131

7= 55! 9== D&( 35 MU>ER 3079 559 =94 D&( 55 MU>ER 43=0 5!= 93! D&( !4 MU>ER !1=1 5=0 91= D&( 33 MU>ER 30=2 5=5 993 D&( 54 MU>ER 47=3 593 =70 D&( 3= MU>ER 2!

=4 597 922 D&( 34 ER 22=! !29 975 D&( 5! MU>ER 74=7 !32 915 D&( 1= ER 291 !!! 9=9 D&( 74 ER !797 !91 959 D&( 5= MU>ER 259= !9! ==3 D&( !7 MU>ER 2=99 701 904 D&( 59 MU>ER 5=

100 70! ==2 D&( 29 MU>ER !3101 715 903 D&( 71 MU>ER 70102 725 99! D&( 55 ER 410! 755 9=7 D&( 53 ER 1110= 75= 97! D&( 35 ER 5=110 3 9! L-#+ 1= ER 1=112 21 2! L-#+ 75 ER 5!114 54 20 L-#+ 23 MU>ER 3=115 5! 104 L-#+ 71 MU>ER 311! !5 23 L-#+ !1 MU>ER 74117 !! 72 L-#+ 40 MU>ER 5311= 77 77 L-#+ 5! MU>ER 7119 =! 21 L-#+ !9 MU>ER 43120 95 31 L-#+ 4!


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12! 13! 94 L-#+ 45 MU>ER 33127 140 74 L-#+ 43 MU>ER 3112= 144 != L-#+ 70 ER 7130 1!5 105 L-#+ 2! ER 44

132 177 9 L-#+ 21 MU>ER 4133 177 97 L-#+ !! MU>ER 54134 1=2 43 L-#+ 32 MU>ER 47135 1=! 103 L-#+ 30 ER 42143 259 41 L-#+ 31 MU>ER 37144 2!5 42 L-#+ 4= ER 20154 44= 102 L-#+ 55 ER 27172 599 =3 L-#+ 25


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174 !15 7 L-#+ !4 ER 73

1=0 !72 !7 L-#+ 4! MU>ER 241=1 !73 29 L-#+ 54 MU>ER 311=2 !74 5! L-#+ 2= MU>ER 371=3 !=3 99 L-#+ 51 ER 45209 !4 221 M$'%# 73 ER 5!212 100 17= M$'%# 5! MU>ER 50213 103 122 M$'%# 5= MU>ER 3!214 10= 204 M$'%# 19 MU>ER 17215 110 1=0 M$'%# 42 ER 1121= 119 25= M$'%# 5= ER 3!221 142 237 M$'%# 70 MU>ER !3


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222 142 2!5 M$'%# 49 MU>ER 70223 149 197 M$'%# 74 ER !522! 17! 1=7 M$'%# 71 MU>ER 21227 1=7 231 M$'%# 55 MU>ER !4

22= 19! 243 M$'%# 23 ER 41239 2!4 193 M$'%# !4 ER 2242 277 190 M$'%# 43 ER 3249 309 140 M$'%# 59 MU>ER 2250 314 2!! M$'%# 2= MU>ER =251 329 191 M$'%# 37 MU>ER 2=252 329 2!= M$'%# 27 MU>ER !4253 331 133 M$'%# 22 ER 5225= 35! 115 M$'%# !2 ER 422!3 3=0 1=4 M$'%# 45


9/131

270 4!2 1=2 M$'%# 37 ER 43273 4!9 1=9 M$'%# 29 ER 29

27! 513 215 M$'%# 72 ER 30279 520 1!= M$'%# 49 MU>ER 4=2=0 522 173 M$'%# 24 MU>ER 272=1 531 199 M$'%# 55 ER 732== 5=2 174 M$'%# 40 ER 5305 !=5 14! M$'%# 5= ER =310 70= 251 M$'%# 53 ER 31313 725 111 M$'%# 22


10/131

31= 770 121 M$'%# !1 MU>ER 7319 774 252 M$'%# 29 MU>ER !7320 777 245 M$'%# 31 MU>ER 15321 7=0 259 M$'%# 47 #;# 25 #;# 49 MU>ER 3!

324 43 575 >#;# 45 #;# 49 MU>ER 7332! 55 439 >#;# 32 #;# 47 #;# 5! #;# !0 MU>ER 1330 74 525 >#;# 72 #;# 44 MU>ER 1!332 9! 51= >#;# 19 #;# 70 #;# 30 #;# 47 #;# 47 MU>ER 33337 120 491 >#;# !2 MU>ER 3=33= 12! 554 >#;# 39 MU>ER 23339 141 444 >#;# 74 #;# 45 #;# 52 MU>ER 27342 159 45! >#;# !2 MU>ER 45343 159 521 >#;# 21 #;# 74 #;# 25 MU>ER !=34! 19! 532 >#;# 2! MU>ER 34347 201 544 >#;# 44 MU>ER 7434= 213 442 >#;# 27 MU>ER 4=349 22= 5!0 >#;# 70 #;# 73 MU>ER 30351 237 5!9 >#;# 49 #;# 5= #;# !0 MU>ER 52354 24= 449 >#;# 30 MU>ER 52355 2!= 4!7 >#;# 2= #;# !1 MU>ER 4!357 2=3 527 >#;# 3! #;# 70 #;# 30 #;# 52 MU>ER 353!1 323 513 >#;# 20 #;# !5 MU>ER 223!3 325 49! >#;# 57 MU>ER 273!4 32! 541 >#;# !! MU>ER 523!5 329 557 >#;# 23


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3!! 337 5!! >#;# 41 MU>ER 1!3!7 341 509 >#;# 25 #;# 3! MU>ER 323!9 357 553 >#;# !5 MU>ER !4370 3!7 499 >#;# !9 #;# 53 #;# 54 #;# !1 #;# 47 #;# 5! #;# !4 #;# 70 MU>ER 4237= 453 572 >#;# 50 #;# 33 #;# 4= #;# !! #;# 39 #;# 52 #;# 31 MU>ER 423=5 479 4=2 >#;# 47 MU>ER 553=! 4== 511 >#;# 45 MU>ER 373=7 493 450 >#;# 37 #;# 4= MU>ER 593=9 494 500 >#;# 51 #;# 42 #;# 25 #;# 25 #;# != #;# 1= MU>ER 7395 539 4=5 >#;# 42 MU>ER 2139! 541 434 >#;# 3! MU>ER 13397 55! 4!5 >#;# 55 MU>ER !=39= 55! 520 >#;# 75 MU>ER !7399 5!1 533 >#;# 5= MU>ER 44400 5!9 552 >#;# 72 #;# 55 MU>ER !!402 571 4!3 >#;# 53 MU>ER 73403 574 514 >#;# 4! #;# 32 #;# 73 MU>ER 4040! 594 4!0 >#;# 4! MU>ER 10407 59! 545 >#;# !1 #;# !4 MU>ER =409 !04 53= >#;# 47 MU>ER 21410 !29 4=1 >#;# !5 MU>ER 47411 !32 437 >#;# 52 #;# 70 MU>ER 74413 !3! 5!4 >#;# 43


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414 !39 49= >#;# !3 MU>ER 42415 !53 443 >#;# 22 #;# 4= #;# 42 #;# 31 MU>ER !!419 !!5 50! >#;# 74 MU>ER !9

420 !79 4!! >#;# 49 #;# 75 MU>ER 45422 !=9 44! >#;# 44 MU>ER 50423 !94 474 >#;# !3 MU>ER 21424 !97 504 >#;# !1 #;# 57 #;# 71 MU>ER 9427 737 519 >#;# 55 #;# 73 #;# !7 MU>ER 1=

430 754 495 >#;# 59 MU>ER 2=431 7!! 52! >#;# 74 #;# 39 MU>ER 30433 771 47! >#;# 55 MU>ER 54434 775 5!5 >#;# 57 MU>ER !5435 77! 459 >#;# 25 MU>ER 5=43! 2 !49 V(#'- 3= MU>ER 17437 21 !91 V(#'- 71 MU>ER 3543= 32 !52 V(#'- 3= MU>ER 17439 34 !92 V(#'- 70 ER 37444 5! !=3 V(#'- 49 ER !0455 100 71= V(#'- 32


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4!2 137 712 V(#'- 51 ER 3473 241 !74 V(#'- 27 ER 20

47= 277 577 V(#'- 37 ER 3=4=1 2=9 5=7 V(#'- 19 ER 244=! 342 705 V(#'- 73 ER 23493 419 5=0 V(#'- 75 ER 30504 4== !31 V(#'- 71 ER !1507 533 !72 V(#'- 50 MU>ER !250= 537 5=9 V(#'- 20


