Predicting ore content throughout a machine learning procedure: an Sn-W enrichment case study
12
0
0
Texto
(2) 742
(3) 4 74
(4) 3. 1286141
(5) 47
(6) 866183712 !"#!$%%%&!'!()!&* +*,!+#!-". .4/7
(7) 372014
(8) 1234233101388
(9) 72464827201
(10) 4/4122 234 427
(11) 423
(12) 85453/5 0670645785887696:6;6223245 896<6 626 =4=4
(13) 86983>24?/8@86<8 18/88 8ABCDEF GBHFIJKDFLEDMNBOILEPBODHQRHSTEIHGBHFDMRHUVWXHTSBEOTFYIJZTUIW[CDTH. \ ]^ _ XH TSBEOTFYIJ`THaIWbEDUDWcIEFLUDM
(14) \ H O F T F L F Ic IMTFdPHTPIQB]DOFBMIbEDHPIWeNLEDM_\c]bWcIEFLUDM /ROPLBM D[LCBETIEQB\HUBHTBEfDY^BPHIMIUfDWXHTSBEOTQDQ\HFBEHDPTIHDMQBMDNTIgDW`DQETQW[CDTH. 2;<70h 7ijk lBYmIEQOn k413423786 98
(15) 724h482720 068557o
(16) 837121/46 234 4/7
(17) 3712 34854/74235 .13086. 2p <;20< <4/7537 3712833425138
(18) 446442358494554614/7
(19) 372072486/4157351
(20)
(21) 42
(22) 4698
(23) 724 648272034
(24) 27=45q4454/134
(25) 138371218/4=8341/4657238
(26) 44644235r4/7
(27) 37126 <48725 s4
(28) 313754548
(29) 7534/4o2737121828/4=8341/46314/7
(30) 334812351 282/472 348 82/124/7248481h8/158t042386.13086u6 34854/742358645tvvvuq44
(31) 1664
(32) 34/q7372 3453/584882/347041
(33) 47
(34) 86
(35) 115737123258p8p480/80180808j48i78.8 28w8x848y882/z23 54/857238337 3456 7{44238
(36) 724648272034
(37) 27=45q4434534/| 4
(38) 75712<445t02;<u896376854 .4
(39) 4312t9h.u82/ 13x4
(40) 3198
(41) 7245t x9u6 j14045571282/
(42) 6534720802;<89h.818
(43) 45q4434534/82/134
(44) 68557o
(45) 8371281 64 x9q85 54/6<454860173554/57/7{442372351i}31i~187720317
(46) 1334 4533417201/466 <44563551q38302;<75341377?4/4/7
(47) 311 282/46012
(48) 427203440455712818
(49) 8
(50) 14683712
(51) 14
(52) 7423516~1 2tq73723i}u82/614 tq73723ivuq441 38724/6;408/720 34
(53) 68557o
(54) 837121 648824183416}q8548
(55) 4/1 13 2t723i}u82/4 t723iu6 <4
(56) 68557o
(57) 837121
(58) 4557534 453431/16105314/7
(59) 3 282/485720857233438
(60) 4464423
(61) 12
(62) 4238371257234
(63) 1664
(64) 34/534854/7423586458h8/1588488.130866. 7537 37121/465840424866554/314/7
(65) 3344542
(66) 41 8 542
(67) 4138043/41573572854
(68) 7o
(69) 84838385213 44259454/ 1
(70) 42554/tp8282/9
(71) 7668}vu6 34854/74235q44
(72) 1664
(73) 34/82/4454238212382/11723 /7537 37126<41
(74)
(75) 42
(76) 4185431/41573584454234/85172358
(77) 82 4
(78) 88
(79) 347?4/85/442/4239878 6458q7
(80)
(81) 82 4468724/ 5 0416107
(82) 868041087
(83) 86882/041583786/838tp113582/43758} 700648}v8};1q6720531282/ 700648}}u6 <472486107
(84) 86
(85) 12342315348 54/742351 724867?4/ 848575787656724/313408204
(86) 125373423r5724867?837121 72486511531
(87) 56<4q72/85344/1728231
(88) 45585 4 451257 64134947o4/821861570
(89) 12
(90) 423837125t 82315 k679478438668}u6<45348 54/74235
(91) 14512/3143413 0424158347865456372013454o
(92) 786q483472082/38253 134/ 57941q13451
(93) 41
(94) 31817231/41573t.1q86 438668vu6 @014512/7 208316. <4583786/7537 3712833425138
(95) 44644235
(96) 8287/7234 4/7
(97) 3712114/41573582/724861
(98)
(99) 42
(100) 456<4485 442
(101) 4548
(102) 121/46720/7537 3712833425572042971242386 82/041583786/83831844/7
(103) 37125 854/12341s4
(104) 37121 4/7
(105) 37948337 34510416107
(106) 82/041087
(107) /83811/4655
(108) 85061 86
(109) 7
(110) 6837121/465t79451282/.858/8} 34 46648 1982/ 94227208u6 272486/7537 37121/467571382317/4237572013423786 72720848514
(111) 1217
(112) /4946142382/517682804423t
(113) 133 82/05378}j4748u6j72/72024q72486/41573572916945 34183712838251383712882//415737121724867?4/7/5 tj86
(114) 1248}}p1q/4282/12458}u6 83786831
(115) 146837127584214212q44344542
(116) 41 51414357285867202738457354542
(117) 4722470 1720 586720273567465t:875438668}7 8782/p4224338}u6 7{44234548
(118) 4589454/8
(119) 7246482720t9hu85831161 1/46720041583786/838 5 76/72081/46
(120) 88 6417/42375720 83342572041583786/83882/87204/7
(121) 3712513454833425. RGDTMDQQEBOOns8983724?9701645t6983>24?u6 335|/17610}6}}~s604616}6}~ ;4
(122) 4794/v 4
(123) 4 4};4
(124) 4794/7249754/1~ 434 4}2
(125)
(126) 434/k
(127) 31 4} ´µ¦¶¢¦¢«²·£ª¶¢«¬°¸ ¬¹º³»±º²«¼½«¬°¸¾¶¦¿¤¢À¶Á§¿¢µ¦¢ÂÃÄÃ.
