Guaranteeing the quality of multidimensional analysis in data warehouses of simulation results: application to pesticide transfer data produced by the MACRO Model

HAL Id: hal-00857371

https://hal.archives-ouvertes.fr/hal-00857371

Submitted on 3 Sep 2013

HAL is a multi-disciplinary open access

archive for the deposit and dissemination of sci-entific research documents, whether they are pub-lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.

data warehouses of simulation results: application to

pesticide transfer data produced by the MACRO Model

Kamal Boulil, François Pinet, Sandro Bimonte, Nadia Carluer, Claire

Lauvernet, Bruno Cheviron, André Miralles, Jean-Pierre Chanet

To cite this version:

Kamal Boulil, François Pinet, Sandro Bimonte, Nadia Carluer, Claire Lauvernet, et al.. Guaranteeing the quality of multidimensional analysis in data warehouses of simulation results: application to pesticide transfer data produced by the MACRO Model. Ecological Informatics, Elsevier, 2013, 16, pp.41-52. �10.1016/j.ecoinf.2013.04.004�. �hal-00857371�

‹0121345563784958A01B64C8DE8F0B466536D31B8

31BC6863814181259D058DE860B146D38

50B48B6146D384D8546658213E5281418

2D058C84958F8FD5B8

à01023456272893AB0CD57E3F7C8930CB534715C89307030B26B8893207B306BC88934B6C53

7B5C88893CB37B022E888930CF7BB30C83

BE033832B15CABB0C938835C938885C 227B3

C01!E6BC01"7BE0!#B3

AB0C$3

3

Z012345267022534BC 84958!641B86148DE853!62D35341B8DBB046D38D385D3D6 8D61B8138951B4986536D38918 553825D736"5#89583558ED28495D25461B81386B5534146D38E215$D2%8ED2849581&06646D3 8D5B6378 138 131BC68 DE8 53!62D35341B8 1418 18 $5BB8 18 4DDB8 4D8 D356!58 138 !1B61458 53126D8 68 5D6378 63251637BC8 6D24134#8 'D28 49558 251D3 8 6EE525348 53!62D35341B8 60B146D38D5B8 91!58 5538 5!5BD5#8 55129528 138 41%59DB528 3558 5EE665348 4DDB8 4D8 4D25 8 6B1C 8 D1258 138 131BC"58 1418 49148 1258 2D058 C8 60B146D38D5B#8358DD38$1C84D813175860B146D38250B48684D805845(48E6B5)89D$5!52 845(48E6B581%58 6486EE60B484D85(BD2584958141#8251955484DDB8*5#7# 853EE65 8F8+(5B,813895B84D86B1C8138131BC"58 D5B8 250B4 8 048 495C8 1258 3D48 0641B58 ED28 !52C8 B12758 !DB058 DE8 63ED2146D3#8 5534BC 8 D58 40658 91!58 9D$384958E5166B64C8DE80637814181259D058*,81383-.635831BC461B82D56378*.,84593DBD76584D8 4D258 D5B8 250B48 138 4D8 E16B641458 D5B8 !601B6"146D3 8 131BC68 138 D126D3#8 968 4593DBD7C8 1BBD$8 D5B805284D8516BC82D058721961B825D2481389124#8/384968152 8$5812584958131BC68DE8546658 4213E528 60B146D38 250B48 C8 $1259D06378 138 .6378 141 8 ED28 $9698 4958 1418 250B48 E2D8 4958 F8 60B146D38D5B#8968D5B860B14589C2DBD761B84213E528DE85466581484958BD481B5#8585D3421458 9D$8 4958 60B146D38 250B48 138 58 131758 06378 8 4593DBD765#8 58 1BD8 5D3421458 9D$8 4958 058 DE8 63457264C8 D34216348 138 62D!58 .8 131BC6#8 9558 D34216348 1258 058 4D8 16341638 4958 &01B64C8 DE8 4958 $1259D058 1418 18 $5BB8 18 4D8 16341638 4958 177257146D38 138 &05265 8 $9698 $6BB8 B518 4D8 544528 131BC6 8 D3B06D38138566D3#88

3

C#88/342D046D38

+3!62D35341B8 D5B6378 68 5(4536!5BC8 058 4D8 40C8 DB5(8 953D531 8 098 18 02136"146D3 8 B61458 913758 138 DBB041348 4213E528 *06211C1968 548 1B# 8 12CC)8 .68 138 F1D 8 12CC)8 D7D38 548 1B# 8 12C1)82DBB585481B# 812CC,#89558D5B81BBD$825512952813841%59DB5284D82525534 80352413 8 5(B1638 138 ED20B1453!1B61458 9CD49558 1D048 53!62D35341B8 953D5318 4D8 25648 495628 5!DB046D3#8 9558 41%8 001BBC8 63!DB!58 5!521B8 66B6358 138 5!521B8 4C58 DE8 63ED2146D38 *5#7# 8 1461B 845D21B 86DBD761B 8545D2DBD761B 89C2DBD761B81385D3D61B863ED2146D3,#8958131BC68 DE860B146D33305261B8D5B8250B486805E0B84D8D1258D281B621458D5B8$64985!521B8548DE8 D52!586304814181384D82D!658187BD1B8!66D38DE8D5B8591!6D2#8 FD5B81382D05853D2D08!DB058DE8250B481418*'523435"-A06205B185481B# 812CC,#8FD25D!52 8 D5B813860B1458184D914682D584914825&062585!521B825B6146D38DE8519860B146D3820384D8 D41638 2525534146!58 250B4#8 9558 25B6146D38 6325158 4958 &013464C8 DE8 4958 250B48 141 8 $9698

1%58 495628 5(BD2146D38 138 131BC68 6EE60B4#8 8 9D$38 638 *F19D068 548 1B# 8 12C2, 8 6534648 D28 D5B8 0528 048 5(42148 1772571458 63ED2146D38 E2D8 B12758 1D0348 DE8 60B146D38 250B48 *5#7# 8 2570B1264658 D28 C3495468 63614D2,#8 55129528 138 41%59DB528 1BD8 048 52ED28 D12146!58 131BC58 DE8 250B48 49148 1258 2D058 E2D8 6EE525348 548 DE8 63048 141 8 6EE525348 !526D38 DE8 4958 D5B8D286EE525348548DE81215452#88

'D28 49558 02D5 8 5EE665348 4DDB8 1258 35558 4D8 4D25 8 6B1C 8 D1258 138 131BC"58 60B146D38 250B4#8 358 4C61B8 549D8 ED28 4D26378 60B146D38 250B48 68 4D8 058 45(48 E6B5)8 9D$5!52 8 45(4-158 4D21758 1%58 648 6EE60B48 4D8 5(BD25 8 5B548 138 !601B6"58 4958 141#8 25195548 4DDB8 *ED28 5(1B5 8 53EE658 D28 F8 +(5B,8 138 95B8 4D8 6B1C8 138 131BC"58 4958 60B146D38 250B4 8 048 495C8 1258 3D48 0641B58 ED28 !52C8 B12758 !DB058 DE8 63ED2146D3#8 D58 255348 40658 91!58 9D$38 9D$8 1418 1259D058*,81383-.635831BC461B82D56378*.,84593DBD765813858058ED284958131BC68 DE853!62D35341B860B146D38D5B8250B48*F19D0685481B# 812C2)8F19D0685481B# 812CC,#881258 561458 4D8 634572146378 138 4D26378 !52C8 B12758 !DB058 DE8 63ED2146D38 *638 4958 158 14115,8 4D8 0D2480B46-6536D31B81418131BC6#8.84DDB81BBD$8814184D858516BC8138216BC85(BD258 138 6B1C58 06378 41B5 8 6EE525348 4C58 DE8 4146461B8 617218 138 25D24#8 8 1258 001BBC8 25B146D31B8 141158 *5,)8 D35&0534BC 8 4968 4593DBD7C8 2D!658 5EE665348 549D8 ED28 0528 10495346146D3 8 63457264C8 D34216348 D342DB 8 1418 1%0 8 1418 635246D38 138 1418 5B546D38 *51418 13867DB1 812CC)8D%D237 81228,#8