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510 5!0 !10 V(#'- 72 MU>ER 54511 57! !71 V(#'- 44 MU>ER 10512 5=3 719 V(#'- 40 ER !5517 !12 !70 V(#'- 4! ER 3252= !=9 !44 V(#'- 21 MU>ER 74529 702 !34 V(#'- 75 ER 14532 713 !!3 V(#'- !1 MU>ER 41533 715 !== V(#'- 25 MU>ER 27534 724 !54 V(#'- 32 MU>ER 72535 725 !35 V(#'- 71 MU>ER 3153! 725 !=7 V(#'- !9 ER 54539 741 !01 V(#'- 24 MU>ER 9540 742 709 V(#'- 71 ER 21543 7!! !20 V(#'- 37


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55= 104 753 S@$ 40 MU>ER 3!559 11= =4= S@$ 43


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!0! 453 72= S@$ 59 MU>ER !3!07 45= 732 S@$ 29 MU>ER 39!0= 4!5 733 S@$ 54 MU>ER !!!09 47! =22 S@$ 22 ER 40!25 5!! =27 S@$ 41 MU>ER 34!2! 572 739 S@$ 52 ER 29!2= 5=9 =33 S@$ 44 MU>ER !9!29 59= =24 S@$ 53 ER !!53 77= =1= S@$ 40


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!54 1! 3=9 M(#') !7 ER 55!57 30 340 M(#') 43 MU>ER 19!5= 35 349 M(#') 70 ER 43!71 93 40= M(#') 51 MU>ER !3!72 97 3!2 M(#') 30 MU>ER !9!73 11= 393 M(#') 73 ER 52!7! 131 3=5 M(#') 4= ER 74!79 14= 3!1 M(#') 50 MU>ER 70!=0 1!0 2== M(#') != ER !0!=3 1=4 39! M(#') 23 ER 42!=! 205 391 M(#') 71 ER 31!91 22= 390 M(#') 25 ER 55!94 2!5 27= M(#') 25 MU>ER 41!95 2!5 325 M(#') 45 ER 17700 314 354 M(#') !5 MU>ER 51701 322 414 M(#') 40


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702 333 397 M(#') 23 MU>ER 24703 334 3=! M(#') 75 MU>ER !!704 335 3!7 M(#') 53 ER 5!707 37! 273 M(#') 19 MU>ER 17

70= 3=9 410 M(#') !0 ER 50725 519 41! M(#') 57 ER !372= 533 40! M(#') 45 MU>ER 17729 542 3!! M(#') 73 MU>ER 9730 55! 309 M(#') !1 ER !3733 5!9 29= M(#') 35 MU>ER 53734 570 314 M(#') 3= MU>ER 70735 572 377 M(#') 30 MU>ER !773! 5=5 411 M(#') 5= MU>ER !3737 5== 320 M(#') 5= MU>ER 3373= 594 297 M(#') 73 MU>ER 45739 !13 417 M(#') 53 ER 1=742 !23 31! M(#') 25 MU>ER 47743 !2= 37! M(#') 22 MU>ER 2=744 !4= 403 M(#') !7 MU>ER 40745 !49 3!0 M(#') 43 MU>ER 1374! !53 322 M(#') 70


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750 !=5 422 M(#') 44 ER 55753 !90 3!= M(#') 75 MU>ER 21754 !91 350 M(#') 40 ER !1757 703 315 M(#') 2! ER 147!0 71! 374 M(#') 30


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Fecha Hora_llamaDuracin_min Moti !ati Con"umo #$23 1332 2= 4 1 3 3509!01! 1344 43 1 4 2 1!342551! 1439 = 2 2 4 21!05923 1321 3= 4 3 3 254749923 1324 42 1 1 2 2=1=!351! 1307 2 5 1 3 292137423 1422 14 1 3 1 =0=0=23 13!0 34 4 1 1 275!5723 132= 0 3 2 1 79=1!35 1372 27 5 3 1 1443473

23 13=3 31 2 2 5 291925 1317 1= 4 2 1 19194=5 131= 27 4 4 4 1045!21

23 1415 23 2 3 4 22=0!5223 1425 44 5 1 2 1==4!1323 1320 10 3 2 5 =1!!70

1! 1377 1= 1 1 5 9132411! 13!1 3! 5 5 2 15!404=1! 1439 22 4 1 4 1013!4=23 1359 24 3 4 4 215303=5 1309 7 2 3 1 25123595 135= 9 2 5 2 2312737

23 1344 0 5 4 1 2344231! 127! 42 2 2 4 21533541! 1259 29 2 4 2 13303191! 13=! 41 3 4 3 !=0

1! 1440 2= 5 1 3 2551545 1291 3 2 4 4 25!334523 1257 22 2 4 1 2931!!=

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5 13=0 23 4 4 1 70494523 1431 35 1 5 3 7470055 1270 45 3 5 1 25295==

1! 1274 = 5 5 1 2!351!23 125! 11 3 1 5 15=950!1! 131= 31 4 2 5 2=3=!=

1! 125= 5 5 2 5 21!949323 13!7 33 1 2 2 =1922323 1320 1 1 4 5 9329=523 13=4 11 3 1 4 795=023 12=1 39 4 3 3 1=503!!23 1305 0 3 5 5 257!155 1415 32 2 2 5 2!9!32

23 1292 21 5 4 3 9!490723 1399 27 5 3 2 !!04!23 131! 37 3 2 3 2!53!0=

23 1271 1! 1 3 1 2!!227!5 12=5 41 1 2 3 2350524

23 1305 33 4 1 3 5192595 1397 22 1 1 3 23!3517

23 1303 4 4 5 3 2!7===723 1322 3= 2 4 4 55=75423 1351 15 2 5 3 1=242=41! 1312 19 1 5 1 29=223423 1320 9 5 1 4 4739395 1342 = 4 3 4 210525!

23 1373 19 5 5 2 2153195 1437 14 2 5 1 45=9!4

1! 12=7 40 4 4 2 154!=!423 1401 24 1 1 1 !1!53=23 1350 10 2 3 2 23073005 131= 2= 5 3 1 2219519

23 1400 37 4 2 3 5020231! 12=5 39 2 1 2 195!3=71! 1273 10 5 3 2 232=9205 133! ! 2 4 2 23444495 1412 1! 4 3 1 1935!53

23 1290 1= 4 5 2 295525523 12!3 37 1 3 4 29952221! 1343 2 2 4 5 2271151! 13!2 24 2 4 1 144!7405 1354 5 5 3 2 2=03499

23 12!9 34 2 5 4 152520=5 1343 4 3 5 5 33!52=5 134= 25 2 3 5 5=572!5 1309 13 5 4 3 3991075 1423 27 1 1 4 17537=7

1! 1252 2 1 2 4 20!172!


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5 141= 1= 5 1 4 170159023 12=5 30 5 1 1 25337771! 1332 39 1 4 2 1!90=0=1! 1314 42 2 2 1 14014071! 1430 15 5 3 2 93419223 1252 34 1 5 4 1!95079

5 131= 9 4 3 2 10031195 1347 21 1 5 3 7=17555 1390 4 2 1 4 12424495 1310 23 3 5 1 709237

1! 1300 7 2 5 1 4444=55 13=0 20 2 2 1 231=2=!

1! 1300 1= 4 4 4 1=7014323 141= 1 5 3 1 252=0255 132= 13 1 5 4 1347=3!

23 1297 29 3 2 4 2900777

23 140= 4 4 5 4 22493291! 13!3 22 2 1 3 15535005 12=4 27 1 1 1 101=9==

23 13!9 27 1 4 4 4231335 1270 39 2 5 1 1793535

1! 1295 2! 2 1 1 109=1!923 12!9 25 5 1 4 2457=111! 1294 10 3 1 5 1!109445 143= 21 1 3 1 101930=

1! 1252 1! 2 2 5 2714=4!1! 1294 10 1 4 5 2=9!1==1! 1347 21 4 2 1 12049005 1417 19 4 1 5 22!94!