(128) tuvwxyz{u|{}~u~yz{ zuwyux{{{. qMrihVXgTXsVPThM. 012134567890 891
(129) 500 891
(130) 0 08058 95
(131) 8 00
(132) 86688
(133) 8998 5 8 0698!!
(134)
(135) "68 800.
(136) #$8%&'57%'0 891
(137) ()5620*+89850 891
(138) (00 891
(139) #08,
(140) -.58/52
(141) .5
(142) -.850 891
(143) 01129%5 3* 3060 % 0%860 0 952684&6098 0 556053568 553560 3$80 891
(144) 18560200%%3.820 891
(145) 80 891
(146) 01 5. 5460! %!5 0 1 60853 %60%086!756'% 5!5% 6! 8509 5460!. 0 85 538, % 608 %00 %8%%5!8 07 8 850 28! 7 0%8 865%830 689456 28911 $8060 8!090862 0!90%7060 0% 050!%5 600% 32)61 9 98&06406!04 653:418%4456 70! 568!0% 3;:135660260%%58!9% 062 82)6 :4 8;: 356%* 4067%0!98%%<!8 51 460! 589256 %70604900 0 809&%260260%%5 8!98%%<!8 5844658!0% 3568!5486%55360%9 %1. n@oEBm 289& !89!5 5% %0 356 68!0 0900 % 0 068 5 3"% 5 +059\2!50:065 11 289& !890 5 "4*2[. /*)8&_560%!0!0 %40! 650 6&. [900. 2% 5 6 Z 4 ; . 0 0 ` ] ,. $0 0! 59.
(147) 44 44 44 1 p 1(44 (44 44. 460!%5
(148) 44 44 44 44 44 44 44. 60205!0!89!545% 553% 608 %00 %!546%0 %8490%321 1 !5990! 062 04065 ^886657 6025 6822365 ( 4% 608 5 57% 608 365 0 % 608!5_0!0%3"% 5+059\2!50:065 11 299 0%8490%70604604860 652 60! 5 6&28 262165 89!5!0 68 5%532% 0 5 6 0 Z 4 ; ` ] 8. 0368! 5a-#b 83 0620% 57 298*)028 70600 060 &"4*2[168, 7060889&0 &/*68& _560%!0!0%40! 650 6&3"% 5+059\2!50:065 18 7060%0356 0460! 5509<. 21 60898 568 56&!5 5%53 0889&00900 %!90 08 8%0 860460%0 068 90160 5Y495 %5 80356 0 %Y 00 68!00900 %889&080 89%53 0 860460%0 0 2%1
(149) 5#1299 0 5Y495 %860%498&07 00853 08 8 60460%0 0 & 0!0 6899053 0 5Y 04406895706020 !5660%452 5-( 8
(150) ( 406!0 90% 60%40! 709& 8 0 7%'06%!8 2 068205 %07!8 845 %860!5%060 5 906%1 600%!64 70% 8 % !%5 80356 0 68!00900 %860%57 68 90
(151) 168, 460%0 8%9867868 9 &8!!562 5 06 87068208081c570706 % 608 %00 %365 0% &8608 !5 8206!5!0 68 5%5334 5441 8, 368 90
(152) 11. =>?@ABCD@EF@GHIBAJKHF LMNMOPQRSTUVTTWRRTPTXVP 60% &28608%84465Y8 09& '
(153) 95!8 0 0 % 6! 538% 09568!5!0 689456 289321811+05952!899& 0 8608!546%0% 0"068:8%%3 00 689"068.503".1160 460789265!'%860%!% %8260&78!'0%365 0068%+654 3!% *260&78!'05490Y1 7! 7060 60 & 08% 095 68!58905268 !49 5%32 0%0 891
(154) 11Z,*[ 5 ,Z,*[[986 70%7 !8%% 06 08759368 070%<9998 0 5 45% * 0! 5!;86%!8389 %3599572 0*, 06898 5365 +\%*0268160*, 986 70%89%5!5 836090 9&8%%5!8 0 0 82%%940% 6098 0 5 0268 ! 6%51]5206 986 70%6!289088%48906 0!. 0%!% *0 8268&78!'0 !5490Y 8830753 0 60 0268 0160865%8045% % 89%5!868! 060 06025 60%9 2365 089 068 553865%8 268 08!5%090 5 9 &88!!98 553!8%% 06 08 90 03"% 5+059\2!50:065 2 0%0 891
(155) #11 60205952!89 8!'2658'0% %28608 060% 2 8% LMLMdTefgWVhVTUWgWiPVefWgjQVXQXVR !5 8%8 8500!5!0%%5%!5 82, *, 8.* 4 32 0%0 891
(156) #11 :8!0 90862 0!90%860 %0 8 658 7860 & 53. kDl>m> &86085812052684!8995!8 55 08453456 289 1% 608%00 %8490%1 284 036532 0%0 891
(157) #11 .