/38 4958 D345(48 DE8 4958 2D9548 :+3!62D35341B8 /3ED2146D38 C458 ED28 54665;8 *122<-12C2,8 *F621BB58 548 1B# 8 12CC, 8 E631358 C8 /2451 8 138 :F6269C&05; 8 $9698 $18 E631358 C8 4958 '25398 F63642C8 DE8 +DBD7C 8 $58 91!58 058 8 4593DBD7658 ED28 4958 4D21758 138 131BC68 DE8 1418 49148 68 2D058C813853!62D35341B860B146D38D5B81BB58F#8F868189C61BBC8158D5B8 4914860B1458$145281385466584213E52806378186536D31B812D198ED28D49862DD2D08138 12DD2D08 5618 *.12D8 548 =12!6 8 122>,#8 58 2DD58 18 8 9518 *6#5# 8 18 0B466536D31B8 951,8 ED28 4958 131BC68 DE8 4958 D35342146D3 8 EB0(8 138 6912758 63614D28 DE8 4958 F8 D5B8 1D26378 4D8 4951468 138 45D21B8 6536D3#8 958 9518 68 6B553458 638 18 421646D31B8 25B146D31B8 .8 12964540258 06378 E2558 DE4$1258 D4725A.8 *D4725A. 8 12C1, 8 =06%8 *06% 8 12C1,8138FD326138*53419D 812C1,#88 /384968152 8$585D34214584958B6648DE84958&01B64C8DE84958131BC6849148681965!58$6498421646D31B8 8 138 .8 C45#8 58 255348 4958 E6248 5(5265348 49148 !1B61458 4958 549D8 6342D058 638 *5D0B6B85481B# 812C11,84D856EC863457264C8D34216348*/,86388138.8C45)8$589D$89D$84D8 1BC8 4968 549D8 D38 4958 8 49148 4D258 4958 F8 D5B8 250B4#8 /8 1258 20B58 49148 1258 6B553458 138 95%58 4D8 530258 4958 D36453C8 DE8 4958 4D258 141 8 177257146D38 138 .8 &05265#8'D285(1B5 84955820B581BBD$805284D854548522D286384D25860B146D38250B4#8958522D28 138D267631458E2D8495805812154528D28E2D81386315&014586B5534146D38DE84958D5B#8/38D028 152 8 $58 6342D058 5(1B58 DE8 /8 49148 1258 D5B58 $6498 4958?F.-158 ED21B68 2DD58638 *5D0B6B85481B# 812C1,#886BB04214586384968152 84968549D81BBD$805284D8104D1461BBC8753521458 495856E6859136849148138580584D895%8$95495284958141 8177257146D38D28&052658DBC8 $6498495856E658/#88 9581638D3426046D38255345863849681528125818EDBBD$8*6,818606D38D3849581!134175849148 8138.8C458DEE528ED2849584D21758138131BC68DE8495860B146D38250B4 8$96986812558 4D8 53!62D35341B8 25512952)8 *66,8 138 .8 C458 ED28 4958 0B466536D31B8 131BC68 DE8 546658

4213E5281418753521458C84958F8D5B)8138*666,8!1B6146D38D381815840C8DE84958104D1458 13841312-15812D1982DD58638*5D0B6B85481B# 812C11,8ED284958567381386B5534146D38 DE8.8C458138495628/#8 968152868420402586384958EDBBD$6378$1C#8546D38186342D058495816388D354#8546D38>8 25534849581638D3548DE8D028?F.-158549D8*$969868ED21B6"581818?F.82DE6B5,#8546D38 @8 6058 25B1458 $D2%8 D38 8 ED28 60B146D38 D5B#8 546D38 A8 255348 4958 0B466536D31B8 D5B8 ED28 4958 F8 D5B8 138 4958 1D61458 63457264C8 D34216348 138 495628 6B5534146D3#8 '631BBC 8546D3888D3B05849581528$64981852646D38DE8E040258$D2%#8 8 8 Ö012387967AB4CDE87F75F58D224E7C2E2030C810F4E7158C47

1#8814181259D058138A01B64C8F1638D3548

8 8 68 001BBC8 252553458 C8 18 0B466536D31B8 9518 *63548 138 935652 8 12C2,#8 '670258 C8 9D$81385(1B58DE818D35401B80B466536D31B895185E6358$64984958?F.-158ED21B68 2DD58 638 *5D0B6B8 548 1B# 8 12C11,#8 1418 49148 $6BB8 58 !601B6"58 138 131BC"58 C8 8 0528 1258 1BB58 E14#8 /38 4968 5(1B5 8 4958 E148 1258 63ED2146D38 1D048 62267146D38 638 17260B4025#8 /38 4958 ?F.8 2525534146D38DE8'670258C 81BB8DE84958E14812586341358*6#5# 8D954,8DE84958B1812%58BCC'14DDB#8 8 E148 138 D341638 D358 D28 5!521B8 14426045 8 $9698 1258 305261B8 510258 49148 1253 058 ED28 1418 131BC6#8 /38 4968 5(1B5 8 4958 510258 ED28 131BC68 68 4958 1D0348 DE8 $14528 *638 >,8 49148 68 058 ED28 62267146D3#8 958 510258 4D258 638 4958 8 1258 4958 &013464658 DE8 $14528 528 '25398 163642146!58 5124534C_{8528D349#88} /38 8&0526581BBD$8ED284958177257146D38DE8510258*5#7# 81808D281381!52175,#8/3849685(1B5 8 49584D41B81D0348DE8$145284914868058ED2862267146D38138581B0B14581486EE525348B5!5B8C84958C5128 133D28C84958'25398163642146!58576D3#889652129C8DD58DE8D358D285!521B8B5!5B8681BB5818 8888888888888888888888888888888888888888888888888888888888888 C 8/38495875D721961B8D27136"146D38DE8'2135 8138163642146!58576D386806!658634D85!521B8163642146!58 5124534#8'2135868DD58DE81<8576D38138C2C85124534#8

6536D38DE8131BC6#80525 8$5891!584$D86536D38D35845D21B86536D38*FD3498C8E512,8138 D358 1461B8 6536D38 *51245348 C8 576D3,#8 /38  8 177257146D38 138 58 1B0B1458 ED28 5198 D63146D38DE8B5!5B#8'D285(1B5 86E8495808177257146D38E0346D38689D538C84958052 8495384958 &013464C8DE8$14528138581B0B1458C813C8DE84958EDBBD$6378528FD349)8528E512)85285124534)8 528 576D3)8 528 FD3498 138 5124534)8 528 FD3498 138 576D3)8 528 E5128 138 5124534)8 D28 528 E5128138576D3#8968081381BD8581B0B1458ED281BB8576D381381BB8C512#8

