Top Banner
27

.0/2143 57698:59;=A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

Feb 27, 2021

Download

Documents

dariahiddleston
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

����� � ������� ����������������������� ���! "#�$��%��&'"#�(�*)+���,-�

.0/2143�57698:59;=<?>A@9BDCC�EFHGJIJKLIJMNIPORQTSVU�KLO:WXSZYL[�\][_^`YaSAb4KaGJKdc_SAeN[�YdYaSgfhSVIP[_^iKdSkj

lTFPmnFpoql KL\7SV^JIJKarA[�WsIPO�e7K]FHWNtuOZ^ir�SVIJKac_SD[gmvc_KL[�WNU_[weX[�YdYyxzF{WNt|OZ^}r�SVU�KLO:WN[~TWXKL�Z[_^iGiKLI��SDeXK��T[�WNO���Sv���nKaSAl(OveN[�c_SZWN[�GJOk�Z�n�7Fpoi���v���s�k�T[�WXO��VSv�9FHIJSZYL�

��oqrRSZKdYy�Nr�SZGJMXYaYdK|�T�Z[Z�zF{Q(b�f���KLI���6�;�3�1�/2���T�wB��A�(�

FHW7GPIJKLIJMNI�eN[w� �s�vGJKd¡nMN[�eN[�G�¢TSZMNIP[�G¤£�%WN[_^J�:Kd[�G_�~TWXKL�Z[_^iGiKLI £[eN[w¥�SZM7GJSZWXWN[Z�9¦0¢`oi�_§N����lTOZ^iKd�:Ws�Z��mv¨`KLIPU_[_^iYdSZW7e

��oqrRSZKdYy�NYL[_O:WXSV^ie©��GPIJMXeN[_^ª��KL\7�N[Z��MXW7KdYy��ci�

«-¬©­©®�¯y°�±�¬©²´³�®*µ·¶¹¸RºD°»0¯y°¬©¬©®�¯y°%»=¼½¯¿¾�»0°µ·À:¯yÀ½¾%°²ÂÁí©­�ÄX¯yÅ4¾�±�¯yµ·°Æ ¼Ç«¹ÈÃÉ Ê�Ë�±�µ ®�¯¿¾%Ä!±�®�¾�Å�ÌÎÍÏÍÑÐkÒÔÓ¿Õ4ÖNË�×0Ø�Ó Æ Ó�ɵ·®�¾%Ù4¯¿±�µT×�ºD²%ÀXÓpÓ

ÚÜÛnÝ0Þ(ÞTßáàvà�âÚLãZä�å�ÛZæ9çèãZäwÝ�æ9ãZéiå�æ9ãhÞ ê2ëNìyíNî�Þ·ê�äqï0æXìpð�ñ�ò�óôí:ñ�õvçöã:÷näJæ�ãXâ�øwåèÝ�ådâ�ù%ú�û âüZàvànà

ý�þ4ÿ����������F{WhIJ�XKdG(IJMNIPOZ^iKdSZY ��¨·[D\X^J[�GP[�W2I�S¹c�O:WXGPIP^iMXc�IJKd�Z[Dr�[_IJ�NOneXO:YLOZ�Z�ÃtuOZ^�GJ�XSV\7KdWX�kWN[�MN^}SZY*WN[_Ip¨ OZ^nG�rAOvevo[�YaG�OZt(WNO:WvoqYdKdWX[�SV^geN�vWXSZr�Kac_SZY GP�vGPIP[�r�GgO:W!IJ�N[��7SZGJKaGOZt�IJ�X[�KL^�O:MXIP\7MNIDGJKL�:WXSZYdG��� ��X[�rA[_IJ�XOne�KdGGiMN\X\]OZ^JIP[�e��n�-^J[�GJMXYdIJG�SZWXe½\X^J[�GJc�^iKd\XIJKLO:WXG0^J[�YaSVIP[�eÃIPOkIJ�N[� 4S�Z[�WXG{oqfhS��W £[AIJ�N[_OZ^J[�r-��KdWXc_YdM7eXKdWN�DIJ�N[[_�VSZYdMXSVIJKdO:W�OZt(IJ�N[¹IJKdrA[¹eN[�YdS��ÔMXGJKdWX�½IJ�N[¹rA[�SZGJMX^J[�rA[�W2IgOZt(IJ�N[��7^iGPIgr�KdWXKar�MXr OZt`IJ�N[-rgMNIJMXSZYKaWNt|OZ^}r�SVIJKLO:W OZtIJ�N[hGiKL�:WXSZYy��SZWXe KdW IJ�N[h[�GPIJKdr�SVIJKLO:W OZtwIJ�N[h[�r���[�e7eXKdWN�Ôe7KdrA[�WXGJKdO:W MXGJKdWX�ÔIJ�N[r�[_IJ�NOnekOZt©�:YLO��9SZYXt¿SZYdGP[(WX[�SV^J[�GPI0WN[�KL�:����OZ^}G_���Ñ[ \X^i[�GP[�WsI·GPO:rA[ W2M7rA[_^iKdc_SZY7[��n\][_^iKdr�[�WsIJG IPOgSZGiGP[�GJGIJ�7KdG`c�O:WXGJIP^iMXc�IJKL�Z[gSV\X\X^JO:SZc}�½IPOkIJ�N[DKdeN[�W2IJK��9c_SVIJKLO:W-OZt�IJ�X[�fhSZc�Z[_���v� YdSZGJGwc}�XSVOZIJKdcgGP�vGPIP[�r SZW7e½SWXO:WvoqYdKdWN[�SV^�eN�vWXSZr�KacgGJ�nGPIP[�r���SZWXeÑKLIJG�SV\X\9YdKdc_SVIJKLO:WhIPO�IJ�N[�eX[�GJKL�:W�OZt0S-WN[�MN^iSZY�WN[_Ip¨ OZ^��IPO-tuOZ^J[�oc_SZGJIJKdWN��S�IJKdrA[AGP[_^iKd[�G �Z[�WN[_^iSVIP[�e��n�hSZWÑSZc_c�[�Yd[_^JO:rA[_IP[_^�c�O:MX\7YL[�ehIPO�SÑ���V§�f � GPIP[�SZr IJMN^��7KdWX[Z��Ñ[\X^J[�GP[�W2I�SZYdGPO�SZW¹[��vIP[�WXGJKLO:W�OZt*IJ�XKaG�SV\X\X^JO:SZc}�-IPO�eXKdGJc�O:W2IJKdWnMNO:MXG·OZ^`KdW2IP[_^ir�KdIPIP[�WsI�GJKd�:WXSZYdG·\X^J[�oe7Kdc�IJKLO:WÏ��!TGIJ�N[�MXWXKL�Z[_^}GJSZYt¿MXWXc�IJKLO:WÔSV\X\X^JO��vKdrRSVIJKLO:W IJ�N[_OZ^i[�r tuOZ^�WX[�MN^iSZY%WX[_Iq¨·OZ^�nGDSZWXeÔtuMXU_U_�GJ�nGPIP[�rRG(^i[�¡2MXKd^J[�G�IJ�N[Dc�O:W2IJKdW2M7KLIq��OZt%IJ�N[�t¿MXWXc�IJKdO:WÃIPO��][gSV\X\7^JO"�NKdr�SVIP[Z��¨ [ASV\X\9YL�¹IJ�N[AmNKdWN�:MXYdSV^Jomv\�[�c�IP^}MXr#!TWXSZYL�vGJKdG�$ mXm%!'&IPO�IJ�N[¹OZ^iKL�:KdWXSZY ^iS�¨ÎGJKL�:WXSZYy��KdW!OZ^ieX[_^gIPO�O��XIJSZKaW!Sht¿SZr�KdYL�ÑOZt(IJKdrA[GJ[_^iKL[�G c�O:rA\]O:WN[�W2IJG IJ�XSVI�SV^J[ArAOZ^J[D^J[_�:MXYdSV^ IJ�XSZWhIJ�N[DOZ^iKd�:KdWXSZY4GJKL�:WXSZY�SZWXe�c_SZW(�][Z�ÏKdWÃ\7^iKdWXc_KL\9YL[Z�\7^J[�eXKdc�IP[�e½O:WN[ASVI�SRIJKdr�[gMXGiKdWN�RIJ�X[grA[�W2IJKLO:WN[�e�rA[_IJ�XOneNO:YdOZ�Z�Z��) WÃIJ�X[*�9SZGJKdG(OZtIJ�N[D\X^JOZ\][_^JIJKL[�GOZtwmXm%!���IJ�N[-\X^J[�e7Kdc�IJKLO:W!OZt(IJ�X[�OZ^}KL�:KdWXSZY0GP[_^iKd[�GAc_SZW+�][�^i[�c�O��Z[_^J[�e SZGAIJ�N[-GJMXr?OZtTIJ�NO:GP[-OZt SZYdYIJ�X[ KaWXeXKL�vKdeXMXSZYNGJ[_^iKL[�G0c�O:rA\]O:WN[�W2IJG_�,�Ñ[wGJ�NO�¨ IJ�X[�W�SZW-SV\7\7YdKdc_SVIJKLO:WkOZt©IJ�XKaG \7^J[�eXKdc�IJKLO:W�SV\X\X^iO:SZci�IPO�S��2�neN^iO:YLOZ�Z�k\7^JO��7YL[�r c�O:WXc�[_^}WXKdWN�AIJ�N[t|OZ^J[�c_SZGJIJKdWN��OZt�eXSZKdYd�R^iSZKdWXtuSZYdY]KdW2IP[�WXGJKdIq�¹GP[_^iKL[�G_�XM7GJKdWN��Se7SVIJS��7SZGP[`c�O:YdYd[�c�IP[�eAt|OZ^��_§w�Z[�SV^iG�tu^JO:r ���Z��GPIJSVIJKLO:W7GeXKdGPIP^}K-�7MNIP[�e�KdWDIJ�N[. �K-�][_^4^iKL�Z[_^/$uFHIJSZYL��&��7SZGJKdWÏ�0 1�24365 ��74ÿ ��Q`[�MN^iOVoqbXMNU_U_��mn�vGPIP[�r�G��nfhMXYLIJKèoq¥*S��Z[_^0�4[_^ic�[_\XIP^JO:WXG��8 �KarA[(mn[_^iKL[�G bNOZ^J[�c_SZGPIJKaWN�N�N�%rDo�][�eXe7KdWN�(f½[_IJ�NOveÏ�nmvKaWN�:MXYdSV^mn\][�c�IP^iMXr9!TWXSZYL�vGJKdG_�s¦0�XSVOZIJKac�mNKL�:WXSZYdG�bNOZ^J[�c_SZGJIJKdWN�N�vmvIP[�SZr: *MX^��7KdWN[�GF{eN[�W2IJK��9c_SVIJKLO:W©��;`SZKdWNt¿SZYdY]bNOZ^J[�c_SZGJIJKdWN�N�

Page 2: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

< =?>(@BABCED+F+G'@BH�CI>

JLKNMPORQTSVU8WM�XRQ�Y�U8XRQ�Z6KRQ�[]\�U8S6K]Q^ML_a`%\Pb�WcO4U�d%QTe�Q^Q�K:_gfhXRQ^SjikM�Q^WlM�Q^Xm`8KnK]`%KpoLSjfhKRQ�U8\�XpipKRU8q fjYrWli�WM�Q�qIWqI`�XRQ�SjfhKRsTU8K]Xutv`%\lQ�Y�U�WlM�fjKRsRwyx{zpfjWlM�Q^KRY�QcM�ORQ^`%\PQ^q W^Z|WM�U�MPfhKRsTM�O4U�M(}c[RSjMPf~o��?U�i%Q^\I��Q�\lY�Q^�]M�\l`%KRWT��}��?�.W��U�KRX���Q�[R\l`�o��4[R�^�^im��i�WM�Q�qIW�U8\PQT[RKRf~d%Q^\PW�U�S�U��R�R\P`�zpfhq U�MP`%\PW�`8t�U8K�inU8\leRfjMP\�U8\i9Y�`8K�MPfhK�[R`%[]WEtv[]KRY^MPfh`%K�ZORU�d8Q6e�Q�Q�K�X]Q�qI`%KRWlMP\�U�MPQ�XT���RZ����pZ�����Z]�%����w.��`�_|Q�d%Q�\^ZRtv\P`%q�MPORQ�`8\liIKR`�fjK]tv`%\Pq U�MPfh`%K Y�U�K(e�Q�`%e]M�U8fhK]Q�X(fjK`8\PXRQ^\gMP` XRQ^¡4K]Q¢MPORQ£WlM�\l[RY^MP[R\PQ¢`8t¤M�ORQ¢U8�]�R\P`�zpfhq U�M�`8\¥e4U8WlQ�Xc`%K�K]Q�[R\PU8S,KRQ^ML_a`%\lb�w¦ �]�RSji�fhK]s§}�[RS~M�f~oL�?U�i8Q�\���Q�\lY�Q^�]M�\l`%KRWE`%\���Q�[R\l`�o��4[R�^�^i:��ipWM�Q^q W(MP`¨M�ORQr�]\P`%eRSjQ�q `8t£M�fjq QcWPQ^\PfhQ^W

tv`8\PQ�Y�U8WlMPfhKRskfhqI�RSjfhQ�W M�ORQTWPQ�MPMPfhKRsk`8t�MPORQ©K�[]q�e�Q^\E`8t�[RK]fjM�WEfjKnMPORQTfhKR�R[pM�ShU�i%Q�\^Z6M�ORQTWM�\P[]Y^M�[]\PQ¨U�KRXX]fhqIQ�KRWlfh`%K `8t�M�ORQ�ORfhX]XRQ�K SVU�i%Q^\PW�Z�M�O]Q�Wlfh��Q�`8t�M�ORQgM�\PU8fhKRfjKRsªWPQ�M�wB«'ORQ�KRQ^[R\�U8S�KRQ�ML_|`8\Pb�M�ORQ^`%\li s8fjd%Q^Wa`8KRSjis8Q�KRQ^\�U8S/WP[Rs8s%Q�WM�fh`8KRW�fjK¬`%\lXRQ�\£M�`rY�O]`p`%WlQ MPORQ�WlQ(K�[Rq�e�Q�\PW^w�«'O]Q�WP��Q�Y^fj¡4Y^fjMPfhQ�W¢`8t'XRU�M�UcWPQ^M�O4U�d%Q MP`re�QM�U8b8Q^KrfhK�MP`�U8Y^Y�`%[]K�M*U�M�M�ORfjWgShQ^d8Q�S,M�`IM�U8fjSh`%\aM�ORQ¢KRQ�[]\�U8S?KRQ�ML_|`%\lbcMP`IMPORQ£M�fhqIQ£WPQ^\PfhQ^W�_gO]fhY�O�ORU�d8Q�MP`�e�Qtv`8\PQ�Y�U8WlMPQ�X�w­gQ�WP[]SjM�W¥U8Y�ORfhQ�d%Q^XcfjK�M�O]Q*M�ORQ^`%\li `8t?Y�O4U�`8M�fjY6Wli�WlMPQ�qIW'��`8fhK�M¥`%[pM|d%Q^\li�\lQ�SjQ^d�U8K�M¥Q^ShQ�qIQ�K�MPW|_gORfhY�OEY�U8K

e�QgQ�z�M�\PU8Y^MPQ�X�tv\l`%q®MPORQgq Q�U8WP[R\lQ�qIQ�K�M/`8t�`8KRQ�o�d8U�\PfVU�eRShQ|MPfhqIQ'WPQ^\PfhQ^W.`8t¯MPORQgKR`%Kpo°ShfhK]Q�U8\{XpipKRU8q fjYgWli�WlMPQ�qcw± KRQ�`8tBM�ORQ^WPQ�\lQ�WP[]SjM�W*fhW*s8fjd%Q^K+e�i�M�O]Q�«²U�b8Q�K]Wo}�U�³K|´Q�M�O]Q�`%\lQ�qµU�e�`%[pM*M�O]Q�WP[]¶IY^fhQ�K�M£XRfjq Q^KRWPfj`%K�`�t/U8KxB[RY^ShfjXRQ�U8KIWP�RU8Y�Q�M�`¢s%[4U8\PU8K�M�Q�Q�Uªt·U8fh\.\PQ^�R\PQ^WPQ^K�M�U�M�fj`%K�`�t¯M�O]Q�MP\P[RQ�WlMP\�U8KRs8Q*U�MlM�\PU8Y^MP`%\B`8t¯MPORQ�[RKRXRQ^\PSji�fjKRsWi�WlM�Q^q�wJLKEM�ORfjW¥M�[]MP`%\PfhU8S�Z�M�O4U�M�fjW'e4U8WPQ^X�`%KcU WPQ^\PfhQ^Wg`8t{\lQ�Y�Q^K�M*\lQ�WP[]SjM�Wg`%epM�U8fjKRQ�Xc`%[R\'s%\l`%[R�¬�¸��¹]Z��%�pZ��8��Z��p�%Z

����Z¤_|Q �R\PQ^WPQ�K�M UcY�`%K]WlM�\l[RY^MPfjd8Q(q Q�M�OR`�XR`%Sj`%s8i�tv`%\�WlO4U8�RfjKRsrUcKRQ�[]\�U8S/q `�XRQ^SB`8tgU�K]`%KpoLSjfhKRQ�U8\£�R\P`�Y�Q^WPW^ZWl[R�R��`%\lMPQ�X+e�i�\PQ�Wl[RSjMPWªU8KRX��R\PQ^WPY�\lfh�]MPfh`%K]W*\PQ^SVU�MPQ�XcM�`�MPORQ�«�U8b8Q^KRWo�}�U�³Ka´Q�MPORQ�`%\lQ�qcº¥M�ORQ�irU�\PQ�eRU8WPQ^X+`%KMPORQ�qIQ�U�WP[R\lQ�qIQ�K�M�`�t¥M�ORQI¡4\PWM�qIfhK]fhq�[Rq»`8t¥MPORQ�q�[pM�[4U8SBfjK]tv`%\lq�U�MPfh`%K+`�t¥M�ORQ `%[]MP�R[]M�WPfhs8K4U8S/U8KRX¼`%KMPORQ+U8�]�RShfjY�U�MPfh`%K§`8t6MPORQrqIQ^MPOR`pXu`8t£s%Sj`%e4U8S¥t·U8SjWPQ�KRQ�U8\lQ�WM�KRQ�fjs%O�e�`8\PW M�`¨Q^WlM�fjq�U�M�fhK]s©MPORQ�Q^q�e�Q^XRXRfjKRsX]fhqIQ�KRWlfh`%K�wx{d%Q^Kkf~tgq�U�K�i¼`8MPORQ�\�K]Q�[R\PU8S¥KRQ�ML_|`%\lb�WIORU�d8QEe�Q^Q�K§U8�R�]ShfhQ^X¬M�`rMPfhqIQ�WlQ�\PfjQ�W�tv`8\PQ�Y�U8WlMPfhKRs]Z{_|Q�WlO4U8ShS

Y^`%KRWlfhXRQ^\�`%K]SjiE��Q�[R\l`�o��4[R�^�^i���i�WlMPQ�qIW6U8K]X+}�[RS~M�f½o��?U�i%Q�\��¤Q�\PY^Q��]MP\P`%K]W*e�Q�Y�U�[RWPQ�Z�U8S~M�OR`%[]s%O�M�ORQ^fh\�U8�R�RSjf~oY�U�M�fj`%KRWgU8\lQ£WPfhqI�RSjQ8ZpMPORQ^icU�\PQª��`�_aQ�\tv[RS?Q�KR`8[Rs%O�U8W'M�fhqIQ6WlQ�\PfjQ�W'tv`%\lQ�Y�U�WlM�Q^\PW^w�p`%qIQ�Q�z]U8qI�RShQ^Wa`8t,U8�R�RSjfhY�U�M�fh`8KI`�t�M�ORQ�Y�`%K]WlM�\l[RY^MPfjd8Q*qIQ^M�O]`pXR`8Sh`%s8i�tv`%\/MPfhqIQgWPQ�\lfhQ^Watv`%\lQ�Y�U�WlM�fjKRs�_gfjShS

e�Q£�R\PQ^WPQ^K�MPQ�X�º¾ M�ORQ£qI`pXRQ^ShfjKRs�`8t²UIY�ORU8`8M�fjYªWli�WlMPQ�qc¿

¾ M�ORQ£fhX]Q�K�M�f~¡4Y�U�MPfh`%K�`�t{U KR`%Kpo°ShfjKRQ�U8\aX]i�K4U8qIfhYªWipWM�Q^q�¿

¾ M�ORQªtv`%\lQ�Y�U�WlM�fjKRs `8t¤M�ORQªd�fheR\PU�M�fj`%K�X]i�K4U8qIfhYª`�t{U WlMPQ�U8qÀMP[R\Pe]fhKRQ�wÁ¼QT_gfjShS��R\PQ^WPQ�K�M�U8ShWl`kU8KmQ"z�M�Q�K]WPfh`8Km`8t¢M�O]fhWcU8�R�R\l`�U8Y�O:M�`ÂM�O]Q©�]\PQ�X]fhY^MPfh`%K:`8t�XRfjWPY�`8K�MPfhK�[R`%[]Wc`8\

fjK�M�Q�\lq f~MPMPQ�K�MªWPfjs%K4U8SjW�w£JLK+M�ORfjW6Y�U�WPQ�M�ORQ U��R�RShfjY�U�MPfh`%K�`8t.M�ORQI��fhKRs%[]SVU8\�o�p��Q�Y�M�\P[]q ¦ K4U8Sji�WlfhW ���R� ¦ ���-���]Z���]Z8�8���pMP`6M�ORQa`%\Pfjs%fhKRU8S�\�U�_§WPfjs%K4U8S���Q^\PqIfjMPW�M�`*XRQ�U8S�_gfjMPO�U�t·U8qIfhS~iª`8t�WPQ^\PfjQ�W{Y^`%q ��`%KRQ^K�M�Wg��Ã�Ä�Å�Æ�Ç]È�É·Ã"Ê�Å�ÉLÄPËÌ/Í8Î Ä�ÈP�6M�ORU�M�U�\PQIq `%\lQ \lQ�s%[]SVU8\£WPfjs%K4U8SjW�wEx.U8Y�O¨\lQ�Y^`%KRWlMP\P[RY�M�Q^X§_|U�d%Q(Y�U8K¨e�Q8Z�fhK¬�]\PfhK]Y�fh�]ShQ8Z?�R\lQ�XRfjY^MPQ�XWlQ��4U�\�U�MPQ�Sji�Q�f~M�ORQ^\²e�i�U*KRQ�[]\�U8S�KRQ^ML_a`%\lb�`%\�e�i�U8KR`�M�ORQ^\�tv`%\lQ�Y�U�WlM�fjKRs6qIQ^MPOR`pX¯w�«'O4U�KRb�W{M�`�MPORQ¥�R\l`%��Q�\lMPfhQ^W`�tª�R� ¦ Z²MPORQ��R\PQ^XRfhY�M�fj`%KÂ`8t�M�ORQ�`%\lfhs%fjK4U8S/WPQ^\PfhQ^W�Y�U8K§e�Q�\PQ^Y�`�d%Q^\PQ�XyU8W�M�ORQ�Wl[RqÏ`8t��R\lQ�XRfjY^MPfh`%KÂ`8tgMPORQ\lQ�Y^`%KRWlMP\P[RY�M�Q^X�_¥U�d8Q�W�wÁ¼Q�WPOR`�_ÐU8KuU8�R�]ShfhY�U�M�fj`%K¬`�t6U8SjS¥�R\lQ�WPQ^K�M�Q�Xyq Q�M�OR`�XRW�fhKÂMPORQEO�i�XR\l`%Sh`8s8i¬¡4Q^ShX�Z/Y�`8KRWPfjWlM�fjKRsTfhK¨MPORQ

K]Q�[R\PU8Satv`%\lQ�Y�U8WlMPfhKRs�`8tg\�U8fjK]t·U8SjSBfhK�M�Q^KRWPf~MLi¼WlQ�\lfhQ�W�Y�`%SjShQ�Y�M�Q^X¬e�iy�����cWM�U�MPfh`%KRW�XRfhWM�\lfheR[]MPQ�X¼fhK¬MPORQ�«'fje�Q^\eRU8WPfjKctv`%\gU���Q�\lfh`�X�`8t|��Ñ i8Q�U8\lW�w

Page 3: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

x x x x x xx

yyy

0 1 2 3 4

0 1

65

2

��fhs%[R\lQ��%º ¦ }��?�n_gf~M�O©Ò�KR`�XRQ^WªfhK�MPORQ�fhKR�][]MªSVU�i8Q�\�Z��(KR`pX]Q�WªfhK�M�ORQ�`%[pM��R[]M6SVU�i%Q^\£U8KRX+`%KRQ�O]fhXRXRQ^KShU�i%Q�\'_gf~M�O�� K]`pXRQ^W�w

JLK�MPORQ¥KRQ"zpMa��Q�Y^M�w²_aQ¥�R\PQ^WPQ^K�M.MPORQ'}�[]SjM�f½o��?U�i%Q^\{��Q^\PY^Q��]MP\P`%KIU8KRX�MPORQ'��Q�[R\l`�o��4[R�^�^i���i�WlM�Q^qÓMPO4U�M{_aQ_gfjShS,U��R�RSji�M�`I«'fhqIQ¢�pQ�\lfhQ�W��4`%\PQ^Y�U8WM�fjKRsRw/«'ORQ�Y^`%KRWM�\P[]Y^M�f~d%Q¢q Q�M�OR`�XR`%Sj`%s8i tv`%\'M�fhqIQªWPQ^\PfjQ�W'tv`%\PQ^Y�U8WM�fjKRseRU8WPQ^Xn`8K:Ô*ipKRU8q fjY�U8S*��i�WlMPQ�qIW�«'ORQ�`8\li9fjW(WPO]`�_gK:fjK9fhK:��Q�Y^M�w®�pZg_gO]fhShQ�fhKn�pQ^Y^M�wÕ�¨_aQ+fhSjSh[RWM�\PU�M�Qf~M�WIU8�R�]ShfhY�U�M�fj`%KRW�MP`¼Wl`%qIQcWlfhqI�RShQ�Y�U8WlQ�W�Z|K4U8qIQ�SjiÂUTY�ORU8`8M�fjYEX]i�K4U8qIfhY�W^Z¥UTKR`%Kpo°ShfjKRQ�U8\�Wli�WlMPQ�q U8KRXuUWM�Q�U8q»MP[R\PeRfjKRQ8wªJLK©��Q�Y^M�w��pZ�MPORQ�Q�z�MPQ�KRWlfh`%KT`8tBMPORQ�qIQ^M�O]`pXR`8Sh`%s8i�MP`�XRfhWlY�`%K�MPfhK�[R`%[RW6U8KRX+fhK�MPQ�\PqIfjMlM�Q^K�MWlfhs%KRU8ShW/e4U8WlQ�X�`%K(�pfhKRs8[RSVU8\�o�p��Q�Y�M�\l[Rq ¦ K4U�Sji�WPfjW|fhW/�R\lQ�WPQ^K�M�Q�X¯Z�U8KRX�fjK MPORQ*tv`%SjSh`�_gfhKRs��pQ^Y^M�w{_|Q6WlOR`�_mU8KU��R�RShfjY�U�MPfh`%K M�`I\�U8fjK]t·U8ShS�fhK�MPQ�KRWlfjMLi�WlQ�\PfjQ�W^w/JLK��pQ^Y^M�waÒpZp_|Q¢XR\�U�_mM�ORQ£Y�`8KRY�Sj[RWPfj`%KRW�w