23 12!9 1! 4 3 5 1!573705 1395 24 3 4 5 =751=7

1! 12!0 4 3 1 1 !349=!5 127 27 2 1 5 !027935 11 45 1 4 3 1=90515

1! 37 5 1 2 4 151077!5 11 1 4 1 5 307!19

1! 25 ! 4 1 3 33!1191! 135 15 2 5 2 3477205 32 10 1 3 2 14=457

23 93 30 2 3 4 247072523 9= 14 1 5 5 19530211! 25 13 2 5 4 2=!29!!1! 44 37 1 3 1 2=54!1!1! !2 22 2 1 3 10515123 122 15 1 2 4 117=3=95 77 14 1 3 3 24742=1

23 != 13 5 3 5 !7!=555 22 45 3 5 4 2!19747


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23 125 0 3 3 1 1751!2023 95 1 5 5 2 14451751! =9 33 5 1 3 2!90=2=23 122 13 2 5 5 17195951! 139 1= 5 3 4 1!123145 139 19 1 1 5 2490944

23 15 24 5 1 2 113=0135 127 31 5 1 5 73=4==

1! 53 ! 4 4 4 254741=23 132 20 4 2 3 35!1901! 112 1 4 1 1 11==0=11! 55 11 4 5 3 190950323 139 40 4 5 3 =!4!305 =! 11 4 2 2 2=93593

23 35 24 4 2 4 131330!23 47 44 5 1 4 2570414

1! 9= 2! 5 1 4 1145=5223 52 3= 1 1 5 19779451! 52 3! 3 4 1 205249223 93 ! 2 3 2 29=105723 4! 1= 5 4 3 27537!=5 ! ! 2 1 1 592=97

1! =1 1= 3 5 3 5791405 30 ! 5 2 1 23!7137

1! 129 40 5 1 3 29300!023 1! 9 3 2 2 114=53=1! 70 19 5 3 4 !541!55 3 5 1 3 2 435!175 132 32 3 3 4 1400=99

23 140 27 4 2 3 23!=44=5 3= 40 4 1 1 200440!5 4! 31 2 1 4 1!5371

23 51 3! 5 4 3 129=3!71! 51 2! 4 3 5 29319151! 39 20 2 5 3 113333223 102 19 1 2 1 14705=91! 5! 17 1 3 4 139529=1! 13 22 2 3 5 2!3!0921! 19 37 5 2 5 2=2!0271! =3 30 3 3 3 17117=71! 119 12 5 1 5 2541171! 52 2= 3 1 3 223511323 35 9 4 4 1 25!707423 4= 31 5 2 2 1904121! 79 2 5 2 5 1927431! 92 10 4 1 2 =772975 10! 2= 4 5 3 2254!!9

1! 129 2 1 5 5 2517!52


24/131

5 12 2 4 1 1 2!335351! 9 22 2 2 1 25202245 =9 14 5 2 3 102!!375 53 32 5 2 4 1!1=32!

23 57 31 1 3 2 1!=4=975 100 13 5 5 4 10492=0

23 == 20 4 1 5 99331!23 42 41 2 2 5 194027=1! !9 3= 3 1 2 259230523 12= 40 3 5 5 2!=71==23 23 11 4 4 2 3107723 1! 29 5 1 3 122=7171! 57 3! 5 3 3 2799!75 1= 3! 1 1 5 17351925 11= 25 4 4 5 19194!2

23 95 9 2 1 1 4!195=

5 125 24 1 5 2 20214==23 4= 13 3 3 2 1929=223 11= 11 3 5 2 250797!23 22 7 5 4 2 19391!5 2 9 1 2 3 107125!

23 334 5 1 5 5 9724=5 170 44 5 4 1 5=1177

23 213 39 5 1 4 4110251! 300 1 1 3 5 !5129323 231 20 4 5 5 141!=201! 154 45 3 1 1 199233!23 31= 42 4 2 4 57=5=!1! 314 27 3 5 5 7319975 27= 3 3 1 3 27217305 32= 40 4 2 1 105!3155 1!7 34 5 3 5 99=722

23 272 31 5 5 5 2!!31=223 223 39 5 4 1 19!455!1! 351 1= 3 3 2 15940=423 297 = 5 4 1 1=4905123 27= 25 5 2 1 247=9!31! 231 37 4 2 1 14454311! 240 ! 4 1 5 22474!=5 1!! 2! 3 2 4 =19550

23 2=0 37 3 5 1 120!9195 241 3 3 5 5 14131735 30= 31 1 2 3 222135=

1! 151 41 2 1 3 20!03=51! 337 40 5 2 3 27757951! 292 21 1 3 2 11351991! 290 43 1 2 5 1750!531! 313 22 5 3 5 7517=4


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1! 345 22 3 3 5 55=!401! 2!! 42 5 5 1 4479391! 305 23 2 4 2 27!3!395 302 24 2 5 4 47329=

23 249 20 1 3 4 10325095 30! 23 4 1 4 153909

5 322 1 3 3 2 2040=351! 239 1 3 5 1 21!32505 173 41 1 2 2 249!!91

1! 322 19 2 4 3 203270=23 17! 9 4 1 4 27075301! 2!! 24 5 3 4 154!525 1!2 44 2 1 3 277370=

1! 201 12 2 1 2 4357425 245 15 1 3 3 27!53=0

1! 1=1 33 2 2 5 1=129!0

23 299 23 4 5 2 279=1923 2!0 10 3 2 2 45!=701! 33! 0 2 2 2 2=03!9!1! 329 34 3 3 2 2=057071! 254 = 2 3 1 29311751! 314 24 3 5 2 2=107!15 334 31 5 1 4 1=390795 250 3 2 1 5 7!2702

1! 240 32 5 2 1 9350415 20= 24 1 2 2 7909345 203 39 2 5 3 1779373

23 1== 20 1 3 3 72371723 34! 23 2 4 5 2157=1!1! 257 20 4 3 5 171105223 350 43 2 2 1 15=47021! 17! 2 1 4 5 25=!!5223 2=2 41 5 2 5 27775205 20= 45 2 2 2 299!354

23 291 29 1 3 4 233!23!1! 200 1 5 5 4 !=473!23 15! 12 2 4 4 149903423 307 45 2 5 5 7!094423 239 17 2 3 1 5504405 230 44 5 5 1 1939=!35 17= 34 3 5 5 15!5!95

23 24= 12 2 2 2 1451=955 19= 3! 4 3 3 7!75045 33! 31 1 4 2 434172

23 157 34 1 4 3 194!!21! 330 37 5 1 1 1=503=31! 29= 41 1 3 2 =4407023 2== 33 5 5 3 2254!02


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23 242 1 5 5 4 1314375 2=3 37 1 3 4 2!0=47

23 343 5 3 5 4 9!903323 253 33 4 3 5 14123275 2=1 27 5 4 1 1=43774

23 209 3! 5 3 4 1!7711

5 290 4 1 1 2 9=31541! 223 44 4 3 1 297247523 30! 40 5 3 4 25717155 225 29 1 5 3 2=7951!

1! 23! 43 4 3 2 157753=5 2!9 1 4 1 3 721472

23 30= 32 5 5 1 3=1!7!5 21! 4 5 2 4 19570935 2!1 33 4 4 1 1244140

1! 340 1 5 4 3 244!759

1! 207 3= 2 5 3 !13!5!1! 21! 22 5 3 2 1=537151! 237 35 5 3 2 11!!!=91! 25= 41 4 3 1 137574923 330 39 3 3 5 24974525 230 40 3 1 2 713905

1! 339 17 5 5 2 2=1931923 222 22 3 3 3 11!97!15 1!= 4 4 4 4 2=25245

23 2=1 23 1 4 2 25235=21! 2=7 2! 4 5 2 2!073441! 155 17 4 3 2 27470!=23 329 17 2 5 4 3=11101! 179 27 4 4 4 15575=95 2!5 2 4 3 5 2955993

23 300 43 4 5 3 2=107331! 1=9 3 5 5 4 27004=51! 295 39 1 3 2 20!371723 249 3! 4 3 3 4552!21! 19= ! 1 2 4 13121355 20! 9 5 4 4 2=4=945

23 1!3 35 5 1 3 117=023 203 22 1 1 5 153=10!5 172 15 5 2 4 193041

23 331 24 3 2 5 7250321! 241 0 5 4 4 1=154795 170 ! 1 2 5 1!14!95 154 14 2 5 4 735400

23 202 15 3 3 5 21709723 20! 17 1 5 4 =930!23 272 24 5 3 3 1!97=2=1! 339 44 3 5 2 1740470


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5 1!! 41 5 1 2 1!1039523 332 10 3 5 1 22=37345 32= 32 4 1 5 474317

1! 339 45 3 1 2 13719945 =00 22 3 2 2 24=0!2!

23 !05 41 4 3 2 2931=!7

1! =1= 2! 5 2 4 95092223 745 12 2 1 3 22433=23 594 10 3 5 2 5423391! !=! 32 2 4 1 25524=323 594 15 2 2 2 19700395 714 11 5 3 5 1!4454!

23 741 17 1 1 2 =299951! 572 10 1 1 2 9555431! 72! 39 2 5 2 35!1071! 5=4 45 2 2 3 2711=54

5 !13 1= 5 1 1 17421=55 =04 2= 5 1 5 2755=09

23 5=7 44 5 3 2 25731495 !=5 43 3 5 2 91=022

1! 7== 13 1 4 3 207574=1! 599 37 5 3 3 53353=23 !09 11 2 1 1 40244!1! !14 23 2 3 5 15237=23 !1= 1 4 3 5 2=453101! 735 1= 3 2 2 =305735 57! 1= 3 2 2 20102745 !57 3 2 1 3 14=4577

1! 745 9 5 3 5 239029923 7!3 1 4 5 2 12!93=423 597 3! 4 2 1 1=!344123 79= 39 2 2 5 172290=1! 700 32 4 5 3 9042!!1! =05 29 1 1 5 2!=39!5 !21 2= 2 5 5 3=949!5 75= 31 2 5 5 22249=5

1! !0! 2 5 5 5 13!33095 !3= 27 3 3 4 22==44!