(158) }~~ ~~~. =1zec476{7|4:{c1. qrstum h 84 3153/ 8505385348+6 5 04 2 ! 754674 75 053678911!). I2 ! 75 F373!! F0D3!! C/ 0% F 307 G0 3074 5070 /305367 C8 ( v v #v " ( # Ea (# " a #E v ( a ( # a 6 ( a (( ( # E a # # E ((( v# ( # ( a v ( ( ( a E w3 ( (E #( . Ea( E( EE( ( E# 7 ( E Ev ( #a( x ( ( ( G va #a E v v , ( E v ( # a( y ( (# # a# a o7 #a( E# v aE E. ijklml"6D126586+5 83D5 75 04 2 ! 758.
(159) 08 1 05 5 6%35 0536783746 16 0537%5 4675 35 86+022 5 8 % 61846783 01012134567689:;447<=>?@A '3/ 708 56+467537686 405 %6 340237 1 7 75/0 30 2 8 420883B40536707 % 883675 89C$*)0 767&10 0! 5 345 473& - 8505407 D120375 81678 6+0 1 7 75/0 30 2 9" 3!07 502E#F638 7E)* 37353020500 8123537568 % 618 5 75 /0 3074 6+5 8 8 % 61838!373!3 75325 . 04 6!6% 7 35.9" 6
(160) 707F.2 8) G0 3074 !373!305367407 0446!1238 837%3H 7502%6& 35!88408! 07&8-0 6 9FI)'373J83/ 835.37 D & /3074 6 56
(161) 37% 2 7538 8 0 4101 % 883675 8
(162) 6153!3 837%FI
(163) 32 420883B4053675 8
(164) 6153!3 837% '373J83/ 835.37 D* '37337 D0576 :407 D1 88 08K LMNOPQM LROPQ ST 9)
(165) 607U 1 8 755 405 %6 3 86+5 50 % 5/0 30 2 9 1 7 75 /0 30 2 )07V6:9W)0 5 1 616 53676+50 % 5405 %6 3 8U076 81 453/ 2.1 8 75375 76 : [ X`\]^ YZ_ Y 9) '373J837 D388022.8 +6 405 %6 3402 1 7 75/0 30 2 807 358/02 07% 8+ 6!9!0D3!! -0235.)569!0D3!!37 -0235.) 96!07 502a) * !0370/0750% 6+837%C$*385 !6 26153!3 B5537% 46783 37%5 6 3%3702050F6 6/ 350226
(166) 80-34b/380207 375353/ 8258J375 1 5053675 6%5 5 6 8 /05367* 1 & 8 74 6+6523 838!373!3 5 6%1 737%9" 3!07 502E#) 010101=cd7:4;69e * 08386+538781 /38 420883B405367! 56385 0 3235.56 3H 75305 5 2 ! 7586+0%3/ 7% 61 08 67081 43B440 & 045 385348022.0385074 ! 08 9f037 502g6507 h 8107 ()*38! 56626%.38011 61 305 +6 050
(167) 35 23!35 37+6 !053678374 4285 37% D126 85 375 2053678318 0!67%5 05016375856088 885 3 85 45 9f037 502) * ! 56626%.462 01123 56420883B4053671 6 2 !807 5 !03785 180 5 +6226
(168) 37%9f037 502)K93)5 37353021055 7 38 1 8 75 933) B7 01055 76+5 1 6D3!35.6+5 0505 79333) 0737353024285 37%3801123 0793/)5 83!320 35.6+5 2 ! 7586+ 040508 5380702. *388 - 74 38 1 05 75325 2 ! 7586+ 08 % 6196 4285 )0/ 5 !0D3!!83!320 35.
(169) 32 2 ! 7586+ 3H 758 % 6180/ 5 !373!!83!320 35.. ijklnlh 5032 6D12658+6 5 04 2 ! 758 D4 15+6 07o7. ijklpl 2 45 6D1265+6 707,. 0112340536789 6
(170) 02 502 35 07 60326 07 0 070 03!07" 77 55#$6 3% & '023076 502()* !037%6026+538 8 0 4385 1 3453676+ 707,37070 0767 !3737%0 0050 6809 75 02 6 5%02) 075 +6226
(171) 37%!0437 2 0 737%5 473- 8
(172) 322 01123 $ %0 2 886+5 5 473- 8 560702. 5 0500&+62 4 688&/02305367
(173) 081 +6 ! 566153!3 5 8258* 37353020& 508 5
(174) 083/3 37565 78 % 618737 6+5 !
(175) 8 375 5 03737%850% 075 !03737%67 +6 5 8537%37022.5 1 64 88 .