5B146D31B8 58 131755348 C458 *5#7# 8 D4725A. 8 21B5 8 FCA.,8 1258 DE4538 058 4D8 4D258 8 141#8 3-.6358 31BC461B8 2D56378 *.,8 4DDB8 *552D38 138 649 8 C00<,8 531B58 1418 177257146D38 138!601B6"146D38DE8250B4863841B58$64980B46B585342658*6#5# 86!D4841B5,#8D8DD58186!D4841B58 $6498.84DDB 805289DD581851025 8138177257146D38E0346D381386EE525348B5!5B8DE86536D3#8 'D28 5(1B5 8 0D58 49148 18 0528 251458 18 41B58 $6498 4958 510258 :&013464C8 DE8 $14528 638 >; 8 4958 08E0346D381384958B5!5B8:5124534;8138:E512;#81B58C82553484958250B4637841B58*9D$6378 138177257146D38C8E51281385124534,#8+19841B585BB8D34163849584D41B81D0348DE8$14528058ED28 5198 1628 F5124534 8 C512G#8 9558 !1B058 1258 1B0B1458 E2D8 4958 8 06378 4958 E63548 72130B1264C8 ED038 638 4958 141 8 6#5# 8 4958 1D0348 528 D3498 138 5124534#8 H5(4 8 0D58 634518 49148 18 0528 9DD584958B5!5B8:576D3;8138:E512;)81B58189D$84958250B4637841B5#89581646D38DE835$8B5!5B8 138 35$8 6536D38 4D8 18 8 $6BB8 6325158 4958 30528 DE8 D6B58 41B5#8 958 .8 C458 1BD8 1BBD$805284D8!601B6"58250B48063787219686B1C8*5#7# 87219 865-9124,#88 0525 8$58080849581638DD35348DE84958812964540258*552D38138649 8C00<,#8C61BBC 8 1418 5(421458 E2D8 6EE525348 D0258 68 B51358 138 BD158 638 4958 8 06378 +(42146D3-213ED2146D3-.D16378 *+.,8 4DDB8 *5#7# 8 1B5318 D28 53419D>8 4DDB,#8 48 4958 6B5534146D38 B5!5B 8 1418 138 58 4D258 638 18 25B146D31B8 58 06378 18 56E68 42040258 *5#7# 8 18 4128 951 8 18 3D$EB1%58 951,#8 ?3B6%58 421646D31B8 58 4204025 8 8 1BBD$8 53D21B6"58 9C61B8 6B5534146D3)8 638 D49528 $D2 8 250313658 *2551458 !1B05,8 1258 4DB521458 638  8 $9698 558 08 1418 158 465#8 56E68 45936&058 098 18 145261B6"58 !65$ 8 635(58 138 196378 549D8 138 1BD8 58 6B5534584D862D!58495852ED2135#8.852!52812580584D852ED28&052658C85(BD64637818 16378 54$5538 4958 0B466536D31B8 D3548 DE8 6536D3 8 E14 8 51025 8 177257146D38 E0346D38 138 25B146D31B8 58 5B55348 *5#7# 8 41B58 138 DB03,#8 ?528 D0361458 $6498 49558 52!528 !618 .8 B6534#8 9558 4DDB8 DEE528 18 !601B8 2525534146D38 DE8 &052C8 250B48 C8 5138 DE8 410B128*6!D4841B5,81387219686B1C#88 /381B58> 8$582DD5818D126D38DE849583.84593DBD7658!5208251955484DDB 8$9698 D34640458 13D49528 D6B58 549D8 ED28 1418 5(BD2146D3#8 1B58 >8 9D$8 49148 8 138 25195548 4DDB825534866B128D58DE8!601B6"146D38*5#7# 863ED2146D38138586B1C5863841B581389124, 8 048251955481258B664586384528DE850264C 81584658ED28B12758!DB058DE863ED2146D38138 /34213543/3452354814186EE06D3#8 8 4593DBD7658 91!58 5538$65BC8 058 638 4958 25416B8 54D2 8 048 13C8 D49528 D453461B8 1B6146D38 5(64#8 'D28 5(1B5 8 634572146D38 DE8 6EE525348 1418 D0258 634D8 18 8 138 1BD8 58 52ED258 ED28 5656DBD761B8 40658 *55236528 548 1B# 8 1220,#8 0D$5!52 8 8 DE8 53!62D35341B8 1418 1258 46BB8 &06458 8888888888888888888888888888888888888888888888888888888888888 1 894433$$$#41B53#D8 > 894433$$$#53419D#D8

2125 85!53849D0798495C8D0B85!53401BBC87535214581842D3786345254#8*H6B1%134185481B# 8122I)863548548 1B# 8 12C2)8 90B"58 548 1B# 8 122<,8 2D!658 18 E5$8 5(1B58 DE8 8 ED28 4D26378 138 !601B6"6378 53!62D35341B8141#8958058DE884593DBD7C8ED2849584D21758DE853!62D35341B860B146D38250B4868 1835$8D1638DE81B6146D38*F19D0685481B# 812C2,#88 1418&01B64C86388686D2413485105849558C45812580586380D248DE8566D31B82D55#8 DD281418&01B64C8138B5184D81386315&01458131BC68*12136813807761 8122C)8‹9D""685481B# 8122>)8 2148 548 1B# 8 12C2)8 1B596 8 1220,#8 D8 16341638 18 D22548 &01B64C8 B5!5B8 638 8 C45 8 4958 1049D28 DE8 *5D0B6B8 548 1B# 8 12C11,8 2DD58 18 ?F.-158 12964540258 49148 2D!658 18 D35401B8 ED21B68 4D8 2525534849584D2581418138 49581D6145863457264C8D3421634#8D5875352146D3845936&0581258 1BD86342D05 84D86B5534813895%8104D1461BBC849558D34216348638#8/38D126D38$6498 D495282DD58 45936&058*12136813807761 8122C)8‹9D""685481B# 8122>)821485481B# 812C2)81B596 8 1220, 84958549D8DE8*5D0B6B85481B# 812C11,891818967985(256!58D$52)84968549D81BBD$805284D8 56EC81386B553484925584C58DE863457264C8D342163488 *1,8 1418D342163484914853025849148$1259D05814181258D364534 85#7# 875D542658DE864658 048584DDBD761BBC863B058638495875D542658DE84956284145)8 *,8 77257146D38D342163484914853025849148177257146D38DE85102581258D22548138 513637E0B 85#7# 8495808DE849584552140258001BBC8D583D481%585358*.53"8138 9D9136 8C00<,)8 *,8 +(BD2146D38 D34216348 49148 1B5248 0528 $9538 .8 &052658 138 2540238 63D3645348 250B4 8 5#7# 84958&052C8B1B58528D0342C81E45285552818 8C00CB8048254023854C8250B48ED284958 ?#8 8 8 576D38C8 576D3818 J8 8 48C8 4818 48>8 48C8 4818 48>8 48@8 J8 E5128C8 A22228 @A2228 >12228 822228 @A2228 @<2228 @@2228 J8 E512818 A22228 @<2228 >22228 AI2228 @A2228 @<2228 @>2228 J8 E5128>8 A12228 @@2228 >22228 A02228 @A2228 @A2228 @>2228 J8 J8 J8 J8 J8 J8 J8 J8 J8 J8 1B58C#89581D0348DE8$14528*638>,8C8C51281385124534#8 8 8 576D38C8 576D3818 J8 E5128C8 C1<2228 C>82228 J8 E512818 C1<2228 C>A2228 J8 E5128>8 C182228 C>>2228 J8 J8 J8 J8 J8 1B581#89581D0348DE8$14528*638>,8C8C51281382576D3#8

8 8 8 888888888DDB8 264526D38 25195548 8 584658ED28B12758 !DB058DE81418 HD81418635(6378549D8 .66458D466"146D3845936&058 BB814181258001BBC8BD158634D8 5D2C8 466"146D38ED281418&052658138 635246D38*2D!658C85,)8 5EE665348635(6378549D8 5158D3818B6534-52!528 1296454025)8B65348138BD18138 6B1C8D3BC818D246D38DE849584D258 1418 50264C88 K52C8168549D8ED280528 10495346146D38682D!658 8 ?52L810495346146D38138 131755348DE8158267948 F549D8ED2814181%08 /3457264C8D3421634813895%8138 70121345584958D36453C8DE84958 63ED2146D38 1418532C46D3868001BBC8D6B58 /34523543/34213548158 646D31B86B5534146D386835558 4D86EE05814184D84958/34523543/34213548 5158D38138/34523543/34213548 B6534-52!52812964540258 K601B6"146D38 1B58$64980B46B585342658 91248 1B58$64980B46B585342658 91248 F182D046D38$64981461B8.8 4593DBD7C8 14185(BD2146D38 6"12813816413481258DE4538 2D!6584D895B825145841B588 8 .81BBD$805284D8516BC89DD58 5102581386536D38B5!5B 84D8 52ED28&06%8$1637854$5538 177257146D38E0346D381384D85B548 D3BC8180548DE849581418 .852!5280D248ED28DB5(8 1418&052658*5#7# 8$64984958FM8 B1370175,8 7 40E8767Z75FCD4301F7F71D3843188272FFE174371688 8

>#88!52!65$8DE8D028?F.82DE6B58ED281418

1259D058

8?F.82DE6B582D!6581875352685(4536D38591368ED2804D6"6378?F.8ED2856E681B6146D38 *5#7# 875D721961B863ED2146D38C45 8$5-52!65,8*63548'#81389356528F# 812C2,#82DE6B581258 163BC85E6358063784525D4C58138417758!1B0584914812581B6584D856E68?F.85B5534 8098 18B15 8144260458138 D52146D3#882DE6B586818DBB546D38DE84525D4C58138417758!1B05849148 D5B528138250586386EE525348?F.861721#88 4525D4C58561B6"58?F.85B553481382D!6581646D31B851346863ED2146D38D38?F.861721#8 95C8125825352581818315853BD58C8CC88DD8638?F.861721#8'D285(1B5 8638'670258C88 ì049584525D4C58CC8'148DD8*$9698561B6"584958:B1;8?F.85B5534,8681D61458$64984958E148 B18:/2267146D3;)88 ì049584525D4C58CC8H05261BF51025DD86361458491484958144260458:&013464C8DE8$14528638>;868 1851025849148918183052684C5)849684525D4C58561B6"584958:2D524C;8?F.85B5534)88 ì0/5346E6528 144260458 138 4958 D49528 144260458 138 58 6463706958 $6498 4958 4525D4C58 CC8 /44260458DD8138CC852646!544260458DD#88 1B58@89D$8495816384525D4C58DE8D028?F.82DE6B58*5D0B6B85481B# 812C11,#89682DE6B5868561458 4D84958D35401B856738DE889518*5#7# 8B1861721,#88