1! 7=5 = 2 1 4 2!7!371! 743 3= 2 2 1 13=52015 572 5 4 2 5 135=0905 !49 22 5 5 1 443=47

23 !27 1= 3 4 1 199500423 719 0 2 1 1 1=90!0223 !0! 37 2 3 4 33421=1! !90 2= 2 1 1 1=01725 7!0 44 5 3 4 1197005

23 790 = 2 2 2 2=03752


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23 =04 ! 1 1 2 27!312=5 712 27 2 4 3 123!4=75 7!1 42 1 5 5 2521=!5 7== 37 1 3 4 2041!53

1! !9! 14 4 1 3 25955395 =0= = 1 3 3 31292!

5 !=7 5 1 5 2 13335205 595 42 3 5 5 2===30

23 79! 40 1 5 4 997=5223 7=4 1! 4 2 1 11744245 !!0 21 2 1 2 21121=4

23 =1! 7 5 4 3 1=372!1! =09 1= 5 2 3 5747975 700 40 5 2 4 1!7!495

1! !71 = 5 1 5 79034!23 710 12 1 3 2 7!=!5!

23 !77 25 2 2 5 2!9!0221! 7== 4 5 4 1 273707023 574 40 3 3 1 242717723 !71 2 2 3 2 224015923 717 35 3 3 5 25237241! !07 13 5 4 1 15=154123 !=2 3= 5 5 4 201590=1! !9= 45 2 5 5 24974123 !32 7 3 5 3 1=0207=1! 741 31 1 4 4 2143==5 !20 25 5 2 2 10002=5

1! =13 10 5 2 3 3745211! 5=0 44 5 5 2 24942=15 !71 19 1 1 1 145022!5 5=4 15 5 5 3 595=!35 !33 22 3 1 3 27322!=

23 730 45 1 1 1 12541455 74! 9 5 2 1 25!4527

1! 7=! 45 4 3 2 44520!1! =04 3 3 3 2 250!!721! !30 22 2 1 1 902!121! 720 2 4 4 2 13=1=135 75= 45 5 1 1 2957117

23 =00 40 1 1 4 259220!5 !22 14 4 5 2 14!3=21

23 7!3 35 1 4 5 542=715 777 23 1 5 4 1171572

23 75! 34 2 1 2 1107=035 !70 1! 4 4 3 1309370

1! 5== 25 1 3 4 1=93!525 745 34 4 1 4 1293273

23 =03 2! 4 3 1 1==193


29/131

23 !95 40 4 1 5 2130==123 59= 12 5 5 3 34!59=23 !41 1= 3 4 5 5731!=1! !!4 19 5 2 2 111027=23 7=9 ! 4 3 3 101=!4723 70! 4 1 3 1 215=55=

5 !3! 19 2 1 2 2591=9!23 752 = 1 4 4 14=345223 !04 24 3 1 2 22427291! !57 45 5 2 3 221=9571! 701 14 3 5 2 29=35231! !!! 30 2 3 3 1070!!=23 !15 40 5 1 3 22155405 72= 9 5 5 2 4!3251

1! 7!= 40 1 3 1 110400223 590 19 5 4 1 27!3720

1! !== 11 4 1 5 253=1201! 743 0 5 4 4 24153=25 745 21 5 2 4 1=!=357

23 !!3 29 4 5 2 723=191! =03 3= 5 1 2 20559095 !22 37 1 2 2 122=15

23 92! 14 3 3 2 !=294023 1007 1 3 5 4 219303=1! 930 1! 1 3 2 19=1!011! 1013 35 2 4 2 224=5!023 1023 7 2 2 3 11079945 =32 4 3 5 4 14311145 1032 27 2 3 3 30075!

1! 947 7 5 5 1 29!72145 990 39 3 4 3 22577=!

23 1035 3! 3 3 2 5701125 =50 ! 2 5 5 1407!545 =!7 = 1 3 5 1=9=!20

23 997 1! 3 3 4 1=5!2545 =94 9 5 5 5 1=40074

1! 102! 3 3 3 3 1=!0331! 901 3! 4 4 3 13523=5 ==7 39 5 1 4 1!59193

23 951 30 1 1 4 21542923 1004 37 5 1 1 190=9!!23 1044 11 1 3 3 274597723 =25 ! 1 4 4 19!79!923 =40 24 2 5 1 237351!5 90= 1 1 2 3 14=!1=!

1! ==7 44 1 2 1 29275731! 931 20 2 4 3 10!33455 979 7 4 2 5 4!212!


30/131

23 1040 27 1 3 5 1=5!9371! =30 1= 4 5 5 15213511! ==9 23 3 5 1 110394523 1040 10 2 5 5 1=7450=1! =53 2= 1 2 3 =5==171! =73 27 1 4 2 23=32!3

23 1042 3! 5 1 4 21940=91! ==7 13 5 1 1 240325=5 942 44 1 4 2 29!14=4

23 1039 2! 3 4 5 230310223 =43 31 4 1 5 25=40=!23 9!5 22 4 4 1 2=74395 =51 2! 1 4 3 303!995 9=2 19 2 1 2 1340410

23 991 20 5 2 2 121!3905 900 19 1 5 3 2=51924

5 =19 4 1 4 2 2=3239=23 93= 39 3 4 2 2!451=05 909 19 1 3 4 2295750

1! =3! 3! 2 5 2 21=9!71! 104= 43 3 1 5 971!==5 =32 32 1 2 3 =24!7

1! 950 20 4 2 2 2==901!1! 1022 33 2 2 5 1=407!51! 1032 1 1 1 5 4175!01! 90! 25 3 2 1 23497491! =74 9 3 2 1 =5!0441! === 37 3 2 3 42572223 950 1! 1 3 3 3572435 =5! 27 4 3 4 2955509

23 920 44 3 5 4 1=!27251! =24 34 4 3 2 241224223 =41 9 3 4 2 211!7355 991 30 3 4 2 1137=0=

23 =7= 10 1 5 5 !1231=23 =!= 1 3 5 3 20157=!1! 1022 7 1 2 2 25543221! =21 4 1 4 5 22191351! 93= 14 2 3 5 190!21=1! 1044 3 1 4 1 202394723 1002 2! 1 3 2 21141205 =54 7 5 4 5 2252!95 =90 2! 4 4 1 2377102

23 92! 1 3 5 5 143!4975 =4= 27 5 2 3 21494715 95! 20 3 1 2 !42203

1! =37 17 4 2 3 20033!!5 ==4 39 2 1 1 257194=


31/131

23 =!3 29 5 5 4 1====15 954 9 3 4 1 19792=5 1047 7 2 5 2 2011305 97! 1! 2 5 3 23119=15 1014 5 5 4 2 1=1=!25

1! 97! 40 2 3 5 27!4424

23 1047 27 4 2 5 4034051! 953 1! 3 3 3 203705 943 20 2 3 3 344139

1! 944 14 3 4 1 4027401! =5= 3 2 1 3 29755935 990 4 2 5 3 243111=

1! 93= 1! 1 4 1 122=9735 1033 3= 1 2 1 2=990715 ==4 3= 1 2 4 1113437

1! 900 10 2 5 1 15==57=

1! 102= 1! 1 1 2 22041425 =!0 = 4 4 1 1!993=2

1! 914 37 2 2 1 2!040735 =95 34 5 4 3 23992!5 943 32 4 3 4 1005445 1032 45 4 1 2 1391054

1! 94! 30 3 2 4 !92=745 999 31 5 2 3 21!=944

23 93! 1 3 2 3 30521! =99 4 5 4 4 1=39091! 999 17 1 4 3 17=32523 =!= 19 3 5 2 247!3!323 =23 23 3 5 5 2919=431! =52 33 2 5 2 23!43511! 103! 2! 5 3 5 7217!15 1015 21 1 4 4 40424!

23 1044 44 5 3 3 7=34101! =75 37 3 2 4 !!23!71! 920 20 4 1 5 7!272=23 =3! ! 4 2 5 12!970023 11== 43 4 5 1 1=95=323 1091 42 3 4 4 14322725 1152 5 3 4 4 1021252

1! 115= 37 1 3 5 291979423 11!1 12 4 2 1 13200275 1094 1! 3 2 1 2=0!0!!

23 1103 = 4 3 4 !=1!!5 1099 11 2 3 4 27!4=44

1! 1114 40 5 4 3 24=709=1! 110! 27 3 1 4 2!57!3523 119! 7 1 2 3 42!5901! 1237 30 4 1 4 173!331


32/131

5 109= 9 1 1 3 112135!5 1207 39 5 4 4 10!7497

1! 1114 23 3 2 4 319195 1135 24 4 3 4 14992!2

1! 1109 1= 1 4 5 1254!!223 1223 5 1 5 4 2742212

23 1157 = 3 3 2 !=55745 1139 19 4 5 5 1!=111!5 11!= 44 2 1 2 2175170

23 1132 45 5 5 2 9091!75 1172 29 2 4 1 5!951!