(176) ¡¢£¤ ¥¦§¨¥¦¥¦©ª¦«¬¦. BFJ:HJGHFB. ](4 5173 14
(177) 5
(178) 913864567389 . 01213454567389
(179) 41
(180) 173 14
(181) 386
(182) 8 85438944557 9 1 4314
(183) 179 18
(184) 94 119119 1151 19
(185) 88 1
(186) 8745
(187) 4 1818
(188) 1813194374 1
(189) 97 5
(190) 91386494 418271 481945 !"9 8
(191) 31
(192) 143 9 1
(193) #43113373 38913874 $14
(194) 5
(195) 913864567389 131
(196) 1 %7
(197) 813864 5
(198) 913867449913
(199) 19&9 49 7948
(200) ' 5
(201) 913
(202) 9 1
(203) #431133738
(204) 1(31
(205)
(206) 14
(207) 3 52 *6/01 +, ) -42 .260 2)74)7 8! ; 1869:9 1:9 499139 491576
(208) 979 1;9 5
(209) 9134<;9 1 1 937879 1;9 5
(210) 913=
(211) 864347 43989879 14567389 1245 491
(212) 9 1
(213) 8 85438919119 14991373151 19!49 1 5
(214) 913 19139859 1
(215) 1 721361>86?! %5
(216) 913864
(217) 45814
(218) 4
(219) 1 8
(220) 1328
(221) 191 8#189 8
(222)
(223) 9
(224) 199869 1 137 5
(225) 913
(226) 97191
(227) 919 1 715@
(228) 9 145 67389 1913 81
(229) 9 1 19378714 5
(230) 9134
(231) 179 18
(232) 94 1
(233) 19118949 1891
(234) 79 1494
(235) 19. 1973799
(236) 89 31
(237) 1 9979 131452451
(238) "48 1
(239) 874589
(240) 4 189 4 8 1
(241) 87457995413 9 1134519738 51 19
(242) 4 9879 49 4
(243) 8 8543511( 31
(244)
(245) 11#455 445
(246) 711(31
(247)
(248) 11#455 gh` ggh ab bh ic dj e dk ie dk f dl T! 131m8
(249) 9 1 8154134 7948
(250) L137
(251) U898
(252) 45
(253) 774
(254) ^ 434 9138
(255) 98
(256) 4 1_ $5985413S13 1937$S!8
(257) 4
(258) 1
(259) 89821 4
(260) 1713451973
(261) 131137
(262) 43113 1937
(263) 49 151438637 1
(264)
(265) 8
(266) 434 913 8Z14 37464987V8
(267) 7WXXYU14S43WXXY!@ 1 4 374649874567389 n
(268) 9 1798 7 849877
(269) #431 13373
(270) 4186 9
(271) 46113491
(272) 9 11
(273) 979937 9 193481 1973@ 18 51 191 9878
(274) o1497WXW! y rs vwp xvtx vuzxsqu|wqt|w xp{ ?! 186<;4<X9 1186 9
(275) 79 1 8154134};}X9 1186 9
(276) 7 9 1895413 ABAB~BELLMKGJ<GMKH<:NJODR @ 1
(277) 73921 973 4 81
(278) 0 $!4314 19 775768898455 377
(279) 1%7391
(280) 4 48 ?!44581974843 54
(281)
(282) 8 n 498737 1
(283)
(284) 08 19 1
(285) 73921 973 4 81
(286) 42111815
(287) 184991331 7689871979 183318 9821485891(88589 43
(288) 8 7465745798 44 89V361
(289) Y!0 $8
(290)
(291) 455 458197 54
(292)
(293) 8n 49873751
(294) 459 76 6771373 4 1
(295) 421 45
(296) 71179481831631
(297)
(298) 873751
(299) 498 1
(300) 1381
(301) 458 4987
(302) @ 8
(303)
(304) 11945WXX8!8
(305) 7 75311331974
(306)
(307) 73921 973. ABABCBDEFG:FHIJKLJK<JLGKMNODPQR 13451973
(308) $ %557 4S899
(309) T8UV8
(310) 7WXXY!4314 4 8151438691 8#1 434 9138Z1454131
(311) 93 9314 14 5413 7948864 13948 13771
(312) 73137
(313) !@ 131431 9 31191
(314) 75413
(315) [895413 7948869 1889845494!799 5413 7948869 131#83131
(316) 7
(317) 1!4 815413
(318) >86\! ]4 54138
(319) 7 7
(320) 17[8!137
(321) 89 89 71 987
(322) 4 186 9
(323) 9 4931654919 1891
(324) 89789
(325) 8645
(326) 88!44 9824987 9 31
(327) 75888!44 9824987 9879 4911
(328) 79 189
(329) 8645
(330) 482!47994
(331) 4 98779 189
(332) 864545
(333) 7 4551^934
(334) 13 987_@ 1186 9
(335) 9 49 71 99 1137
(336) 79 1813195413
(337) 431 458349189 49348864567389 4
(338) 179 1128498779 1. "55
(339) 93498779 1
(340) 93 931741345197389 89137
(341) G 81137
(342) 4<799137
(343) ®.