Ö ×ÙتF+ABÚ�Û:×ÙØ*@¯ÜÝCIA.Þ�ßÝà%CIAâáãH�ä Ø å�تA.H�تßçæECIABتGgÚ�ß�@{H�>rè

é¥êë ì íªî°ïRð°ñ�ò ó,ô|õ?ö:÷�õ?ö4ø,õ¤ù�ï]ö4ú|û6ü¦ \lMPfj¡4Y^fVU8SRK]Q�[R\PU8S4KRQ^ML_a`%\lb�W¥U8\PQgq U8XRQ'[R� `8t¯WlfhqI�RShQªÇ¯Æ�Ë�Ä�Ȳ`%\gǯÄ�Ê�Ã�Æ�Ç]ȲfhK�MPQ�\PY^`%KRKRQ^Y^MPQ�X�MP`¢`8KRQ*U�KR`8M�O]Q�\�wý Q�K]Q�\�U�ShSjirWP��Q�U8b�fhK]sRZ²UcKR`�XRQ `�t'UEKRQ�[R\PU8S/KRQ^ML_a`%\PbTY�U8K¬e�Q \lQ�s�U�\PXRQ^X¨U8W�U�eRSj`pY�b�M�O4U�M�qIQ�U8Wl[R\PQ^W¢MPORQ

Page 4: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

WlfhqIfhShU8\Pf~MLiTe�Q�ML_|Q^Q�KuMPORQEfhKR�][]M�d%Q^Y^MP`%\IU8KRXÂM�ORQE�4U�\�U8qIQ^MPQ�\�d%Q^Y^MP`%\�Z/`%\ Ì Ä�þ~ÿ���É Î Ä�Å�ÉLÆ�Ã�Z/U8WlWP`�Y�fhU�M�Q^X§MP`MPORQ KR`�XRQ8Z,tv`%SjSh`�_|Q^X+e�i©U8KR`8MPORQ�\ªeRSj`pY�bcM�O4U�M�Y^`%qI�R[]M�Q^W£U8K¼U8Y^MPfjd�U�M�fj`%K�tv[RK]Y^M�fj`%K�Z,KR`8\Pq U8ShS~i�K]`8M£ShfjKRQ�U8\� �8Ñ]Z,�8�^��w/«'O]Q£MP\�U8K]WltvQ�\'tv[RK]Y^M�fj`%KE`8t²U8K�U�\lM�f~¡4Y�fhU8S¯K]Q�[R\l`%K�fjW's%fjd8Q�KEe�i�M�ORQ£Q���[RU�M�fj`%K�º

����� ���� ��������� � ����

_gO]Q�\PQ'i�fhW²MPORQ¥`%[pM��R[]M{`8t�M�ORQ¥K]Q�[R\l`%K�Z � fhW²U8K U8Y�M�fjd�U�MPfh`%K¢tv[RKRY�M�fh`8K�Z� � U8\lQ|_aQ�fhs8O�MPW�Z ��� U8\lQ|M�O]Q'fhKR�R[pM�W�ZU�KRX

�fjW¥M�ORQªM�O]\PQ�WlOR`%SjX�w

«'ORQ qI`%WlM£[RWlQ�X©KRQ�[]\�U8SBKRQ�ML_|`8\PbTfhW*MPORQ }�[RS~M�f~oL�?U�i8Q�\£�¤Q�\PY^Q��]MP\P`%K9��}��?�/�*M�O4U�M£fhW£U(tvQ�Q^Xpo°tv`%\_¥U�\PXqI`�XRQ�S?e4U8WlQ�X+e�i�SVU�i%Q^\PW*`�tBKRQ�[]\P`%KRW��·WPQ^Q��²fjsRw ����w���`�XRQ^W*`8tBQ�U8Y�O+SVU�i8Q�\6U�\PQ¢fhK�M�Q^\PY�`8KRKRQ�Y�M�Q^XT_gf~M�O�U8ShSK]`pXRQ^W'`8t?M�ORQ�tv`%ShSj`�_gfjKRs�ShU�i%Q�\^wBJLK(M�ORfjW|_|U�i�}�[RS~M�f~oL�?U�i8Q�\'�¤Q�\lY�Q��pM�\P`8KRWg��Q^\ltv`%\lq#KR`8KpoLSjfhKRQ�U8\aq U8�RWatv\P`%qU�K�fjKR�R[]MgWl�4U8Y�QªMP`�U8KE`%[pM��R[]M�Wl�4U8Y�Q�wa}�`%\PQ^`�d%Q�\^Z¯U�W'XRQ�qI`%KRWM�\�U�M�Q�Xce�i�M�ORQ��?Ç4þ Î Ä�Ã�È Í�������� Ã�Æ� %þ"! Í É·þ�Æ�Ç#$�4Ä�Æ�Ã�Ä%! ���]Z/������ZBU�KÂ}��?� _gfjMPO¨U�WlfhKRs8ShQIORfhXRX]Q�K¬ShU�i%Q�\�&"ZBU8K]X¬[RWlfhKRs�WPfhs8q `%fjX©U8Y^MPfjd�U�M�fj`%KTtv[RKRY^MPfh`%K]W� � � � � �('R���*),+ ��- � �/.�� �P��Z�_gfjM�O©WPSj`%��QI�RU8\�U8qIQ^MPQ�\ . Z�fjW£WP[]¶IY�fjQ�K�M�MP`�[]KRfjtv`%\lq S~i+U8�]�R\P`�zpfhq U�M�Q U�K�iY^`%K�M�fjK�[]`%[RWgtv[RKRY^MPfh`%K�_gf~M�OEWP[R�]��`%\M�fhKcU�[RKRfjMgO�i���Q�\PY^[Re�Q8w«'ORQ KR`%K�oLShfjKRQ�U�\6q�U��+Y�U8K©e�QIU8[pM�`%q U�M�fjY�U8SjSjiESjQ�U8\lKRQ�X+tv\P`8qµX4U�M�UEe�iTUc}��?��MPOR`%[Rs%O�M£Wl[R��Q^\ld�fhWlQ�X

SjQ�U8\lKRfhK]s¬M�Q^Y�ORKRf0��[RQ^W�eRU8WPQ^Xn`8K:MPORQ+qIfhKRfjq fj��U�MPfh`%K§`8t�UÂY�`%WM�tv[RKRY�M�fh`8K�Z�Wl[RY�OmU8W(M�ORQ©}cQ�U8Km�1��[4U8\lQxB\l\P`%\^w «'ORQIqI`%WlM¢XRf�2¯[RWlQ�X©ShQ�U8\PKRfjKRs�M�Q^Y�ORKRf0��[RQIfhWªMPORQ43|Ã"Ã�Æ�Ã65 Í Å87�9:aÃ�Æ �]Í ÿ Í É�þ�Æ�ÇEM�O4U�M£fhW¢U8K©Q^¶IY�fjQ�K�MU��R�RShfjY�U�MPfh`%K�`8t�MPORQ ý \PU8XRfjQ�K�M�Ô6Q�WlY�Q�K�M�q Q�M�OR`�X¼�¸�8ÒpZ��%����w

é¥ê°é ; õ¤í6ö4úBñ=<6í?>@>�ôBAgô�ü�ï]õDCãü�4[R�^�^iyWPQ^M�M�ORQ^`%\li � �%ÒpZ*�����6fjW(U8KNQ"zpMPQ�KRWlfh`%KN`�tªM�ORQrY^`%K�d%Q^K�MPfh`%KRU8S �·Y^\PfjWP��� WPQ^M�MPORQ�`8\li%w ¦FE Ê�G8GIH¼È�Ä�ÉJ fhW¢XRQ�¡4KRQ�X¼dpfhU�U�!�Ä%!LK�Ä�Ã�È8��þ � E ÊpǯÅ�É·þ�Æ�Ç�M$N�� � �ª_gORfhY�O¼s%fjd8Q�W£M�ORQ q Q^q�e�Q^\PWlORfh�©s%\�U�XRQ�W¢`8t'Q^ShQ�qIQ�K�MPW�M�`rMPORQ(tv[R�^�^iÂWlQ^M J wPOai¬Y�`%KRWM�\l[RY^MPfh`%K�ZBtv[R�^�^i¬WPQ^MPWIU8\PQ�d8Q�\iÂY�`%K�d8Q�KRfjQ�K�M MP`+K�[Rq Q^\PfjY�U8SjSjiTY�U��]M�[R\lQ

SjfhKRs8[RfhWM�fhY*Y�`%KRY^Q��]MPW*Wl[RY�OrU8WRQlShU8\Ps%Q�SRZTQ_|U8\lqUSRZ]`%\UQlY�`%SjXVSRw/«'ORQ£tv`%\PqÝ`�t�MPORQ�qIQ�q�e�Q^\PWPO]fh�Etv[RKRY^MPfh`%KEfjWU�\PeRf~M�\�U�\licU8KRX�O4U8W�MP`�e�Q�XRQ�M�Q^\PqIfhKRQ^XrfhKctv[RKRY^MPfh`%K�`8t{MPORQ��R\l`%eRShQ^q�w�}cQ^M�O]`pXRW*O4U�d%Q�e�Q�Q^K+XRQ^d�fhWlQ�X�tv`8\MPORfhW'X]Q^M�Q^\PqIfhK4U�M�fh`8K�Z]fjKRWP�Rfj\PQ^XEtv\l`%qÝb�KR`�_gShQ^XRs%Q£Q�K]s%fhKRQ^Q�\lfhKRs `%\'WM�U�MPfhWlMPfhY^W�wW¯Ê�G8GIH � ÆPÿ8þ�Åa\PQ^SVU�MPQ�W{M�O]Q�WPQgSjfhKRs%[]fhWlMPfhY.d�U8\PfhU8eRShQ^Wg�·f�w¸Q�w�tv[R�^�^i�WlQ^MPW��²M�OR\l`%[Rs%O�`8��Q^\�U�MPfh`%KRW^w{�4[R�^�^i�Sj`%s%fhY�U8S`8��Q^\�U�MPfh`%KRW'e�Q^ML_aQ�Q^K�tv[R�^�^i�WlQ^M�W�U8\lQ¢Q"z�M�Q�K]WPfh`8KRWg`8t{Y^SVU8WlWPfhY�U8S�Y^`%KRKRQ^Y^M�f~d%Q^W�Wl[RY�OrU8WgfjK�MPQ�\lWPQ�Y�M�fj`%K�ZR[RK]fh`%K�ZWlQ^MoLY�`8q �RSjQ�qIQ�K�M�Z ¦ �*Ô�Z ± ­£ZR«g�*x.� Q^MPY8wW¯Ê�G8GIH � ÆPÿ8þ�Å Í�� Æ � Ä�Ã Í É�þ�Æ�Ç]È¥U8\lQ|KR`8M²[RKRfX��[]Q�Sji¢XRQ�¡4KRf~M�Q8w�JLK�t·U8Y�M�Z8tv`%\¤`%KRQas%fjd8Q�K�tv[]���^i�Sh`8s%fhY�U8S�`%��Q�\�U�M�fh`8K�vShQ�MªW�U�irfjK�M�Q�\lWPQ^Y^M�fj`%K���MPORQ�\lQ�fhW6U�K©fjK]¡4KRf~M�Q¢t·U8q fjSjiE`8t/[RWPU8eRSjQ�`%��Q�\�U�M�fh`8KRW�w¢�4[R����i+fhK�MPQ�\PWlQ�Y�M�fh`8K+Y�U8KTe�Q\lQ��R\lQ�WlQ�K�M�Q^X�e�iY!�þ Ç�`%\ � Ã�Æ�Ë8Ê4Å�É�Z�tv[R����i£[RKRfj`%K£Y�U8K�e�Q*! Í %Z�`%\{È�Ê1! `8��Q^\�U�MPfh`%KRW/�·U8qI`%KRsg`8M�O]Q�\PW���w²��[]���^iY^`%qI�RShQ^q Q^K�MafhW|U8�R�R\l`%�R\lfVU�MPQ�Sji \lQ��R\lQ�WlQ�K�M�Q^Xce�i Y�`%qI�RSjQ�qIQ�K�MaMP`(�6`8t¯M�ORQ6qIQ�q�e�Q^\PWPO]fh� tv[]KRY^MPfh`%K�w ¦ W¥fjKY^SVU8WlWPfjY�U8S{Sj`%s%fjY8Z�Sj`%s%fhY�U8S²Y^`%K�Zl[RK]Y^M�f~d%Q `%��Q�\PU�M�fj`%Ku� ¦ ��Ô£�*fhWªfjq �RSjQ�qIQ�K�M�Q^X+e�i©U8KTfhK�M�Q^\PWPQ^Y^MPfh`%K©e�Q�ML_|Q^Q�KWlQ^MPW�¿�XRfhW"Zl[RKRY�M�fh`8Kce�i�[]KRfh`%KcU8K]X�KRQ^s�U�MPfh`%KEe�i�WPQ�Mlo°Y�`%qI�RShQ^q Q^K�M�wW¯Ê�G8GIH\[�Ç E Ä�Ã�Ä�Ç4É·þ Í��^] H�È�É�Ä%!�È��v`%\g�4[R����i���i�WlM�Q^q W��'U8\PQ£Y�`8KRWlMPfjM�[pM�Q�Xce�i(tv`%[R\gY^`%q ��`%KRQ^K�M�W�º¾ «'ORQ E Ê�G8G�þ _¥Å Í É·þ�Æ�Ç4!�Æ�Ë8Ê � Ä'M�O4U�M/MP\�U8K]Wltv`%\lq W²MPORQ�Å�Ã"þhÈ � �·f�w¸Q�w²KR`�Mlo°tv[]���^i]�{fhK]�R[]M.X4U�M�U6Y�`%qIfhK]s6tv\P`%qM�ORQ£\PQ�U8S�_a`%\PSjXcfjK�M�` q Q^q�e�Q�\PWlORfh��d�U8Sj[RQ�W^w`ba$c(dfe%gihj(gihlk(eimidonTpbe%k�nqhsrthsg(hsdfhc(d*e%g(hsj(gihuewv$hsc(d/xzy|{V}|a$c�d*~sdo�f�wr�k(rtk���k(eimidonTpbe%k�nqhsrthsg(hsd��i���%�%�b�4�t�8�%�b����ewv$hsc�dk(d�h��^e%~��}

Page 5: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

¾ «'ORQ E Ê�G8GIHcÃ�Ê � ÄRK Í È�Ä�_gf~M�O¼UEeRU8KRb+`8t E Ê�G8GIHcþ E 9LÉ"�4Ä�ǨÃ"Ê � Ä�È `%\ E Ê�G8GIHTÅ�Æ�Ç�Ë8þ É·þ�Æ�Ç Í�� È�É Í É�Ä%!�Ä�Ç4É È�Z?`8tM�ORQªMLi���Q�ºu��� J������Y���\� ���¢¡ Z]_gORQ^\PQ J Z � U8KRX ¡ U8\lQ6tv[R����iEWPQ^MPW�w

¾ «'ORQ(Ë�Ä�Å�þhÈ�þ�Æ�Ç�! Í 7�þ Ç�ÿ�ÊpÇ4þ É'`%\ E Ê�G8GIH þ Ç E Ä�Ã�Ä�ǯÅ�Ä�Ä�Ç�ÿ8þ ǯĢ��Q�\tv`%\PqIfhK]s�M�ORQ¢fhK]tvQ^\PQ^KRY�Q^W�`%KEM�O]Q�\l[RShQ^Wtv`%ShSj`�_gfjKRs�MPORQ£WPQ�SjQ�Y�M�Q�X�U8�R�R\l`�z]fjq�U�M�Q6\lQ�U8Wl`%KRfhK]sIqIQ^MPOR`�X�w

¾ «'ORQ¼Ë�Ä E Ê�G8G�þ _¥Å Í É·þ�Æ�Ç£!�Æ�Ë8Ê � Ä(MPO4U�M�MP\�U8KRWtv`%\PqIW�MPORQ(tv[R����iÂWPQ�M�W�\lQ�WP[]SjM�fjKRsrtv\P`8qâtv[R�^�^iÂfjK]tvQ�\lQ�KRY^QfhK�M�` Y�\lfhWl��`%[pM��R[]MPW�w

± KRQrfjK�MPQ�\lQ�WlMPfhKRs¼tv[R����i9Wli�WM�Q�q fhW�MPORQrKRQ^[R\P`�o�tv[R����i9WipWM�Q^q �����B�R��� �%���*M�ORU�M�fhW�U¬tv[R����i9WipWM�Q^qeRU8WPQ^X+`%K�MPORQ�tv`%SjSh`�_gfhK]s U�WPWP[]q �]MPfh`%K]W�º¥ORQ^fhs%O�M�XRQ^tv[]����f~¡4Y�U�M�fh`8K�Z�Wl[RqÐY�`%qI��`%WPf~M�fh`8K�Z4�R\P`�XR[RY�M*fjK]tvQ�\lQ�KRY^Q\l[RShQ^W�Z ý U8[]WPWPfhU8K�qIQ�q�e�Q^\PWPO]fh��tv[RK]Y^M�fj`%KRW^Z¯U8K]XrWPfjKRs%ShQ�M�`%Kctv[R���^fj¡4Q^\�w�«'ORQ��*�{��Y�U8K�e�Q�U�WPWP`�Y�fhU�M�Q^X�MP`�UtvQ^Q�X]tv`8\l_|U8\PX¼Y�`%KRK]Q�Y^MPfh`%K]fhWlM£Wi�WlM�Q^q _gfjM�OT`%K]Sji+`%K]QIO]fhXRXRQ^KTSVU�i%Q^\�w�}�`%\PQ Wl��Q^Y�fj¡RY�U8SjSji%Z,f~taMPORQ�\lQIU8\PQL¤[]KRfjMPWBfhK�M�ORQ'fjKR�R[]M.ShU�i%Q�\^Z�¥�tv[R����i fhK]tvQ^\PQ�K]Y�Q'\P[]ShQ�W/U8K]XL¦�`%[]MP�R[]M�W^Z�M�ORQg\P[]ShQ'U8Y�M�f~d8U�M�fh`8KRW{Y�U�K e�Q¥_g\Pf~MPM�Q^KU�W�º § ¨ � ©sª M ¨ ª � � ª �w« ���8�

«'ORQ���[4U8K�MPfjMLiPM ¨ ª � � ª ��fhW�MPORQ�d�U8Sj[RQ(`8t'MPORQ�q Q^q�e�Q�\PWlORfh�¼tv[RKRY^MPfh`%KÂ`�t'M�ORQ�Y^`%q ��`%KRQ^K�M � ª `8t'MPORQfjKR�R[]M'd8Q�Y�M�`%\gtv`%\¥M�O]Q�Z�o�M�OE\P[]ShQ8ZRU8KRXcfhW'XRQ�¡4KRQ�X�U8W�ºM ¨ ª � � ª � � Q"z]��¬ � � � ª �®­ ¨ ª �b¯�=° ¯¨ ª ±�² ���%�

_gO]Q�\PQ­ ¨ ª U�KRX ° ¯¨ ª U8\PQ6MPORQ£q Q�U8KRW�U8KRXEM�O]Q£d�U8\lfVU8K]Y�Q�W^wB«'ORQ£d8U�Sh[RQ^W'`8t�MPORQ£`%[]MP�R[]M�[RKRf~M�WgU8\lQ8º

� � �F³ ¨ § ¨%´ � ¨³ ¨ § ¨ �·���

U�KRX ´ � ¨ fhW¥M�O]Q£tv[]���^iEWlfhKRs8ShQ^MP`%K�`8t¤M�ORQlZ�o�M�OE\P[RSjQ£U8WPWl`pY^fVU�MPQ�XE_gfjMPOEMPORQ£`%[]MP�R[]M � � wÁ¼QcK]`8M�fjY�Q�M�O4U�M MPORfhW fhqI�RSjQ�qIQ�K�M�U�MPfh`%K¬q�U8�]�RfhKRs©U©�4[R����i§JLK]tvQ�\lQ�KRY^Q+��i�WlMPQ�q fhKuU©­�U8X]fVU8SfO|U8WPfjW�4[RK]Y^M�fj`%KRWB��Q�[R\PU8SR��Q^ML_a`%\Pb(��­µO¥�{���6�|�-�%���]fhW²U�d%Q^\li�fjK�M�Q�\lQ�WM�fhK]sªY�U8WlQ¥`8t·¶aÆ�! � Ê�É�þ Ç�ÿ Ì þ É��P¸�Æ�ÃlË�È|� �8¹���wJLK+t·U8Y�M�Z�MPORQ �*�B�rO4U�Wªe�Q^Q�KT�R\P`�d8Q�KTM�`�e�Q U8KY�¤Ç4þ Î Ä�Ã�È Í��@�l��� Ã�Æ� %þ"! Í É�Æ�Ã]� �%���²`%K©U8K�ir\PQ�U8S{Y^`%K�M�fhK�[R`8[RWtv[]KRY^MPfh`%K©`%K¨UEY�`8q �4U�Y^M¢WP[R�]��`%\M�MP`�U�K¬U8\leRfjMP\�U8\i+�R\lQ�Y�fjWPfj`%K�w�}c`%\PQ^`�d8Q�\^Z²WP`8q QI`8M�O]Q�\¢U8X]d�U8K�M�U�s%Q�W¢`8t[]WPfhK]s�U �*�{�EU�\PQ8º�%wg«'ORQ���`%WPWlfheRfjShf~MLi�M�`IQ�U�WPfhS~iEfhKR�][]M�WP`%qIQ Í\� Ã"þ�Æ�Ã"þ|b�KR`�_gShQ^XRs%Q(�vtv\P`8qÐU8K�Q"z]��Q�\M"�¥M�` eRfVU8WgM�O]Q����B�M�`�_¥U�\PXRWgM�ORQ£�R\l`%eRSjQ�q#MP` e�Q£WP`8Sjd%Q^X�w

�pwµOai(M�\PU8fhK]fhKRsRZ]�*�B�(Y�U8K�SjQ�U8\lKEfhK�M�Q^\PK4U8S¯\PQ�ShU�M�fj`%KRW'fjK�K�[]q Q^\PfhY�U8S,X4U�M�U�WPQ^MPW�w�]w�x{z�MP\�U8Y�M�fh`8K¬`8t|ShQ�U�\PKRQ^X¬\P[]ShQ�W¢e�i©UcMP\�U8fjKRQ�X¼�*�B�TfhW£��`%WPWlfheRSjQIfjK©tv`8\Pq `8t|q Q�U8KRfhK]s8tv[RSBShfjKRs%[RfjWlMPfhY�vtv[R�^�^i]�g\lQ�ShU�M�fj`%KRW�w

JLK�M�ORQgQ"z]��Q�\lfhqIQ�K�M�W.WlOR`�_gK�fhK �pQ^Y^M�w��Rwj�8Z�KR` ͵� Ã"þ�Æ�Ã"þ¤b�K]`�_gSjQ�XRs8Q�ORU8W.e�Q^Q�KI[RWPQ^X M�`£Q^K]tv`%\PY^Q��·e�Q^tv`%\lQMPORQ.ShQ�U8\PKRfjKRs'�RO4U�WPQ��,WP`8q Q{tv[R�^�^i£f~tVo°M�O]Q�Kª\P[]ShQ�W?fjK6M�ORQ/�*�{��w�Á¬Q.`%epM�U8fjKRQ�XªM�O]Qa���B�6�4U8\PU8q Q�M�Q^\PWa�·K4U�q Q^Sji­ ¨ ª Z¹° ¨ ª U8KRX ´ � ¨ �ªe�i¼��Q�\tv`%\PqIfhK]s�Ucs%\�U�XRfhQ^K�M�XRQ^WPY�Q^K�M U8Y�\l`%WPW¢M�ORQ M�\PU8fhK]fhKRscWPQ�M�_gf~M�O¬\lQ�Wl��Q^Y^M�MP`cMPORQ}cQ�U8K��1��[4U8\lQ�xB\P\l`%\¢��}��]x/��w�«'ORQªtv`%\Pq�[RSVU�tv`%\¥MPORQ£s%\�U�XRfhQ^K�MgX]Q�WPY^Q�K�M6fjW'WPOR`�_gK�Z�Q�w¸sRw~Z4fhK¼� �%����w