8 4525D4C58 138581B6584D8 513468 CC8'148DD8 B18 '148B18 CC8H05261BF510258DD8 44260458 F510258 *91!6378 18 305268 4C5,8 5E6358 638 E148 B158 CC81461B6536D38DD8 1%1758 1461B86536D3 85#7# 8186536D3849148D341638 18 9652129C8 DE8 75D721961B8 B5!5B8 *6EE525348 1461B81B5,8 CC85D21B6536D38DD8 1%1758 5D21B8 6536D38 49148 D341638 4958 6EE525348 45D21B81B58 CC8951466536D38DD8 1%1758 6536D38 49148 D341638 4951468 *3D3-1461B8 1383D3-45D21B,863ED2146D388 CC81461B77.5!5B8DD 88 CC85D21B77.5!5B8DD 8 CC89514677.5!5B8DD8 B18 958 6EE525348 B5!5B8 DE8 6536D38 49148 D341638 1461B 845D21B8D28495146863ED2146D3#88 CC8/44260458DD8 44260458 44260458 058 4D8 65346EC3646370698 6341358 DE86536D38B5!5B8*552,8 CC852646!544260458DD8 44260458 4426045849148D34163852646!5863ED2146D388 7 40E87672377D3F0E87F371688 8 8 8

028?F.82DE6B58ED2881381BD8580584D856EC863457264C8D3421634#88548DE84525D4C58138 417758 !1B058 918 5538 2DD58 4D8 E16B641458 4968 56E6146D38 *5D0B6B8 548 1B# 8 12C11,)8 417758!1B058 1BBD$8 D5B528 4D8 1D61458 18 D0B58 F8 !1261B58 N8 !1B058 G8 4D8 ?F.8 617218 5B5534#8 D34216348 56E65863849589548D34216348.13701758*.,81381BD8580584D85(258/#8.86818413128 138 B14ED2-635535348 B13701758 49148 68 561458 4D8 4958 56E6146D38 DE8 D34216348 D38 ?F.8 617218*63548138935652 812C2,#8968B1370175863457214583D4146D38491481258BD584D818D%538 B137017584D85(258D3646D3#8+(1B58$6BB8582D!658638546D38A#1#88 028 2DE6B58 ED28 8 918 5538 6B553458 $6498 18 ?F.-158 4DDB8 1BB58 F17621$@#8 968 6B5534146D38 1BBD$8 D5B528 4D8 721961BBC8 56738 4958 8 D35401B8 9518 06378 D028 ?F.8 2DE6B581384D895%8648!1B664C8*13815358DE8522D28138D3421646D386384958951,#8

@#814181259D058DE860B146D3850B481418

5B145840658

958 058 DE8 8 138 .8 C458 ED28 4958 131BC68 DE8 60B146D38 D5B8 250B4868 &06458 35$#8 D8 4958 548DE8D028%3D$B575 8D3BC8*F19D0685481B# 812C2,8138*K16B1%685481B# 8122@,8125849684D6#8958 25B66312C8 $D2%8 DE8 K16B1%68 548 1B#8 *122@,8 2DD58 18 0B466536D31B8 D5B8 ED28 131BC"6378 4958 250B48 DE8 18 60B146D38 D5B8 ED28 4958 1465348 EBD$8 492D0798 9D641B8 5124534#8 *F19D068 548 1B# 8 12C2,8 255348 18 7535268 0B466536D31B8 9518 49148 68 561458 4D8 60B146D38 250B4#8 968 95185E63586EE525348D35484914813858ED038638188DE860B146D38250B4#88 958D354849148$58138E638638188DE860B146D38141812580126"58638495845B14589518DE8 '6702581#89589518D3416384958EDBBD$6378E14813816386536D388 10 870C2E420F7812E2174521849558E1481258DD58DE8C85102584914812581B0B1458 E2D860B146D3820384914813858!601B6"58138131BC"581D263784D86EE5253486536D3#8 /384958951 81860B146D38250B4868B63%584D864860B146D38203 8648548DE863048*C ### 1,8138 1386341348*D2818526D,8DE8465#895584925584C58DE86536D381258526585BD$#8 8

10 87 0C2E420F7 F38E7 30C810F8 968 6536D38 68 6D241348 ED28 4958 D126D38 DE8 D5B82038D28D5B8!526D3#8/4813858D27136"58634D8189652129C84914868DD58DE84$D8 B5!5B8*C,8495860B146D382038138*1,84958D5B8!526D3#8+19860B146D382038681D61458 $649818D5B8!526D3#8 10 87 0C2E420F7 D227 30C810F18 9558 6536D38 25255348 D52!58 1418 *5#7# 8 2163 8 B138 05,8 D28 !1261B5312154528 DE8 4958 D5B8 *5#7# 8 12154528 49148 52658 4958 2D8 72D$498 D28 4958 D6B8 9121452646,#8 5!521B8 :60B146D38 6304;8 6536D38 138 58 255348 638 49581580B466536D31B89518*6#5# 86384958158,#8 10 87 0C87 30C810F!8 +3!62D35341B8 60B146D38 2038 001BBC8 D5B8 4958 5!DB046D38 DE8 18 953D53D38 138 2D058 250B48 148 6EE525348 4658 45#8 968 6536D38 6361458 4958 8888888888888888888888888888888888888888888888888888888888888 @ 894433$$$#3D176#D8

526D36341348 DE8 4658 49148 1258 1D61458 $6498 4958 60B146D38 250B4#8 6EE525348 B5!5B8 *C ### ,8DE849686536D38138581B658*5#7# 81C 8D349 8C512,#8 5!521B8?F.83D4146D381258058638495861721#8CC5D21B6536D3DD8D28CC5D21B77.5!5BDD8 636145849148186536D38D2818B5!5B8125825B14584D84658*5D0B6B85481B#812C1,#8CC951466536D3DD8 138CC9514677.5!5BDD812580584D8B15B8D495286536D38138B5!5B#8 /38 *F19D068 548 1B# 8 12CC,8 138 *F19D068 548 1B# 8 12C>, 8 138 6B5534146D38 ED28 4968 4C58 DE8 1418 $1259D058 68 2DD5#8 41246378 E2D8 4958 60B146D38 D5B8 1418 4204025 8 4958 4DDB8 2DD58 638 49558 1528 526!58 4958 D6B58 0B466536D31B8 9518 138 2D!658 4958 D66B64C8 DE8 6B55346378 4958 638 18 25B146D31B8 .8 1296454025#8 8 158 40C8 49148 D35238 4958 131BC68 DE8 250B48 1418 49148 68 2D058 C8 18 5D721968 60B146D38 D5B8 918 5538 058 4D8 6BB0421458 4968 2DD1B8*F19D0685481B# 812CC, 8048D028?F.82DE6B58138D028/856E6146D38549D891!583D485538 05863849681B6146D3#895584$D8D6348*1B6584D84958F8D5B,8D346404584958D267631B64C8DE8 D02835$8D3426046D3 8$9698682553458638D028152#8

8 8 8 8 Ö012387"67Z718830575F58D224E7C2E2030C810F4E7158C47F3728712F34187F710C2E420F73812E217#01D03837 3FC7287D3FDF14E7F7#40F20078274E6$7"%9%&&67 8

8

Ö012387672375F58D224E7C2E2030C810F4E7158C47D3FDF1837F3728712F34187F7Z'73812E273424677

8

A#88814181259D058ED284958546658213E528

60B146D38FD5B8F8

/384968546D3 8$586342D0584958F860B146D38D5B8138$585416B8D0288ED2849584D21758DE8 141849148250B48E2D8496853!62D35341B8D5B8*546D38A#C,#8581BD82553489D$84D85E6358/8138 6B553484958063784958E215$D2%82DD58C8*5D0B6B85481B# 812C1,8*546D38A#1,#8/38546D38A#> 8 $58608D0282DD1B 863B063786481638D3426046D38138B664#88 8 F868189C61BBC8158D5B84914860B1458$145281385466584213E52806378186536D31B8 12D198 ED28 D498 62DD2D08 138 12DD2D08 5618 *.12D8 548 =12!6 8 122>,#8 14528 EBD$8 638 62DD2D081248DE8D6B86852658C84958B161B8691285&0146D38*6912 8C0>C, 8$9698058 18 %6351468 $1!58 4D8 52658 12DD2D08 EBD$#8 546658 4213E528 68 252553458 C8 138 1!546D3-6EE06D38 5&0146D3 8 63B06378 D246D38 138 5721146D38 2D55 8 638 D498 62DD2D08 138 12DD2D081248DE84958D6B#8'D2851984658458DE81860B146D3 84968D5B81B0B145849586912758 138546658D35342146D3#89558!1B05812581B0B1458ED284958EDBBD$6378EBD$8DD3534802E158 203DEE)855852DB146D38035284958D6B82DE6B5)813846B582163175#8 8