(344) !"#$%"#"#&'#()#*. }ü
(345) £3ÿ¢, ¢ÿ0 3ü. 6789 91 #304565106350
(346) 4565 "46#317 1 465ú "1#01317042
(347) 163511061 #6456. ®«µ¯©¶°± ²· «³ ´«¬ µ ª´© «³ ¶°± ²´ µ ª´© «³ ®«µ¯µ «¬ ¸³¹º ¸³¹º · 7. 1462 7¦A¡ 1#6456
(348) 024685154
(349) 10 6143 546135 462105 1
(350) ÀÁ ÃĽ¿ÉÅ»ÒÀÆ ÇȽ¾ É ¼¿ÈÊ ÃÐÏÇÊ ½ ÓÉ¿ 7.. ËÇÌÍÎϽ »ÐÑ Ô5(5634104621650
(351) 4C1#6456
(352) 024661# 4" C4565105 1
(353) 13#5015030541135 #4567964 .//zÕ-0434646468(1"¥ 50 ØÖ àÙà ÚØÛÞ ÜÝ Ù Ö à ÙàÞÙ ×Ûß 7. àáâ àáâ ¥1561535
(354) 0246434605#15
(355) 43110
(356) 43" 334%153104563¥1 461005 1
(357) 43#3# 463#ã4163461 16 C13
(358) 14301]#16 656" 4610 310 1¥43433#143 1(411061 04(406350
(359) 3146#313156 15 5(4621501
(360) 4 4355 524 316ä435646#5#3 534411%641#645646 å 1610143æ4 1031ç 6 5646#5#3 4456 è é ç 3# ê''ë104462 ä 7''ë @è7' è7'ë B742[ ¥135 #45651 334%45605 1
(361) 61(04163 îì ÷ óô ï÷ ðîñõ óô ï ì ÷ óô ï÷õóô ï íñ ÷øù ÷øù óõô ì ÷òï ÷ï í ñö 7.ú ÷øù. 0120133456789 78
(362) 5 68 5 34 241604646241462 !"4
(363) 163456 46# 3115$141589 435%6#6456&7' (4
(364) )4
(365) #
(366) 14456*05
(367) 154610213+,50 10464627-5013 6964.//0 1(15634101 4610#6456& 45 892 65 : 37;<=>6 :7 7? (101@A'B431505#46 154
(368) 4C45605 1
(369) 61 (04163 O IJKJIJLMN OE XZ H Z EG PQRSMTUVUW FEG XZ DH FZ Y 7[ 16616\6230467.// 0553135
(370) 0246 533#6" 4565 5(10466#
(371) 105100503461013# 4625###3 01(0446210145#31]#45633 y k ^ a lx^ xm efgfefhij ` k x_j bx `c vx d ^ x vx ^d bx ^ x nopqirstsu `c v xx w 7z (101{,{,| 013 04 136}~ 0101316315 101 144563 02106* -563410462656 4610#645631# 4C456
(372) 15013161 467 110./z/ #31320621
(373) # 4 4103501(041154
(374) 4C" 45605 1
(375) 318#5091501)63456 . . . . . ûüýüþÿ012!232£+ ¥10144565866 56164616561
(376) 4610 4C1 0150537-160 450#2 (305146(5451016 (3403 1012013345605 1
(377) (35634101(4 13156 31(331561013# 512504C45605 1
(378) ¥10120133456
(379) 155 5256341031504246 866 56" 1604563315##04 13(4 11 334%45605 611311%6445653110 33135102104 13¥131 1250413(101110
(380) 461563410462514304#4565866 56160456361402151
(381) 4 1450¥15104" 10456(311%64456545101665
(382) 4
(383) 43 1%03 4
(384) 401" 01316462 11021 4304#456 6 13#31]#16561301" 013164621 5(
(385) 14#
(386) 64265
(387) 11 013141 801
(388) 314
(389) 1631 021450146011 1
(390) 1636 1401
(391) 4 5
(392) 5344566125546450533541
(393) 4" 610 4C456æ5(110866 101 41 5(
(394) 54 4616. . 7/ (101,,|01120621
(395) # 4 410341 101]#456A43 5
(396) 11 130413 46105
(397) 46456510464621063', -563410462 334%45605 1
(398) 430135 #45601 413561 5615154
(399) 31046210 614605#1964 7./z 41631(101, 7',+, 433
(400) 1(4', ! +,..,. 461!0 310 1143456#6456&A £7@A'B¤ ¡ A ¡ ¡7' ¢, ¥16154
(401) 31046210 61431561(5314361 51 331343
(402) )4
(403) #
(404) 71
(405) 024643
(406) )4
(407) #
(408) ¥1
(409) 02465 10 61¦A¡§' ¨@A'B¤ ¡(40131513
(410) 1 43 # 13 . . +.
(411) ¡¢£¤¥¦£¤£¤§¨¤©ª¤«. iuolmvmlpoi. b`]Z 3 341495731039183
(412) 5
(413) 5
(414)
(415) 3
(416)
(417) 3825
(418) 38170313@# 37387578 670345
(419) 57843 5063 !43< 37!1403 5
(420)
(421) 650617 41# 637018303496750617=-67035
(422) 314343
(423)
(424) 617 643 43
(425) 370
(426) 03 2 39 41 14061710105 54650617103 438603854652 333 567382!03 & 5
(427)
(428) 7. 7 9 70345 3 / /3 3 ;8 ;8 3. '43< 37! -47 ;. 0 . 9 70345 3 . . 3 - - 3 . 9183 71034148
(429) 0313@6370183034967506176786503
(430) 03 4136960!230337435 8505 1670
(431) 57854343
(432)
(433) 617 430
(434) 5 3
(435) 45-73419 801 2367=-A 6035 41369506176
(436) 3430578 = A867031 1
(437) 6035
(438) 3>14383056
(439) 57231 7867'4338957 305 -8801 3
(440) 65
(441) 305 -87 7035
(442) 3103 5
(443)
(444) 6506175 415 06
(445) 5
(446)
(447) 3
(448)
(449) 93705
(450) 25
(451) 38 170312056738344144503
(452) 41 140617196
(453) 5
(454)
(455) 6383 39370
(456) 60 43
(457) 3001030105 7 923413 39370
(458) 15340567
(459) 2
(460) 30343#
(461) 0675 3
(462) 4573419801186786503
(463) 0505 0312
(464) 3450617
(465) 543 6714430 ! 5
(466)
(467) 6383435
(468) 6786503
(469) 03 34300343143 03 3441445036
(470) 036734
(471) 31035 45!$88606175 ! 17
(472) 61795# 04633
(473) 57235 5038578103435 50617 54593034
(474)
(475) 5
(476) 43# 6
(477) 617578435 5723
(478) 38015
(479)
(480) 3
(481)
(482) 03 341495731039183
(483) 3!543837385
(484) 1 1
(485) : HMFIDDEFNOPQFORHHGSGETRHUW CDEFGHGIJBKLVI NROILHMFORHHGSGETRHU KL H M F I D GSGETRHUM XEFROOB VINROQDERDEOFINLOPHQMFSORDIHHYUF 7 ORHH. '43< 37! -;7 ;0 . 0123430567386796738 9
(486) 5789673056 67
(487) 5
(488) 1 1
(489) 38012367 86
(490) 0462 038041
(491) 0435973014
(492) 383738 5
(493)
(494) 3
(495) 147578 676065 17370450617
(496) 578037 9234112
(497) 3450617
(498) 14351736
(499) 43
(500) 370386752 3 34
(501) 08505
(502) 307 019 46
(503) 385 03575 !"3804533 3# 9370
(504) $
(505) % %3 &8 &1 &4& '3 6( ) * + 578,75
(506) 67 0 54652 3
(507) 7 0- 25
(508) 3817 4361
(509)
(510) 0 863
(511) 5446381 06703
(512) 5935435
(513) 138050$
(514) &8 &1 &4 & '3 6*578,7
(515) 04359
(516) 3869370
(517) 17370450617
(518) 54343 503801037# 578(2#,7967345 6"50617419 0354356 3( % %3+578)
(519) 04359
(520) 3869370
(521) 17370450617
(522) 3
(523) 3 43
(524) 0
(525) 380103
(526) 3 306171$
(527) &8 &1 &4& '3 6* 578,7 5
(528) 67 0- (4676 5 &19 17370$75 !