Page 6: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

é¥êº » ûªð½¼aõ¤ö4üpó.îR¾nùªù6ö4ú¹¿*ðbC ó²ïRðúaû ÷¼ö4úaù�õ?ö]ï%ô«'O]Q [RK]fjd%Q^\PWPU8S/U8�R�R\l`�zpfjq�U�MPfh`%K+�]\P`%��Q�\MLi%Z?M�O4U�M£O]`%ShXRWªtv`%\¢}��¤�BW^Z{�*�{�pW¢U8KRX©`8M�ORQ^\£KRQ�[R\PU8S.KRQ^ML_a`%\lb�W^Zfjq �]ShfhQ^W²M�ORU�M�Z�fjt�M�ORQgKR`8KpoLSjfhKRQ�U8\BX]i�K4U8qIfhY�U8S4�R\P`�Y�Q^WPW/Y�U8K e�Q�\PQ^�R\PQ^WPQ^K�MPQ�X(e�i U£Y�`%K�M�fjK�[R`%[RW.tv[RKRY�M�fh`8K�Z�U8KQ�¶IY�fhQ^K�M'KR`%Kpo°ShfjKRQ�U8\BqI`�XRQ�S�Y�U�K(e�Q�eR[RfjSjM.tv\P`%qãX4U�M�U�[]WPfhK]s�`%KRQ�`8t�MPOR`%WPQ*KRQ�[R\PU8S�KRQ^ML_a`%\Pb�W^w/JLK M�ORfjWa_|U�iMPORQ�Y�`%WM�Sji�XRQ^M�U8fhSjQ�X�XRQ^WPfhs8K WM�Q�� `8t¯MPORQ'¡4\PWM/�R\PfjKRY�fj�RShQ^WBq `�XRQ�S4[]WP[4U8SjSji�fhqI�RShQ^q Q^K�MPQ�X�fjK MPORQ�KR`%Kpo°ShfhK]Q�U8\Wi�WlM�Q^q fhXRQ^K�M�fj¡RY�U�MPfh`%K�fjW²M�\PU8KRWtv`%\PqIQ�X fhK�U£qI`%\lQ¥WPfjq �RSjQ�\�WlM�\l[RY^MP[R\PfjKRs£WlMPQ�� `8t�M�ORQ'K]Q�[R\PU8S4KRQ^ML_a`%\lb��RSh[]WU�K�`%�]M�fj`%K4U8S��R\lQ�oL�]\P`�Y�Q�WlWPfjKRs��·Q^d8Q�K�M�[RU8ShS~i�XR\lfjd8Q�KEe�i�U8K�i([]KRXRQ�\lWlM�U8KRXRfjKRs `8t,M�ORQª�]O�i�WlfhY�U�S�q `�XRQ^S¯`8t,MPORQ�]\P`�Y�Q�WlW��'`8t¤M�ORQ£\�U�_�X4U�M�U�Y^`%q fjKRs�tv\P`8qÀM�ORQª¡4Q^ShX�wx{d%Q^Krfjt�ZRfjKE�R\PfjKRY�fj�RShQ�Z]M�ORQ£tv[RKRY�M�fj`%K�U��R�R\P`�zpfhq U�MPfh`%K��R\l`%��Q�\lMLiEs8[4U8\�U�K�MPQ�Q^W�MPORQ¢tvQ�U8WPfjeRfhSjfjMLi `8t{XRU�M�U�o

eRU8WPQ^Xrq `�XRQ^ShWg`8t{K]`%KpoLSjfhKRQ�U8\'X]i�K4U8qIfhY�U8S,Wli�WM�Q�qIW�Z�M�O]Q�KRQ^[R\�U�S�KRQ�ML_|`8\Pb�M�ORQ^`%\liEX]`pQ^WPK$À M6s%f~d%Q¢U8K�icWP[Rs�os8Q�WlMPfh`%K¼U8e�`%[]M£q U8K�i+XRQ�M�U8fjShW�w �4`%\ªQ"z]U8q �]ShQ�KR`cs%Q�K]Q�\�U�SB�R\PQ^WPY�\lfh�]MPfh`%K]W£U8\PQIU�d�U8fhShU8eRShQ�Y�`%K]Y�Q�\lKRfhK]scMPORQX]fhqIQ�KRWlfh`%KI`8t¯MPORQ�X4U�M�Uª_gfhK]XR`�_Õ�·f�w¸Q�w{fhKR�][]M/SVU�i%Q^\a`8t¯M�ORQ*}��?�/��Z�M�ORQ�W�U�q �RSjfhKRs£\PU�M�Qg`8t�MPORQ�fhKR�R[pMaXRU�M�U]ZMPORQ£XRfhqIQ�K]WPfh`8K�`8t�MPORQ£ORfhX]XRQ�KcSVU�i%Q^\�Z�U8K]XEMPORQ£XRfhqIQ�K]WPfh`8K�`8t�MPORQªM�\PU8fhKRfjKRs�WlQ^M�Z�U8K]XEMPORQ�KcqI`%WlMg`8t¤M�fjq QMPOR`%WlQ¢tv[RK]X4U8qIQ�K�M�U8S¯XRQ�Wlfhs%Kc�4U8\PU8q Q�M�Q^\PW'O4U�d%Q£M�` e�Q£`%e]M�U�fhKRQ^Xce�iEQ"z]��Q�\lfhqIQ�K�M�W�U8K]X�ORQ^[R\PfjWlMPfhY�W¢�-�%����w

Á  à Ø�@�ÄrCEDrCIÛ�C èÆÅ ÇrÚ�ß�تD CI> ÈÉÅc>rÚ�ä H�GgÚ�Û�å4Åcߤ@{تä ß»áÊÄrØ6CIA�ź'êë Ëmô�û6óTC ðø,ó.î�Agô�ü�ï]õDCãüyó.û?ÌÎÍÐÏ6óBú/üÒÑÐÏ6õ?ú/öRôÓ$ÔqÕ�ÔqÕ Ö^×�ØÙ×iÚ�Ö^Û¹Ø�Ü�Ú¦ XRQ�M�Q^\PqIfhKRfjWlM�fjY*X]i�K4U�q fjY�U8S�Wi�WlM�Q^qÐfhW'XRQ^WPY�\lfhe�Q�Xce�iEU�WPQ^M�`8t�XRf�2¯Q^\PQ�K�MPfVU8S�Q���[4U�M�fj`%KRW^w/J°MPWgQ^d%`8Sh[]MPfh`%K�fjW\lQ��R\lQ�WlQ�K�M�Q^X�e�i*M�O]Q{M�\�UiZlQ�Y^MP`%\li6fhKªWlM�U�M�QBWl�4U8Y^Q*�v`8t�XRfhqIQ�K]WPfh`8K?Ý,�¯`8t�MPORQBd%Q�Y�M�`%\ßÞ � � � ²¹à� ² � ²@à� ²8áÙ²âàáV² «�«�«¸�oã_gO]Q�\PQ

� ²âà� ² � ²@à� ²äáÙ²âàáV² «�«I«RU8\lQ*M�ORQ6d�U8\lfVU8e]ShQ�W|`8t?M�ORQªWipWM�Q^q U8KRX�M�O]Q�fh\|XRQ�\lfjd�U�M�f~d%Q^W�wB«'ORQª¡4s%[]\PQ6q U8XRQªfjKWM�U�MPQ£WP�4U8Y^Q�e�i�ÞÀfhW¥MPORQ¢U�MPMP\�U8Y�M�`%\'`�t�MPORQ£Wli�WlMPQ�qcw�4`%\¢KR`%Kpo°ShfhK]Q�U8\¢Wli�WlMPQ�qIW�ZBM�O]Q(X]i�K4U8qIfhY�U8SBd8U�\PfVU�eRShQ^W(�

� ² � ²äáÙ² «�«�«¸��U�\PQ�Y^`%[R�RSjQ�X�w�«'ORQ�Q^d8`%Sh[]MPfh`%K¼`8t`8KRQ6d�U8\PfhU8eRShQ��·SjQ^M'WPU�i

��|fhW¥K]`8M'fhK]XRQ���Q�KRX]Q�K�M�`8t�U8ShS�M�ORQ6`�M�ORQ^\'`%KRQ�W¢� � ²äáÙ² «�«�«¸�"w.x{zpY^Q��]Mgtv`%\|tvQ�_�WlfhqI�RShQ

�]ORQ�KR`8q Q^K4U]Z,M�ORQ�WlQ^M¢`8t/XRf�2¯Q^\PQ�K�MPfVU8S�QI��[4U�MPfh`%KRW£fjW6[RKRb�KR`�_gK�wIx{d%Q^K�Z?`8t M�Q^KTMPORQ�_gOR`%SjQ�WPQ^M£`�t|\lQ�ShQ�d�U8K�MQ%2¯Q^Y^MPfjd%Q�X]i�K4U8qIfhY�U8S]d�U8\lfVU8eRSjQ�WBfjWBKR`8MaU8Sj_|U�i�W._aQ�SjS4XRQ^¡RKRQ�X�wTOa[]M�Z�U8WBM�O]Q�d�U8\lfVU8eRSjQ�WBU�\PQgfhK�M�Q^\PXRQ^��Q^KRXRQ^K�M�ZMPORQ¢`%eRWPQ^\ld�U�MPfh`%K�`8t{`%K]Sji�`%K]Q�`8t�M�OR`8WPQ�e]\PfhK]s%WgfhK]tv`%\lq�U�M�fh`8K�Z]Q�d%Q�K+f~t²fjK�U�K�fhqI�RSjfhY�f~M|_|U�i%Z�`%K�MPORQ�`�M�ORQ^\`8KRQ�W�U8KRXcY�`8KRWPQ���[]Q�K�M�S~iE`%K�M�ORQ£Y�`8q �RSjQ^MPQ6X]i�K4U8qIfhY�U8S�Wli�WM�Q�qcw.«'ORfhWgfjW|M�ORQ£\lQ�U8Wl`%Kc_gO�i�MPfhqIQ*WPQ^\PfjQ�Wg`8tK]`%KpoLSjfhKRQ�U8\¥X]i�K4U�q fjYªWli�WlMPQ�qIW*U8\lQªWP`I[RWPQ�tv[RS�w

Ó$ÔqÕ�ÔXå ��æ�ç Ú|èDè¹ésêâë �íì Ú|î�ï(Ú æ«'O]Q���[]Q�WlMPfh`%K�Y�U8K�e�Q*�R[]M¥KR`�_�U�W�ºðQP��`�_:MP`�\PQ^Y�`%KRWM�\l[RY^M'MPORQ6Y�`8q �RSjQ^MPQ*X]i�K4U8qIfhY�U8S�Wli�WlMPQ�q#_gf~M�O(`8KRSjiMPORQ�`%KRQ"o°d�U8\lfVU8eRSjQ¢MPfhqIQ�WlQ�\lfhQ�WI� ´ & ² ´ ¯ ² ´�ñ ² «I«�«¸�?ò�S���Q�\PQ�MPORQU3u!LK�ÄPË�Ë8þ Ç�ÿÐ#$�4Ä�Æ�Ã�Ä%!�Z��R\P`8��`%WlQ�X+fjKRXRQ���Q�K�oX]Q�K�M�S~i�fhKT�ió%¹p�¢e�i�«�U8b�Q�KRW*U8KRX�}�U�³Ka´Q � ��ópZ,��¹���Z4s8fjd%Q^W�U8K�U�KRWl_aQ�\^wJLK MPORQ*«�U8b�Q�KRW�o}�U�³Ka´Q�M�ORQ^`%\PQ^q _|Q�Y�`%KRWlfhXRQ^\|U�K(U8[Rs8q Q^K�MPQ�X�d8Q�Y�M�`%\ Ö e][RfhS~M/_gf~M�ORô�Q�SjQ�qIQ�K�M�Wa`8t¯MPORQ

MPfhqIQ�WPQ^\PfhQ^W�w «'ORQ X]fhqIQ�KRWlfh`%K+`8taM�ORQ�d8Q�Y^MP`%\\ô�O4U8W£M�`Ee�Q s%\lQ�U�MPQ�\ªM�ORU8K©ML_a`EM�fhqIQ�WªMPORQ e�`�z�oLY^`%[RK�M�fjKRsX]fhqIQ�KRWlfh`%KöõÆ÷�`8t²MPORQ¢U�MPMP\�U8Y�M�`%\¥`�t�MPORQ£Wli�WlMPQ�qcºôUø:�=õ�÷ ���8�

Page 7: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

¦ d8Q�Y�M�`%\ Ö W�U�M�fhWt i�fhKRsrMPORfhW�e�`%[RKRXÂ_gfjShS|Q�d%`%S~d%QEfhKkU+\PQ^Y�`%K]WlM�\l[RY^MPQ�XuWlM�U�M�Q�WP�RU8Y�Q�Z¥U8KRX§f~M�W�Q^d8`%Sh[pM�fh`8K_gfjShS?e�Q�fhKrU�XRfX2�Q�`8q `%\l�RORfjY¢\lQ�ShU�M�fj`%Kc_gf~M�O�MPORQ�`%\lfhs%fjK4U8SßÞÐWM�U�MPQ�Wl�4U8Y�Q���`%fjK�M���U XRfX2�Q�`%qI`%\l�RORfhWlqÝfhW*UWlq `�`8MPO�`%KRQ�o�M�`�o°`%KRQª\lQ�SVU�M�fh`8K���w�JLK�`8MPORQ�\¥_a`%\lXRW�ZRtv`%\|Q^d%Q^\liE�R\PU8Y^MPfhY�U8S��R[R\l��`8WPQ�W'MPORQ£Q^d%`8Sh[]MPfh`%K�`8t Ö fjW'Ut·U�fh\¥Y^`%��iE`8t�MPORQ£Q^d8`%Sh[]MPfh`%KE`8tTÞEwJ°M�fhW¥_a`%\lMPO�KR`�M�fhK]s MPO4U�MgM�O]Q�\PQ¢fhWgU XRfjWlM�fjKRY^MPfh`%K�e�Q^ML_aQ�Q^KrM�ORQ£`%\lXRQ�\*Ý©`8t¤M�ORQ¢XRfX2�Q�\lQ�K�M�fhU8S�Q���[RU�M�fj`%K

_gO]fhY�O©fhW6M�O]QIX]fhqIQ�KRWlfh`%K+`8t/M�O]QIWM�U�MPQ WP�4U8Y^QI_gO]Q�\PQIShf~d%Q�MPORQ�M�\l[RQ WlM�U�M�Q�d%Q^Y^M�`8\�ÞçU8KRXTM�O]QIWl[]¶IY�fjQ�K�MX]fhqIQ�KRWlfh`%K�`8t{U�\PQ�Y^`%KRWM�\P[]Y^M�Q^X�WM�U�MPQ¢Wl�4U8Y^Qíô _gORQ�\lQ¢MPORQ£\PQ�Y^`%KRWM�\P[]Y^M�Q^X�d%Q^Y^MP`%\ Ö Shfjd8Q�W^wÓ$ÔqÕ�ÔXÓ �íì ÚúùûÚ�× ì î@èüîþý ��æ�ç Ú|è¹èDéqê¹ëJLK�`%\PXRQ^\¤MP`*\lQ�Y�`8KRWlMP\P[RY�M{M�ORQa\PQ^Y�`%KRWM�\l[RY^M�M�ORQaX]i�K4U8qIfhY�U�S�Wli�WlMPQ�qÓ_aQ|Y�U8K�[RWlQaMPORQ*É·þ"!�ÄgË�Ä �~Í H¢Ä%!LK�ÄPË�Ë8þ Ç�ÿ!�Ä�É"�4Æ�Ëg�½�^��w¤«'ORfhW,qIQ^MPOR`�XªY�`%KRWlfhWM�W?fhKªeR[]fhShX]fhKRslô%o°XRfhqIQ�K]WPfh`8K4U8S�WlM�U�M�Q{d%Q^Y^MP`%\PW Ö � � � ´ � ² ´ � ÿ � ² «�«�« ² ´ � ÿ ����� &�� � ��wJLK+�]\PfhK]Y�fh�]ShQ8Z�fjM�WP[]¶IY^Q�WªM�O4U�MzôûݲwðO|[pM�Z�MPORQ�Ä��6Ä�Å�É·þ Î Ä�XRfhqIQ�KRWlfh`%K�ô�fhW6KR`�M6XRfj\PQ�Y�M�S~i�\lQ�SVU�M�Q�X�M�`�MPORQXpipKRU8q fjY�U8S¯XRfhqIQ�KRWlfh`%K�Ý � U8WgfjKEMPORQ£Y�U8WlQ£`8t�_aQ�U�b�Y�`%[R�]ShQ�XEd�U8\PfhU8eRSjQ�W�wº'ê°é ÍÐÏ6ú�ú/üRðû� ï�Ï6õ ïRðoCãõ ̪õ¤î�ó,ô«'O]Q�MPfhqIQ¥XRQ�ShU�i�� �v`%\gÉ�þ"!�Ä �~Í ÿ��²[RWlQ�X fhK�M�ORQgQ^q�e�Q^XRXRfjKRs£O4U8WBM�`¢e�QgY�OR`8WPQ�K Y�U8\lQ^tv[RSjSji8w²J°t�fjM.fhW{MP`p`£Sj`%KRsRZMPORQ*WPU8qI�RShQ^W ´ � ² ´ � ÿ � ² «�«X« ² ´ � ÿ ����� &�� � U8\lQ�K]`8M|Y^`%\P\lQ�ShU�M�Q^X ¯ U8KRXIM�ORQ^K�Z]fjK s8Q�KRQ^\�U8S�Z�MPORQ�XpipKRU8q fjY�U8S�WipWM�Q^qY�U8K¨KR`�M�e�Q�\lQ�Y^`%KRWlMP\P[RY�M�Q^X�wEJ°t'fjM¢fhW£M�`�`cWPOR`%\M�Z�Q^d%Q^\li¼W�U8qI�RSjQIfjW£Q�WPWlQ�K�M�fhU8ShS~i©UcY^`%��i©`8t¥M�O]Q �R\lQ^d�fh`8[RW`8KRQ8Z4eR\lfhKRs8fhKRs�d8Q�\liESjfjMlM�ShQ�fhK]tv`8\Pq U�M�fj`%K�`%KEM�O]Q¢XpipKRU8q fjY�U8S¯Wli�WlMPQ�qcwÁ¼Q�[RWPQ�M�O]Q���O4U8KRKR`8K$À¸W q�[pM�[4U8S|fhK]tv`%\lq�U�M�fh`8K¬Y�`8KRY�Q^�]M MP` ��[RU8K�M�fjt i¼M�ORQcU8qI`%[RK�M�`�t*fjK]tv`%\Pq U�MPfh`%K

WlO4U8\lQ�X+e�iEML_|`(WPU8qI�RShQ^W�fjK�`%\lXRQ�\�M�`�s8Q^MªU�K�[RWlQ^tv[RS�Q�WlMPfhq U�M�fj`%KE`8t{MPORQ�MPfhqIQ¢ShU8s���w��,Q^MIÀ¸W�XRQ^¡RKRQ�XrMPORQÍ8Î Ä�Ã Í ÿ�Äð!�Ê�É�Ê Í�� þ Ç E Æ�Ã%! Í É·þ�Æ�ÇIe�Q�ML_|Q^Q�K+qIQ�U8Wl[R\PQ^q Q^K�MPW .�� XR\�U�_gK�tv\l`%qÝM�O]Q�WlQ^M J U8K]X�qIQ�U8Wl[R\PQ^q Q^K�MPW� � XR\�U�_gKctv\P`%q#WPQ^M � w/«'ORQ¢WPQ^M�`8t�q Q�U8WP[]\PQ�qIQ�K�MPW J fhWgq U8XRQ£`8t¤M�ORQ£d�U8Sh[]Q�W'`8t�M�ORQ£`%eRWlQ�\d8U�eRShQ ´ � U�KRXMPORQ£WPQ�M � fhW'q U8XRQª`�t²M�O]Q£d�U8Sj[RQ�W ´ � ÿ � ���|fhWgU�M�fjq Q*fhK�M�Q^\ld�U8S �"w ¦ d8Q�\PU8s%Q¢q�[]M�[RU8S�fhKptv`%\Pq U�M�fj`%K(fjW¥M�ORQ^K¼º¦����l� � ����� N�� ���������! "�� ´ � ² ´ � ÿ � �$#&%�'!( ¯ "�� ´ � ² ´ � ÿ � �"�� ´ � �)" � ´ � ÿ � � ² ���%�

_gO]Q�\PQ*" �b«�«�«¸�¥U8\lQ£�R\P`%eRU8eRfhSjfjMPfhQ�WaXRfhWM�\lfheR[]MPfh`%K]W¥e4U8WlQ�Xc`%Kctv\lQI��[RQ^KRY^ic`%eRWlQ�\d8U�M�fh`8KRW�wJ°M¥ORU8W¥e�Q�Q�KEWl[Rs%s%Q^WlM�Q^X¼� ¹]ZRÒ�Z]�]�%Z����¯MP`�M�U8b�Q6M�ORQ�M�fhqIQg_gORQ�\lQ6M�ORQ*¡R\PWlM¥q fjKRfhq�[]q `8t?J��vM��a`pY^Y�[R\lW�Z4U�W

MPORQ6d�U8Sh[]Q�M�`�[]WPQ£U�M¥MPORQ*MPfhqIQ*XRQ^SVU�i+�mfhK M�ORQª�RORU8WPQªWl�4U8Y�Qª\lQ�Y^`%KRWlMP\P[RY�M�fj`%K�wBJLK�M�ORfjW|_|U�i M�ORQ�d8U�Sh[RQ^W¥`8t´ � U8KRX ´ � ÿ � U8\PQªM�O]Q¢qI`%WMgfhKRXRQ^��Q^KRXRQ^K�M�`8t�Q�U�Y�O�`8MPORQ�\gfhKEU�K�fjK]tv`%\Pq U�MPfh`%Kpo�M�ORQ^`%\PQ�M�fjY�WlQ�KRWlQ8w}�`%\lQ�`�d%Q^\²M�O]Q/¡4\lWlM²q fjKRfhq�[]q�`8t�U�d8Q�\�U�s%Q¥q�[]MP[4U8S�fhKptv`%\Pq U�M�fj`%KªfhW�U�s8`p`�X�Y�U8KRXRfjX4U�MPQ/tv`%\?M�O]Q|fhK�MPQ�\ld�U8Se�Q^ML_aQ�Q^K©MPORQ�Y^`%qI��`%K]Q�K�M�W6`�tBM�ORQ�WlM�U�M�Q�d8Q�Y^MP`%\PW6MPO4U�M�_gfhShS?e�Q�fjKR�R[]M�M�`�MPORQ�KRQ^[R\�U�S²KRQ�ML_|`%\lb�qI`pX]Q�S?`8tMPORQ£KR`%Kpo°ShfjKRQ�U8\|X]i�K4U8qIfhY�U�S��R\P`�Y�Q^WPW^w

º'êº , ¼{ó.îlí6ó²ïRðlû� ãï�Ï6õ.-�î�ú0/6ó.î1,úC2/�õ¹Ì�Ì£ðû� Ë ðbC õ¤û6üRð�úaû�4\l`%q M�ORQ|x.q�e�Q^XRXRfhK]s*«'ORQ^`%\PQ^q�Z8MPORQ|e�`�z�Y^`%[RK�M�fjKRs*X]fhqIQ�KRWlfh`%Kíõ�÷²WPOR`%[]ShX�e�Q|Q�d�U8Sh[4U�M�Q�X¯w²JLK��R\lfhKRY^fh�RSjQ8Zf~M|Y�U8K(e�Q*Q^WlM�fjq�U�M�Q�X XRfh\lQ�Y�M�Sji tv\l`%q�M�ORQ�M�fhqIQgWPQ^\PfhQ^W¥fjMPWPQ^Sjt�Z�eR[]MaM�ORfjW/M�U8WPbIfhW.d%Q^\li(WlQ�KRWlfjMPfjd%Q�M�`�MPORQ*K]`%fhWlQU�KRX�K]Q�Q�X]W�ShU8\Ps%Q*WPQ^M�`8t�X4U�M�U ��`%fjK�MPW¢�·`%\lXRQ�\g`8ta��Ñ43�5gX4U�M�U���`%fhK�MPW��ª�-����w6 a$c(r�nlc��%j(j�dbk�n�r�kLj��%~qhr�pbg�7 �w~uv e%~fp�c��we%hsr p/n�8in�hdb�fn)9�v e%~��@c(r p�cLd):%dbkLh���eír�k(r hr��;7<7�8�p=7�e�nsd?p�c��we%hsr pfhs~���>�d p½he%~rtd n·�@r�7<7mir<:�db~�%dßd=?ij�e%k(dok�hr��;7<7�8*r�k�hsr��ld�}

Ò

Page 8: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

JLK©`%\PXRQ^\ªM�`�U�d8`%fhXTM�O]`%WPQ �R\l`%eRShQ^q W^Z,_|QIY�U8K©Q�WM�fjq�U�MPQ�M�ORQrÄ%!LK�ÄPË�Ë8þ Ç�ÿ�Ë8þ"!�Ä�Ç]È�þ�Æ�Ç ôA@{Z?XRQ^¡RKRQ�XÂU�WMPORQ6Sj`�_aQ�WM£�vfhK�M�Q^s%Q�\��/XRfjq Q^KRWPfj`%K _gORfjY�O([RK]tv`8ShXRW/M�ORQ*U�MPMP\�U8Y�M�`%\^Zpf�w¸Q�w²M�ORQ*q fjKRfhq U8S]X]fhqIQ�KRWlfh`%KItv`%\/_gO]fhY�Otv`8ShXRfjKRs%W¢XR[RQ�MP`�M�O]Q(�R\P`(ZlQ�Y^MPfh`%K¬`8t'M�ORQ�U�MPMP\�U8Y�M�`%\�fhK¬U�Sh`�_aQ�\�X]fhqIQ�KRWlfh`%K4U�S/Wl�4U8Y^Q�U8\PQ�U�d%`%fjXRQ�X�w�«'ORQQ^q�e�Q�XRXRfjKRs�XRfjq Q^KRWPfj`%K�fjW6UEÿ � Æ�K Í�� XRfjq Q^KRWPfj`%KrU8K]X+fhKrs%Q^KRQ�\PU8S²fjW6XRf�2¯Q^\PQ�K�M6tv\l`%q M�ORQ�Sj`pY�U8S?XRfhqIQ�K]WPfh`8K`�t�MPORQ£[RKRXRQ^\PSji�fjKRs X]i�K4U8qIfhY�W^w«'ORQ�x.q�e�Q^XRXRfhK]s�«'ORQ^`%\PQ^q s8[4U8\�U�K�MPQ�Q^W�M�ORU�M�f~t|MPORQ�XRfjq Q^KRWPfj`%KT`8t¥MPORQ(U�MlM�\PU8Y^MP`%\£fhW\õ�÷�Z�M�O]Q�K¬_aQ