A#C8 14181259D058138.8

9589518E2D8'670258>89D$8495842040258DE84958849148680584D84D2584958F8250B4#8 958 E148 1258 4D258 638 4958 60B146D38 50B48 B18 *5#7# 8 4958 1418 250B48 2D058 E2D8 4958 60B146D38203,#8958B1868DD58DE86EE525348510258 ì0 6912758EBD$8O.>#-C1)8 ì0 D35342146D38DE8D3652585466586384958EBD$8OF#.->1)8138 ì0 'B0(8DE85466586384958EBD$8OF#-C1 8 $95258F86849581 8.8684958B537498138868465#8+198DE849558492558!1B058138581D61458$6498 02E158203DEE 8002E158B14521B8EB0(58D28558B519637#88 8 028 0B466536D31B8 951863B058 ED028 :60B146D38 /304;8 6536D3 8 $96981258B63%58 4D8 4958 EDBBD$6378E148 ì0 BD48 4CDBD7C8 958 F8 D5B8 3558 18 4CDBD7C8 DE8 BD4#8 D8 1!D68 60B146378 5198 636!601B81495348E65B8BD4 85198BD4868B63%584D818:4C61B;8BD4 8$96985538D384958 D6B84C5 84958BD58138$95495284958D6B802E15868B1%637)8490 8496812D198211461BBC8 25058495830528DE860B146D3849148125825&0625#8 ì0 B61458 53126D8 66B12BC 8 5198 B61468 C5128 68 B63%58 4D8 18 4C61B8 53126D8 158 D38 4958 4D41B81D0348DE813301B82163E1BB#895825!6D08C5128681BD8D3652585105864863EB053584958 636461B8D640258D345348DE84958D6B#88 ì0 2D8968B1863614584958D3652582D#88 ì0 .5!5B8DE85466580586EE5253484214576581258D365258*6#5# 86EE525348B5!5B8DE8&013464658 DE854665805,#8 8

958 510258 1258 1B0B1458 C8 4958 F8 D5B8 ED28 5198 9D02 8 18 6361458 C8 4958 1D6146D38 54$5538495860B146D3850B48B18*4958E148B1,813849580D028B18*186536D38B5!5B, 8$969868 49581BB54803648638495846586536D3#8

02895181BD863B0581860B146D38D5B86536D3#8/38D0285(526534 8250B482D058C84$D8 F860B146D38DE84958$1452958DE8.18'D341635808956B86385264413C8*'2135,8$52584D2586384958 #8 /38 4D41B 8 18 C5128 *18 4D41B8 DE8 C< A128 9D02,8 DE8 1418 $5258 60B1458 138 4D25#8 0525 8 D3BC8 D358 D5B8!526D38$1805#8 58 D3BC8 058 E2558 DE4$1258 4D8 6B55348 D028 DB046D3#8 028 8 918 5538 6B553458 $6498 D4725A.A#8589D584$D8D49528D0B1284DDB84D86B1C81385(BD2581418FD3261388ED284958.8 52!528 138 =06%<8 18 4958 .8 B6534#8 FD326138 68 138 D53-D0258 .8 52!528 49148 06B8 .8 BD761B842040258*5#7# 86536D3 851025,8D384D8DE813C858063781856E68MF.8E6B5#8=06%86818 DE4$1258 1%1758 49148 2D!658 18 721961B8 25534146D38 B1C528 D38 4D8 DE8 FD32613#8 968 B1C528 D3464045818548DE8052-E2653BC863452E15849148426775281386B1C8.8&05265#88 4849586B5534146D38B5!5B 8$580581841289518*558'670258@,#89686B5534146D3805818E148 41B5#8/4814426045863B058510258138ED256738%5C8491481258B63%584D86EE5253486536D3#88E148 41B58 D341638 510258 !1B058 148 4958 D48 5416B58 B5!5B#8 F510258 !1B058 1258 4D258 C8 4958 9D02 8 2D 8B6145853126D 8BD484CDBD7C 8546658058B5!5B813860B146D38203#896895181BD89D$8 6536D38 41B5#8 968 4C58 DE8 41B58 D341638 53D21B6"58 2525534146D38 DE8 6536D38 9652129C8 B5!5B)8 638 D49528 $D2 8 1BB8 DE8 4958 B5!5B8 DE8 18 6536D38 1258 4D258 638 4958 158 41B58 *558 4958 658 41B5,#853D21B6"146D3868058!52C8DE4538638#8968549D82D058250313658*2554646D3,8 DE8!1B058048!14BC862D!5849581418158465#8 8 8 8 8 8 8 8 8888888888888888888888888888888888888888888888888888888888888 A 894433$$$#D4725&B#D278 8 894433D32613#53419D#D8 < 894433206%#D025ED275#3548

8

8

~~

8

7 Ö012387(67)0124E04420F7F734247F72*F710C2E420F73217*027+20057

8

.8 4DDB8 1BBD$8 18 0528 4D8 DD58 18 41B58 C8 9DD6378 4958 56258 6536D38 B5!5B8 638 4958 0B466536D31B8 951#8 '670258 A8 9D$8 18 1248 DE8 4958 41B58 49148 250B48 E2D8 4958 5B546D38 DE8 4958 510258:558B5196378546658EB0(;81384958BD$5486536D38B5!5B8638=06%#8+1984C58DE841B58 5342C8D225D384D8186536D38B5!5B849148682553458638'670258>#895891248638'670258882D!658 13D49528 5(1B58 DE8 1418 !601B6"146D38 2D058 $6498 =06%#8 968 91248 9D$8 4958 5!DB046D38 DE8 4958 5102589D028C89D028ED28519860B146D38203#8F13C8D495284C58DE87219681385825145#8

H5(4 8 0D58 49148 0528 $1348 4D8 D1258 4$D8 60B146D38 203#8 D8 1DB698 4968 7D1B 8 495C8 138 5B5484958177257146D38E0346D38:1!52175;81384958B5!5B8:FD5B8K526D3;8634518DE8:60B146D3803;#8 9685B546D38$6BB82D05849581!521758558B5196378546658EB0(854$553849584$D82038*558'670258 <,#8 8 8 8 8 Ö012387,68Z78B4CDE8754327D3F3258370-7+2005724275FCD43817388D7E845017D812050387E2B73FC7 2*F710C2E420F73217 8 8 8

8

8 8

Ö012387.67874/834187F7287C841238173FC72*F710C2E420F73217417301DE4-837*0207+2005~

8

8

/384958C45849148$586B55345 8$58918D3BC8D3584C58DE854665#8/E8$58$13484D891!5818849148 4D258 60B146D38 250B48 49148 1258 2D058 ED28 6EE525348 1457D2658 DE8 54665 8 $58 048 18 18 546658146!581445286536D38*558'670258I,#8958D495286536D382516380391375#88

8

8

A#18 /3457264C8D34216348

A#1#C8

8'D21B6"146D38DE8/3457264C8D34216348

0525 8 $586342D058 D58 5(1B58 DE8 /8 49148 138 58 5(2558$6498 D028?F.3.-158 549D8 2DD58638*5D0B6B85481B# 812C1,#89558/812585E6358D384958D35401B80B466536D31B89518 49148$1825!6D0BC82553458*558'670258>8138'670258I,#88414581D!58*546D381, 84925584C58DE8 8 63457264C8 D34216348 048 58 D365258 4D8 530258 18 7DD8 &01B64C8 DE8 4958 131BC68 1418 / 8 5(BD2146D38/8138177257146D38/#88 4&74247 '7 1418/8125856E65806378.8*5D0B6B85481B# 812C11,#8'D285(1B5 80D5849148$58058184213E528 D5B8 $6498 4958 546658 146!58 144528 :0BD426D35;#8 958 EDBBD$6378 D34216348 5(2558 49148 4958 546658146!58144528:0BD426D35;89D0B858ED0386384958#8 8 958.8E0346D38:1BB/341358*,;86381248*,8254023849586341358DE84958546658B1#81248*5,8 95%8$954952849525868148B5148D358634135849148146E6584958D3646D38:8146!5P144528N8 Q0BD426D35L8;#8HD45849148146!5P14452868138144260458DE84958546658B1#8 958EDBBD$6378D3421634841458491484958546658146!58144528:0BD426D35;8133D4858058$64984958 2D8:$9514;8 8 .01233345678973ABCDEF7B568DE73B63 .023336573.33 .023333338E87B4B8F47B8CF77833DE457B56833F63 .023333338E45457833 !8F733323 8