(529) 6
(530) (&$1 8305 ./0125
(531) 17 ..5
(532) 783405375
(533) 5733 145014!
(534) 0 8! 5696703837606171 5
(535)
(536) 1650617 500347
(537) 6067038505
(538) 30578038376061710343 5063
(539) 043701353 39370670375 19 0506177 01443
(540) 178
(541) 01034
(542) 0(4676 5 ( 57'501465 $33
(543) 578-33 56767.45 1 030105 54657357854391
(544) 0356 !360382!(578,775
(545) 3178
(546) 03 573(&$5
(547) 34149381
(548) 381703767304533 3# 9370
(549) 91
(550) 0 !43 503801037# 578(2#,7967345 6"50617 6703 5435&4193 * 578,733 567386./5 1030105 546573578 210170462 06701034
(551) 0501465 19 173707 0767 83
(552) 03
(553) 3043304533 39370
(554) 3 4361
(555) 43
(556) 354142!$70 73
(557) 305 -87
(558) 0 863803 37641793705 46
(559) 5
(560)
(561) 16503860#7578(2#,7967345 6"5061767 06
(562) 54355 !6731
(563) 0506
(564) 065 930181 163
(565) 014350346
(566) 95
(567).
(568) 67039315 9 50617783331104533 39370
(569) 419
(570) 04359
(571) 3869370
(572) (&$5
(573) 5 63801315 3
(574) 57801
(575) !703
(576) 6
(577) 54652 3
(578) 34368370638: 6':06
(579) 5014
(580) 1380383 3783731(578%57803646734
(581) 3 1443 50617605
(582) 034149382!&46578* 66'-:06
(583)
(584) 31785014
(585) 1380383 3783731$
(586) '3 578,7 6043
(587) 300103
(588) 37867
(589) 034395676767 08505
(590) 30
(591) 343 837385
(592) 1 1
(593) :7 0467 838033 39370
(594) 834638419'( % &46578*6 37 0;19 46
(595) 38033 39370
(596) 1210'578 '-( % &46* $
(597) '3578,7 9967 57801 546!03
(598) 03
(599) 11 4930181 1! 0386# 3437017 450617
(600) 103 43860639183 67 838033 39370
(601) 1 03
(602) 6367 0
(603)
(604) 99546"3867'6/3
(605) 367 0
(606) 343
(607) 381421003 4343
(608)
(609) 61757803 5
(610)
(611) 65061733 3469370
(612) 7035
(613) 314343
(614)
(615) 617 7578 850554303146675 17370450617
(616) 1
(617) 04359
(618) 3869370
(619) 6 367035
(620) 31 5
(621)
(622) 650617 03 5
(623)
(624) 3
(625) 67 8386752 354303 83
(626) 64381 0 01039183 &17
(627) 6834670395673 3547670376< 3
(628) &$= >?( 578*> 34303
(629) 03867034343
(630)
(631) 61733 3469370 3435
(632) 03 5
(633)
(634) 650617 33 34693705
(635) 167 838
(636) 03467373014546030 4314>?( 210144343
(637)
(638) 617578 5
(639)
(640) 6506175
(641) 5
(642) 1 1
(643) :17367 0 5!34 17368837 5!345781731 0 0 5!341030457
(644) 34 706175
(645) 03 ?1#
(646) 691685780395369 9045673 1
(647) 343488885 01 06
(648) 7 92345
(649) 733443538
(650) 673039301817343823143050. Z[\]^_`a^bcdde^f_^^egc $
(651) 93706173852130343
(652) 1 0617103 412 395
(653) 03
(654) 038
(655) 67 2104343
(656)
(657) 617578 5
(658)
(659) 6506175 4153
(660) 343
(661) 0
(662) 1205673814 352 1543
(663) 176783056 23 1 hijiklmnopmqrpsltlutlmmvqwxtqyolz 34343
(664)
(665) 617 412 3967 83
(666) 0343
(667) 0
(668) 147578 43860617 2!9357
(669) 103&$= >?( 578*> 419 0367 085053
(670) 3 0376< 3
(671) 34335 503814 43860677578 5 3
(672) 678668 5 !.