1! 1110 5 4 4 1 22!52905 1077 23 1 2 2 114=120

1! 1231 13 5 5 3 279010023 10=9 34 3 5 5 4477245 1075 37 5 4 5 2733423

1! 121= 15 2 1 1 91324=1! 1122 1= 1 3 2 204!72!23 1159 19 5 3 1 2775125 1070 27 4 4 3 243291!

1! 1153 1! 1 3 2 232423123 1232 25 1 1 5 221!34!23 10!1 44 1 5 4 !014451! 1051 2= 5 5 2 5!43345 10!! 4 4 5 3 2410411

23 1207 45 3 2 4 22973375 11!4 5 5 2 2 24594235 1119 32 5 5 4 2209=01

23 112! 4 2 4 1 25==44723 1130 25 5 2 4 4!=30=1! 1173 22 5 1 2 1549=1023 1232 0 3 1 3 5407015 1090 13 5 2 2 2251194

1! 1202 30 1 2 2 22075271! 1054 40 5 4 2 23!32!523 1241 12 4 2 3 15344191! 1191 3= 5 3 5 14=5=931! 1135 37 1 1 5 144=3=723 1115 34 1 3 4 1!0975=1! 10== 24 2 2 4 2202=0023 1152 21 2 4 2 53!3541! 1214 13 2 1 5 20025291! 1092 31 2 4 4 23!79905 10!= 9 1 4 1 1057!92

1! 114! 44 3 4 1 1=433=11! 122= 13 5 4 5 =4!5721! 1202 1= 3 3 5 23737425 11=9 29 1 1 5 1955402


33/131

1! 10!4 40 1 2 2 24214091! 10!7 1! 1 3 5 14!0025 10!7 42 3 4 1 239=3515 11=0 29 1 3 3 47243

23 1142 20 2 5 5 2=1221=1! 10== 39 5 1 1 7==423

5 114! 44 1 5 1 2245!123 10!5 2= 1 5 4 44=!51! 1134 23 2 4 4 !3!0=5 11=1 19 4 4 1 11=5504

1! 11!1 11 2 4 3 72=3=31! 1217 1! 4 3 5 2474!!11! 122= 23 2 5 3 !417101! 1117 12 2 4 2 11!7101! 1233 13 2 2 5 2!07!7023 1104 30 3 1 5 2!2=9!9

23 110! 5 3 5 1 1409=95 124= 20 5 1 2 =211=9

1! 113= 35 1 5 1 12!14701! 11== 9 4 3 5 20005=323 1072 43 3 1 2 !1!7=01! 1249 37 1 4 3 1!0===923 1194 20 1 2 3 14!044723 11=1 29 1 3 2 5!==1!23 114! 1= 1 3 1 !!21=!1! 1074 40 2 5 2 1349321! 1237 42 4 2 2 19!=7=923 1177 7 4 5 2 10111=01! 1224 45 3 4 2 111302123 1049 19 2 3 1 249=4!5 1110 24 3 5 5 24=9!=45 10!0 31 4 3 3 25524=1

1! 1154 40 1 2 2 21119241! 1195 29 2 1 1 5=4!025 119! 31 2 4 3 14=5230

1! 1207 32 5 3 3 24!=5!323 1135 40 3 4 5 20221245 120! 37 4 2 4 2997474

1! 1200 27 2 2 3 33=9!01! 1202 33 2 1 1 15=1175 1227 44 4 3 4 1337505 1142 3! 4 4 2 3774!05 1159 0 2 2 1 220!0

23 115= 11 4 3 2 141327023 113= 3= 5 2 4 15=0=545 1104 2! 1 3 1 429100

23 1145 14 2 5 2 5=4!9!5 1173 0 5 2 2 1097!32


34/131

1! 513 27 4 3 3 239992923 440 2= 1 4 5 2270!!=5 433 3= 3 3 4 2273!!=5 449 3= 2 2 5 1777=!1

1! 4!4 3= 5 1 1 29!=1123 43! 33 5 4 4 4!273=

1! 471 13 3 2 2 5424101! 352 17 4 3 1 115!9!523 401 34 3 5 3 37!4!923 3!9 2! 2 1 4 25=!70=5 3!1 2! 2 2 4 50!5905 419 2= 2 3 1 130=235 5!= 9 1 5 2 2!!0!075 3=5 2= 5 4 3 2!7!!=9

23 552 45 2 3 3 145393023 357 22 1 4 5 2100772

5 532 35 3 4 2 102!01023 53= 32 4 4 4 5!574=5 4=5 3! 4 2 3 =9!4=05 51= 7 4 4 1 1=93320

1! 372 39 5 3 2 212=!223 531 39 5 1 5 2040=055 50= 40 3 4 1 19!707=

23 4!3 43 4 3 5 22549523 3=3 20 5 1 5 24!901=5 4=5 24 3 2 3 2197999

1! 3!7 0 2 4 2 103754523 4!1 2 3 5 3 4922445 457 33 4 3 1 !17943

23 520 0 4 2 2 7511!423 54! 5 3 4 2 505=321! 390 3= 2 3 2 49!9175 517 21 2 4 5 17209095 394 37 5 3 4 14099215 477 ! 1 2 1 5=1=39

23 415 0 2 5 1 291793923 3=0 24 2 1 2 151=21!1! 517 7 2 5 5 1!2354!5 357 34 1 4 5 322==9

1! 493 ! 2 4 5 13!!90323 357 34 3 5 2 10420201! 42! 20 4 3 1 1943!123 55! 39 2 5 1 7937225 359 2 5 5 5 2220!5!5 534 25 1 2 1 2!01!2=

1! 519 14 3 1 4 13!35551! 474 41 5 4 3 12959!423 54! 42 1 5 2 37502


35/131

1! 522 10 3 2 4 125!72!23 50= 11 5 4 1 70!09=5 4=9 11 3 5 2 1125155

23 449 29 5 3 5 240179223 42= 10 1 2 1 7524!01! 355 42 4 1 4 2520=0

23 540 5 4 5 4 1==01171! 452 24 1 4 2 129=!=23 507 3 5 2 1 24=45=35 477 22 3 2 1 221452!5 434 30 5 2 5 27934=3

23 440 15 5 4 2 73130123 425 31 2 3 2 2004=371! 355 21 1 1 1 17=!51523 3=2 0 2 2 4 1!727291! 537 11 1 2 1 4!791

1! 49= 29 2 3 4 195095=23 443 33 3 4 3 !7!9431! 3!4 14 2 2 4 90555023 501 3= 2 3 3 21===701! 3=4 1! 1 2 4 309=!=5 370 34 5 1 5 245=50

23 504 1 3 5 4 255!0795 554 21 2 2 4 14!2=!7

23 35! 29 3 2 3 124!=725 4== 43 2 2 5 1137=95

1! 534 42 5 2 5 23442491! 4=9 30 2 1 2 112337!23 391 11 4 2 3 19=313!23 4!3 25 4 4 2 133=33023 5!1 41 3 4 1 113!!423 377 2 4 2 4 12!21021! 405 15 2 3 5 101=5495 499 2= 4 4 1 1!715!75 545 19 4 5 2 =075435 41= 13 3 2 1 37=9275 377 2= 3 3 5 5399015 554 27 4 1 1 29931725 431 5 3 2 2 27329!

23 35! 0 2 3 1 2!0!40=5 40= 35 5 5 2 !0!77!

1! 499 0 3 4 3 123!0575 531 37 3 2 2 5!579=5 4=5 = 5 5 3 257=930

1! 420 41 1 4 1 20=559=23 473 27 2 2 4 205594223 390 0 5 5 4 291!47=1! 4=7 9 3 1 5 1230!7!


36/131

23 5!7 22 2 4 1 252=2715 441 32 5 2 2 2!412!!

23 490 33 5 1 2 13110!15 4=9 3! 3 3 3 5973

1! 4!9 34 4 4 1 25304!71! 41! 1 1 4 5 7120=0

23 495 3! 1 1 3 11331351! 405 1= 3 3 1 2452=9423 523 40 4 4 4 142=7441! 371 45 1 3 1 10!7=223 49= 14 3 2 5 2=130925 451 7 2 1 4 17=0=75 5!4 1! 3 3 2 2=7470=

1! 517 3= 1 5 4 295!02=5 41! 15 5 4 2 10234!9

1! 359 0 4 1 1 2=!3751

5 3!= 25 1 2 2 2!11=1=23 394 10 2 1 5 10032=95 4=1 31 4 5 2 2551522

1! 5!9 32 4 3 5 1777314


37/131

HOM%RE! M&'ERE! HOM%RE! M&'ERE!2= NO 2= 243 NO 43 34= NO = 0

3= NO 3= 1=42 NO 42 23

NO 2 14 4414 NO 27 22

NO 34 31 24NO 0 27 7

27 NO 10 931 NO 1= 29

NO 1= 3! 2=27 NO 0 3

NO 23 42 23NO 44 41 =

10 NO 22 31

1= NO 35 53! NO 45 33NO 22 11 11NO 24 1 39NO 7 0 37NO 9 32 1!