958 D345(48 DE8 138 .8 D34216348 68 18 B1#8 38 .8 D34216348 048 1B$1C8 58 146E658 ED28 5198 6341358DE84968B1#89584528:5BE;853D4581386341358DE84958B1#8

.6358 *C,86361458 49148 4958 D345(48 DE8 4958 D34216348 68 4958 60B146D38 50B48 B18 *'670258 I,#8 .6358 *1,89D$8491484958357146D38DE84958D3646D38*146!5P144528N8R0BD426D35R81382DP4C58N8R$9514R8,8 048 58 146E65#8 /38 B6358 *>, 8 :5BE#54665;8 2540238 4958 6341358 DE8 4958 546658 B18 49148 68 1D61458 $6498 5BE)8 146!5P144528 68 138 144260458 DE8 4958 546658 B1#8 /38 B6358 *@, 8 :5BE#2D;8

4567897 "87B4B83B6 "87B4B8FEE#67F648.2$%89B7.F47B8CF77833DE457B5682 .&2 .'2 4567897 "87B4B83B6 "87B4B8FEE#67F648.2$%89B7.F47B8CF77833DE457B5682 .&2 .'2

2540238 4958 6341358 DE8 4958 2D8 B18 49148 68 1D61458 $6498 5BE)8 2DP4C58 68 138 144260458 DE8 4958 2D8B18*'670258>,#8 1418/81385895%58026378D281E452849581418BD163789158DE84958+.82D5#89684581BBD$8 ED2818D3E62146D3849148495860B146D38D5B82D!6587DD81418D2 8638D49528$D2 8491484958D5B868 D22548E2D8495D25461B81386B5534146D38D6348DE8!65$#3 0&7ABDEF3420F7 '7 B4523146!5BC 8 648 68 1BD8 D6B58 4D8 95%8 D34216348 026378 8 5(BD2146D38 *6#5# 8 026378 4958 1418 6B1C8$6498.84DDB,#8+(BD2146D38/825255348138:63!1B6;8D63146D38DE86536D31B85B55348 138 138 58 5(2558 06378 D028 ?F.8 2DE6B58 138 .8 *5D0B6B8 548 1B# 8 12C11,#8 '670258 08 9D$8 4958 25!6D08/8ED21B6"58181385(BD2146D38/8*6#5# 818&052C8D3421634,#8958A052C/C8B189D$8B5!5B8 634135849148495805289D0B83D48D6358$6496384958.84DDB#8$D8.8D3421634812585E63584D8 5B548 49558 B5!5B8 634135#8 9558 D34216348 1BBD$8 0528 4D8 91!58 18 7DD8 63452254146D38 DE8 &052C8 250B481D263784D84958513468DE84958141#8 8 8 45678973"87B4B83B63&012345637833 8EF47B8CF77833DE457B568333 45678973053B639A8B4CD8E457833 !8F73 Ö012387167Z78B4CDE87F78BDEF3420F7 '~ 3 0525 8$5863648D3849586EE52535854$55381418/81385(BD2146D38/#81418/8125895%581484958 141158 B5!5B#8 95C8 1258 058 C8 141158 1317528 4D8 ED268 4958 635246D38 DE8 1418 49148 D8 3D48 DBC8$64984958D34216348D284D85B54863D3645348141#8/384958B14452815 849581418138585B5458 D28:251625;)849585380528$6BB835!5285584955863D3645348141#8/38D126D3 85(BD2146D38/81258 058 148 4958 .8 B5!5B8 *$9538 4958 53-0528 !601B6"58 4958 141,#8 +(BD2146D38 /8 104D1461BBC8 1B5248 53-05284914849586B1C581418D0B8D34163863D3645365#8 3 5&7Z11381420F7 '7

77257146D38 /8 138 58 56E658 $6498 .8 18 639525348 D34216348 DE8 D028 ?F.8 2DE6B58 ED28 #8 'D28 5(1B5 8 138 177257146D38 /8 918 5538 5E6358 638 .8 63658 D028 2DE6B58 4D8 6361458 49148 4958 08 177257146D38E0346D38133D4858058D38:!1B0585280364;8510258*098184958203DEE86912758EBD$8

510258638'670258I,#8968D342163486895%58C8F17621$81484958D35401B8567389158$9538 49585673528!1B6145849588951#88 8

A#1#18

/B5534146D38DE8/3457264C8D34216348

358/891!5855385E63581484958D35401B8B5!5B806378?F.8138.8638F17621$8138495C891!58 5538 !1B61458 C8 53-052 8 $58 138 104D1461BBC8 6B55348 495#8 58 9D$8 638 4968 546D38 4958 6EE52534845936&05849148$582DD584D82D05863457264C-95%637859136#8 58138104D1461BBC84213B14581418/8634D8A.8D58063784958.1A.8D587535214D28*50498548 1B# 8122C,#89582D0586B5534146D3813858058638495884652#8'D285(1B5 849584C58DE8A.8 &052C8753521458E2D849585D381418/82553458638546D38A#1#C8$6BB8584958EDBBD$6378 3 .(123 8E8473)35C3A#*+,&-#/01A+,-A3A1,23 !8836573.3 .(23 0/-3..3 .(23 .8E8473&0-#31*&--135C3"1A-#0#413 !883&0-#31*&--1#43B633 .(23 .8E8473"1A-#0#41&0-#31*&--1#435C3A#*+,&-#/01A+,-A3 !883A#*+,&-#/01A+,-#43333333333333333 .(523 333333333333333333333333333333333333333333333333333333333333A1,2A#*+,&-#/01A+,-#4223 .(623 33333333333333333333DE457B56833333333333333333333 .(723 3333333333333333333&0433 .(823 3.8E84730/"-9"135C30/"3 !8830/"#43B633 .(:23 3.8E84730/"0/"#435C3A#*+,&-#/01A+,-A3 !883A#*+,&-#/01A+,-#4333 .(1;23 3 3 3 3 3 3 33A1,23A#*+,&-#/01A+,-#4223 .(1123 33333333333333333333 !8F733333333333333333333 .(123333222<3 8 968A.8&052C85B5481418*40B5,8DE8495860B146D3P50B4841B5849148D83D48146EC84958D3646D38 DE84958D34216348*558B6358AC,#8PP/8138+//+P/K+PF+P/81258 ED256738%5C8 63841B5860B146D3P50B4#8/E8$58D12584968&052C8$649849581D61458.8D34216348 ì0 .6358A18D225D384D8B63581)8 ì0 .6358A>-A<8D225D384D8B6358>)8 ì0 .6358AI-AC18D225D384D8B6358@#8

.1A.8 6345721458 4968 4C58 DE8 &052C8 638 42677528 138 D9548 !65$#8 968 &052C8 918 5538 753521458 $649849585391358!526D38DE8 .1A.86342D058638 *635485481B# 8122<,#8FD2585416B8D38.1A.8 13858ED038638*504985481B# 8122C,#88

77257146D38/812586B55345818639525348D34216348DE8D028?F.82DE6B5 8$9698686B553458 638F17621$8*5D0B6B85481B# 812C11,#895C812585E635806378.8138D83D48355813C84213B146D3#88 +(BD2146D38/812584213B1458634D8FM8D58C8D028104D1468D587535214D28?F.1FM8*5D0B6B8548 1B# 8 12C11,8 138 1258 6B553458 638 4958 .8 52!528 4652#8 FM8 *F0B466536D31B8 5M256D38