(673) 6703;86{3437067 08505
(674) 30
(675) 83
(676) 4623838303496750617 13@6370
(677) 12056738147578 43860617
(678) 543
(679) 99546"3867 52 3
(680) 75784 43
(681) 3063 !3&$=930181 1!5633
(682) 0323
(683) 0 43860617
(684) 147578 706
(685)
(686) 0 8! 606
(687) 69 14057001830349673031 0695 54593034
(688) 1 359183 57883034967301
(689) 3 1037065 1340067 412 39
(690) 703 5
(691) 3103>?( 031 069 97 9234173 417
(692) 45738419401/ 670386{3437003
(693) 0
(694) 21014034343
(695)
(696) 617578 5
(697)
(698) 6506175 # 4153
(699) 710670504190-1
(700) 35 3
(701) 1340067 412 39
(702) 5 35438 323
(703) 07 43860617= A8;0152 375
(704) 120567386003 67 0 19 46
(705) 675 03575 !"3804533 39370
(706) 7 0A|$
(707) % %3&8 &1 &4& '3-6( ) * + ,7} 7
(708) 037 4386061763
(709)
(710) 60 !23003443
(711) 0
(712) = A 808152 34607 0A|( ,7} hi~iklmnopmqrpslommvpvqwxtqyolz 6
(713)
(714) 30617 43
(715) 370
(716) 0343
(717) 0
(718) 17578 4386061712056738 419 586{343705 415:5 5
(719)
(720) 650617 412 39'64
(721) 0 ! 038376# 061711 45031463
(722) 5
(723) 3414938147 578043314 514867 0103 4361
(724) !83738670345
(725) 52 3373 039183 1 0 0 1443
(726) 178
(727) 015
(728) 3650314! - 14767
(729) 0358156375 3 1403
(730) 3 30383 39370
(731) 3951460!7578 12
(732) 3450617
(733) 23 1701034
(734) 0 5
(735)
(736) 605 1 1737045061717/ 9578 . 952 3&17#
(737) 6834670386
(738) 0462 06171 5
(739)
(740) 3
(741) 7147 ;8 957814 - 917 !5312
(742) 3450617
(743) 23 170103
(744) 3670345
(745) 52 3 3 6960387 9234135 5
(746)
(747) 43< 37!67 373
(748) 0304567671 039183 5406 54 !03 1
(749)
(750) 62 3837387 92341
(751) 2
(752) 30
(753) '147 5 95369 91
(754) 2
(755) 30
(756) 1 82383738 6 3595369 910
(757) 2
(758) 30
(759) 6
(760) 1
(761)
(762) 62 314 52 3
(763) ;5780 323
(764) 0 43860617
(765) 54356338605&$=5
(766) 5
(767) 1205673867 034343
(768)
(769) 617 412 39703 5
(770)
(771) 650617 412 39 344144503
(772) 521 0 ¬.
(773) yz{|}~zz ~z|~z}. nopqrstuvtwsxvro. TUVWXW9 543782
(774) Y5 7 77
(775) 8 5 78 Z77
(776) . 467
(777) 7878554 546 6%9 675
(778) 7
(779) 78& 7'04
(780) 5 7875 7()*101+ 6 ,45 78675
(781) 74 ()*11#+ 6 467
(782) 78 & 7')* -$.
(783) .4.5.,'/0 1857 54 7 7 7878 54527 74 78473
(784) 4
(785) 477 46 55
(786) 8 78'0 77888 78 57 6543 77567
(787) 78534545 345 74 65 78467
(788) 57
(789) 4
(790) 5 78 778 4 74 5464 34 7525 7
(791) 3459.
(792) 5
(793) 74 6"
(794) #754.
(795) 5 5 47 7
(796) 74 4778 5 43785
(797) 754
(798) & 78 439. 78 525
(799) 8. [\]^_` a75 74 4b 7467
(800) 3459 5
(801) 74 c77
(802) 7 9. & 7
(803) 7. (54 546() .$( .$( dWef 1)1 1!" 11g 1g h 1!% 11! 1!% 1) 1% 1). & 7'0 & 7') & 7'g & 7'% & 7'! & 7'. 8675784 64
(804) [\]^_i a75 74 4b 7467
(805) 345 5
(806) 74 . .$( 10! 11# 100 11# 11 11. :;<=>?>@ABCDE??FGA9 HHIKHJ9LMNFHO c77
(807) 7 & 7
(808) 7 (54 546() P<=EDDBCDE??FGA9 HHQIIJ9LMNKRO .$( jk7 9/j :;<=>?>@ABCDE??HGA9 QISR9LMJRJO. & 7'0 1!" 11! 101 & 7') 1! 11) 11 P<=EDDBCDE??HGA9 RINR9LMRRKO & 7'g dWfd 11g 11! & 7'% 1% 11! 11# :;<=>?>@ABCDE??SGA9 S & 7'! 1!g 11) 11! Q9LMRLLO & 7' 1%" 11g 11 P<=EDDBCDE??SGA9 S K9LMIHNO 8675784 64
(809) :;<=>?>@ABCDE??IGA9 S S9FMLLLO 012 34564789.
(810) 5467
(811) 6
(812) 8 7
(813) 7 77
(814) 5345 53459.