Y�U8KT[RK]tv`%SjXrM�ORQIU�MlM�\PU8Y^MP`%\6fhKTU(Wl�4U8Y^QI`�taX]fhqIQ�KRWlfh`%K ôA@m�sôA@ÒøÓ��õCB��"w�J°MªfjW6_|`8\lM�OTKR`�M�fhK]s(M�O4U�M�ôD@§fjWK]`8M�U K]Q�Y�Q^WPWPU8\licY�`8KRXRfjMPfh`%K(tv`8\'[RK]tv`%SjXRfhKRs]Z]eR[]M�fjW'WP[]¶IY�fjQ�K�M�w«'ORQ XRfjq Q^KRWPfj`%Kr`8tafhKR�][]MªSVU�i8Q�\ª`8t/M�ORQI}c[RSjMPf~o��?U�i%Q^\ª��Q^\PY^Q��]MP\P`%K©_gfhShS�e�Q�MPORQ�K©`8t/XRfjq Q^KRWPfj`%K+ORfhs8O

Q^KR`%[Rs8O�fjKc`8\PXRQ^\gMPO4U�M'MPORQ£XRQ^MPQ�\PqIfhK]fhWlMPfhY6�RU8\lMg`8t¤M�O]Q¢XpipKRU8q fjY�Wg`8t¤M�ORQ£WipWM�Q^q fhWg[RK]tv`%SjX�w

Ó$ÔXÓ$ÔqÕ EGF�î ç ØHF � ØHF�I�Ú � Ú ØVï(ÚJI�× � Ú|é�ë ì�ç îþïKIJLK§�R\PU8Y^MPfhY^Q8Z{M�O]Q�q Q�M�OR`�XÂ`8t1L � Æ�K Í�� W Í�� È�Ä�M�Ä Í Ã�Ä�È�ÉNM¢Ä�þ~ÿ��ÙK�Æ�Ã�È��]\P`%��`%WPQ^X§e�i ¦ e4U�\Pe4U8K]Q�S£�-����ZBY�U8K§e�Q[]WPQ�XrMP`�Q�d8U�Sh[4U�MPQ¢MPORQ�Q^q�e�Q�XRXRfjKRs(XRfjq Q^KRWPfj`%K ôD@²w ý fjd8Q�KrUIX4U�M�U�WP�4U�Y�Q�\lQ�Y^`%KRWlMP\P[RY�M�fj`%KrfhK�XRfhqIQ�K]WPfh`8Kô4Z�_gfjM�O�X4U�M�UId%Q�Y�M�`%\lW Ö � � � ´ � ² ´ � ÿ � ² «X«�« ² ´ � ÿ �O��� &�� � ��Z�_gO]Q�\PQ�M�ORQ�MPfhqIQ�X]Q�SVU�iG�ÕfhW�M�ORQ¢¡4\PWMªq fjKRfhq�[Rq`�t{U�d%Q^\�U8s8Q�q�[pM�[4U8S¯fhK]tv`%\lq�U�M�fh`8KT��x���w�����w�,Q^M*e�Q ÖQPRP� � � ´ PRP� ² ´ PRP� ÿ � ² «�«X« ² ´ PSP� ÿ ����� &�� � ��Z�M�ORQ�KRQ�U�\PQ�WMªKRQ^fhs%O�e�`%\�d8Q�Y�M�`%\6fjKr�RO4U�WPQ�Wl�4U8Y�Q�w*J°tBMPORQd8Q�Y�M�`%\ ÖTPSP� fhW�U E Í�� È�Ä�ǯÄ�þ~ÿ��ÙK�Æ�à ���{���6�£`8t Ö � ZBO4U�dpfjKRsTU8\l\Pfjd8Q�X¨fjK¨fjMPW�KRQ^fhs%O�e�`%\POR`�`�X¬e�i¨�R\l`�ZlQ�Y�M�fj`%K

tv\l`%q#U�ORfhs%O]Q�\|X]fhqIQ�KRWlfh`%K(e�Q�Y�U8[RWlQ6M�ORQª�R\lQ�WlQ�K�MgXRfhqIQ�K]WPfh`8K�ôIX]`pQ^W¥KR`8M'[]K]tv`%ShX M�ORQ£U�MlM�\PU8Y^MP`%\�Z�M�ORQ^KEe�is8`%fhKRs�MP`IMPORQ£KRQ�z�M�XRfjq Q^KRWPfj`%Köô?):�£_aQ¢q�U�i(qI`�d%QªM�O]fhWg��`8fhK�M'`%[]M�`8t¤M�O]Q¢K]Q�fhs8O�e�`%\lOR`p`�X�`8t Ö � wÁ¼Q�X]Q^¡4KRQ�M�ORQgXRfjWlM�U8KRY�QVU¢e�Q�ML_|Q^Q�K(��`%fjK�MPWB_gORQ�K WPQ�Q^K(fhK XRfjq Q^KRWPfj`%KLô�)¼��\PQ^SVU�MPfjd%Q'MP`¢MPORQgXRfhWM�U8KRY^Q

fjKEXRfhqIQ�KRWlfh`%Köô U8WU �XW YZZ[ \ ¯��� & ��]L� � \ ¯� ��]L�\ ¯� ��]°� ² ��Ò8�

MPORQ�K U � �_^ ´ � ÿ � � � ´ PSP� ÿ � � ^\ � ��]L� « ��¹%�

¦ W�Wl[Rs%s%Q^WlMPQ�Xke�i ¦ e4U�\Pe4U8K]Q�S¢�-����Z ÖTPSP� U�KRX Ö � Y�U8K§e�Q�Y^SVU8WlWPf~¡4Q�XkU8W U�t·U8SjWPQ(K]Q�fhs8O�e�`%\�f~tVU � fjW�UK�[Rq�e�Q^\�s8\PQ�U�M�Q�\'MPO4U8KcU MPOR\PQ^WPOR`8ShX

���U � �

��wBJLKcq�U8K�iEU��R�RShfjY�U�MPfh`%K]W¥U�s%`�`pX�d�U8Sh[]Q6tv`%\�fhWª���pw

JLKrY�U8WPQ�`8t.Y�SjQ�U8K�X4U�M�U tv\P`%q UIX]i�K4U8qIfhY�U�S¤Wi�WlM�Q^q�Z�_|Q�Q�zp��Q^Y^M6MPO4U�M�M�ORQ���Q^\PY�Q^K�M�U8s%Q�`8t.�{����W�_gfjShSX]\P`%�Etv\P`%q#KRQ�U�\PSjir��Ñ%ÑA`ãfhKEXRfhqIQ�K]WPfh`8K�`%KRQ£Y�Sj`%WPQ6MP`I�^Q�\l`I_gORQ^KúôA@©fhW'\PQ�U8Y�ORQ^X�wJ°M�fhW'_|`8\lM�O�KR`8M�fjKRs M�O4U�M�Z�U8W�_aQ�s%` M�` ORfhs8ORQ�\�XRfhqIQ�K]WPfh`8K4U8S�Wl�4U8Y�Q^W*M�O]Q�d%`8Sh[RqIQ¢U�d�U8fjSVU8e]ShQ6tv`%\gX4U�M�U

s8\P`�_gW�U8W£M�O]Q�XRfjWlM�U�KRY�Q M�`cM�ORQI��`�_aQ�\�`8t'XRfjq Q^KRWPfj`%K�Z¤U8KRX¼KR`�KRQ�U8\¢KRQ�fjs%O�e�`%\£_gfhSjSBe�QIY�ShU8WPWlfj¡4Q^X¬Y^Sh`%WlQK]Q�fhs8O�e�`%\^wBJLKcMPORfhW'Y�U8WPQ£_|Q£Y�U8K�qI`�XRfjt iIM�ORQ¢x���w�¹IU�W

U � � ^ ´ � ÿ � � � ´ PSP� ÿ � � ^\ N ² �só%�_gO]Q�\PQ J fhW�MPORQ�KR`8q fjK4U8S/Ql\�U�XRfh[RWoS(`8tBMPORQ�U�MlM�\�U�Y^M�`8\*XRQ�¡4KRQ�X©U8W�M�ORQ�\l`p`�M*qIQ�U8K�W ��[4U8\lQc��­�}r�R��Q^\P\P`8\d�U8Sj[RQª`8t�X4U�M�U U8e�`%[]Mgf~M�W'qIQ�U8K¯ZRQ8w sRw~º

\ N � �a P �cb & ^ ´ ��� ´edgf ^ ² ���Ñ%�

¹

Page 9: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

´!d=f � �a P�cb & ´ � « ��%���

Á¼Q£Y�U8KcShfjWlM'K]`�_�WP`%qIQ£e�Q^ShSjW|_gORfhWM�SjQ�W�U8KRXc�RfjMlt·U8ShSjW|`8t²�{��� q Q�M�OR`�X�º

¾ «'ORQ�s8Sh`%e4U�S��{��� Y�U8SjY�[RShU�M�fj`%K(fhWgWlfhqI�RShQªU�KRX�t·U8WlM ñ w¾ «'ORQr�{��� Y�U8ShY^[RSVU�M�fh`8K§U8�R�RSjfhQ�X§M�`©WPfjs%K4U8SjW Y�`%qIfhKRs+tv\l`%qÙML_a`¨XRfX2�Q�\lQ�K�M `%[]M��][]M�WI`8t6MPORQ�WPU8qIQX]i�K4U8qIfhY�U�S²Wli�WM�Q�qçs%fjd8Q�W�Z,fjK+s%Q�K]Q�\�U�S�Z¯ML_a`EXRfX2�Q�\lQ�K�M6d�U8Sh[]Q�Wª`8tuôA@{w¢«'ORQ�K+tv\P`8qçQ�U�Y�O©Wlfhs%KRU8S�_aQ_gfhShS�`%epM�U8fjK�XRf�2¯Q^\PQ�K�MB\lQ�Y^`%KRWlMP\P[RY�M�Q^XIY^`p`8\PXRfjK4U�M�Q/Wli�WM�Q�qIW�Z�eR[pM{e�`8M�O�Y^`%KRWlfhWlMPQ�K�MB_gfjMPO�MPORQ¥`%\lfhs%fjK4U8SX]i�K4U8qIfhY�U�S�Wli�WlMPQ�qcw

¾ �{�*� qIQ^M�O]`pXTfhWªd�U8SjfhX+Q^d8Q�K¼fjt/M�ORQIWPfjs%K4U8S{`�t|fjK�MPQ�\lQ�WlM�\PQ^WP[RS~M�Wªtv\P`8q U(¡4SjMPQ�\PQ^X¼`8[]M��R[pM�`8t|UEX]i�oK4U8qIfhY�U�S¯Wli�WM�Q�q �-�%Z�����w

¾ J°t¢MPORQrWlfhs%K4U�S�fjW(Y�`8K�M�U8qIfhKRQ^Xye�i9KR`8fhWPQ¨��U8WlWP[RqIQ�X9MP`Âe�Q�s%Q�K]Q�\�U�M�Q�X:e�iyU8KNORfhs8OyXRfjq Q^KRWPfj`%K4U8SWli�WlMPQ�q���Z¤fjM£q U�i�e�Q�MPO4U�M£M�ORQ Y^`%K�M�U8qIfhK4U�M�fh`8K�_gfhSjS²XR`%qIfhKRU�M�Q�MPORQ WPfhs8K4U8S{`8tafhK�MPQ�\PQ^WlM�U8KRX¼�{���_gfhShS�WPOR`�_ÕM�ORQ�X]fhqIQ�KRWlfh`%K+\lQI��[Rfh\lQ�X+M�`�[]K]tv`%ShXrMPORQ�Y�`8K�M�U8qIfhK4U�MPfh`%K¯w���Q�\lQ8Z?U(WPfjq �]ShQ�e�i��R\P`�XR[RY�M`8t{�²�*� Y�U8SjY�[RShU�M�fj`%K(fjWgU8KEfhKRXRfjY�U�MPfh`%K�`�t²KR`8fhWPQªSjQ^d8Q�S,fhKcU�WPfjs%K4U8S�w

h ákØ6ß�@ CIàn@�ÄrØ i C >+ߤ@BA.F+Gg@{HkjIØ Ã Ø*@ ÄrCEDrC Û^CIèÆÅl êë ¾nùªùªîlð�ø,ó²ï4ð�úaû»ïRú ó Í®Ï6óBúBï4ð�ø Agô�ü�ï]õ¹CJLK+�¸�8¹���Z�M�`�WPORQ^X(qI`%\PQgShfjs%O�M�W.`%KIM�ORQ�`%�]M�fjq�U�S]d�U8Sh[RQ^W/tv`8\

­U8KRXm�¢Z�_|Q�O4U�d%Q6Y�O]`%WPQ^K�M�`�[RWPQ*U�Wli�K�M�O]Q^M�fjY

Y�ORU8`8M�fjY{M�fjq Q�WPQ�\lfhQ^W,e4U8WPQ^X�`8K£MPORQ/}�U8Y�b�Q^i4n ý SVU8WlWa��} ý �¯QI��[4U�MPfh`%K¯º à� ���l� � .����� �po � 'g�l�u) � ��� �qo �)rL� �� � ���l�£_gfjMPO . � ÑÙ« �pZ � � ÑÙ«~��U�KRXts � ��Ñ]w+u/U�\li�fhKRs o tv\l`%qÏ��Ò(M�`©��Ñ%ÑEShQ�M¢d�U8\i�õ tv\l`%q �pw~� M�`©��Ñ

�l� ��� �"w�Á¼Q�[RWPQ^X¨} ý M�fjq Q�WlQ�\lfhQ�W6_gf~M�Oo � ��Ò+�sõ &�vxw �1«~� U8KRX ­ &�v ®�%�*U8KRX o � �%ÑT�sõ ñ ÷ w �Ù«¸�U�KRX

­ ñ ÷p:¹���wÁ¼Q6O4U�d%QªM�\PU8fhK]Q�X(`%[]\'�*�B� _gf~M�OEU�MP\�U8fjKRfhKRs�WPQ�Mg`8t¤�%Ñ%Ñ%Ñ��RU�MPMPQ�\PK]W0y � U8KRX�_aQªO4U�d%Qª[RWlQ�XcU�M�Q^WlMgWPQ�M`�t.��Ñ%Ñ%Ñ�d8Q�Y�M�`%\lW�w.JLKRfjMPfVU8S4d�U8Sj[RQ�Wa`8t,M�ORQ*�4U8\�U�q Q�M�Q�\lWaMP`�e�Q6U8X�Zl[RWM�Q�X(_aQ�\lQªWPQ�M'\�U8K]XR`%qISji%w¤Á¬Q*KR`8M�fjY�Q^X�Ut·U�WlM6Y^`%K�d%Q^\Ps%Q^KRY�Q fhK�M�ORQ�ShQ�U�\PKRfjKRs��RORU8WPQ�wª�4`%\�fjKRWlM�U8KRY^Q8Z�MPORQ�KR`8\Pq U8Shfj��Q�Xcs%Q^KRQ�\PU8Shfj��U�MPfh`%KcQ�\l\P`%\�fhW�ShQ�WlWMPO4U8Kk��`çU�t MPQ�\£`%KRS~i¨��Ñ�M�\PU8fhK]fhKRs�Q^��`�Y�ORW�Z?tv`%\¢U���o�¹�o���KRQ�ML_|`%\lb�Z²_gORfhY�O©fhW���[Rf~M�Q s%`�`pX¯wI«'O]QIMP\�U8fjKRfhKRs�]\P`�Y�Q�X][R\PQ�_|U8W�ShQ^t M�\P[]KRKRfhK]sctv`%\��8Ñ%ÑcQ���`pY�O]W�Z²_gORQ^\PQ([]WP[4U8SjSji+MPORQ(}��]x _|U8W�WlM�fjShSBXRQ^Y�\lQ�U8WlfhKRsre][]M�fjKWlq�U�ShS��R\l`%��`%\lMPfh`%K�w²��`IWPfjs%KE`8t²`�d8Q�\l¡]MPM�fjKRs _¥U8Wg`%e]WPQ�\d%Q^X�w«'ORQªY^`%K]¡4s%[]\�U�MPfh`%K(`�t¤MPORQ£�*�{�(_|U8W*ô fhKR�][]M'KR`�XRQ�W^Z���ô ORfhX]XRQ�KEKR`�XRQ�WgU�KRX+�ª`%[]MP�R[]MgKR`�XRQ8Z,�sô8o��ô8o

���g_gORfjShQ\ôEWlY�U8K]KRQ�X+M�O]Q�\�U�KRs%Q ��M�`r����w*«'fhqIQ¢XRQ�ShU�iz� e�Q^ML_aQ�Q�K©qIQ�U8Wl[R\PQ^q Q^K�MPW*_|U8WªU8SjWP` MPQ�WM�Q�Xrtv`8\d�U8Sj[RQ�Wge�Q^ML_aQ�Q^K¬��U8KRX����RwJLKE�²fjsRwR��Z4U�WPO4U�\P�EXRQ�Y^\PQ�U8WPfjKRs `8t?Sh`%s4�s+ §�§ ' § �/Y�U8K�e�QªKR`8MPfhY�Q^X�Z4U8W|WP`�`%KEU8W*ô fhW¥eRfjs�Q�K]`%[Rs%O�w ¦ e�`%[pM�¢Z�KR` Y�ShQ�U8\'d�U8Sh[RQ¢WPQ^Q�qIW*`%�pM�fhq U8S¯tv`8\�Sj`�_�tv`%\lQ�Y�U�WlM�fjKRs�Q^\P\l`%\PW^º¥U8�R�RU8\PQ^K�MPSji8Z�e�Q�WM*\lQ�WP[]SjM�W*U8\PQ¢U8Y�O]fhQ^d8Q�X

tv`8\�WlOR`%\lM{�¢w(JLKRXRfjY�U�MPfh`%KTtv\P`8q X]i�K4U8qIfhY�U�SBWli�WlMPQ�qIW�Shf~M�Q^\�U�MP[R\PQ e4U8WlQ�X¨`8K¼M�O]Q Q�d8U�Sh[4U�MPfh`%KT`8t|M�ORQ ¡4\PWMqIfhK]fhq�[RqÀ`8t{M�O]Q�U�d%Q�\PU8s%Q�q�[]M�[4U�S�fjK]tv`%\Pq U�MPfh`%K�`8tBMPORQ�MPfhqIQ�WlQ�\lfhQ�W�_|`8[RShXrORU�d8Q�WP[Rs8s%Q�WM�Q�XTUId8U�Sh[RQ¢`8t� `8t{U�e�`%[pM£�%�%w|)}\dDk(ewhr�pbd¹�~:%do~�8ld=�*pbrtdok�h^rt��j�7�db��dok�h��8hrte�kfewvJ����� ��7��%e%~rthsc(�Ðmidg:�dg7�e%j�dom$�e80��8��^}�x�e%kIh�%~nse;7�e�� �;����9�e�kfhsc(dR���%nsr newvÙhsc(d��^e%~���e8��âdok(dT�wk�m��D��8��w~�� ����� }

ó

Page 10: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0�

1020

1

8�

15

-6

-5.5

-5

-4.5

-4

-3.5

-3

-2.5

Mackey-Glass ∆ = 17

time delay τ

number of inputs d

log(

erro

r)

0�

1020

1

8�

15

-6

-5.5

-5

-4.5

-4

-3.5

-3

-2.5

0�

1020

1

5

9

13

17

-5.5

-5

-4.5

-4

-3.5

-3

-2.5

-2

Mackey-Glass ∆ = 30

time delay τnum

ber of inputs d

log(

erro

r)

0�

1020

1

5

9

13

17

-5.5

-5

-4.5

-4

-3.5

-3

-2.5

-2

��fhs%[R\lQ��pºgÔ6Q^��Q^KRXRQ^KRY�Q�`8tBMPORQ�tv`%\lQ�Y�U8WlMPfhKRs Q�\P\l`%\6fjK�tv[RKRY�M�fj`%Kr`8tBMPORQ�K�[Rq�e�Q�\?ôE`�t.fhKR�R[pM�W6U�KRX+`8t{MPORQMPfhqIQ6XRQ^SVU�i��¢wB«²U�b8Q�K]W=n]}�U�³Ka´Q¢MPORQ�`%\lQ�q \lQI��[Rfh\lQ�Wµô+n�c�·SjQ^t M��a`%\µô+:¹c�·\lfhs%O�M���wl ê°é ¾nùªùªîlð�ø,ó²ï4ð�úaû»ïRú ó ; ú|û�ñ�òIðû6õ¤óBö Agô�ü�ïRõ¹C�âÔXå$ÔqÕ ù �ð�*�u���+� Ö$é æ�� Fséqê�� æ î@èâÚJFJLK�� �%����Z|U�KR`8M�O]Q�\�XRQ^XRfhY�U�M�Q^XkY^`%qI�R[]M�Q^\�Q�zp��Q�\Pfjq Q^K�M ORU8W�e�Q^Q�KkXRQ^d8Q�Sj`%��Q^XufjKÂ`%\PX]Q�\�M�`+MPQ�WlM MPORQ�Y�`%K�oWM�\l[RY^MPfjd%Q�q Q�M�OR`�XR`%Sj`%s8i¼tv`%\�M�fhqIQEWPQ^\PfhQ^W �]\PQ�X]fhY^MPfh`%K¯w ¦ KR`%Kpo°ShfhK]Q�U8\�X]i�K4U�q fjYcWi�WlM�Q^q U�eRShQ�M�`¼WPOR`�_X]fX2�Q�\PQ^K�M XpipKRU8q fjY(e�Q�O4U�d�fh`%\�tv`8\�XRfX2�Q�\lQ�K�M U8qI�RShf~M�[RXRQ `8t�fjMPW�fhKR�R[pM�O4U8W e�Q�Q�KkfhqI�RSjQ�qIQ�K�M�Q^X¨[RWPfjKRs©U}�U�M�ShU8e��%�pfjq�[RSjfhKRb Q�K�d�fh\l`%KRqIQ�K�M����²fjsRw{�%��w«'ORQ6M�U8\Ps%Q�M'`8t?M�O]fhW¥Q"z]��Q�\lfhqIQ�K�M'_|U8W'M�`�eR[RfjShXpo°[R��U�KR`8Kc�RU8\�U8qIQ^MP\PfjY*qI`pXRQ^S¯[RWlfhKRs�`8KRSji b�KR`�_gShQ�X]s%Q

Q"z�M�\�U�Y^M�Q^X�tv\l`%qÀ`%[pM��R[]M�Wlfhs%K4U�ShW'`8t¤M�ORQ£Wlfhq�[RShU�M�Q^X�Wli�WlMPQ�qcwJLK��]\PQ�SjfhqIfhK4U�\li(Q"zp��Q^\PfhqIQ�K�MPW�Z�MPORQ�U8�R�RSjfhY�U�M�fh`8Kc`�tBY�ShU8WPWlfhY�U�S¤SjfhKRQ�U8\'fhX]Q�K�M�f~¡4Y�U�MPfh`%KcqIQ^M�O]`pXRW�ShQ�U8X�MP`

��`�`%\�\lQ�Wl[RSjMPW�Z%Wl[RY�O U8W{U�WlMP\P`%KRs*XRQ���Q�KRX]Q�KRY�i�`8tRMPORQ|qI`�XRQ�S�tv\P`8q M�ORQ/_|`%\lb�fhKRs6��`%fjK�M�Z8U�KRX�fhqI�R\lQ�XRfjY^M�U�eRShQ\lQ�Wl[RSjMPW�fjKEY�`%KRK]Q�Y^MPfh`%KE_gfjMPOEY�O4U8KRs%Q^W�`8KEMPfhqIQªWPY�U8ShQ�w

�âÔXå$ÔXå � ØÙ×iØ®Ö$Ú�צ ��`%WlWPfjeRShQ'U��R�R\P`%U8Y�O�M�`6WM�[RXpi�M�ORQ|fhKR�R[pM���`%[pM��R[]M{\PQ�ShU�M�fj`%KRW¤`8t�U6Wli�WM�Q�q®fhW�MP`ªfhKR�][]MBfjM²U6\�U�KRXR`%qÕWPQ^\PfhQ^W�v\�U8K]XR`%qçWM�fjq�[RSVU�M�fh`8K�fjKR�R[]M*og­*�pJ�"Z,U8KRXrMPORQ�K+MP`�WlM�[]X]i+fjMPW6fhK]�R[]M�W£U�KRX+`%[]MP�R[]M�W^w�«'ORfjWªU8�R�]\P`�U8Y�OTfjWqIfhqIfhY�b�fjKRs U eRSjfhKRX�U8Y���[]fhWPf~M�fj`%KE`%KrUI\PQ�U�S¤�]SVU8K�M�_gORQ�\lQ�fjM�fjWgd8Q�\i�Q�U8WliEM�` Y�`%SjShQ^Y^M�X4U�M�UIeR[pM6fjM�fjWgd8Q�\iX]fj¶IY�[RS~M'M�` O4U�d%Q�U8K�i�Y^`%K�M�\P`8S,`8t�MPORQ£Wli�WlMPQ�qÐfhK]�R[]M�W'WlO4U8��Q�U�KRXcU8q �]ShfjMP[RXRQ�wJLKNM�ORQTK�[RqIQ�\lfhY�U�S6Q�zp��Q�\Pfjq Q^K�M�Z*MPORQTfhKR�R[pME`8t�MPORQTWli�WlMPQ�q _|U8W�UÂMP\�U8fjK:`8t�WM�Q^�RWc_gf~M�O:\�U�KRXR`%q