B1370175,8 68 18 413128 B13701758 ED28 &052C6378 0B466536D31B8 138 .8 14115)8 FM8 68 131BD7D08 4D8 A.8 ED28 25B146D31B8 14115#8 958 FM8 D58 49148 68 753521458 ED28 5(BD2146D38 /8 5E6358 18 !601B8 DB6C8 4D8 6B1C8 6EE52534BC8 5BB8 638 4958 =06%8 6!D48 41B5#8 FD258 2565BC 8 4958 753521458D589137584958DBD28DE849586!D4841B585BB84D863614584D8495805284914852416385BB8D8 3D48 146EC8 5(BD2146D38 /#8 1B58 A8 2D!658 18 9D248 5(1B58 DE8 4968 4C58 DE8 !601B6"146D3#8 0D58 49148 18 8 63B058 4$D8 146!58 144528 *0BD426D358 138 6D(C36B,8 138 4$D8 4C58 DE8 2D8 *$95148 138 21C-721,#8/38496841B5 849585(BD2146D38/8DE8E6702580868D36525#8958FM8D58753521458E2D8 4968/8$6BB86B1C849586!D4841B585BB86386EE525348DBD288 ì0 /3!1B685BB8$6BB8586B1C58$649818258DBD28-849585BB8D636378B0BD426D35B8$6498B$9514B8 6863825)8 ì0 K1B68 5BB8 098 18 4958 5BB8 D636378 :6D(C36B;8 138 :$9514;8 $6BB8 58 6B1C58 $6498 18 725538 DBD2#8 /48686D2413484D89D$84D8052849148185BB86863!1B68510586485E63581386D6B58*03B1C1B5,8 D63146D38 DE8 552#8 /38 1B58 A 8 4958 5BB8 D636378 :0BD426D35;8 138 :$9514;8 D341638 18 3D3-30BB8 !1B05)8 D35&0534BC 8 4958 5(BD2146D38 /8 68 3D48 146E658 51058 4968 D34216348 918 5E63584968D63146D381863!1B6#8958258DBD28DE849685BB8$6BB89D$84D80528491484968!1B05868 138522D2#88 8 8 $95148 21C-7218 0BD426D358 2 2212228 2 22I2228 6D(C36B8 2 2212228 2 22@2228 40E87(67AB4CDE87F7D0/F27240E87/0124E04420F7*0278BDEF3420F7 '758550167 8

A#>8 8606D38

/38 4968 546D3 8 $58 2553458 18 0B466536D31B8 D5B8 49148 $18 D356!58 ED28 4958 131BC68 DE8 5466584213E528141813818548DE863457264C8D342163484D870121345584958&01B64C8DE84958131BC6#8968 $D2%8!1B6145849586518DE8063788*F19D0685481B# 812C2,8138/8ED2860B146D38250B4 8$969 8638 6458 DE8 648 6D241348 D66B6465 8 918 5538 63!54671458 !52C8 B644B5#8 58 91!58 1BD8 9D$38 49148 4958 6B5534146D3813858E16B641458C80637818?F.-158E215$D2%849148685614584D8495856738DE8 0B466536D31B89518138495628/#8958?F.-158D35401B8D5B81BBD$8567352 8566D38 1%528 138 1B6146D38 D1638 5(5248 4D8 5(913758 1D048 131BC68 7D1B8 138 141#8 /48 5158 4958 56738 2D58 DE8 DB5(8 1B6146D38 098 18 53!62D35341B8 1B6146D3 8 $95258 5!521B8 8 9518!526D38048001BBC8585E63586381386452146!58$1C#88 /38 D028 $D2% 8 $58 91!58 6(58 141-8 138 7D1B-D2653458 56738 12D1958 *‹6D276368 548 1B# 8 122I,#8 958 566D38 1%528 91!58 5E6358 495628 131BC68 25&06255348 638 4528 DE8 D35401B8 0B466536D31B8

9518 138 /8 *06378 D028 ?F.8 2DE6B5,#8 58 91!58 3D4658 4914 8 638 4958 56E68 158 DE8 8 ED28 60B146D38 250B4 8 4958 9D658 DE8 4958 4D258 1418 68 DB545BC8 D225B1458 4D8 4958 058 60B146D38 D5B#8'631BBC 849682D95489181BD89679B67945849583558ED28184DDB8ED284958104D1468634572146D38DE8 1418250B48634D814115#8124D7219686B1C80D2481381BD85825&06258ED2875D25E5253581418 *56D34585481B# 812C2,#8

8#8D3B06D38138'040258551298

958!DB058DE860B146D381418D34630584D86325158138D5B805283D$83558184593DBD7C84914868 56E61BBC85614584D84D263781385(BD263784958!148&013464658DE863ED2146D3849148682D058C8 4958 D5B#8 8 5D3421458 638 4958 5(5265348 2553458 638 4968 152 8 3.8 4593DBD7658 2D!6581385(5BB53485138ED281317637860B146D38141#8 0525 8$580126"584958549DDBD7C849148$58EDBBD$584D86B55348D028#8'624 8$58114584958 75352680B466536D31B895182DD58638*F19D0685481B# 812C2,84D849584127548D5B#8589D58 510258 138 63048 6536D38 49148 $5258 0641B58 ED28 4958 F8 53!62D35341B8 D5B#8 958 45D21B872130B1264C8DE8F82D!6584958BD$548B5!5B8DE8495845D21B86536D38*6#5# 8D3589D02,#8 581BD8158D4952845D21B8B5!5B84D81BBD$80528 4D81772571458510258528D3498D28C512#8958 58 9518 $18 251458 $6498 D4725A.#8 58 9D58 18 4128 9518 *6#5# 8 18 53D21B6"58 6B5534146D3,8 4D8 530258 4958 548 1418 158 52ED2135#8 953 8 4958 250B48 1418 $5258 BD158 634D8495858E2D845(48E6B5849148$52582D058C8F8203#8FD326138138=06%81BBD$805284D8 5(BD25881418!52C8516BC8C89DD6378495856258B5!5B8DE8131BC6#855129528138535E648E2D8 4958 052-E2653BC8 =06%8 721968 0528 63452E158 4D8 913758 4958 6536D38 B5!5B 8 4D8 421!5258 B5!5B8 965212965 8 4D8 913758 4958 1772571458 E0346D38 D28 4D8 !601B6"58 18 0548 DE8 4958 250B48 141#8 028 129645402581BD81BBD$805284D85(D248185B546D38DE81418634D8D49528ED214#8581BD82553484958 E62485(5265348DE84958549D86342D058638*5D0B6B85481B# 812C11,84D856EC863457264C8D34216348638 #8 958 35(48 458 DE8 D028 $D2%8 $6BB8 58 4D8 532698 138 62D!58 4958 7535268 0B466536D31B8 9518 C8 5(5265346378 $6498 D49528 53!62D35341B8 D5B8 138 C8 D36526378 E551%8 E2D8 052#8 58 1BD8 B138 4D8 40C8 4958 D66B64658 DEE5258 C8 1461B8 3.8 *5S128 548 1B# 8 1220)8 56D345 8 12C2)8 F1B63D$%68 138 6613C6 8 122I,#8 9558 255348 4DDB8 1258 561458 4D8 6B1C6378 63ED2146D38 49148 68 4D258 638 8 C8 5138 DE8 18 138 138 58 05E0B8 ED28 !601B6"6378 75D-25E525358 53!62D35341B8 D5B#8 958 5(42146D3 8 4213ED2146D38 138 BD16378 2D558 1258 1BD8 6D241348 1548 DE8 4958 12964540258138$581BD8B1384D82DD58184DDB84D8E16B6414584955845#8D8D8D 8$5891!584124584D8 5(4538 6+(BD2528 *90EE1248 548 1B# 8 12C2, 8 18 DE4$1258 1B6146D38 ED28 13176378 60B146D38 203 8 4D8 95B80528251458188138BD18D5B8D0404#8

8

%3D$B575348

968$D2%89185538E0358C8/2451 84958'25398:F6364T25858BR+DBD765 808S!5BD55348021B58 54858BR+352765;8*2D9548F6269C&05,813849580!527358576D3#88