(815) 5
(816) 74 7855455 7 P<=EDDBCDE??IGA9 S S9FMLLLO 5 354012740!2
(817) 5 43"!274#12$8 6. 0!. [\]^_e l55455 73459 5
(818) 7
(819) 78.75.$(jk7
(820) 9/j 784
(821) 44 c77
(822) 7. 9. & 7
(823) 7. & 7'0 & 7') & 7'g & 7'% & 7'! & 7'. . 4 74 546 .75 5 55455 7 1) 1 1)% 1 1 1". 86757
(824) 7
(825) 64
(826) . 755455 7 1"! 1"g 1)% 1"0 1" 1#). .$( l55455 7 dWmd 10! 10g 10! 10) 10). . jk7 5 55455 7 101 101 1)1 1)1 1)1 101. 755455 7 1g1 1g1 1)! 1)! 1)! 1g1. 9/j 5 55455 7 111 111 1)g 110 111 111. 755455 7 1)g 1)g 1)g 1) 1)g 1)g.
(827) yz{|}~zz ~z|~z}. nopqrstuvtwsxvro. `abWcd e33 33074
(828) 3 93426 7426678/17432/@I72]LD012=^] 4478 2 5649 f179172070. A19172070. A1917B, A1917BG A1917B8 A1917Bk A1917Bh A1917B-. /06F 076 193 044 /1743 73061615433 33074 <9HG <9-<9h, <9H<9kg <9-;. 747433 33074 <9g8 <9-8 <9h< <9Hg <9H8 <9-G. 784047341766126 0742610 29 `abWcl / 1
(829) 16 140736P
(830) 784047/@I74 24
(831) 3=193426 76 19 I40=1 0. /0, /0G /08 /0k. D3426 742=1 0 /0, Gkg GG G < 7 7093429 0,m GHG. /@I7 e33 33074 <9,, iRij <9,G <9,k <9,, <9,G. /0G h kG < 7 7093429 0Gm h8. /08 , , , 7 70 93429 0 8m8. 747433 33074 <9Gh <9Gh <9G< <9G< <9G< <9G<. /08 , , 8 < 7 7093429 08mh. =^] 73061615433 33074 <9<< <9<< <9G< <9<, <9<< <9<<. /0k < < < 8 7 7093429 0km8. 747433 33074 <9G< <9G< <9G< <9Gh <9G< <9G<. 7 70340 0,m Ghk 7 70340 0Gm -; 7 70340 08m H 7 70340 0km 8. ,9L 643433 33074K 4903427 784347
(832) 78474 816J1426126 07615 093 044684341 1>61403676480340 66490 7C G9=6496 675K784 4 248 642 8658 943
(833) 3401 4 61 26M43417 9311615314 41036 C 89784 090 675
(834) 3617439347076 1K/@I793 3624784433 33074 17917 0124700684784936 36764340742667840 8
(835) 78493426 76 1 3036004278106516150864303 85667861784619172070479 784 194267360176 1
(836) 4764074201293426 742=1012 73404 4264417 17417+:659,,.8 68658245344
(837) 0 6076 19@4 7 865843=1012 17417267360176 1034 61 624176678 2=1012 4614+:659,0.9N 643432 00340 074261784 41730O 14034 4136 842617844444417012 120415547420
(838) 171344P9 670> 76 1O 149. `abWcj / 1
(839) 16 140736P
(840) 784047/@I74 24
(841) 3 93426 76 19 D3426 742 0 /0, /0G I40 0 /0, Ghk ; /0G ,h k/08 G k 7 7093429 7 7093429. 0,m GH, 0 Gm h;. ]LD 73061615433 33074 <9,< <9,< <9G< <9G< <9G< <9G<. 7 70340. 0,mG-k 7 70340. 0Gm -G 7 70340. 08m H. 01234503261578493426 76 1
(842) 040 "!#$%&"' ! ( )!#$%)' !%)#$"*#' ( )!)#$"!' & &#$&&&' (& +,-. "#$!&$ / 16243615784 070614234172784 3430943
(843) 3401 4
(844) 784 4 2465 2293426 76154 340. 130745780193436 1578 4 04 667805340743114043
(845) 0433076 1+70048.9 :61052:659;012,<8 6 78424 66 17344
(846) 3=1012 234> 94 763452686 8 17943
(847) 34426178484346134403 86 3?9@24 66 1 7344
(848) 3=11615A1917B,+433 3<9,<C7004-.2 16243D2E42@012 /3 1 4173076 161F3790 4
(849) 3=193426 76 1+:659;.9A1784 24 66 173441615A1917BG+433 3<9<;C7004H.2784 1 4173076 1
(850) /22:42/3012@034 1624342784047444417
(851) 3 93426 76 1 +:659,<.9 A11440352784/@I7644 742078404774 816J142 16243615K. QRSTUVWXYZTUY [6M43417 06F436434747421615073404 4264417207047 68434730 4444417 1 4173076 16434142
(852) 393426 76 1
(853) 04> 4 7427035474444179 7 016204 34024J10740120. 1307493426 76344 24
(854) 3=1012 1 4173076 1278405 36784\/@I72]LD2=^]2 1743615>6434 09964266786P93436 1544 74261917+B,>B-.012 49034200 345346 1 300 06F 076 10996 076 19 784 176 1 0706142
(855) 3 4 784345346 1012 06F 076 193 > 0446126 0747807/@I70 8643478404793426 76 10 78
(856) 3=1012 9A17844P0494
(857) 784345346 10993 0 82 4_ 6417
(858) 2474346> 1076 1
(859) <9-H
(860) 3=1012<9H<
(861) 3 6434 07061422686461784. 06F 076 10993 0 8201433 33074
(862) <9,<6034 4634261784934> 26 76 1
(863) 0 78=1012 9 A1 1 16 1278453407470. 130 5
(864) 06F 076 193 41615 /@I74478 2 5515547780767678404793426 76 1
(865) 3=1012
(866) 3 473404426441761L032 09 78493 9 424 247 93426 7444417 1 4173076 10343435 14
Documentos relacionados