��Ñ

Page 11: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

Rate Limiter

+−

Sum

Mux

Mux

outputTo Workspace

100s +3s+1002

Transfer Fcn

Clock

Auto−ScaleGraph1

1s+1

Transfer Fcn1

11

DiscreteTransfer Fcn

Band−LimitedWhite Noise

*

Product

1

Gain

Auto−ScaleGraph

XY Graph

�S ¢¡4£¥¤§¦©¨¥ª¬«®­~¯V°Q­N±�²4³µ´g«¶p°Q´=·N¸¹¤§¦kº�¤§¦k»§¦�¼A½�¾¿½� ÁÀ4¼®À¿ÂR½§Ã�¦©¼�À4¼µÄÆÅ¢ ¢¼¥¦e¾Ç¤$»gÈJ»)½�¦kɮʾ¿É+º�ÅÁ Á½§£�Ë�¦�»kÊx¯�Ã�¦CÅ¢¦k¼�¡Ç½§Ã&ÀÇÂ̽�Ã�¦�º¥Å�¾¿½§¦e¾Ç£ÎÍ0¾Ç»©¨m½� ÁÉ+¦k»p½§Ã�¦�º�¦�¤§ ÁÀµË&À¿Â~½�Ã�¦�Â�£�¼¥ËH¾ÇÉ1¦�¼A½�¾ÇÅ�Â�¤§¦kÏJ£¥¦�¼�Ð;È&Àǽ§Ã�¦©Ë¥ÈJ¼H¾ÇÉ1 ¢Ð�¾ÇÅT»)ÈJ»g½�¦�ÉzÊÑ�ÒÁÓTÒÁÔ Õ�Ö¥×!ÖÙØ�Ú�ÖHÛ�Ü�ÝeÞ�Ý´ÆÂQÍߦ�»g½� ¢Éà£�Å�¾¿½§¦�½�Ã�¦pÐ� ¢¤)Ð�£� á½ÌÍV Á½�Ã�âN³µ´SÐ�ÃH¾Ç¼�¡4 Á¼�¡�¦;ã4¦�¤gÈä!å4æ*ç�èÇéµ½§Ã�¦Nº�À!Í0¦k¤0»)ºX¦kÐk½�¤)£�É껧Ã�À!ÍV»V¾*º�¦e¾¿ë+¾K½½§Ã�¦©Å¢¦;Â�½V¦�¼�ËTéH Á¼GÐ�À4¤)¤§¦�»)ºXÀǼ�Ë�¦�¼¥Ð�¦àÀ¿ÂR½§Ã�¦xÂ�¤§¦�ÏD£�¦k¼�ÐkÈzÀÇÂRÐ�ÃH¾Ç¼¥¡4 ¢¼�¡�ÀÇÂ�½�Ã¥¦*âp³µ´�Ê´ì¼®�S ¢¡�ÊÌí�éHÍߦ*º¥¤§¦�»)¦�¼A½N½§Ã�¦{º�Å¢ÀǽVÀ¿Â~¾eã4¦k¤�¾Ç¡4¦{É�£¥½§£H¾ÇÅQ Á¼¥Â�À4¤§É+¾¿½§ ¢À4¼�îXï�ð�ñ$ÀÇÂR½�Ã�¦©À4£µ½�º�£¥½p»§ Á¡4¼H¾ÇÅ�Ê̯�Ã�¦ò ¤§»)½�É1 ¢¼� ÁÉ�£�ÉêÀÇÂRîóï�ðNñ0 ¢»$Â�À4¤$ðõô÷öÁäeø�»)¦�пʭN»~»)Ã�À!ÍV¼m Á¼��S ¢¡�Ê�æµé4½�Ã¥¦V��·N·õ¤�¾K½� ¢ÀN¡4Àµ¦k»~½�À©¾xÉ+ Á¼� ¢Éà£�ÉùÂ�À4¤Ìú+ûüí�ÊR­NÅ¢»)À�éD¾Ç»�½§Ã�¦V ¢¼�º�£µ½Ì»§ ¢¡Ç¼H¾ÇÅ¥ Á»Ì¾½§¤�¾Ç Á¼+À¿ÂQ»)½§¦�º�»kéµ½ìÍßÀ�ºH¾Ç»g½$ ¢¼¥º�£¥½�»ß¾Ç¤)¦p»)£¥ý1Ð� ¢¦k¼A½0½�À*Ë�¦�»)Ð�¤) ¢þ�¦p½�Ã¥¦p¦�ÿµ½§¦�¤)¼H¾ÇÅó¦�ÿµÐ� Á½�¾¿½� ÁÀ4¼1»§ ¢¡Ç¼H¾ÇÅ Êàúmûõí�¾¿¼�˽ìÍßÀº�¾Ç»)½© Á¼�º�£¥½§»{ ÁÉ+º¥ÅÁÈz½�Ã�¦k¼ ½§ÃH¾¿½xÍߦ+»)Ã�À4£�ÅÁË £¥»§¦�½ìÍ0ÀzºH¾Ç»g½*ÀÇ£¥½�º�£µ½�»x½�Àz¤§¦kÐ�À4¼�»g½�¤)£�Ðk½{½�Ã�¦�Ë¥ÈJ¼H¾¿É+ ÁÐe¾ÇÅ»gÈJ»)½�¦kÉ®ÊÑ�ÒÁÓTÒcÑ ������� Ö�Û ��� ×�� � � Õ � Ý�Þ���Ú¯�Ã¥¦{É1ÀJË�¦�Å�ÀÇÂ�½�Ã�¦x˵ȵ¼�¾ÇÉ+ ÁÐe¾ÇÅX»)ÈJ»)½§¦�É Í0¾Ç»�É+¾ÇË�¦�£¥ºzþAÈ�¾�«®£�ÅÁ½§ áÄì°�¾eÈǦ�¤���¦�¤§Ðk¦�º¥½§¤§À4¼GÍV Á½§ÃGú1 Á¼�º�£¥½§»��Çú») ¢¡4É1À4 ÁËH¾ÇÅH¼�ÀJË�¦�»ß ¢¼�¾ ò ¤§»g½�Ã� ÁË�Ë�¦�¼mÅ�¾eÈ4¦k¤�é�ú�») ¢¡4É1À4 ÁËH¾ÇÅH¼�ÀJË�¦�»0 ¢¼�¾*»§¦�ÐkÀ4¼�Ë�Ã� ÁË�Ë�¦k¼�Å�¾eÈ4¦k¤�饾Ǽ�ËÎä�ÀÇ£¥½�º�£µ½

äÇä

Page 12: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.51.6

1.8

2

2.2

2.4

2.6

2.8

Time Lag [sec]

Ave

rage

Mut

ual I

nfor

mat

ion

[bit]

�S Á¡4£�¤§¦xí¥ª~­pã4¦k¤�¾Ç¡Ç¦à«z£¥½�£H¾¿Å�´ì¼µÂ�À4¤§É+¾¿½� ÁÀ4¼�ÀÇÂ�½�Ã¥¦{ÀÇ£¥½�º�£µ½pÀ¿ÂR½§Ã�¦©»§ ¢Éà£�Å�¾¿½§¦�Ë�¼�ÀǼµÄìÅÁ ¢¼�¦�¾Ç¤$»)ÈJ»g½�¦�ÉzÊ

0 5 10 150

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Embedding dimension

Pro

port

ion

of F

alse

Nea

rest

Nei

ghbo

urs

�S Á¡4£�¤)¦©æµª¬��¾ÇÅ¢»)¦x·p¦�¾Ç¤§¦k»)½N·p¦� Á¡4ÃDþXÀǤ§»�ÀÇÂ�½�Ã�¦©À4£µ½�º�£¥½�ÀÇÂ�½�Ã¥¦{») ¢É�£¥Å�¾¿½§¦�Ë�¼�À4¼JÄìÅ¢ Á¼�¦e¾¿¤$»)ÈJ»)½§¦�ÉzÊä��

Page 13: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 10 20 30 40 50 60 70−0.4

−0.2

0

0.2

0.4

0.6

time [sec]

Mea

sure

men

t s(t

)

0 10 20 30 40 50 60 70−0.01

0

0.01

0.02

0.03

0.04

time [sec]

Err

or

�R ¢¡4£�¤)¦�ø¥ª���������� ��!x£µ½�º�£¥½�»§ ¢¡Ç¼H¾ÇÅÌÂ�¤§À4É ½�Ã¥¦�»§ ÁÉ�£�Å�¾K½�¦�ËÙ¼�À4¼µÄÆÅ¢ Á¼�¦e¾Ç¤{»)ÈJ»g½�¦�É ­�·#"  á½�»*¦�»)½§ ¢É+¾¿½� ÁÀ4¼ þDȾ®í¿Ä%$KÄ�ä�«®°&��ÊS¯�Ã�¦+½�¤�¾¿ ¢¼� Á¼�¡®»)¦k½*Í$¾Ç»*½�Ã�¦Gæ�Ñ%Ñ%Ñ ò ¤§»)½à»)½§¦�º�»zï�  Ê ¦ÇÊz£�º ½�À&æ8Ñ®»)¦�Ð!ñ�Ê(')��*+��,-�."� 0/X¦�¤)¦�¼�Ðk¦þ�¦k½ìÍߦ�¦k¼½�Ã¥¦{»gÈJ»)½�¦kÉ À4£¥½§º�£¥½p¾Ç¼�Ëz Á½§»�«°�� ¾Çº�º�¤)Àeÿ¥ ÁÉm¾K½� ¢ÀǼTÊ-12��354768�23:9;�=<�4 >)��?@��A;3B����?3�476DC�*FE�6DC�*+�8E G

ÅÁ ¢¼�¦�¾Ç¤à¼¥ÀµË�¦ ï�úIHJ�ÇúÇÄ=úÇÄ�ä!ñ;Êί�Ã�¦GË� ÁÉ+¦k¼�»§ ÁÀ4¼tÀÇÂV½§Ã�¦� ¢¼�º¥£¥½CÅ�¾eÈǦ�¤�ú�ÀÇÂV½�Ã�¦z«°�� Í$¾Ç»�»)¦k½�¦�ÏD£H¾¿Å0½�Àν§Ã�¦Ë¥ ¢É1¦�¼�») ¢À4¼�ÀÇÂR½�Ã�¦©¤)¦�Ð�ÀǼ�»)½§¤§£�Ð;½�¦�Ë®»§ºH¾¿Ð�¦{ÀÇÂR½§Ã�¦©Ë¥ÈJ¼H¾ÇÉ1 ¢Ð�¾ÇÅT»)ÈJ»g½�¦�ÉzéH»§À�KQô í¥ÊÑ�ÒÁÓTÒ0L M � Ý � Û�×�Ý­êËH¾¿½�¾zþ�¾Ç»§¦1ÀÇÂ$Å¢¾Çþ�¦�Å¢¦kËÙº�¾¿½§½§¦�¤§¼¥»=N&O1ôQPÁïSRTOIU@RTO8VXWYUZ[OIUZ[O8VXW�ñ�\=Z�O@V^]7WT_¬Í0¾Ç»{À4þ¥½�¾Ç ¢¼�¦kËÙþAÈ »)½§ ¢É�£¥Å�¾¿½§ ¢¼�¡½§Ã�¦�¼�ÀǼµÄìÅÁ ¢¼�¦�¾Ç¤ÌÐ� ¢¤)Ð�£� á½0ÍV á½�Ã�¾�âp³µ´~ÀÇÂ`�{»§¦�пÊ~ðüô÷öáä!øà»)¦�Ð�ïSR®¾¿¤§¦p½§Ã�¦� Á¼�º�£¥½§»$¾Ç¼�ËaZN½§Ã�¦�À4£¥½§º�£¥½§»$ÀÇÂT½§Ã�¦»gÈJ»)½�¦kÉ�ñ�Ê߯�Ã¥¦{Ë�¾¿½�¾CþH¾Ç»)¦xÍ$¾Ç»V»)£�þXË¥ ÁãJ ¢Ë�¦kË® Á¼G¾CÅ¢¦e¾¿¤§¼� Á¼�¡�é�¾�½§¦�»)½p¾Ç¼¥Ë®¾C㿾ÇÅ¢ ÁËH¾¿½§ ¢À4¼+»§¦k½§»VÀÇÂ~æ�Ñ%Ñ%Ñ¥éTä�Ñ%Ñ%ѥ龿¼�ËÙä�Ñ%Ñ%ÑCºH¾¿½)½�¦�¤)¼�»�Ê̯�Ã�¦k¼TéH½�Ã�¦©ÅÁ¦e¾Ç¤)¼� ¢¼�¡C»)¦k½VÍ0¾Ç»V»§ÃD£Jb1¦�Ë&¾¿¼�˾Cí¿Äc$KÄìíKÄ�ä©«°�� Í0¾Ç»V½�¤§¾Ç ¢¼�¦kËGÀ4¼G Á½eÊ´ì¼Ù�S ¢¡�ÊTø¥éQ½�Ã�¦�ã4¦k¤)È�¡4ÀJÀµË�ÏD£H¾ÇÅÁ Á½ìÈ&À¿Â$¾Çº¥º�¤§Àeÿµ ¢É+¾¿½� ÁÀ4¼&ÀÇÂß½�Ã�¦�þ�¦�ÃH¾eãJ ¢À4¤©ÀÇÂß½�Ã�¦1Ë¥ÈJ¼H¾ÇÉ1 ¢Ð�¾ÇÅ�»gȵ»g½�¦kÉÀÇþ¥½�¾Ç Á¼�¦�ËGþAÈ�½�Ã¥¦à«®°&�  ¢»�»§Ã¥À�ÍV¼óÊd#e7f gih�h�jlk%mYnpo;k%qBrso^qtnvu�o^w�nyx z|{)}T~�k�r)w´ì¼�P��Jä�_�éD½§Ã�¦�Ð�À4¼�»g½�¤)£�Ðk½§ Áã4¦�É1¦k½�Ã¥ÀµË�ÀÇÅ¢À4¡ÇÈ*Í$¾¿»0¾Çº¥º�Å¢ Á¦�ËC½�Àx½�Ã¥¦pË�¦k»§ Á¡4¼+À¿ÂT¾{·p¦k£�¤�¾ÇÅ�·�¦k½ìÍßÀ4¤§ë�Â�À4¤~Â�À4¤)¦�Ð�¾Ç»)½gÄ Á¼�¡�½�Ã�¦©ãJ ¢þ�¤§¾¿½� ÁÀ4¼�Ð�À4¤)¤§¦k»§º�À4¼�Ë� Á¼�¡+½§À1½§Ã�¦*ÐkÀ4¤§¤)¦�Ð;½pÍßÀ4¤§ëD Á¼�¡+»g½�¾¿½§¦*À¿Â$ä�æ8Ñ1«a� ³µ ¢¦kÉ+¦k¼�»p»g½�¦�¾ÇÉ ½�£�¤)þ� ¢¼¥¦¾K½�¾1¡4 áã4¦k¼®¤)£�¼�¼� Á¼�¡�ºXÀ4 Á¼A½eÊ

äe¨

Page 14: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 200 400 600 800 1000 1200 1400-20

-10

0

10

20

30

40

Frequency

Pow

er S

pect

rum

Mag

nitu

de (

dB)

�R ¢¡4£�¤)¦��µª���À!Í0¦k¤�³µº�¦�Ð;½�¤§£¥É¹ÀÇÂó½§Ã�¦�½§ ¢É1¦$»§¦k¤§ Á¦�»¬ÀÇÂ�ä�Ñ��¿í©ºXÀ4 Á¼A½�»Ì£�»§¦kË+Â�À4¤~½§¤�¾Ç Á¼� ¢¼�¡�½§Ã�¦p«°��RÊD¯�Ã�¦�»§¦k¤§ ¢¦k»Ã�¾Ç»VþX¦k¦�¼¤)¦�ÐkÀ4¤§Ë�¦kË® Á¼Gí�Ñ%ÑCÉ+»�þAÈz¾Ç¼z¾ÇÐkÐ�¦kÅ¢¦�¤)À4É1¦k½�¦k¤�Ð�À4£¥º�Å¢¦kËz½§À+¾Gä�æ8Ñ1«a� »)½§¦e¾ÇÉ ½§£�¤§þ¥ ¢¼�¦¿Ê´ì¼¥Â�À4¤)Ém¾K½� ¢ÀǼ À¿Â0½�Ã¥¦+ÍßÀ4¤§ëD ¢¼¥¡»)½�¾¿½�¦+ÀÇÂ0½§Ã�¦+½§£�¤§þ¥ ¢¼�¦+¾Ç¤§¦1À4þ¥½�¾Ç ¢¼¥¦�ËÙ½§Ã�¤§ÀÇ£�¡4ÃÙ½§Ã�¦1É+¦�¾Ç»§£�¤)¦�É1¦�¼A½�»*ÀǺ¥ ¢¦�èkÀµ¦kÅ¢¦kÐk½�¤) ¢Ðx¾¿Ð�Ð�¦kÅ¢¦k¤§À4É1¦k½§¦�¤§»VÐkÀ4£�º�ÅÁ¦�Ë�½�ÀCºH¾¿¤)½VÀÇÂ�½�Ã�¦�½§£�¤§þ¥ ¢¼�¦©¾Ç¼¥ËzÐkÀ4Å¢ÅÁ¦�Ð;½� ¢¼¥¡à½�Ã�¦x㿾Ǥ) ¢À4£�»ßãµ Áþ�¤�¾K½� ¢ÀǼ�»�ʯ�Ã�¦zÐ�À4¼¥»§ ¢Ë¥¦�¤§¦kË ËH¾¿½�¾�Íߦ�¤)¦½ìÍßÀÙ½� ÁÉ+¦�»)¦�¤) ¢¦�»+ÀÇÂ�í%Ñ%Ñ É1»ïgä�Ñ��KíÙº�À4 ¢¼A½§»1¦�¾ÇÐ�Ã�ñ�¤§¦�ÐkÀ4¤§Ë¥¦�Ë ÍV á½�à ¾Ç¼ Á¼A½�¦�¤g㿾ÇÅQÀÇÂp$�Ã¥À4£�¤§»kÊ

Ñ�ÒÁÔTÒ�� Õ�Ö¥×!ÖÙØ�Ú�ÖHÛ�Ü�ÝeÞ�ݯ�Ã¥¦�ºXÀ!Íߦ�¤p»§º�¦�Ðk½§¤§£�É ÀÇÂ�½§Ã�¦ ò ¤§»)½p½� ÁÉ+¦©»§¦k¤§ Á¦�»� Á»pË� Á»§º�Å¢¾eÈ4¦�Ë® ¢¼�S ¢¡�Ê��JÊ�¯�Ã¥¦�Ém¾¿ ¢¼zºX¦k¤§ ¢ÀJËzÀÇÂ�½�Ã¥¦*½� ÁÉ+¦»)¦�¤) ¢¦�»{ ¢»xÐkÅ¢¦�¾Ç¤§ÅáÈãJ ¢») ¢þ�ÅÁ¦ÇéQþ�£¥½*¾�Å¢À¿½©ÀÇÂ0»)¦�ÐkÀ4¼�ËH¾Ç¤gÈ&Â�¤§¦kÏJ£¥¦�¼�Ð;ÈÙº�¦e¾¿ëJ»{»§Ã¥À4£�Å¢Ë þ�¦1¼¥Àǽ� ÁÐ�¦�ËóéR¾¿ºH¾Ç¤)½©À¿Âß½§Ã�¦Ã�¾Ç¤§É1À4¼� ÁÐ�»�ÀÇÂV½§Ã�¦�Ém¾¿ ¢¼tº�¦�¤) ¢ÀJËTÊ�¯�Ã�¦GÉ�£�ÅÁ½§ ¢º�ÅÁ ¢Ðk Á½ìÈ&ÀÇÂV½§Ã�¦�»§¦kÐ�À4¼�Ë�¾Ç¤)Èqº�¦e¾¿ëJ»1¾Ç¼¥Ët½�Ã�¦�Ë�¦kÐe¾eÈqÀÇÂV½§Ã�¦º�À!Í0¦k¤p»)ºX¦kÐk½§¤§£�É  Á»V¾�») ¢¡4¼GÀÇÂ�½�Ã¥¦{¼¥À4¼�Å¢ Á¼�¦e¾¿¤§ Á½ìÈ+ÀÇÂ�½�Ã�¦©»gȵ»g½�¦kÉ�P ä _�ʯ�Ã�¦à½§ ¢É1¦*Å¢¾Ç¡mÐkÀ4¤§¤)¦�»)ºXÀ4¼¥Ë� ¢¼�¡�½§Àm½�Ã¥¦ ò ¤§»g½xÉ1 ¢¼� ÁÉ�£�É ÀÇÂ~½§Ã�¦C¾eã4¦k¤�¾Ç¡Ç¦CÉ�£¥½�£�¾ÇÅR Á¼¥Â�À4¤)Ém¾¿½§ ¢À4¼G Á»Nð ôí¥ö�ø�$I�aZ ï��S ¢¡¥Ê�$Añ;Êz¯�Ã� ¢»* ¢¼A½�¦k¤)㿾ÇŬ ¢»*¾Ðe¾¿¼�Ë� ¢Ë�¾¿½�¦1Â�À4¤{½§Ã�¦+½§ ¢É1¦+Å¢¾Ç¡zþX¦;½ìÍ0¦k¦�¼q½�Ã�¦mÐ�À4É1ºXÀǼ�¦�¼A½�»*ÀÇÂ$½§Ã�¦»g½�¾¿½§¦xã4¦�Ð;½�À4¤)»�½§À+þ�¦x ¢¼¥º�£¥½V½�ÀC½�Ã¥¦{¼¥¦�£�¤§¾ÇÅQ¼�¦k½ìÍßÀ4¤)ë�Â�À4¤§¦kÐe¾Ç»g½�¦�¤kʯ�Ã�¦C��¾ÇÅÁ»§¦*·p¦�¾Ç¤§¦k»)½©·�¦� ¢¡ÇÃJþ�À4¤)»�¾ÇÅÁ¡4À4¤§ á½�Ã�É Å¢¦e¾¿Ë�»p½§À�¾Ç¼Î¦k»)½� ÁÉm¾K½�¦{ÀÇÂ~½�Ã�¦à¦�É�þ�¦�Ë�Ë¥ ¢¼�¡�Ë¥ ¢É1¦�¼�») ¢À4¼zÀÇÂú��ô æµÊÑ�ÒÁÔTÒÁÓ ������� Ö�Û ��� ×�� � � Ý��Y ����� ÖHÝ;× ��� Õ � Ý�Þ���Ú ÖHÚ&��M � Ý � Û�×!ݯ�Ã¥¦V«®£�Åá½� áÄì°�¾!ÈǦ�¤&�R¦k¤§Ðk¦�º¥½§¤§À4¼�Â�À4¤)¦�Ð�¾Ç»)½§¦�¤SÍ0¾Ç»SË¥¦�»§ Á¡4¼�¦kË�£�»§ Á¼�¡p½§Ã�¦0º¥¤§¦kãJ ÁÀ4£�»S¦;㿾ÇÅ¢£H¾K½� ¢ÀǼ�»�ÀÇÂ�½�Ã¥¦0À4º¥½§ ¢É+¾ÇŽ§ ¢É1¦�Å�¾¿¡à𠾿¼�Ë�½�Ã�¦xÉ1 ¢¼� ÁÉm¾¿ÅH¦�É�þ�¦�Ë�Ë¥ ¢¼�¡�Ë� ÁÉ+¦k¼�»§ ÁÀ4¼�ú���é¥Íߦ©Ðe¾Ç¼GË�¦k»§ ¢¡Ç¼z¼¥À�Í ¯�Ã�¦©¼D£�É�þ�¦�¤�ÀÇÂ� Á¼�º�£¥½§»

ä�í

Page 15: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 5 10 15 20 25 30 35 400

0.5

1

1.5

2

2.5

3

3.5

4

Time Lag [a.u.]

Ave

rage

Mut

ual I

nfor

mat

ion

[bit]

�S ¢¡Ç£�¤§¦�$¥ª~­�ã4¦k¤�¾Ç¡4¦*«®£µ½�£H¾ÇÅ�´ì¼¥Â�ÀǤ§É+¾¿½� ÁÀ4¼G³µº�¦�Ð;½�¤§£¥É Â�À4¤$½�Ã�¦©»g½�¦e¾¿É ½�£�¤)þ� ¢¼¥¦ÇÊ

550 560 570 580 590 600 610 620 630 640 650

0.2

0.3

0.4

0.5

0.6

0.7

0.8

Mea

sure

d A

ccel

erat

ion

[a.u

.]

Time [a.u.]