5E525358

51418# 867DB18F#8*12CC,814115850264C85B1285371758.5123637#8 5S128 E# 8 55236528 +# 8 .1226!S58 # 8 H15108 F# 8 2D0B(8 F#-=# 8 6!548 #8 *1220,8 1461B8 . 8 94433$$$#1461B6#D3#8 55236528 +# 8 ‹D5B638 # 8 51128 # 8 5S128 E#8 *1220,8 +16528 02!56BB1358 E8 B6145-5B1458 051B498 K0B35216B64658 92D0798 8 5-5158 1461B8 B18 B6146D3#8 /34523146D31B8 =D0231B8 DE8 051B498‹5D721968I#8 552D38 # 8 6498 #8 *C00<,8 1418 1259D0637 8 1418 F63637 8 138 .8 *1418 1259D063731418 F13175534,8D046378F721$-06BB#8 56D3458 #8 *12C2,8 8 5-5158 DDB8 ED28 146D-F0B466536D31B8 31BC68 DE8 ‹5D721968 138 DB5(8141#8/34523146D31B8=D0231B8DE87260B4021B8138+3!62D35341B8/3ED2146D38C458 C@1-8<#8 5D0B6B8U# 856D3458# 863548'#8*12C1,88?F.8V81461B8.851582D198ED28013B6378A01B64C8/058 638.8C45#8C@498/34523146D31B8D3E525358D38+34522658/3ED2146D38C45#8 5D0B6B8U# 856D3458# 863548'#8*12C1,88?F.82DE6B58138.-158D34216348ED281461B8141805#8 /3ED2146D38C458*06445,#8 121368 '# 8 077618 #8 *122C,8 38 /3457264C8 D34216348 .13701758 ED28 18 D35401B8 F0B466536D31B8 1418FD5B 8+U+8122C#8 90EE1248 '# 8 0D0B638 H# 8 '10258 # 8 5EE01348 ‹#8 *12C2,8 6+(BD2528 2D7216378 5(5265341B8 56738 D38 D5B8 138 13176378 &01B64C8 DE8 D5BB6378 2D5#8 /34523146D31B8 =D0231B8 DE8 7260B4021B8138+3!62D35341B8/3ED2146D38C458CAA-8I#8

50498 5# 8 00W1338 0# 8 .D59528 #8 *122C,8 .8 18 18 56E6146D38 .13701758 ED28 506358 0B58 638 141158 B6146D3 8 2D556378 DE8 4958 @498 /34523146D31B8 D3E525358 D38 958 ?36E658 FD5B6378.1370175 8FD5B6378.1370175 8D354 8138DDB 8263752-K52B17#8#8C2@-CC<#8 '523435"-A06205B18 K# 8 '523435"8 =# 8 DE6XD8 ## 8 '6418 .# 8 ‹046S225"8 =#F#8 *12CC,8 5535E648 138

25&06255348 DE8 7268 D046378 ED28 B61458 1B6146D3#8 38 5(1B58 $6498 4958 D0364C8 14D95268D5B#8+3!62D35341B8FD5BB6378V8DE4$125818C2A<-C280#8 ‹9D""68 '# 8 1!148 '# 8 5458 # 8 602EB098 ‹#8 *122>,8 D34216348 138 F0B466536D31B8 14115 8 /+/8 122>#8 ‹6D276368 # 8 6""68 # 8 ‹12"54468 F#8 ‹38 8 7D1B-D2653458 12D198 4D8 25&06255348 131BC68 638 1418 $1259D05#8566D380D248C458@A*C,8@-1C8*122I,8 06211C1968# 8U2DBB8#H# 8HD$1%8#=#8*12CC,8DD3534-1585!5BD534813853646!64C8131BC58 DE81381628DBB0413482C85D646D38D5B#8+3!62D35341B8FD5BB6378V8DE4$125818I2@-IC8#8 .12D8F# 8=12!68H#=#8*122>,8F8A#2#88D5B8DE8$14528EBD$8138DB04584213D24863812DD2D08 D6B#859361B852646D3 840658638495856D75D9C61B8+3!62D3534#8 .53"80#=# 89D91368#8*C00<,80126"16B64C8638.81384146461B8141815 8/+++#8#8C>1-C@>#8 .686# 8F1D8M#-"#8*12CC,8‹BD1B80B46&01268DBBD146D38549D8ED2872D03$14528D341631348D0258 65346E6146D3#8+3!62D35341B8FD5BB6378V8DE4$125818C8CC-C81C#8 F19D068 0# 8 56D3458 # 8 '10258 # 8 63548 '#8 *12C2,8 1418 $1259D058 138 .8 ED28 +3!62D35341B8 60B146D38141#8/34523146D31B8=D0231B8DE87260B4021B8138+3!62D35341B8C458CC-C0#8 F19D068 0# 8 56D3458 # 8 5EE01348 ‹#8 31BC"6378 5D721968 138 +D3D68 60B146D38 FD5B8 50B48856-104D14681461B8.82D19#8/8*C,812CC8C<->C#8 F19D0680# 856D3458# 85EE01348‹# 8913548=## 863548'#8*12C>,856-104D146856738DE81461B8 1418 058 E2D8 4204021BBC8 ‹535268 60B146D38 FD5B8 50B4#8 /34523146D31B8 =D0231B8 DE8 1411259D06378138F6363780<2-0A#8 F1B63D$%68 +# 8 6613C68 +#8 *122I,8 !1358 1418 1259D058 56738 '2D8 D3!5346D31B8 4D8 1461B8 1385D21B8B6146D38263752#8 F124638 #8 *122I,8 1418 1259D058 C228 058 52548 -8 C228 D48 %58 &0546D38 D38 1418 1259D058 5673 8 2D954 8 506358 /345BB67535 8 296454025 8 DE4$1258 138 FD5B8 +525D84C8.4#8

F621BB58# 863548'# 812B0528H# 8K5236528'# 856D3458# 8.10!523548# 8‹D0C8K#8*12CC,8+/8546658138 63ED2146D38 C458 ED28 1418 138 %3D$B5758 1641B6"146D38 138 131BC6 8 ++8 +021&01 8 FD345BB652 8'2135#8 H6B1%13418 # 8 95658 U# 8 168 #8 *122I,8 6536D31B8 6058 638 17260B4021B8 1418 $1259D058 5673#8 D04528138+B542D3686387260B402588218>-1<I#8 HD8F176#8*12C1,#894433$$$#3D176#D32D04317621$#94B8 53419D#8*12C1,#894433D32613#53419D#D38 63548'# 80D6548F# 8D0B67318K#8*122<,8?6378?F.8138.84D8163416384958D36453C8DE81461B8 1418 638 53!62D35341B8 63ED2146D38 C45#8 +3!62D35341B8 FD5BB6378 V8 DE4$125 8 !DB#8 11C1C<8-8C112#8 63548 '# 8 9356528 F#8 *12C2,8 25658 56738 DE8 53!62D35341B8 1418 $1259D05#8 52146D31B8 551298C2>@0->80#8 63548'# 8F621BB58# 856D3458# 8K5236528'# 812B0528H# 8‹D0C8K# 85523128#8*12C2,8958058DE8?F.84D8 56738 17260B4021B8 1418 $1259D05 8 /34523146D31B8 D3E525358 D38 7260B4021B8 +3763552637 8 ‹+H‹812C2#8 D7D38F# 80146378# 86498#8*12C1,853646!64C8DE82D8D5B825646D384D85346258545D2DBD761B8 138 D6B8 63048 141548 9679B67948 !0B35216B64C8 4D8 2D0794#8 +3!62D35341B8 FD5BB6378 V8 DE4$125810><-@>#8 D%D2378 =#8 *1228,8 141158 12964540258 0225348 42538 138 495628 25B146D3968 4D8 53!62D35341B8 141813175534#8+3!62D35341B8FD5BB6378V8DE4$12581CCA<0-CAI8#8 D4725A.#8*12C1,#894433$$$#D4725&B#D2738 2148H# 81446108/# 8%D%18=#8*12C2,8525534146D38DE8177257146D38%3D$B5758638.8C45#8 69128 .##8 *C0>C,8 16BB12C8 D3046D38 DE8 B6&068 492D0798 D2D08 560#8 =D0231B8 DE8 B658

9C68C>CI->>>#8 =06%#8*12C1,#894433206%#D025ED275#35439206%36342D#94B8 1B5968F#8*1220,85!5BD637818D5B813818B137017584D865346EC813856EC8495863457264C8D34216348 6381461B814105 8?36!5264S8.1!1B#8 90B"58 # 8 6B%58 =# 8 .593528 #8 *122<,8 1418 D5B6378 ED28 2566D38 162C8 '126378 $649638 4958 D54646!58 E65B8 DE8 D52146D31B8 138 131BC461B8 41%#8 D04528 138 +B542D368 638 7260B40258A0>0-AA#8 1B53#8*12C1,85864581B53#8 2DBB58# 8016B4D38## 86B6498## 8077138/## 8=55538+#8*12CC,82564637849585EE548DE8B61458 913758 D38 42D968 41408 DE8 492558 D29DBD761BBC8 !12C6378 B1%58 /B6146D38 ED28 B1%58 254D2146D3813813175534#8+3!62D35341B8FD5BB6378V8DE4$125818>A@-><2#8 K16B1%68 # 8 +B618 +B-12"6 8 13176D468 9D03418 8 1418 1259D058 +3!62D35348 ED28 4D26378 138 31BC"637860B146D3804048141#863452860B146D38D3E525358122@8<2>-<C8 8 8