0 NO 21 3342 NO 27 4

NO 29 41 3=41 NO 22 19

NO 2= 15 14NO 3 19 1022 NO 9 39


38/131

NO 23 = 1!35 NO 40 245 NO 24 24

NO = 2= 511 NO 37 34

NO 31 10 25

NO 5 ! 1=NO 33 1= 30

1 NO 37 39NO 11 4 42NO 39 13 15

0 NO 27 3432 NO 2 2121 NO 9 427 NO 23 20

NO 37 7 1=

NO 1! 1 441 NO 13 22

NO 33 29 2722 NO 21 27

NO 4 1! 39NO 3= 19 2!

15 NO 24 2519 NO 27 109 NO 5 10= NO 37 21

NO 19 22 1!NO 14 14 4

40 NO 45 4524 NO 33 1

NO 10 1= !2= NO 20 1537 NO 1 10

NO 39 40 3010 NO 24 14! NO 3! 13

NO 1! ! 151= NO 1= 1337 NO ! 0

NO 2 ! 1NO 24 32 13NO 5 27 19NO 34 40 24

4 NO 31 31NO 25 2! !

13 NO 20 1127 NO 22 112 NO 37 44


39/131

NO 1= 31 2!NO 30 2= 3=NO 39 2 1=NO 42 2 40NO 15 22 9NO 34 14 19

9 NO 40 5NO 21 11 3!NO 4 29 19

23 NO 25 177 NO 9 30

NO 20 24 12NO 1= 11 2=

1 NO 5 913 NO 39 229 NO 1 10

NO 4 45 32NO 22 42 31NO 27 3 13NO 27 40 20NO 39 34 41NO 2! = 3=NO 25 25 3!NO 10 3 3!

21 NO 31 131! NO 40 7

NO 10 21 9NO 21 42 44

19 NO 23 20NO 1! 1 27

24 NO 41 31NO 4 19 39

27 NO 9 1=NO 45 12 37

5 NO 15 !NO 1 10 2!NO ! = 37NO 15 24 41NO 10 31 43NO 30 3 22NO 14 24 22NO 13 2 24

37 NO 45 2022 NO 12 23

NO 15 17 114 NO 12 24

NO 13 3! 4445 NO 31 33


40/131

NO 0 34 23NO 1 37 0

33 NO 1 34NO 13 33 32

1= NO 4 39NO 19 44 20

NO 24 1 23NO 31 4 20NO ! 33 43

20 NO 3= 411 NO 35 29

NO 11 41 140 NO 39 45

NO 11 40 4424 NO 4 34

NO 44 2! 41

NO 2! 17 33NO 3= 17 37

3! NO 27 5! NO 43 27

1= NO ! 3!! NO 9 40

NO 1= 35 29! NO 24 43

NO 40 14 32NO 9 15 1NO 19 17 22NO 5 24 17

32 NO 45 2227 NO 22 2340 NO 2! 231 NO 10 3

NO 3! 32 392! NO 15 3!20 NO 17 22

NO 19 39 15NO 17 45 0

22 NO 1= !37 NO 2= 44

NO 30 37 41NO 12 11 10NO 2= 1= 32NO 9 1= 41

31 NO 39 12NO 2 29 11NO 10 2= 10

2= NO 27 442 NO 3= 43


41/131

2 NO 5 1322 NO 22 2314 NO 0 1

NO 32 = 3NO 31 27 9NO 13 14 1

NO 20 = 3!NO 41 5 32NO 3= 42 31

40 NO 40 211 NO 1! =29 NO 21 1=

NO 3! 1= 37NO 3! 40 2=

25 NO = 449 NO 12 !

24 NO 25 42NO 13 4 37

11 NO 13 7NO 7 45 40NO 9 7 2

5 NO 31 35NO 44 25 3=

39 NO 10 441 NO 45 19

NO 20 2 1545 NO 45 2242 NO 35 45

NO 27 25 93 NO 2! 3

40 NO 12 2234 NO 1= 40

NO 31 19 14NO 39 19 23NO 1= 14 34

= NO 30 1!25 NO 9 34

NO 37 40 40NO ! 0 !NO 2! 35 4NO 37 4 =

3 NO 39 2431 NO 3! 45

NO 41 ! 4040 NO = 1921 NO 9 11

NO 43 3 21NO 22 39 29


42/131

NO 22 11 3=42 NO ! 3723 NO 24 14

NO 24 1 1NO 20 44 1!NO 23 20 7

1 NO 27 27NO 1 1= 7

41 NO 23 1!19 NO 2= 3!9 NO 3! 30

NO 24 44 37NO 44 22 7

12 NO 2! 1015 NO 19 27

NO 33 4 13

NO 23 3! 2!10 NO 32 31

NO 0 1 20NO 34 25 19

= NO 9 3924 NO 1! 1931 NO 34 433 NO 9 20

NO 32 39 3324 NO 1 37

NO 39 7 27NO 20 14 44NO 23 3 10NO 20 2! 4NO 43 17 2!

2 NO 7 7NO 41 5 1

45 NO 40 27NO 29 1! 20NO 1 20 39

12 NO 14 29NO 45 3 9

17 NO 4 1!NO 44 3= 27NO 34 3= 1!

12 NO 34 103! NO 22 1!31 NO 17 =34 NO 2! 3737 NO 37 45

NO 41 20 30NO 33 ! 31


43/131

1 NO 43 1NO 37 42 4NO 5 12 19

33 NO 1! 23NO 27 11 33NO 3! 40 21

4 NO 27 4444 NO 39 5

NO 40 23 37NO 29 24 =NO 43 1= 7

1 NO 44 30NO 32 29 9

4 NO 5 533 NO 34 =

NO 1 37 19

3= NO 15 45NO 22 1= 23

35 NO 19 1341 NO 1! 2739 NO 25 4440 NO 4 2=

NO 17 45 25NO 22 5 0

4 NO 32 13NO 23 4 3=

2! NO 22 3417 NO 30 2417 NO 40 2127 NO 12 13

NO 2 37 1=43 NO 13 40

NO 3 31 1!NO 39 9 42NO 3! 44 23

! NO 29 199 NO 29 1!

35 NO 20 23NO 22 39 12NO 15 44 5

24 NO 2= 20NO 0 4 35NO ! 11 9

14 NO 13 3715 NO 30 2017 NO 43 4224 NO 29 7

NO 44 1= 24


44/131

NO 41 40 29NO 10 45 31NO 32 19 32

45 NO 31 3722 NO 40 3!

NO 41 40 11

2! NO 27 3=NO 12 33 2!

10 NO 44 1432 NO 0 2=15 NO 0 3=

NO 11 27 3=17 NO 3= 2=

NO 10 33 4539 NO 13 2245 NO 17 35

1= NO 34 322= NO 2! 3!

NO 44 2! 39NO 43 2= 39NO 13 9 43

37 NO 7 2011 NO 40 24

NO 23 0 2NO 1 0 33

1= NO 5 3=1= NO 21 37

NO 3 ! 0NO 9 7 24NO 1 20 34NO 3! 39 !

39 NO 2 34NO 32 42 25

29 NO 11 142= NO 29 41

NO 31 5 10NO 2 24 11

27 NO 3 10NO = 22 42

3= NO 30 315 NO 15 0

22 NO 21 11NO 1= 29 1!

0 NO 33 34NO 37 14 1NO 2= 3= 29NO 44 21 43

= NO 11 42


45/131

NO ! 25 3027 NO 27 41

NO 42 5 2NO 37 41 15

14 NO 0 2== NO 22 19

5 NO 34 1342 NO 1 2=40 NO 1= 01! NO 40 3521 NO 14 0

NO 7 1! 371= NO 3= =40 NO 25 27= NO 10 9

12 NO 31 32

25 NO 32 334 NO 1 3!

NO 40 3!NO 2 45NO 35 7

13 NO 15NO 3= 0

45NO7 NO

31NO25NO10NO

NO 44NO 19NO 15NO 22NO 45NO 9

45NONO 3NO 22

2 NO45NO

NO 40NO 14

35NONO 23NO 34NO 1!

25NONO 34

2!NO


46/131

NO 4012NO1=NO19NO

NO !NO 4

19NONO =NO 24NO 45

14NO30NO

NO 409 NO

40NONO 19

NO 110 NO

NO 21NO 29NO 3=NO 37NO 14NO 1NO 1!