�R ¢¡4£�¤)¦��¥ª�³J½§¦e¾ÇÉ ½§£�¤§þ� Á¼�¦�½� ¢É1¦�»§¦k¤§ ¢¦k»�ï�Ð�À4¼A½� Á¼D£�À4£�»*Å¢ ¢¼¥¦!ñ�¾Ç¼�ËÙ Á½§»{Â�À4¤)¦�Ð�¾Ç»)½�ï�Ë�Àǽ)½�¦kË Å¢ Á¼�¦!ñ�þAÈÙ¾Îæ�Ä%��Ä�ä») ¢¡4É1À4 ÁËH¾ÇÅ󫮣�ÅÁ½§ áÄì°�¾eÈǦ�¤��R¦k¤§Ðk¦�º¥½§¤§À4¼TÊä!æ

Page 16: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

À¿Â�½�Ã�¦�¼¥¦k½ìÍßÀ4¤§ë Í$¾Ç»à»§¦k½à½�À�æµÊ¯�Ã�¦m½�¤§¾Ç ¢¼¥ ¢¼�¡®ºH¾¿½§½§¦�¤)¼�»àÍߦ�¤§¦�½§Ã�¦�æ!ÄìË� ÁÉ+¦k¼�»§ ÁÀ4¼H¾ÇÅ~»g½�¾¿½§¦mã4¦kÐk½�ÀǤ§»�ÍV Á½§ÃÐkÀ4É1ºXÀ4¼¥¦�¼A½�»Ì»§¦kºH¾Ç¤§¾¿½�¦kËmþAÈ�í�Ê<ø�$xÉ+»kÊS¯�Ã�¦�¤§¦kÏJ£¥¦�»)½§¦�Ë�ÀÇ£¥½�º�£µ½¬Í0¾Ç»Ì½�Ã�¦�㿾ÇÅÁ£�¦�ÀÇÂ�½�Ã�¦�½� ÁÉ+¦�»)¦�¤) ¢¦�»Vä4Ê�æÇøxÉ1»Å¢¾¿½�¦k¤�½�ÃH¾Ç¼z½�Ã�¦{É1À4»)½�¤§¦kÐ�¦k¼D½NÐ�À4É1º�À4¼�¦�¼A½pÀÇÂS½§Ã�¦{»)½�¾K½�¦©ã4¦�Ð;½�À4¤kÊ�¯�Ã�¦àþ�¦�»g½N¤)¦�»)£�ÅÁ½§»�Íߦ�¤)¦àÀ4þ¥½�¾Ç ¢¼¥¦�Ëz£�»§ Á¼�¡¾+æ�Ä%��Ä�ä©«®°&��ʯ�Ã�¦{½�¤�¾¿ ¢¼� Á¼�¡+»)¦k½xÀ¿Â�½�Ã�¦à¼�¦k½ìÍßÀ4¤§ëzÐ�ÀǼ�»§ Á»)½�¦kË&ÀÇÂÌø%Ñ8Ñ+ã4¦kÐk½�ÀǤ§»�ÊN­÷½�¦k»)½N»§¦k½�ÀÇĄ̂�����ã4¦kÐk½�ÀǤ§»�Í0¾Ç»�£�»)¦�Ë Á¼GÀ4¤§Ë�¦k¤�½�À�»)½§À4º®þ�¦kÂ�ÀǤ§¦©À!ã4¦�¤=Äƽ§¤�¾Ç Á¼� ¢¼�¡¥Ê�¯�Ã�¦�»)¦{½ìÍßÀ1»§¦k½§»�Íߦ�¤)¦*þ¥£� ¢Åá½$ÍV Á½§ÃG½§Ã�¦ ò ¤§»g½V½� ¢É1¦�»)¦�¤§ Á¦�»kʯ�Ã�¦*À4þ¥½�¾¿ ¢¼�¦kËÂ�À4¤§¦kÐe¾Ç»g½�¦k¤pÍ0¾Ç»N½�Ã¥¦�¼Î㿾ÇÅ¢ ÁËH¾¿½§¦�ËGÍV Á½�Ã������1ãǦ�Ð;½�À4¤)»�þ�£� ÁÅÁ½�À4¼½§Ã�¦à»)¦�Ð�ÀǼ�Ë&½� ¢É1¦©»§¦k¤§ ¢¦k»ï�ÍVÃ� ¢Ð�ÃzÍ$¾¿»p¤)¦�Ð�ÀǤ§Ë�¦kË�$1Ã¥À4£�¤§»p¾¿Â�½§¦�¤�½�Ã�¦ ò ¤)»)½pÀ4¼�¦Çé�¾Ç¼¥Ë®»)Ã�À!ÍV»�¾+»)Å¢ Á¡4ÃA½�ÅÁÈ+Ë� �/ó¦k¤§¦�¼A½pºXÀ!Íߦ�¤�»§º�¦�Ð;½�¤§£¥É�ñ�Ê´ì¼®�S Á¡�Ê^�CÍ0¦©Ð�¾Ç¼®»)¦�¦k¼®½�Ã�¾¿½�½�Ã�¦xÂ�À4¤)¦�Ð�¾Ç»)½§¦�¤� ¢»V¾Çþ�ÅÁ¦�½�ÀCÂ�À4ÅÁÅ¢À!Íü½�Ã�¦©»§¦kÐ�À4¼¥Ëz½§ ¢É1¦x»§¦�¤) ¢¦k»�Ê� ���[���� �¡ ¢=£���¤¦¥�§�¨©£y �ª «¬��¢=¡�­a®��[®¯¢���° ±²�[ª ¥ �³¥)£-��¥�®µ´�¶�£©¥�§�¢�®`¨&·

�[���

¸ e�¹ u#k�r)º»{�j%n©}¼u#h=w�m½o^}T{�x gir)nyj%¾�¿Jk�¿¯�Ã¥¦xº�¤§À4º�À4»)¦�Ë�Ð�ÀǼ�»)½§¤§£�Ð;½� ÁãǦ�É1¦k½�Ã¥ÀµË�ÀÇÅ¢À4¡ÇÈ�Ð�¾Ç¼�¼�Àǽ0þX¦pË� ¢¤)¦�Ð;½�ÅÁÈ+¾Çº¥º�Å¢ Á¦�Ë+½§À�Â�À4¤§¦kÐe¾Ç»g½� Á¼�¡àË� Á»§ÐkÀ4¼A½� ¢¼D£�ÀÇ£�»ÀǤ0 ¢¼A½§¦�¤§É1 Á½)½�¦k¼D½¬») ¢¡4¼H¾¿Å¢»�鵾ǻ¬½�Ã�¦p£�¼� ÁãǦ�¤)»�¾ÇÅ�Â�£�¼�Ð;½� ¢ÀǼ�¾Çº�º�¤)Àeÿ¥ ÁÉm¾K½� ¢ÀǼ�½§Ã�¦�ÀǤ§¦�É1»ßÂ�ÀǤ0¼�¦k£�¤�¾ÇÅ�¼�¦;½ìÍ0À4¤)ëD»2P í�_¾¿¼�ËzÂ�£¥è�èkÈG»gÈJ»)½�¦kÉ+»=P ¨Aæ _�¤)¦�ÏD£� ¢¤)¦x½�Ã�¦©Ð�ÀǼD½§ ¢¼D£� á½ìÈ�ÀÇÂR½�Ã�¦xÂ�£�¼�Ð;½� ÁÀ4¼�½�À�þX¦{¾Çº¥º�¤§Àeÿµ ¢É+¾¿½�¦¿Ê´ì¼aP ¨I_ éA á½�ÃH¾¿»~þX¦k¦�¼�º�¤§ÀǺXÀ4»)¦�Ë1¾Ç¼C¦�ÿµ½§¦�¼�») ¢À4¼�ÀÇÂ�½§Ã�¦�º�¤§ÀǺXÀ4»)¦�Ë�¾Çº¥º�¤§ÀA¾¿Ð�Ã�½§À�½�Ã�¦�Ë¥¦�»§ Á¡4¼CÀÇÂ�¼�¦k£�¤�¾ÇÅ¥¼�¦k½gÄÍßÀ4¤)ëJ»ßþH¾Ç»)¦�½§ ¢É1¦�»§¦�¤) ¢¦k»¬Â�À4¤)¦�Ð�¾Ç»)½§¦�¤Ì½�À{º�¤§¦kË� ¢Ð;½� ¢ÀǼ1À¿ÂQ¾eã4À4 ÁË1½§Ã�¦V¦�/X¦�Ð;½$ÀÇÂXË� ¢»)Ð�À4¼A½§ ¢¼D£�À4£�»¬À4¤Ì ¢¼A½§¦�¤§É1 Á½)½�¦k¼D½») ¢¡4¼�¾ÇÅ¢»©£�») ¢¼�¡¾®º�¤)¦;Ä캥¤§ÀJÐ�¦�»)»§ Á¼�¡ÎÀÇÂ$½§Ã�¦1¤�¾e͹½� ÁÉ+¦�»§¦k¤§ Á¦�»àþ�¾Ç»§¦kËtÀ4¼Ù½§Ã�¦�³J ¢¼�¡4£¥Å�¾Ç¤=Äg³µº�¦�Ð;½�¤§£¥É ­N¼H¾¿ÅÁÈJ»§ Á»ï�³�³µ­�ñ2P ä!ø¥é;�Çø¥é�¨4¨JéQä � _�Ê´ì¼ ³�³J­ ½�Ã¥¦m»)½�¾¿½�¦1ã4¦kÐk½�ÀǤ�ÀFÁVô_ï7Z ÁÂU8Z[ÁÃVFÄUmöáöÁö-UZ ÁÅV;ÆÈÇ;Ä)ñx ¢»*¾Ç¼q¾¿£�¡4É1¦�¼A½�¦kË ã4¦kÐk½�ÀǤàÀÇÂ�½§Ã�¦m»)¦�¤§ Á¦�»�ZAéÉ+¾ÇË�¦x£¥º®þAÈz¾C¡4 ÁãǦ�¼z¼D£�É�þ�¦�¤VÀÇÂR»�¾ÇÉ1º�Å¢¦k»�É÷ʯ�Ã�¦*Ð�À4¤)¼�¦�¤)»)½�ÀǼ�¦�ÀǬ³¥³µ­2 Á»�½§Ã�¦�¸©¾Ç¤)ÃJ£¥¼�¦�¼µÄì°QÀ;ʦkãǦ�¦;ÿµºH¾Ç¼¥»§ ¢ÀǼ&À4¤Ë�~¤) ¢¼�Ðk ¢ºH¾ÇÅ&Ì0ÀÇÉ+º�À4¼�¦k¼D½N­N¼H¾¿ÅÁÈJ»§ Á»ï��-Ì0­xñ2P ¨�Í _Q½�ÃH¾K½V ¢»�þH¾Ç»)¦�Ë®À4¼�½�Ã�¦©¦� Á¡4¦�¼A㿾ÇÅÁ£�¦�»Vº�¤)À4þ�Å¢¦kÉ ÀÇÂ�½�Ã¥¦{Å¢¾Ç¡4¡4¦kËGÐ�À!㿾Ǥ§ ¢¾Ç¼�Ð�¦xÉ+¾¿½§¤§ áÿ³ÎyÏ;ʯ�Ã�¦*À4¤§ Á¡4 ¢¼H¾¿ÅT»§¦k¤§ ¢¦k»NÐ�¾Ç¼Îþ�¦à¦;ÿµºH¾¿¼�Ë�¦�ËÎÍV á½�¦�»)ºX¦kÐk½p½�À+½§Ã�¦àÀǤ)½�Ã¥À4¼�À4¤)Ém¾ÇÅQþ�¾Ç»§ Á»NÐ�ÀǤ§¤§¦k»§º�À4¼�Ë� Á¼�¡+½§À½§Ã�¦©¦� Á¡4¦�¼Aã4¦kÐk½§À4¤§»�ÀÇÂyÎyÏ

Z ÁÅV�Ð�ô ÆÑO8ÒFÄ�Ó

OÁ R OÐ U ä2ÔÖÕ�Ô×É×U Í�ÔÙØyÔÛÚÝÜÖÉ ïgä �ÇñÍVÃ¥¦�¤§¦ Ó

OÁ ¾Ç¤)¦�Ðe¾ÇÅÁÅ¢¦kËaÞ�?4:A½6�4ßÞJC�*�68��àËÞ;��A½��A;3SE*ï��-Ì0»�ñ�¾Ç¼�Ë®½�Ã�¦�¦k ¢¡4¦k¼AãǾ¿Å¢£�¦k»)R OÐ ¾Ç¤)¦�Ðe¾¿Å¢Å¢¦kË®½§Ã�¦���àËÞ�4:?476DC�*��?3:9;�Dá���A�C�*�âã�A½6�3547��AJExï5ä-!x�S»�ñ»å�Ê´ì¼³P ¨��µéDä�ÍJéǨǨµéDä!¨¥éDä �µé��I_JÉ+¾Ç¼AÈ{¾Çº�º�ÅÁ ¢Ð�¾¿½� ÁÀ4¼�»QÀÇÂ�³J ¢¼�¡4£¥Å�¾Ç¤�³µº�¦�Ð;½�¤)£�É ­N¼H¾ÇÅáÈJ»§ ¢»�ÃH¾eã4¦0þX¦k¦�¼àº¥¤§¦�»)¦�¼A½�¦kËTé Á¼�Ð�ÅÁ£�Ë� Á¼�¡C¼�À4 Á»§¦x¤§¦kË�£�Ð;½� ¢ÀǼTéHË�¦k½§¤§¦k¼�Ë� ¢¼¥¡�éH»§º�¦�Ð;½�¤�¾¿ÅQ¦�»)½§ ¢É+¾¿½�¦¿éH¾Ç¼�Ëzº�¤)¦�Ë� ÁÐk½� ÁÀ4¼Tʸ eÂæ çÙw�mYqBr)¿�oJ}T{)m½o^w�èémYq»xth=qBr)w&rêoJ¿ënyr)èì};w�mYqBr)¿�oJ}T{)m½o^w�èQí¦n�îBw�¿�HÀ4ÅÁÅ¢À!ÍV ¢¼¥¡�מּǣµ½�¾Ç¤)Ë&¾Ç¼�ËñðxÃ� ÁÅ»P ¨4¨I_�éó»)£�º�º�À4»§¦*Í0¦�Í0¾Ç¼A½�½�Àm¤§¦�ÐkÀ4¼�»g½�¤§£¥Ðk½�½§Ã�¦�À4¤) ¢¡4 Á¼H¾ÇÅQ»§ Á¡4¼H¾ÇÅ`Z Á~»g½�¾Ç¤g½� ¢¼¥¡Â�¤)À4É÷¾x³�³µ­ »)£�þ�»)ºH¾ÇÐ�¦�òùÀǽó*¦k ¢¡4¦k¼Aã4¦�Ð;½�À4¤)»�Ê̱ßÈà¾Ç¼H¾¿Å¢À4¡ÇÈ©ÍV á½�Ã�ä~Ï�Ê�ä �µé¿½�Ã�¦$º¥¤§À4þ�ÅÁ¦�É Ðe¾¿¼CþX¦0Â�ÀǤ§É+¾ÇÅ¢ Áè�¦�˾¿»V½§Ã�¦©»§¦�¾Ç¤§Ð�ÃzÂ�À4¤V¾C»§¦�¤) ¢¦k»|ôZ{ÀÇÂSÅÁ¦�¼�¡¿½�ÃaÚÙéH»)£�Ð�ÃH¾¿½V½�Ã�¦©ÏD£H¾Ç¼A½§ Á½ìÈ

õ@öø÷ ù©ú½ûpü^ýYþ%ÿ���ý����������5ù��#ÿ ~ �7÷ ÿ���ÿ ~�� � ����ý��ßý }äeø

Page 17: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

���ßï[ôZ�ñÌô�� ÇXÆÑÁÅÒ��

ÆÑÐlÒFÄ ï[ôZ ÁÅV�Ð»Ü Ñ

O���� ÓOÁ R OÐ ñ ] ïgä!¨4ñ

 Á»pÉ1 ¢¼¥ ¢É1 ¢è�¦kËTÊ$´ì¼ÎÀ¿½�Ã�¦k¤�ÍßÀ4¤§Ë¥»�éó½§Ã�¦àÀ4ºµ½� ¢É+¾ÇÅT»)¦�¤) ¢¦�»�ôZà ¢»V½�Ã�¦*À4¼�¦*ÍVÃ¥À4»§¦C¾¿£�¡4É1¦�¼A½�¦kËã4¦k¤§»§ ÁÀ4¼ ô�  Á»�½§Ã�¦ÐkÅ¢À4»)¦�»g½eéT Á¼½�Ã�¦àÅ¢¦e¾¿»)½)ÄÆ»§ÏD£H¾Ç¤)¦�»�»)¦�¼�»)¦ÇéT½§Àm½�Ã�¦àº�¤§À��)¦kÐk½§ ¢À4¼&ÀÇÂ~½§Ã�¦C¾Ç£¥¡4É+¦k¼A½�¦�Ë»§¦�¤) ¢¦k» � ÀǼD½§À³ä-!x�S»NÍV Á½§Ã Á¼�Ë� ÁÐ�¦�»Vþ�¦�ÅÁÀ4¼�¡4 Á¼�¡à½�À.ò�Ê~¯�Ã�¦{»§ÀÇÅ¢£¥½§ ¢À4¼�ÀÇÂ�½�Ã¥¦{ÅÁ¦e¾Ç»g½)ÄÆ»§ÏD£H¾Ç¤)¦�»�º�¤§À4þ¥Å¢¦�É ÀÇÂpäÌÏ�ÊQä!¨� ¢»�¡Ç Áã4¦k¼GþDÈ

ôZ Áóô�������� ������

ÄÆ"! ÆÐDÒFÄ ! O���� ÓOÁ+ÇIÐ R OÐ Â�À4¤ É ÔÙØyÔÛÚvÜ É #üä

Ä Á ! ÁÐDÒFÄ ! O���� ÓOÁ0ÇIÐ R OÐ Â�À4¤ ä2ÔÙØ-ÔiÉ Üõä

Ä� Ç�ÁÅVFÄ !

ÆÐDÒJÁ0Ç � V;Æ ! O���� ÓOÁ+ÇIÐ R OÐ Â�À4¤éÚÝÜ É # ��ÔÙØ-ÔÛÚzö

ïgäeíAñ�üÃ¥¦�¼ ò ÐkÀ4¼�») ¢»)½§»*ÀǼt¾®») ¢¼�¡ÇÅ¢¦� ¢¼�Ë¥¦;ÿ¦óXé�½�Ã�¦+»§¦�¤) ¢¦k»�ôZm Á»*Ð�¾ÇÅ¢ÅÁ¦�Ë&½�Ã�¦ óJ½�à â�ÌNéR¾Ç¼�Ë  Á»©Ë�¦�¼�À¿½�¦�Ë þDÈ ôZ O ÊâêÌ0»pÃH¾eãǦà¾ÇË¥Ë� Á½§ Áã4¦xº¥¤§À4º�¦�¤g½� ¢¦k»�é� �Ê<¦¿Ê

ôZ�ô ÑO���� ôZ O ïgä�æÇñ

´ì¼zºH¾Ç¤g½� ÁÐ�£�Å¢¾Ç¤0½�Ã¥¦{»)¦�¤) ¢¦�»#Z*Ð�¾Ç¼zþX¦x¦�ÿ¥º�¾Ç¼�Ë�¦kË&¾Ç»$½�Ã¥¦{»)£�É ÀÇÂR Á½§»Vâ�Ì0»�ªZ�ô Æ

ÑO@ÒFÄ ôZ

O ïgä!ø4ñ·�Àǽ�¦*½�ÃH¾¿½�éXË¥¦�»§º¥ Á½�¦à Á½�»pÅ¢ Á¼�¦e¾Ç¤�¾Ç»)ºX¦kÐk½�éó½�Ã�¦{½�¤§¾Ç¼�»)Â�ÀǤ§É Ð�ÃH¾Ç¼�¡Ç ¢¼�¡m½§Ã�¦�»)¦�¤§ Á¦�»�Z� Á¼D½§ÀÖôZ O  Á»�é� ¢¼Â�¾¿Ðk½eé�¼�À4¼JÄÅÁ ¢¼�¦�¾Ç¤�éµ»§ Á¼�Ð�¦x½�Ã¥¦{¦k ¢¡4¦k¼Aã4¦�Ð;½�À4¤)»ËR O Ë�¦kºX¦k¼�˼¥À4¼µÄìÅÁ ¢¼�¦�¾Ç¤§ÅáÈ1À4¼�Z4Ê´ÆÂSÍߦ©½�¤§£¥¼�Ðe¾¿½§¦{½§Ã� ¢»V»)£�É ½�À+¾Ç¼®¾Ç»§») ¢¡4¼�¦kË®¼D£�ÉàþX¦k¤pÀÇÂSâ�Ì0»ké�½§Ã�¦©¦;ÿµº�Å�¾¿ ¢¼�¦kËz㿾Ǥ) �¾Ç¼�Ðk¦©ÀÇÂS½§Ã�¦©¤§¦�Å¢¾¿½�¦k˾¿£�¡4É1¦�¼A½�¦kËzãǦ�Ðk½§À4¤ ô�  ¢»$½§Ã�¦©»§£�É ÀÇÂR½§Ã�¦©¦� Á¡4¦�¼A㿾ÇÅ¢£¥¦�»�¾Ç»§»)ÀµÐk �¾¿½§¦�Ë�½�À�½�Ã¥À4»§¦{â�Ì0»ké�ÍVÃ� ¢ÅÁ¦�½�Ã�¦©¦�»g½� ÁÉm¾¿½§ ¢À4¼À¿Âó½�Ã¥¦�¤)¦�»)£�ÅÁ½§ ¢¼�¡©¤§¦kÐ�À4¼¥»)½�¤)£�Ðk½§ ¢À4¼1¦�¤)¤§À4¤Ì Á»Ì½§Ã�¦V»§£�ɹÀ¿ÂX½§Ã�¦p¦k ¢¡4¦k¼AãǾ¿Å¢£�¦k»~Ð�À4¤)¤§¦�»)ºXÀǼ�Ë� ¢¼¥¡{½§À{½§Ã�¦V¤§¦�É+¾Ç Á¼� ¢¼�¡âêÌ0»�ʬ­N»�¾CÐ�À4¼�»)¦�ÏD£�¦k¼�Ð�¦¿éó Á½$ ¢»�»§£¥ Á½�¾¿þ�Å¢¦�½§À1ÀǤ§Ë�¦k¤V½§Ã�¦{â�Ì0»VÂ�À4Å¢ÅÁÀ�ÍV Á¼�¡*½§Ã�¦x㿾ÇÅ¢£�¦xÀ¿ÂS½�Ã¥¦{¦k ¢¡4¦k¼AãǾ¿Å¢£�¦k»�Ê°Q¦k½xþ�¦�ò|ÄUDò�] UeöáöÁö�U@ò%$zË� ¢»&�)À4 ¢¼A½N»§£�þ�»)ºH¾ÇÐk¦�»�éQ½§Ã�¦�¼ ¾�?@�868��AJE�3�?�ã;6�3c�D<a,-C����àï�âø� ñ('*)0ï5KÌôêä�UeöáöÁö�U,+¬ñ� Á»Ë¥¦ ò ¼�¦kËξǻÈP ¨I_�ª '*)�ô Ñ

O����.- ôZO U ä2ÔÛK`Ô/+�U ïgä �Çñ

¾¿¼�ËTé�Â�¤§ÀÇÉvä~Ï�Ê<»{ä!ø�¾Ç¼�Ë ä �µé�ÀǼ�¦©Ðe¾Ç¼zÀ4þ¥½�¾Ç ¢¼TªZNô $

Ñ )�ÒFÄ '*)�U ïgä�$4ñ ÁËTÊá饽�Ã�¦©À4¤) ¢¡4 Á¼H¾ÇÅX»§¦�¤) ¢¦k»ËZ©Ðe¾Ç¼zþ�¦{¤)¦�ÐkÀ�ãǦ�¤)¦�Ë&¾Ç»$½§Ã�¦©»§£�É À¿Â�¾ÇÅÁÅó½�Ã¥¦{ Á¼�Ë� áãµ ÁË�£H¾ÇÅXâø�ü»�ʸ e7f çÙw�mYq»r)¿�o^}T{)m½oJw�è10 nYîBw&¿32)qB};w�mYn©¿�o;k�r)ºÌ0ÀǼ�Ð�¦k¤§¼� Á¼�¡Ù½§Ã�¦¾¿º�º�Å¢ ÁÐe¾¿½§ ¢À4¼qÀ¿Â©³�³µ­ ½�À�½� ÁÉ+¦�»)¦�¤) ¢¦�»1º�¤)¦�Ë� ÁÐk½� ÁÀ4¼Té̽�ÃH¾K½m Á»�½§Ã�¦zÉm¾Ç Á¼q ¢¼A½�¦k¤§¦k»)½+ÀÇÂN½§Ã�¦º¥¤§¦�»)¦�¼A½¬½�£¥½§À4¤§ ¢¾ÇÅ é¿ Á½� Á»~»§£�º¥ºXÀ4¤g½�¦kË1þAÈ�½§Ã�¦$Â�À4ÅÁÅ¢À!ÍV ¢¼�¡�¾Ç¤§¡4£¥É+¦k¼D½�P ¨4¨�_ ªS³µ ¢¼¥Ð�¦$½�Ã¥¦#�-Ì0»¬¾Ç¤)¦ ò ÅÁ½§¦�¤)¦�ËCã4¦k¤§»§ ÁÀ4¼

�

Page 18: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 500 1000 1500 2000 2500 3000 3500 40000

20

40

60

80

100

120

time (days)

rain

fall

(mm

)

�S ¢¡Ç£�¤§¦�ä[Í¥ª¬«®¦e¾¿¼&³J½�¾¿½� ÁÀ4¼Tª©"x¾Ç ÁÅÁÈ1¤�¾¿ ¢¼GÉ+ ÁÅ¢ÅÁ ¢É1¦k½�¦k¤§»kÊp��¦�¤§ ÁÀµËaÍ¥ä!²�Í¥ä�²µä[�Aæ�${Ä�ä �DzǨ¥ä�²µä[�4ø��µÊÀ¿Â�½§Ã�¦�»§ Á¡4¼H¾ÇÅ¥¾Ç¼�ËC½ìÈJº� ¢Ð�¾ÇÅ¢ÅáÈ{þH¾Ç¼�˵ÄÆÅ¢ ÁÉ+ á½�¦�Ëóé�½§Ã�¦� Á¤�þ�¦�ÃH¾eãJ ¢À4¤~ Á»SÉ1À4¤§¦0¤§¦�¡Ç£�Å�¾Ç¤R½�ÃH¾Ç¼�½§ÃH¾¿½~À¿Â�½§Ã�¦�¤�¾eÍ »§¦k¤§ ¢¦k»Z4é�¾Ç¼¥Ë®Ã�¦k¼�Ð�¦©É1À4¤§¦xº¥¤§¦�Ë¥ ¢Ðk½�¾Çþ�ÅÁ¦ÇÊ

מּǣ¥½�¾Ç¤§Ë*¾Ç¼�Ë�ð©Ã¥ ¢ÅA ¢¼|P ¨4¨�_ ò ½S¾Ç¼*¾Ç£¥½�ÀǤ§¦�¡Ç¤§¦�»)»§ áã4¦xï�­�âpñ�É1ÀJË�¦�Å4Â�À4¤�¦�¾ÇÐ�Ã� ¢¼¥Ë� ÁãJ ¢Ë¥£H¾ÇÅ��-ÌÙ£�») ¢¼�¡�½�Ã�¦¬­�âÐkÀµ¦;ý1Ð� ¢¦k¼A½p¦k»)½§ ¢É+¾¿½�¦�À¿Â�±0£¥¤§¡aP ��_ é�ÍVÃ¥ ¢Å¢¦�°� Á»§ �饷� ¢Ð�ÀÇÅ¢ ¢»0¾Ç¼�Ë®³¥¾Ç¼¥Ë�¤§ -P ä � _T£�»§¦kËΫ®£¥ÅÁ½� cÄ=°�¾eÈ4¦k¤��R¦�¤)Ð�¦kº¥½�¤)À4¼�» Á¼GÀ4¤§Ë�¦k¤�½�À�¦�»g½� ¢É+¾¿½§¦�½�Ã�¦2�-Ì0»�Ê´ì¼GÀ4¤§Ë¥¦�¤�½�À�¤§¦kË�£�Ðk¦{½§Ã�¦©Ð�À4É1º�£¥½�¾¿½� ÁÀ4¼H¾ÇÅXÐ�À4»g½�»�é� Á¼¦P ¨I_Q á½VÃH¾Ç»Vþ�¦�¦�¼z»§£¥¡4¡4¦�»g½�¦kËTª4 ½�À Ë�¦�ÐkÀ4É+º�À4»)¦G½§Ã�¦G¤�¾eÍ »)¦�¤) ¢¦�»|Zz Á¼ âY�ü»1Ð�ÀǤ§¤§¦k»§º�À4¼�Ë� Á¼�¡�½�ÀÙ³�³µ­ »§£¥þ�»§ºH¾¿Ð�¦�»+ÍV Á½�à ¦kÏJ£¥ Á㿾ÇÅ¢¦k¼A½¦;ÿµº�Å�¾¿ ¢¼�¦kËG㿾Ǥ) �¾Ç¼¥Ð�¦Çé�¾¿¼�Ë�½�Ã�¦k¼4 ½�À º�¤§¦kË� ¢Ð;½¦�¾ÇÐ�à âø� £�») ¢¼�¡ «®£�Åá½� cÄ=°�¾eÈ4¦�¤a��¦�¤§Ðk¦�º¥½§¤§À4¼¥»ÎË�¦�») ¢¡4¼¥¦�Ë Â�ÀÇŢŢÀ!ÍV Á¼�¡t½�Ã�¦�ÐkÀ4¼�»)½§¤§£�Ð;½� áã4¦¾Çº�º�¤)ÀA¾ÇÐ�ÃzË�¦�»)Ð�¤§ ÁþX¦kË Á¼z³µ¦�Ð;½eÊ�¨J\H¾Ç¼¥Ë ò ¼�¾ÇÅ¢ÅáÈ4 ½�À�À4þ¥½�¾Ç ¢¼�½�Ã¥¦{º¥¤§¦�Ë¥ ¢Ðk½§ ¢À4¼GÀÇÂ�½�Ã¥¦{¤§¾eÍ »§ Á¡4¼H¾ÇÅóþDÈ�¾ÇË�Ë� á½� ¢ÀǼ�ÀÇÂR½§Ã�¦xÂ�À4¤§¦kÐe¾Ç»g½�»VÀÇÂ�½�Ã�¦{âø�ü»�Ê

5 « ¤�¤�¡[�[§�¢È¨©��¶�� ¨p¶ 6s¢�� �87�¢�¡[¡¼´�¶�£©¥�§�¢�®`¨��[���

9 e�¹ :¼npoJnvu�wøo�nyr)è1; wøo=<)q�è�¿´ì¼ P ¨�_�½§Ã�¦*¾Çº�º�ÅÁ ¢Ðe¾K½� ¢ÀǼ�ÀÇÂS½§Ã�¦*º¥¤§¦kãJ ÁÀ4£�»�Ë�¦�»)Ð�¤§ ÁþX¦kËÂ�À4¤)¦�Ðe¾¿»)½� Á¼�¡+¾Çº�º�¤)ÀA¾ÇÐ�ÃÐkÀ4¼�Ðk¦�¤§¼¥»p½�Ã¥¦{Â�À4¤)¦�Ð�¾Ç»)½§ ¢¼�¡1ÀÇÂË�¾Ç ¢ÅáÈ®¤§¾Ç ¢¼µÂ�¾ÇÅ¢Å� ¢¼A½§¦�¼�») Á½� Á¦�»�»)¦�¤) ¢¦�»�Í0¾Ç»©º�¤)¦�»§¦k¼A½�¦�ËóÊ�¯�Ã�¦C»§¦k¤§ Á¦�»�Íߦ�¤§¦�ÐkÀ4Å¢ÅÁ¦�Ðk½§¦�Ë&þAÈtäe¨Aæm»)½�¾¿½� ÁÀ4¼�»�ÅÁÀµÐ�¾¿½�¦kË Á¼�½�Ã�¦©¯� ¢þ�¦�¤�¤) ÁãǦ�¤*ï�´Æ½�¾ÇÅÁÈ¥ñ0þH¾Ç») ¢¼G ¢¼�½§Ã�¦©ºX¦k¤§ ¢ÀJË�Í¥ä�²IÍ¥ä�²µä��4æ�$*Ä�ä �4²Ç¨µä�²µä��4ø��µÊ

ä[$

Page 19: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 2 4 6 8 10 12 14 16 18 200.5

1

1.5

2

2.5

3

3.5

4

4.5

5

time (days)

Mut

ual I

nfor

mat

ion

�S Á¡4£�¤§¦àä4ä4ª¬«®¦�¾Ç¼&³J½�¾¿½� ÁÀ4¼TªÌ«z£¥½�£H¾¿ÅQ´ì¼¥Â�À4¤§É+¾¿½§ ¢À4¼TÊS¯�Ã�¦ ò ¤§»g½pÉ1 ¢¼¥ ¢É�£�É ÀÇÂR ¢»�Â�À4¤*>�ô �µÊ

2 4 6 8 10 12 14 16 18 200

10

20

30

40

50

60

70

80

90

100

Embedding Dimension

% o

f Fal

se N

eare

st N

eigh

bour

s

Mean Station

�S Á¡4£�¤)¦�ä �µª¬«®¦�¾Ç¼³J½�¾¿½§ ¢À4¼óª-ð©ÅÁÀ4þH¾ÇÅó��¾¿Å¢»§¦©·�¦e¾Ç¤)¦�»g½N·�¦� Á¡4ÃDþXÀ4¤)»�Ê

ä[�

Page 20: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 50 100 150 200 250 3000

10

20

30

40

50

60

70

80

90

100

RC #

Exp

lain

ed V

aria

nce

�R ¢¡4£�¤)¦�ä!¨¥ªß«®¦e¾¿¼&³J½�¾¿½� ÁÀ4¼TªBä�ÿµº�Å¢¾Ç ¢¼¥¦�ËGãǾ¿¤§ �¾¿¼�Ð�¦©ÀÇÂR½�Ã�¦{¾Ç£�¡ÇÉ+¦k¼D½§¦�Ëzã4¦�Ð;½�À4¤)»N¤)¦�Å�¾K½�¦�ËG½�À+¾Ç¼® ¢¼�Ðk¤§¦e¾¿»§ ¢¼¥¡¼D£�ÉàþX¦k¤�À¿Â�â�Ì0»kʯ�Ã�¦CËH¾K½�¾�º�¤)ÀµÐk¦�»§») ¢¼�¡�»g½�¾Ç¤g½�¦kË þAÈÐ�À4¼�») ¢Ë�¦k¤§ Á¼�¡�½�Ã�¦à»§¦�¤) ¢¦k»xÀÇÂ̽�Ã�¦�«z¦e¾Ç¼Ù³J½�¾¿½� ÁÀ4¼ ï «³�ñ;éTË¥¦ ò ¼�¦kË ¾¿»½§Ã�¦C¾eã4¦k¤�¾Ç¡Ç¦àÀǬ¾ÇÅÁÅ~ä!¨Aæ�¤�¾Ç Á¼¥Â�¾ÇÅ¢ÅQ Á¼A½�¦�¼¥»§ Á½ìÈz»)¦�¤§ Á¦�»�ï��S ¢¡¥ÊQä�ÍAñ;Ê@?Ù¦�¼�Àǽ§ ¢Ðk¦{½§Ã�¦àÃ� Á¡4ÃË¥ ¢»§ÐkÀ4¼A½� Á¼J£¥ Á½ìÈzÀÇÂ�½§Ã�¦ÀÇþ¥½�¾Ç Á¼�¦�ËG») ¢¡4¼H¾¿Å Ê�S Á¡�ÊHä4äN»)Ã�À!ÍV»0½�Ã¥¦N¡4¤§¾Çº�Ã�ÀÇÂó½�Ã�¦pÉ�£¥½�£�¾ÇÅ� ¢¼¥Â�À4¤)Ém¾K½� ¢ÀǼ1À¿ÂT½�Ã�¦�«Î³BA »ß½§ ¢É1¦p»)¦�¤§ Á¦�»kÊ~´Æ½�» ò ¤§»)½0É+ Á¼� ¢Éà£�É Á»�Â�À4¤�ð ôì�µÊ ¯�Ã� ¢»�㿾ÇÅÁ£�¦�ÃH¾Ç»�þ�¦�¦k¼ £�»)¦�Ë ¾Ç»C½�Ã�¦�½� ÁÉ+¦mÅ�¾Ç¡ÎÂ�À4¤C½§Ã�¦GÐ�À4É1º�£¥½�¾¿½� ÁÀ4¼qÀÇÂ)ð©ÅÁÀ4þH¾ÇÅ0��¾¿Å¢»§¦·�¦e¾Ç¤)¦�»g½x·p¦k ¢¡4ÃDþ�À4¤§»kÊV¯�Ã�¦à¡4¤§¾Çº�îÀÇÂÌ��·p·  Á»p»)Ã�À!ÍV¼& ¢¼®�S ¢¡�ÊQä��µÊ�¯� ¢ÅÁÅ�úmôùø1½§Ã�¦àÐk£�¤)ãǦ�Ë�¦kÐ�¤§¦�¾Ç»§¦k»NÍV Á½§Ã½§Ã�¦1¡4¤§À!ÍV ¢¼¥¡zÀ¿Â0Ë� ÁÉ+¦k¼�»§ ÁÀ4¼Té�¾Ç¼¥Ë ½§Ã�¦�¼ ¤§¦�¾ÇÐ�Ã�¦�»à¾�º�Å�¾¿½§¦e¾Ç£�ÀÇÂ���ÍDC�Ê�¯�Ã�¦�º�Å�¾K½�¦e¾¿£  Á»x½�Ã�¦�»)ÈJÉ1º¥½�ÀÇÉ Àǽ§Ã�¦©º�¤§¦k»§¦k¼�Ð�¦*ÀÇÂSÃ¥ ¢¡4ÃGË� ÁÉ+¦k¼�»§ ÁÀ4¼H¾ÇÅX¼�À4 ¢»)¦ÇÊ~¯�Ã�¦{¦k㿾ÇÅÁ£H¾¿½§ ¢À4¼�ÀÇÂ�½�Ã¥¦{¦kÉ�þ�¦�Ë�Ë� Á¼�¡�Ë� ¢É1¦�¼¥»§ ¢ÀǼ� ¢»Vú��Îô ø¥Ê�HÀ4Å¢ÅÁÀ!ÍV ¢¼�¡G½�Ã�¦mÐ�À4¼�»g½�¤)£�Ðk½§ Áã4¦G¾¿º�º�¤§À4¾ÇÐ�ÃqË�¦�»)Ð�¤) ¢þ�¦�Ë  ¢¼ ³J¦�ÐÇÊ�¨¥é~º�¤§¦kË� ¢Ð;½�À4¤*þH¾Ç»)¦�Ë À4¼ ¾�«®£�Åá½� cÄ=°�¾eÈ4¦�¤

��¦�¤)Ð�¦�ºµ½�¤§ÀǼ®ÃH¾¿»$þX¦k¦�¼GË�¦k»§ ¢¡Ç¼�¦�ËTÊ~¯�Ã¥¦{«°�� Í0¾Ç»�É+¾ÇË�¦�£�º�þAÈ1½ìÍ0À�Ã� ÁË�Ë�¦k¼�Å�¾eÈ4¦k¤§»$ÀÇÂSæ*£¥¼� Á½§»�éH¾Ç¼m ¢¼�º�£µ½Å¢¾eÈ4¦�¤ßÀÇÂ�øà Á¼�º�£¥½§»0»§º�¾ÇÐ�¦kË�þDÈm¾*½§ ¢É1¦pÅ¢¾Ç¡*À¿Â`�*ËH¾eÈJ»�Ê~¯�Ã�¦�ÀÇþ¥½�¾Ç Á¼�¦�Ëm¤§¦�»)£�ÅÁ½§»ßÍߦ�¤)¦�ã4¦�¤gÈmº�ÀJÀ4¤�éJË�£�¦N½§À*½§Ã�¦Ë¥ ¢»§ÐkÀ4¼A½� Á¼J£¥ Á½ìÈ�ÀÇÂ�½�Ã¥¦{ÃAÈJË�¤)À4Å¢À4¡Ç ¢Ðe¾¿ÅX㿾Ǥ§ ¢¾Çþ�ÅÁ¦ÇÊ´ì¼ À4¤§Ë�¦k¤{½§À®¤)¦�Ë�£¥Ð�¦�½�Ã�¦1¦�/X¦�Ð;½�»àÀ¿Â0½�Ã¥¦1Ë¥ ¢»§ÐkÀ4¼A½� Á¼J£¥ Á½� Á¦�»ké�½§Ã�¦m³µ ¢¼�¡Ç£�Å�¾Ç¤=Äg³µº�¦�Ð;½�¤)£�É ­p¼H¾ÇÅÁÈJ») ¢»x½�À«Î³»)¦�¤) ¢¦�»xÍ0¾Ç»x½�Ã�¦k¼ ¾Çº�º�ÅÁ ¢¦�ËóÊà­2ÍV Á¼�Ë�À!Í.ÅÁ¦�¼�¡Ç½§Ã É ô �4æÇømÍ0¾Ç»©»§¦�ÅÁ¦�Ð;½eÊC�S Á¡�Ê�ä!¨�º�¤§¦k»§¦�¼A½§»{½§Ã�¦C¦;ÿµº�Å¢¾Ç ¢¼�¦kË㿾Ǥ) �¾Ç¼¥Ð�¦xÀÇÂ�½�Ã�¦©¤)¦�Ð�ÀǼ�»)½§¤§£�Ð;½�¦�Ë»§ ¢¡Ç¼H¾ÇÅT£�») ¢¼�¡1¾Ç¼z ¢¼¥Ð�¤§¦�¾Ç»§ Á¼�¡C¼D£�É�þ�¦�¤VÀÇÂSâ�Ì0»�ʯ�Ã�¦k¼TéÌ£�»§ Á¼�¡Î½�Ã�¦�É1¦k½§Ã�ÀJËq»§Ã�À!ÍV¼  ¢¼ ³µ¦kÐÇÊÌæJÊ �µé�Â�¤)À4É_½�Ã�¦�¤§¾!Í «Î³t»§¦k¤§ Á¦�»�Íߦ�À4þ¥½�¾¿ ¢¼�¦kËõä�Í®Í0¾!ãǦ�»'#Ä�U�öÁöáö0UE'#ÄF�m¤§¦kÐ�À4¼¥»)½�¤)£�Ðk½§¦�Ë Â�¤)À4É ä�Í�Ë� Á»��)À4 Á¼D½�»)£�þµÄÆ»§ºH¾ÇÐk¦�»ké$¦e¾ÇÐ�à ÀÇÂN½§Ã�¦�É ¤)¦�º�¤)¦�»)¦�¼A½� Á¼�¡t¾ ä�ÍDC À¿Âp½§Ã�¦¦�ÿµº�Å�¾Ç Á¼�¦�Ë+ãǾ¿¤§ �¾¿¼�Ð�¦�ï�»§¦k¦x¯S¾¿þÎä�ñ;ÊG? ¾eã4¦k»H'#Ä�UeöÁöáö�U,'*I©ï�ÐkÀ4¤§¤)¦�»)ºXÀ4¼¥Ë� ¢¼�¡�½§Àà½�Ã¥¦ ò ¤§»g½��Çøàâ�Ì0»�ñ�éH¾Ç¤§¦p¦�¼�ÀÇ£�¡4ä)¦�¡4£¥Å�¾Ç¤ké�ÍVÃ� ÁÅ¢¦©½�Ã�¦à¤§¦�É+¾Ç Á¼� ¢¼�¡CÍ0¾eã4¦�»+ï�Ð�À4¤)¤§¦�»)ºXÀǼ�Ë� ¢¼¥¡+½�Àm»§£�þ�»)ºH¾ÇÐk¦�»�ÍV Á½§ÃÎÅ¢À!Í ¦k ¢¡4¦k¼D㿾ÇÅÁ£�¦�»�ñp¾Ç¤)¦àÉ1À4¤§¦ÐkÀ4É1º�Å¢¦�ÿóÊ?Ù¦�Ë�¦�») ¢¡4¼�¦kËm¾x¼�¦k£�¤�¾¿ÅHº�¤§¦kË� ¢Ð;½�À4¤~þH¾¿»§¦�Ë1À4¼1¾{«°��ÙÂ�À4¤~¦�¾ÇÐ�Ã+ Á¼�Ë� áãµ ÁË�£H¾ÇÅJÍ$¾eãǦpÀÇÂ�½�Ã¥¦N«³Xé4Â�À4Å¢ÅÁÀ!ÍV ¢¼�¡½§Ã�¦xÐ�ÀǼ�»)½§¤§£�Ð;½� ÁãǦ{¾Çº�º�¤)ÀA¾ÇÐ�ÃzË�¦�»)Ð�¤§ ÁþX¦kËG ¢¼z³µ¦kÐk½�¨¥ÊÌ�HÀ4¤$¦�¾ÇÐ�ÃGÍ$¾eã4¦xÍߦ©À4þ¥½�¾¿ ¢¼�¦kË�ð ô¼�C¾Ç¼�ËGú��ô ø¥éH¾¿»�IÍ

Page 21: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

¯R¾Çþ�ÅÁ¦+äǪ�â�¦kÐ�À4¼¥»)½�¤)£�Ðk½§¦�ËÎÍ0¾eã4¦�»1ï�âJ?ü»�ñVÂ�¤)À4É Ë� Á»��)À4 Á¼D½N³�³J­2»§£¥þ�»§ºH¾¿Ð�¦�»1ï�¦e¾ÇÐ�ÃÀÇÂ�½�Ã¥¦�É Ð�À4¤)¤§¦k»§º�À4¼�Ë� Á¼�¡½§ÀGä�ÍDC ÀÇÂ�½�Ã¥¦{¦�ÿµº�Å�¾Ç Á¼�¦�Ë�㿾Ǥ) �¾Ç¼�Ðk¦!ñ$¾Ç¼¥Ë®ÐkÀ4¤§¤)¦�»§º�À4¼�Ë¥ ¢¼�¡�¤§¦kÐ�À4¼¥»)½�¤)£�Ðk½§¦�ËÎÐkÀ4É1ºXÀ4¼¥¦�¼A½�»*ï�âêÌ0»�ñ;ÊâJ?ü» â�Ì0»'#Ä äkÄ=ø'ê] ��Ä�ä!ø'*K ä ��Ä����' å ��$KÄìí�Í'*L í�äkÄgæ¿ø'*I æ���Ä��¿ø'@M ����Ä%���'*N ��$KÄ�ä!¨��'*O ä!¨�$KÄ�ä�$µä'#ÄF� ä�$���Ä��4æ¿ø

Â�ÀǤ�½�Ã�¦�¤§¾!Íõ«Î³XéD¾Ç¼¥Ë�½§Ã�¦VþX¦k»)½Ì¤)¦�»§£¥ÅÁ½�»~Íߦ�¤)¦�ÀÇþ¥½�¾Ç Á¼�¦�Ë�þAÈ1«°��~»~ÍV Á½§Ã�½ìÍßÀ{Ã� ¢Ë�Ë¥¦�¼�Å�¾eÈ4¦k¤§»ÌÀÇÂTæ�¼�¦�£�¤)À4¼�»k龿¼�˾C») ¢è�¦©ÀÇÂ�½�Ã¥¦{ Á¼�º�£¥½VÅ¢¾eÈ4¦�¤VÀÇ ò ãǦ*¼�¦k£�¤§ÀǼ�» L Ê�HÀ4¤�¦e¾ÇÐ�ÃÎÍ0¾eã4¦zï�ÐkÀ4¤§¤)¦�»)ºXÀ4¼¥Ë� ¢¼�¡+½�À�¨4ø4æ��1ËH¾¿ ¢ÅÁÈ�»�¾ÇÉ1º�Å¢¦k»�ñ�éXÍߦ�À4þ¥½�¾Ç ¢¼�¦kË&¨4øÇíAæ+¾Ç»)»§ÀJÐ� �¾K½� ÁãǦ*ÐkÀ4£�º�ÅÁ¦�»ké¦�¾ÇÐ�ÃtÀǬ½�Ã¥¦�É Ð�ÀǼ�»§ Á»)½� Á¼�¡zÀÇÂ�¾�ÍV ¢¼�Ë¥À�Í.ÀÇÂ�øG¦�ÅÁ¦�É1¦�¼A½�»©Ë�¦kÅ�¾eÈ4¦kË �zË�¾!ÈJ»ké�¾Ç»© ¢¼¥º�£¥½eé�¾Ç¼¥ËÙ½�Ã¥¦+¼�¦�ÿJ½)ÄìË�¾!Ȥ§¾Ç ¢¼µÂ�¾ÇÅ¢ÅX ¢¼A½�¦k¼�»§ á½ìÈ4éH¾Ç»VÀ4£µ½�º�£¥½�Êä̾ÇÐ�ë°�� Í$¾¿»V½§¤�¾Ç Á¼�¦�ËG£�») ¢¼�¡C½§Ã�¦ ò ¤§»g½Ë��Í�Í�ÍC¾Ç»)»§ÀJÐ� ¢¾¿½� áã4¦xÐ�ÀÇ£�º�Å¢¦k»*ï�3�?DC�4:A;4:A�á�E���3�ñ�é�£�»§ Á¼�¡C½�Ã�¦©¦k¤§¤§ÀǤþ�¾ÇÐ�ë4Äìº�¤)À4ºH¾Ç¡A¾K½� ¢ÀǼ�¾ÇÅÁ¡4À4¤§ á½�Ã�É ÍV Á½§ÃàÉ1À4É+¦k¼A½�£�ÉtP ¨Çí�_�é4¾Ç¼¥ËàþH¾¿½§Ð�Ã�º�¤)¦�»§¦k¼A½�¾¿½§ ¢À4¼�À¿ÂH»�¾ÇÉ1º�ÅÁ¦�»�ÊR¯�Ã�¦ßÂ�ÀÇŢŢÀ!Í$Ä Á¼�¡�ä�Í�Í�Í©¾Ç»)»§ÀJÐ� ¢¾¿½� áã4¦�Ð�ÀÇ£�º�Å¢¦k»pï���C�*Ã4�<�C�3�47��A�E���3�ñRÍߦ�¤)¦p£¥»§¦�Ë+ ¢¼�À4¤)Ë�¦�¤~½�À© ÁÉ+º�ÅÁ¦�É1¦�¼A½~¾¿¼+¦�¾Ç¤§ÅáÈ�»)½§À4º�º� Á¼�¡©Àǽ§Ã�¦©½�¤�¾¿ ¢¼� Á¼�¡�º�¤§ÀJÐ�¦kË�£�¤§¦¿Ê$¯�Ã�¦{¤§¦kÉm¾Ç Á¼� ¢¼¥¡+ø¿íDæàÍ0¦k¤§¦à£¥»§¦�Ë®Â�À4¤VÉ+¦�¾Ç»§£�¤)¦{½§Ã�¦{ÏJ£�¾ÇÅ¢ á½ìÈ�ÀÇÂR½�Ã�¦©Â�À4¤§¦kÐe¾Ç»g½� Á¼�¡À¿ÂR½§Ã�¦©¤§¦�ÐkÀ4¼�»g½�¤§£¥Ðk½�¦kËÍ0¾!ãǦ�ï%3%�8E�3yE���3�ñ�Ê

9 eÂæ çÙw�¿^{�jÂo^¿¯�Ã¥¦àº�¤)¦�Ë� ÁÐk½� ÁÀ4¼¤)¦�»)£�ÅÁ½§»pÀ4¼zÍ$¾eãǦ�»P'#Ä�Ueöáö0UE'*IeéXÐkÀ4¤§¤)¦�»)ºXÀ4¼¥Ë� ¢¼�¡1½�Àmø�ÍDC ÀÇÂR½�Ã�¦*¦;ÿµº�Å�¾¿ ¢¼�¦kˮ㿾Ǥ§ ¢¾Ç¼�Ðk¦mï ò ¤§»g½�¿ø âêÌ0»�ñ;é߾Ǥ)¦z¡ÇÀµÀJËTÊt�R ¢¡�Ê »�äeí ¾Ç¼�Ë ä�滧åÀ�Í ½�Ã�¦�¤)¦�»§£¥ÅÁ½�»�À4þµ½�¾Ç Á¼�¦�ËtÂ�À4¤�Í0¾eã4¦Q'*L!é¬ÍVÃ¥ ¢Å¢¦+Â�À4¤àÍ0¾!ãǦ�»'@M[U�öÁö�U,'#ÄF�!éHÐ�ÀǤ§¤§¦k»§º�À4¼�Ë� Á¼�¡C½�À�»§£¥þ�»§ºH¾¿Ð�¦�»�ÍV Á½§ÃzÅÁÀ!Í ¦� Á¡4¦�¼A㿾ÇÅÁ£�¦�»k饽�Ã�¦©º�¤)¦�Ë� ÁÐk½§ ¢À4¼�»V¾¿¤§¦©£�¼�»§¾¿½� Á»)Â�¾ÇÐ;½�À4¤gÈ4Ê�HÀ4Å¢ÅÁÀ!ÍV ¢¼�¡C½�Ã¥¦�Ð�¤) Á½�¦k¤§ ¢¾1ÀÇÂ~½§Ã�¦����8E�3`Þ�?@�D<�476�3�47��AñP ä ��_R ¢¼½§Ã�¦�ä~Ï�ÊSä�$R'@M[UeöÁö�U,'#ÄF��Íߦ�¤)¦�¦;ÿµÐ�ÅÁ£�Ë�¦kËTé�¾Ç»N á¦k¼�Ð�ÅÁÀ4»§¦kË Á¼�½�Ã�¦{¾ÇË�Ë¥ Á½� ÁÀ4¼TéµÉm¾ÇË¥¦�Í0À4¤)»§¦©½�Ã�¦©À!ã4¦k¤�¾ÇÅÁÅQº�¤§¦kË� ¢Ð;½� ÁÀ4¼Tʯ�Ã�¦�»)£�É2ÀÇÂ�½§Ã�¦�º�¤§¦kË� ¢Ð;½� ÁÀ4¼�ÀÇÂ�½�Ã¥¦VøNÍ$¾eã4¦k»0¾K½�ä�ËH¾eÈC¾ÇÃ¥¦e¾ÇËC¡4 áã4¦k»Ì¾�»§ ¢¡Ç¼H¾ÇŵÍߦ�ÅÁÅ¥ÐkÀ4¤§¤)¦�Å�¾K½�¦�Ë�ÍV á½�Ã�½§Ã�¦ÀǤ§ ¢¡Ç ¢¼H¾ÇÅD¤§¾Ç ¢¼¥Â�¾¿Å¢ÅD ¢¼A½�¦k¼�»§ á½ìÈ�ÀÇÂ�½§Ã�¦�«Î³XéA¾¿»�»§Ã�À!ÍV¼1 ¢¼��S Á¡�ÊJä!øx¾Ç¼�Ë��S Á¡�ÊJä �µÊ�·�Àǽ�¦ß½�ÃH¾¿½Ì Á¼à½�Ã¥¦�Ð�À4É1ºH¾Ç¤) ¢»§ÀǼ»)Ã�À!ÍV¼ Á¼®�R ¢¡�ÊXä!ø�½�Ã�¦©º�¤)¦�Ë� ÁÐk½�¦kË®») ¢¡4¼�¾ÇÅT ¢»�»)¦k½�½�À�Í�ÍVÃ�¦�¼®¼�¦�¡4¾¿½� áã4¦ÇÊ«®À4¤)¦�À!ã4¦k¤�éRº�¤§¦kÅ¢ ¢É1 ¢¼�¾Ç¤)È®¤§¦k»§£�Åá½�»xÂ�À4¤x½�Ã�¦�Â�À4¤)¦�Ðe¾¿»)½� Á¼�¡GÀÇÂ0½§Ã�¦1¤�¾Ç Á¼¥Â�¾ÇÅ¢ÅR»§¦k¤§ ¢¦k»*À¿Â$ ¢¼¥Ë� ÁãJ ¢Ë¥£H¾ÇÅS»g½�¾¿½§ ¢À4¼¥»¾¿¤§¦�¾¿Å¢»§À ¢¼ ¡ÇÀµÀJËt¾Ç¡Ç¤§¦�¦kÉ+¦k¼A½àÍV Á½§ÃtËH¾¿½�¾ P �Ǩ�_�ÊQ?Ù¦�¼�Àǽ§ ¢Ðk¦+½�Ã�¾¿½à Á¼t»§ÀÇÉ+¦+Ðe¾Ç»)¦�»à½§Ã�¦�þ�¦�»)½*Â�À4¤§¦kÐe¾Ç»g½� Á¼�¡¤)¦�»)£�ÅÁ½§»ßÃH¾eãǦNþ�¦�¦�¼+À4þ¥½�¾Ç ¢¼�¦kË+£¥»§ ¢¼¥¡*½�Ã¥¦�³�³J­ »)ºH¾ÇÐ�¦�¡4¦k¼�¦�¤§¾¿½�¦kË�þAÈC½�Ã�¦N«Î³1 Á¼�»)½§¦e¾ÇË+ÀÇÂó½§Ã�¦�À4¼�¦VÀ4þ¥½�¾Ç ¢¼�¦kËÂ�¤)À4É ËH¾K½�¾CÀÇÂ�½�Ã�¦© ¢¼¥Ë� ÁãJ ¢Ë¥£H¾ÇÅó»g½�¾¿½§ ¢À4¼óÊSUT�V � ýWX�(�ZYZY�ù ~ ��ÿ��Z�\[^]Åÿ ~ �5÷ ùyý��`_�ù©ÿX]a�5÷ ùb�`�ZYZ�Z�c `Ed�ù ~ ÿX]e�5÷ ùfhgji�k