35NONO 7

4 NONO 27NO 7

39NO3!NO! NO= NO

NO 1!9 NO3 NO

NO 3!39NO

NO 30NO 37

11NO! NO

24NO1 NO

44NO20NO

NO 7


47/131

27NO1=NO23NO

NO 102=NO

NO 27

3!NONO 13

44NONO 2!NO 31

22NO2!NO19NO

NO 20NO 19

4 NONO 39NO 19

3!NONO 43

32NONO 20NO 33

1 NO25NO9 NO

NO 371!NO

NO 27NO 44

34NO9 NO

30NONO 10

1 NO7 NO

NO 414NO3 NO

NO 2!NO 7

2!NONO 1NO 27NO 20

17NONO 39


48/131

NO 29NO 9

7 NONO 1!

5 NO40NO

NO 271!NO20NO14NO3 NO4 NO

NO 1!3=NO3=NO

NO 10

NO 1!NO =NO 37

34NO32NO

NO 45NO 30NO 31NO 1NO 4

17NONO 19NO 23NO 33

2!NONO 21NO 44

37NO20NO! NO

43NO42NO

NO 5NO 37

12NO1!NO

NO =11NO40NO27NO

NO 7NO 30


49/131

NO 939NO23NO24NO1=NO

NO 5

NO =NO 19

44NONO 45

29NO5 NO

NO 23NO 13

34NO37NO

15NO1=NO19NO

NO 271!NO25NO

NO 44NO 2=

4 NO45NO5 NO

32NO4 NO

NO 2522NO

NO 0NO 13

30NO40NO12NO

NO 3=37NO

NO 34NO 24NO 21

13NO31NO9 NO

44NONO 13NO 1=

29NO


50/131

NO 40NO 1!NO 42

29NO20NO39NO

44NO2=NO

NO 23NO 19

11NONO 1!NO 23NO 12

13NO30NO

NO 5NO 20NO 35NO 9

43NONO 37NO 20

29NO1=NO40NO

NO 42NO 7

45NO19NO

NO 2431NO40NO

NO 29NO 31NO 32

40NONO 37

27NO33NO44NO

NO 3!0 NO

NO 11NO 3=NO 2!NO 14

0 NO


51/131

27NONO 2=NO 3=NO 3=

3=NO33NO

13NO17NO34NO2!NO2!NO2=NO9 NO

NO 2=NO 45NO 22

NO 35NO 32NO 3!

7 NONO 39NO 39

40NONO 43NO 20NO 24

0 NONO 2NO 33

0 NO5 NO

NO 3=21NO

NO 37! NO

NO 0NO 24

7 NONO 34NO !NO 34

20NO39NO2 NO

NO 25NO 14NO 41

42NO


52/131

NO 10NO 11

11NO29NO

NO 10NO 42

5 NO24NO3 NO

22NO30NO15NO

NO 3121NO

NO 0NO 11

29NO33NO14NO3=NO

NO 1!NO 34NO 1

21NONO 29NO 43NO 42NO 30

11NO25NO

NO 41NO 2NO 15NO 2=NO 19NO 13NO 2=

27NO5 NO

NO 0NO 35NO 0NO 37NO =

41NONO 27

0 NONO 9


53/131

22NONO 32NO 33NO 3!

34NO1 NO

NO 3!1=NO40NO

NO 4514NO

NO 71!NO3=NO

NO 15NO 0

25NO10NO31NO32NO


54/131

E;$"$' +( "$ '$)(- #- (-%&+ #

OBSERVACIONES ASESORES

TOTALDIEGO AUGUSTO CARMEN

1 ! 9 292 3= 2 73 31 ! 2!4 13 24 55 17 44 1=! 12 13 207 37 30 14= 4 14 1=9 3 1 4110 22 ! 3711 17 13 912 1= 34 113 43 41 1314 ! ! =15 = 9 37M#($ 1= 17 19 1=V$'($-?$ 174 202 159D#+;($)(- 13.2 14.2 12.!- 15 15 15 45

S$ 275 252 2=3 =10


55/131

"$ ""$$$ #/#-# #" $+#+&' # "$ $%(#-#.

A-@"(+(+

RESUMENG'/&+ C#-%$

DIEGO 15AUGUSTO 15

CARMEN 15

Ori(en de la" ariacione" !uma de cuadrado"E-%'# '/&+ 34.5333333333D#-%'& # "&+ '/&+ 7495.4!!!!!!!!7

T&%$" 7530


56/131

# ;$'($-?$ # - $)%&'

S$ P'(& V$'($-?$275 1=.3333333333 174.3=09523=252 1!.= 201.742=5714

2=3 1=.=!!!!!!!!7 159.2!!!!!!7

ANLISIS DE VARIANA

Grado" de li$ertad )romedio de lo" cuadrado" F2 17.2!!!!!!!!7 0.09!751=144

42 17=.4!34920!35

44


57/131

)ro$a$ilidad *alor cr+tico ,ara F0.9079=3004= 3.2199422932


58/131

COM)ARACI-N M.LTI)LE DE T&/E0

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CLIENTE -1 3509!0 M(-2 1!34255 M@

3 21!059 R$-&

4 2547499 I-%#';$"& )"$+#+

5 2=1=!35 A/"(%! 2921374 N#;& R$-&

7 =0=0= N#;& M@(&

= 275!57 M#($

9 79=1!3 D#+;($)(-10 1443473

11 29192

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12 19194= 113 1045!21 214 22=0!52 315 1==4!13 4

1! =1!!70 517 913241 !1= 15!404= 719 1013!4= =20 215303= 921 2512359 10

22 2312737 1123 234423

24 2153354

25 13303192! !=0 'i1cuadrado 2Te27 255154

2= 25!3345 Conclu"in529 2931!!=30 70494531 74700532 25295==


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33 2!351!34 15=950!35 2=3=!=3! 21!949337 =192233= 9329=5

39 795=040 1=503!!41 257!1542 2!9!3243 9!490744 !!04!45 2!53!0=4! 2!!227!47 23505244= 519259

49 23!351750 2!7===751 55=75452 1=242=453 29=223454 47393955 210525!5! 21531957 45=9!45= 154!=!459 !1!53=!0 2307300!1 2219519!2 502023!3 195!3=7!4 232=920!5 2344449!! 1935!53!7 2955255!= 2995222!9 227115

70 144!74071 2=0349972 152520=73 33!52=74 5=572!75 3991077! 17537=777 20!172!


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7= 170159079 2533777=0 1!90=0==1 1401407=2 934192=3 1!95079

=4 1003119=5 7=1755=! 1242449=7 709237== 4444=5=9 231=2=!90 1=7014391 252=02592 1347=3!93 2900777

94 224932995 15535009! 101=9==97 4231339= 179353599 109=1!9

100 2457=11101 1!10944102 101930=103 2714=4!104 2=9!1==105 120490010! 22!94!107 1!5737010= =751=7109 !349=!110 !02793111 1=90515112 151077!113 307!19114 33!119

115 34772011! 14=457117 247072511= 1953021119 2=!29!!120 2=54!1!121 105151122 117=3=9


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123 24742=1124 !7!=55125 2!1974712! 1751!20127 144517512= 2!90=2=

129 1719595130 1!12314131 2490944132 113=013133 73=4==134 254741=135 35!19013! 11==0=1137 190950313= =!4!30

139 2=93593140 131330!141 2570414142 1145=52143 1977945144 2052492145 29=105714! 27537!=147 592=9714= 579140149 23!7137150 29300!0151 114=53=152 !541!5153 435!17154 1400=99155 23!=44=15! 200440!157 1!537115= 129=3!7159 2931915

1!0 11333321!1 14705=91!2 139529=1!3 2!3!0921!4 2=2!0271!5 17117=71!! 2541171!7 2235113


64/131

1!= 25!70741!9 190412170 192743171 =77297172 2254!!9173 2517!52

174 2!33535175 252022417! 102!!37177 1!1=32!17= 1!=4=97179 10492=01=0 99331!1=1 194027=1=2 25923051=3 2!=71==

1=4 310771=5 122=7171=! 2799!71=7 17351921== 19194!21=9 4!195=190 20214==191 1929=2192 250797!193 19391!194 107125!195 9724=19! 5=1177197 41102519= !51293199 141!=20200 199233!201 57=5=!202 731997203 2721730204 105!315

205 99=72220! 2!!31=2207 19!455!20= 15940=4209 1=49051210 247=9!3211 1445431212 22474!=


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213 =19550214 120!919215 141317321! 222135=217 20!03=521= 2775795

219 1135199220 1750!53221 7517=4222 55=!40223 447939224 27!3!39225 47329=22! 1032509227 15390922= 2040=35

229 21!3250230 249!!91231 203270=232 2707530233 154!52234 277370=235 43574223! 27!53=0237 1=129!023= 279=19239 45!=70240 2=03!9!241 2=05707242 2931175243 2=107!1244 1=39079245 7!270224! 935041247 79093424= 1779373249 723717

250 2157=1!251 1711052252 15=4702253 25=!!52254 2777520255 299!35425! 233!23!257 !=473!


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25= 1499034259 7!09442!0 5504402!1 1939=!32!2 15!5!952!3 1451=95

2!4 7!75042!5 4341722!! 194!!22!7 1=503=32!= =440702!9 2254!02270 131437271 2!0=47272 9!9033273 1412327

274 1=43774275 1!771127! 9=3154277 297247527= 2571715279 2=7951!2=0 157753=2=1 7214722=2 3=1!7!2=3 19570932=4 12441402=5 244!7592=! !13!5!2=7 1=537152== 11!!!=92=9 1375749290 2497452291 713905292 2=19319293 11!97!1294 2=25245

295 25235=229! 2!07344297 27470!=29= 3=1110299 15575=9300 2955993301 2=10733302 27004=5


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303 20!3717304 4552!2305 131213530! 2=4=945307 117=030= 153=10!

309 193041310 725032311 1=15479312 1!14!9313 735400314 217097315 =930!31! 1!97=2=317 174047031= 1!10395

319 22=3734320 474317321 1371994322 24=0!2!323 2931=!7324 950922325 22433=32! 542339327 25524=332= 1970039329 1!4454!330 =29995331 955543332 35!107333 2711=54334 17421=5335 2755=0933! 2573149337 91=02233= 207574=339 53353=

340 40244!341 15237=342 2=45310343 =30573344 2010274345 14=457734! 2390299347 12!93=4


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34= 1=!3441349 172290=350 9042!!351 2!=39!352 3=949!353 22249=5

354 13!3309355 22==44!35! 2!7!37357 13=520135= 135=090359 443=473!0 19950043!1 1=90!023!2 33421=3!3 1=0172

3!4 11970053!5 2=037523!! 27!312=3!7 123!4=73!= 2521=!3!9 2041!53370 2595539371 31292!372 1333520373 2===30374 997=52375 117442437! 21121=4377 1=372!37= 574797379 1!7!4953=0 79034!3=1 7!=!5!3=2 2!9!0223=3 27370703=4 2427177

3=5 22401593=! 25237243=7 15=15413== 201590=3=9 249741390 1=0207=391 2143==392 10002=5


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393 374521394 24942=1395 145022!39! 595=!3397 27322!=39= 1254145

399 25!4527400 44520!401 250!!72402 902!12403 13=1=13404 2957117405 259220!40! 14!3=21407 542=7140= 1171572

409 1107=03410 1309370411 1=93!52412 1293273413 1==193414 2130==1415 34!59=41! 5731!=417 111027=41= 101=!47419 215=55=420 2591=9!421 14=3452422 2242729423 221=957424 29=3523425 1070!!=42! 2215540427 4!325142= 1104002429 27!3720

430 253=120431 24153=2432 1=!=357433 723=19434 2055909435 122=1543! !=2940437 219303=


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43= 19=1!01439 224=5!0440 1107994441 1431114442 30075!443 29!7214

444 22577=!445 57011244! 1407!54447 1=9=!2044= 1=5!254449 1=40074450 1=!033451 13523=452 1!59193453 215429

454 190=9!!455 274597745! 19!79!9457 237351!45= 14=!1=!459 29275734!0 10!33454!1 4!212!4!2 1=5!9374!3 15213514!4 11039454!5 1=7450=4!! =5==174!7 23=32!34!= 21940=94!9 240325=470 29!14=4471 2303102472 25=40=!473 2=7439474 303!99

475 134041047! 121!390477 2=5192447= 2=3239=479 2!451=04=0 22957504=1 21=9!74=2 971!==


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4=3 =24!74=4 2==901!4=5 1=407!54=! 4175!04=7 23497494== =5!044

4=9 425722490 357243491 2955509492 1=!2725493 2412242494 211!735495 1137=0=49! !1231=497 20157=!49= 2554322

499 2219135500 190!21=501 2023947502 2114120503 2252!9504 2377102505 143!49750! 2149471507 !4220350= 20033!!509 257194=510 1====1511 19792=512 201130513 23119=1514 1=1=!25515 27!442451! 403405517 2037051= 344139519 402740

520 2975593521 243111=522 122=973523 2=99071524 1113437525 15==57=52! 2204142527 1!993=2


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52= 2!04073529 23992!530 100544531 1391054532 !92=74533 21!=944

534 3052535 1=390953! 17=325537 247!3!353= 2919=43539 23!4351540 7217!1541 40424!542 7=3410543 !!23!7

544 7!272=545 12!970054! 1=95=3547 143227254= 1021252549 2919794550 1320027551 2=0!0!!552 !=1!!553 27!4=44554 24=709=555 2!57!3555! 42!590557 173!33155= 112135!559 10!74975!0 319195!1 14992!25!2 1254!!25!3 27422125!4 !=5574

5!5 1!=111!5!! 21751705!7 9091!75!= 5!951!5!9 22!5290570 114=120571 2790100572 447724


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573 2733423574 91324=575 204!72!57! 277512577 243291!57= 2324231

579 221!34!5=0 !014455=1 5!43345=2 24104115=3 22973375=4 24594235=5 2209=015=! 25==4475=7 4!=30=5== 1549=10

5=9 540701590 2251194591 2207527592 23!32!5593 1534419594 14=5=93595 144=3=759! 1!0975=597 2202=0059= 53!354599 2002529!00 23!7990!01 1057!92!02 1=433=1!03 =4!572!04 2373742!05 1955402!0! 2421409!07 14!002!0= 239=351!09 47243

!10 2=1221=!11 7==423!12 2245!1!13 44=!5!14 !3!0=!15 11=5504!1! 72=3=3!17 2474!!1


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!1= !41710!19 11!710!20 2!07!70!21 2!2=9!9!22 1409=9!23 =211=9

!24 12!1470!25 20005=3!2! !1!7=0!27 1!0===9!2= 14!0447!29 5!==1!!30 !!21=!!31 134932!32 19!=7=9!33 10111=0

!34 1113021!35 249=4!!3! 24=9!=4!37 25524=1!3= 2111924!39 5=4!02!40 14=5230!41 24!=5!3!42 2022124!43 2997474!44 33=9!0!45 15=117!4! 133750!47 3774!0!4= 220!0!49 1413270!50 15=0=54!51 429100!52 5=4!9!!53 1097!32!54 2399929

!55 2270!!=!5! 2273!!=!57 1777=!1!5= 29!=11!59 4!273=!!0 542410!!1 115!9!5!!2 37!4!9


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!!3 25=!70=!!4 50!590!!5 130=23!!! 2!!0!07!!7 2!7!!=9!!= 1453930

!!9 2100772!70 102!010!71 5!574=!72 =9!4=0!73 1=93320!74 212=!2!75 2040=05!7! 19!707=!77 225495!7= 24!901=

!79 2197999!=0 1037545!=1 492244!=2 !17943!=3 7511!4!=4 505=32!=5 49!917!=! 1720909!=7 1409921!== 5=1=39!=9 2917939!90 151=21!!91 1!2354!!92 322==9!93 13!!903!94 1042020!95 1943!1!9! 793722!97 2220!5!!9= 2!01!2=!99 13!3555

700 12959!4701 37502702 125!72!703 70!09=704 1125155705 240179270! 7524!0707 2520=0


76/131

70= 1==0117709 129=!=710 24=45=3711 221452!712 27934=3713 731301

714 2004=37715 17=!51571! 1!72729717 4!79171= 195095=719 !7!943720 905550721 21===70722 309=!=723 245=50

724 255!079725 14!2=!772! 124!=72727 1137=9572= 2344249729 112337!730 19=313!731 133=330732 113!!4733 12!2102734 101=549735 1!715!773! =07543737 37=92773= 539901739 2993172740 27329!741 2!0!40=742 !0!77!743 123!057744 5!579=

745 257=93074! 20=559=747 205594274= 291!47=749 1230!7!750 252=271751 2!412!!752 13110!1


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753 5973754 25304!7755 7120=075! 1133135757 2452=9475= 142=744

759 10!7=27!0 2=130927!1 17=0=77!2 2=7470=7!3 295!02=7!4 10234!97!5 2=!37517!! 2!11=1=7!7 10032=97!= 2551522

7!9 1777314


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PRUEBA NO PARAMETRICA: >I

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1090424 13!2=!0 !2 60.4225123 60.1205!07213!2=!0 1!3529! !7 60.1205!072 0.1=1390=51!3529! 1907732 59 0.1=1390=5 0.4=3342421907732 21=01!= !1 0.4=334242 0.7=529421=01!= 2452!04 70 0.7=5294 1.0=7245572452!04 2725040 =1 1.0=724557 1.3=919714

2725040 299747! 73 1.3=919714 1.!9114=717!9

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fase 4- yenifer supelano

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