�Jä

Page 22: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 50 100 150 200 250−3

−2

−1

0

1

2

3

4

Time (Days)

Rai

n (m

m)

�S ¢¡Ç£�¤§¦Cäeí¥ª¬«®¦e¾Ç¼³J½�¾¿½� ÁÀ4¼Tª$ä{ËH¾eÈG¾ÇÃ�¦�¾ÇËGÂ�À4¤§¦kÐe¾Ç»g½� ¢¼¥¡�Â�ÀǤ$Í$¾eã4¦l'*L!Ê-�R¦k¤§ ¢ÀJËz¨A²µä��4²Çø4ø*Ä�ä �4²KíD²Çø4ø¥Ê

−3 −2 −1 0 1 2 3 4−3

−2

−1

0

1

2

3

Measured

Pre

dict

ed

�S ¢¡Ç£�¤§¦�ä!浪¬«®¦e¾¿¼Î³J½�¾¿½� ÁÀ4¼Tª~»)Ðe¾¿½)½�¦�¤Vº�ÅÁÀǽ0Ä�ä{ËH¾eÈG¾ÇÃ�¦�¾ÇËGÂ�À4¤§¦kÐe¾Ç»g½� ¢¼¥¡�Í0¾eã4¦l'*LNÀ4¼�½§Ã�¦x½�¦�»g½�»§¦k½�Ê

���

Page 23: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

14

16

18

20

Time (Days)

Rai

n (m

m)

�R ¢¡4£�¤)¦�ä!ø¥ª¬«z¦e¾Ç¼Î³J½�¾¿½§ ¢À4¼óª$ä©ËH¾eÈG¾ÇÃ�¦�¾ÇËzÂ�ÀǤ§¦�Ð�¾Ç»)½§ ¢¼�¡�£�») ¢¼�¡1â�Ì0»{äkÄ%�Çø¥Ê©��¦�¤§ ÁÀµË®¨A²µä[�A²Çø4ø{Äpä �Dz¿íD²Çø4øµÊ

−5 0 5 10 15 20 25−5

0

5

10

15

20

Measured

Pre

dict

ed

�R ¢¡4£�¤)¦�ä �µªV«®¦�¾Ç¼�³J½�¾¿½� ÁÀ4¼Tª¬»§Ð�¾¿½§½§¦�¤Nº¥Å¢Àǽ�ÄNäàËH¾eÈGÂ�À4¤§¦kÐe¾Ç»g½� Á¼�¡+£¥»§ ¢¼¥¡�âJ?ü»àäkÄìøï�  Ê ¦ÇÊVâ�Ì0»*äkÄ��¿øAñ$À4¼®½§Ã�¦½§¦�»g½p»)¦k½�Ê

�¿¨

Page 24: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

m n ¶���§�¡[ �®���¶���®

´ì¼�½�Ã¥¦1Å¢¾Ç»)½xÈǦe¾Ç¤)»�é�¼�¦�£¥¤�¾ÇÅ~¼�¦;½ìÍ0ÀǤ§ëD»àÃH¾eãǦ+þ�¦�¦k¼Ù¦�ÿµ½§¦�¼�») ÁãǦ�ÅÁÈ&½§¦�»g½�¦�ËÙÀ4¼ ¼�À4¼µÄÆÅ¢ ¢¼¥¦e¾Ç¤pË¥ÈJ¼H¾ÇÉ1 ¢ÐC»)ÈJ»g½�¦�É1»É1ÀJË�¦�ÅÁ ¢¼�¡à¾Ç¼�Ë�Â�À4¤)¦�Ðe¾¿»)½� Á¼�¡aP ä4ä�_�Ê~¯�Ã�À4»)¦*¾¿º�º�Å¢ ÁÐe¾¿½§ ¢À4¼¥»0¾Ç¤)¦�»§£¥º�ºXÀǤ)½�¦kËGþDÈ+½�Ã�¦�ã�A;4:����?@E C�*øC�Þ�Þ�?@��o�4:à�C�3�47��A3:9;�8��?@��à=E�P í�éHä �DéD¨AæµéA¨ÇøI_ éA½§ÃH¾¿½eéA£¥¼¥Â�À4¤)½§£�¼H¾¿½§¦�ÅáÈ4éJ¾Ç¤§¦V¼�À¿½ÌÐ�À4¼�»g½�¤)£�Ðk½§ Áã4¦¿ª�´ì¼�Â�¾ÇÐk½§»�éJ¼�À© ¢¼¥Â�À4¤)Ém¾K½� ¢ÀǼ�Ðe¾Ç¼1þ�¦¦�ÿJ½�¤�¾¿Ðk½�¦kË&Â�¤§À4É ½�Ã�¦�½§Ã�¦�ÀǤ)È® ¢¼ÎÀ4¤)Ë�¦�¤p½�À�Ë�¦ ò ¼�¦�½�Ã¥¦C»)½�¤)£�Ðk½§£�¤§¦CÀ¿Â~½�Ã�¦C¼�¦k£�¤�¾¿ÅS¼�¦;½ìÍ0À4¤)ëÎþH¾Ç»)¦�Ë ¾Çº�º¥¤§ÀeÿDÄ ÁÉm¾K½�À4¤kÊm´ì¼tÀǽ§Ã�¦�¤©ÍßÀ4¤§Ë�»kéS½�Ã¥¦m¼�¦k£�¤�¾ÇŬ¼�¦;½ìÍ0À4¤)ë ½§Ã�¦�ÀǤ)È�Ë�ÀJ¦�»)¼JA ½à¡4 ÁãǦm¾¿¼DÈ ¡4¦k¼�¦�¤§¾ÇŬ»§£�¡4¡Ç¦�»)½§ ¢À4¼ ¾Çþ�À4£¥½eªË¥ ¢É1¦�¼�») ¢À4¼�ÀÇÂß½�Ã�¦1ËH¾¿½�¾GÍV Á¼�Ë�À!Í ï� �Ê<¦¿Ê+ Á¼�º�£¥½{Å¢¾!ÈǦ�¤{ÀÇÂ0½§Ã�¦m«°��ßñ�é�»�¾ÇÉ1º�Å¢ Á¼�¡�¤�¾K½�¦�ÀÇÂ0½§Ã�¦1 ¢¼�º�£µ½*Ë�¾¿½�¾¥éË¥ ¢É1¦�¼�») ¢À4¼�ÀÇÂR½�Ã�¦©Ã� ÁË�Ë�¦k¼zÅ¢¾eÈ4¦�¤kéHË� ¢É1¦�¼¥»§ ¢ÀǼ�ÀÇÂR½§Ã�¦x½�¤§¾Ç ¢¼� Á¼�¡C»§¦;½eÊ

!�¼z½§Ã�¦©Àǽ�Ã¥¦�¤�ÃH¾Ç¼�ËTéH¤)¦�»)£�ÅÁ½§»N¾ÇÐ�Ã¥ ¢¦kãǦ�Ë® ¢¼G½�Ã�¦x½�Ã¥¦�À4¤gÈGÀÇÂ�Ð�ÃH¾¿Àǽ� ÁÐx»)ÈJ»)½§¦�É1»Nº�À4 ¢¼A½VÀ4£¥½VãǦ�¤)Èz¤)¦�Å¢¦;㿾ǼA½¦kÅ¢¦kÉ+¦k¼D½§»+ÍVÃ� ÁÐ�à Ðe¾¿¼ þ�¦¦;ÿJ½§¤�¾ÇÐ;½�¦�Ë Â�¤)À4É ½�Ã¥¦É1¦e¾Ç»)£�¤§¦kÉ+¦k¼D½+ÀÇÂ�½§ ¢É1¦G»§¦�¤) ¢¦k»mÀÇÂxÀǼ�¦®ã¿¾Ç¤) �¾Çþ�ÅÁ¦�ÀÇÂ�½§Ã�¦¼¥À4¼µÄìÅÁ ¢¼�¦�¾Ç¤�Ë¥ÈJ¼H¾ÇÉ1 ¢Ð�»gȵ»g½�¦kÉ®ÊÈ!�¼�¦�ÀÇÂ̽§Ã�¦�»)¦C¤§¦�»)£�ÅÁ½§»� ¢»N¡4 ÁãǦ�¼&þAȽ§Ã�¦�¯R¾ÇëǦk¼�»gÄ=«¾.p¼rq¦�½�Ã¥¦�À4¤)¦�É P ���JéSä�$I_¾¿þXÀ4£µ½�½�Ã�¦à»§£¥ý1Ð� Á¦�¼A½©Ë� ÁÉ+¦k¼�»§ ÁÀ4¼ÎÀǬ¾Ç¼ñä~£�ÐkÅ¢ ÁË�¦e¾Ç¼&»)ºH¾ÇÐk¦�½�À�»)¦�Ð�£¥¤§¦1¾+Â�¾Ç Á¤N¤§¦kº�¤§¦k»§¦k¼D½�¾¿½� ÁÀ4¼�ÀÇÂ~½�Ã¥¦à½�¤)£�¦»g½�¤§¾Ç¼�¡4¦{¾¿½)½�¤�¾¿Ðk½�ÀǤ�ÀÇÂR½§Ã�¦©£�¼�Ë�¦k¤§Åáȵ Á¼�¡�»)ÈJ»)½§¦�ÉzÊ´ì¼Î½�Ã¥ ¢»N½§£¥½�À4¤) �¾ÇÅ�é�ÍߦCÃH¾eã4¦C¦�ÿ¥¾ÇÉ+ Á¼�¦�Ë&º¥¤�¾Ç¡4É+¾¿½§ ¢Ðe¾¿Å¢ÅÁÈm½�Ã�¦�»)¦�¼�») Á½§ ÁãJ Á½ìÈ®ÀÇÂ̽�Ã�¦àÉ+¦;½�Ã�ÀJËν�Àm½§Ã�¦C¦;ÿ¥¾ÇÐ;½ã¿¾ÇÅÁ£�¦�ÀǬ½�Ã�¦1¦�É�þ�¦�Ë¥Ë� ¢¼�¡GË� ÁÉ+¦k¼�»§ ÁÀ4¼&Â�À4¤x½�Ã�¦�Ð�¾Ç»§¦1ÀÇÂ0½§Ã�¦�Ð�ÃH¾ÇÀǽ§ ¢Ð�»)ÈJ»g½�¦�É_À4þµ½�¾Ç Á¼�¦�Ë�þAÈ&½�Ã�¦m«¾ÇÐ�뿦kÈAÄðxÅ�¾¿»§»�¦�ÏD£H¾¿½§ ¢À4¼�P ä��Jé½�I$I_ Ê0­N»N¦�ÿµºX¦kÐk½�¦kËTéX½§Ã� ¢»�Ë� ÁÉ+¦k¼�»§ ÁÀ4¼G ¢»�»§¦k½NþAÈz½§Ã�¦{Å¢À!Í0¦k¤pþ�À4£�¼¥Ë ¢¼z½�Ã�¦{¼D£�É�þ�¦�¤�ÀÇÂÐkÀ4É1ºXÀ4¼¥¦�¼A½�»RÀÇÂ¥½§Ã�¦0»g½�¾¿½§¦¬ãǦ�Ðk½§À4¤~¾Ç»�¡4 áã4¦�¼*þAÈ{½§Ã�¦¬¯S¾Ç뿦�¼�»=Äg«¾sp¼rq¦0½�Ã�¦kÀ4¤§¦kÉ®Ê�¯�Ã�¦ß¤§¦�ÅÁ¦k㿾ǼA½RÀ4þ�»§¦k¤)㿾Çþ�ÅÁ¦¬Â�ÀǤ¼¥¦�£�¤§¾ÇÅXÉ1ÀJË�¦�ÅÁ»~ÀÇÂQ¼�À4¼JÄìÅ¢ Á¼�¦e¾¿¤~Ë¥ÈJ¼H¾ÇÉ1 ¢ÐV»)ÈJ»)½§¦�É1»0 Á»0¾©»§ÃH¾¿¤§ºm½§¤�¾Ç¼�») Á½§ ¢À4¼� ¢¼�½�Ã¥¦pÏD£H¾ÇÅÁ Á½ìÈCÀ¿ÂT½�Ã�¦VÂ�À4¤)¦�Ðe¾¿»)½�¦k¤ Á¼�Â�£�¼�Ðk½§ ¢À4¼GÀÇÂ�½�Ã¥¦{¼D£�ÉàþX¦k¤�À¿ÂSÐkÀ4É+º�À4¼�¦k¼A½�»VÀÇÂ�½�Ã�¦x½�¦kÉ+º�À4¤§¾ÇÅóÍV ¢¼¥Ë�À!Í

!�¼t½�Ã�¦mÐ�À4¼A½�¤§¾Ç¤)ÈÇé�½�Ã�¦�ÏD£H¾¿Å¢ Á½ìÈ ÀÇÂ�½§Ã�¦�Â�À4¤)¦�Ðe¾¿»)½�¦k¤� ¢»àÅ¢¦�»)»�»§¦k¼�»§ á½� áã4¦�½�À®½�Ã�¦m½§ ¢É1¦mÅ¢¾Ç¡þ�¦k½ìÍߦ�¦k¼ ½§Ã�¦ÐkÀ4É1ºXÀ4¼¥¦�¼A½�»®ÀÇÂཧÃ�¦Ù»g½�¾¿½§¦ ãǦ�Ð;½�À4¤kÊ ¯�Ã¥ ¢»®¾Çº�ºH¾Ç¤)¦�¼A½®Å�¾ÇÐ�ëõÀÇÂ໧¦k¼�»§ á½� ÁãJ á½ìÈü ¢»GË� ¢¤)¦�Ð;½�ÅÁÈü¤)¦�Å¢¾¿½�¦kË ½§À ½§Ã�¦¯R¾Ç뿦�¼�»=Äg«¾sp¼rq¦�½§Ã�¦�À4¤)¦�É ÍVÃ¥ ¢Ð�ÃTé¬þAÈqÃAȵº�Àǽ§Ã�¦�»)¦�»�é0 ¢»à㿾ÇÅÁ ¢Ë Â�À4¤�¾¿¼DÈÙ½� ÁÉ+¦�Å¢¾Ç¡�Ê ´ì¼ º�¤�¾ÇÐ;½� ÁÐ�¦ÇéÌ á½CÐe¾Ç¼ þ�¦¦�ÿµºX¦kÐk½�¦k˽�Ã�¾¿½�½�Ã�¦x½§ ¢É1¦�Å�¾Ç¡CË¥¦�º�¦�¼�Ë�»pÀÇÂ�½�Ã�¦©¼�À4 Á»§¦©¾I/X¦�Ð;½� Á¼�¡C½�Ã�¦©Ë¥ÈJ¼H¾ÇÉ1 ¢Ð�¾ÇÅT»gȵ»g½�¦kɮʳµ£�º¥ºXÀ4¤g½�¦kËõþDÈ ¤§¦k»§£�Åá½�»�¾¿¼�Ë º�¤)¦�»§Ðk¤§ Áº¥½� ÁÀ4¼�»�¤)¦�Å�¾K½�¦�Ë ½�À ½§Ã�¦Î¯R¾ÇëǦk¼�»gÄ=«¾.p¼rq¦½§Ã�¦�À4¤)¦�É P����JéNä�$ _ éVÀ4£¥¤ÐkÀ4¼�»g½�¤§£¥Ðk½� áã4¦{É+¦;½�Ã�ÀJË�À4ÅÁÀ4¡ÇÈ1Â�À4¤�»§Ã�¾Çº� ¢¼¥¡+¾�¼�¦k£�¤�¾ÇÅQÉ1ÀJË�¦�ÅTÀ¿Â�¾C»)ÈJ¼A½�Ã¥¦k½� ÁÐ*¼¥À4¼µÄìÅÁ ¢¼�¦�¾Ç¤0º¥¤§ÀJÐ�¦�»)»pÃ�¾Ç»VþX¦k¦�¼¾¿º�º�Å¢ Á¦�Ë ½�À½§Ã�¦mË�¦k»§ Á¡4¼t¼�¦k£�¤�¾ÇŬÉ1ÀµË�¦kÅÌÀÇÂ�½�Ã�¦1ãJ ¢þ�¤§¾¿½� ÁÀ4¼ Ë¥ÈJ¼H¾¿É+ ÁÐ+ÀÇÂ�¾&³µ ¢¦kÉ+¦k¼�»à»g½�¦�¾ÇÉ ½�£�¤)þ� ¢¼�¦�P��Jä _ ʯ�Ã¥¦Nº�¤)À4ºXÀÇ»§¦�Ë+Ð�À4¼¥»)½�¤)£�Ðk½§ ÁãǦ�É+¦;½�Ã�ÀJË�À4ÅÁÀ4¡ÇÈàÃH¾Ç»¬þX¦k¦�¼�»)Ã�À!ÍV¼m½�À{þX¦Vã4¦k¤)È+¦e¾Ç»gÈ�½�À{£�»§¦¿é¥Å¢¦�¾ÇË� Á¼�¡x½�Àࣥ»§¦kÂ�£¥Å¤)¦�»)£�ÅÁ½§»�Ê?Ù¦C¦;ÿJ½�¦k¼�Ë�¦�ËÙÀ4£�¤�É1¦k½§Ã�ÀJË�À4Å¢ÀÇ¡ÇÈGÂ�À4¤�»§ Á¡4¼H¾ÇÅRÂ�À4¤§¦kÐe¾Ç»g½� ¢¼¥¡�½�À�½�Ã¥¦CÐe¾Ç»)¦1À¿ÂßË¥ ¢»§ÐkÀ4¼A½� Á¼J£¥À4£�»{¾Ç¼�Ë� ¢¼A½§¦�¤gÄÉ1 Á½)½�¦k¼D½+»§ Á¡4¼H¾ÇÅÁ»�P ¨I_�Êü´ì¼ À4¤)Ë�¦�¤1½�À ¾!ãÇÀ4 ¢Ë ½�Ã�¦®¦�/X¦�Ð;½�ÀÇÂ�½§Ã�¦Ë¥ ¢»§ÐkÀ4¼A½� Á¼J£¥ Á½� Á¦�»kéßÍߦÎÃH¾eã4¦®º�¤§À4º�À4»)¦�Ë ½§Ã�¦¾¿º�º�Å¢ ÁÐe¾¿½§ ¢À4¼mÀÇÂR½§Ã�¦{³µ Á¼�¡4£�Å¢¾Ç¤gÄ=³µºX¦kÐk½§¤§£�Éê­N¼H¾¿ÅÁÈJ»§ Á»{ï ³�³µ­�ñ�Pcä!øµéT�Çøµé�¨Ç¨µéQä ��_T½�ÃH¾K½VºX¦k¤§É1 Á½�»$½§ÀCË�¦�ÐkÀ4É1ºXÀ4»)¦½§Ã�¦1À4¤§ Á¡4 ¢¼H¾¿ÅR») ¢¡4¼H¾¿Å~ ¢¼ ¾GÂ�¾¿É+ ÁÅÁÈzÀÇÂ$É1À4¤)¦C¤§¦�¡Ç£�Å�¾Ç¤�½§¦�É1ºXÀǤ�¾ÇÅ�»)¦�¤) ¢¦�»+ï�¤§¦�ÐkÀ4¼�»g½�¤§£¥Ðk½�¦kË Í0¾!ãǦ�»�ñ;Ê�¯�Ã� Á»*¦�ÿDĽ§¦�¼�Ë¥¦�ËÎÉ1¦k½§Ã�ÀµË¥À4Å¢À4¡¿ÈmÃH¾¿»pþ�¦�¦k¼»§£¥Ð�Ð�¦k»§»gÂ�£�Å¢ÅáȾ¿º�º�Å¢ Á¦�Ë�½�À�½�Ã¥¦{Â�À4¤)¦�Ð�¾Ç»)½§ ¢¼�¡1ÀÇÂR¤�¾Ç Á¼¥Â�¾ÇÅ¢ÅX ¢¼A½�¦k¼�»§ á½� Á¦�»V»§¦k¤§ ¢¦k»ÐkÀ4Å¢ÅÁ¦�Ð;½�¦�ËGþAÈ�ä!¨Aæ�»g½�¾¿½§ ¢À4¼�»�Ë¥ ¢»)½§¤§ Áþ�£¥½�¦kËG ¢¼�½�Ã�¦©¯� ÁþX¦k¤�¤§ ÁãǦ�¤VþH¾Ç») ¢¼�Â�À4¤V¾Cº�¦�¤§ ÁÀµËGÀÇÂßä�Í�È4¦�¾Ç¤§»kʯ�Ã�¦G ¢¼A½§¦�¡4¤§¾¿½� ÁÀ4¼tÀÇÂ�½�Ã�¦z·�¦�£�¤§¾ÇÅV·p¦;½ìÍ0À4¤)ët¦�»g½� ÁÉm¾¿½§ ¢À4¼ ¾¿¼�Ëq½�Ã�¦�Ì0ÃH¾ÇÀÇ»1¯�Ã¥¦�À4¤gÈqº�¤§ÀǺXÀ4»)¦�Ë  ¢¼t½§Ã�¦º¥¤§¦�»)¦�¼A½�ÍßÀ4¤§ë�»§Ã¥À4£�Å¢Ë+þX¦�ã4¦k¤)È+£�»§¦;Â�£�Åó Á¼mÀ4¤)Ë�¦�¤¬½�ÀàË¥¦kã4¦kÅ¢À4º+½�Ã�¦p¼�¦kÍ ¡4¦k¼�¦�¤§¾¿½� ÁÀ4¼+À¿ÂQ½�Ã�¦pº�¤§¦kË� ¢Ð;½� ÁãǦp»g½�¾¿½§¦¦k»)½§ ¢É+¾¿½�À4¤ßÂ�À4¤�¼�À4¼zÅ¢ Á¼�¦e¾Ç¤0Ë¥ÈJ¼H¾ÇÉ1 ¢Ðx»)ÈJ»g½�¦�É1»�Ê« §ut³��¶Pv ¡ ¥�°���ª ¥�� ¨©®

¯�Ã¥ ¢»�Í0ÀǤ§ëD»�Í0¾Ç»VºH¾Ç¤g½� ¢¾ÇÅ¢ÅáÈ+»)£�º�º�À4¤)½§¦�ËzþAÈG´=·N�~« ¾Ç¼�Ë«¶pâN³µ¯xÊ��R¾Ç¤)½VÀÇÂ�½�Ã¥¦©ÍßÀ4¤)ë�ÀÇÂS°wq¦kÀ4¼H¾Ç¤)ËγD½�£�Ë�¦k¤Ã�¾Ç»�þX¦k¦�¼�»)£�º�º�À4¤)½§¦�ËGþAÈ�¾à¡4¤§¾Ç¼A½$Â�¤§ÀÇÉ꽧Ã�¦©³JÍV Á»§»V·N¾K½� ¢ÀǼH¾ÇÅX³µÐ� Á¦�¼�Ðk¦©�HÀ4£�¼�ËH¾K½� ¢ÀǼTÊS¯�Ã�¦xÀǤ§ ¢¡Ç ¢¼H¾ÇÅ�»)À4£�¤§Ðk¦�Kí

Page 25: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

ÐkÀµË¥¦xÀÇÂ�½�Ã�¦©·�¦�£�¤)À¿Ä=�H£�èkèkÈG³Dȵ»g½�¦kÉ £�»§¦kËGÃ�¦�¤)¦©Í0¾Ç»$ÍV¤) Á½§½§¦�¼�þAÈG�H¤�¾¿¼�Ð�À.Ì$¾¿»�¾ÇÅÁ ¢¼�ÀC¾¿¼�Ëzâ�¦k¼H¾¿½�À�Ì$¾eãJ ¢¡ÇÅ¢ �¾Â�¤)À4É2½§Ã�¦V¶p¼� áã4¦k¤§»§ á½ìÈ�ÀÇÂøð©¦k¼�ÀA¾1ï�´Æ½�¾ÇÅÁÈ¥ñ;ÊS��¾Çþ� ¢À{«zÀ4¼A½�¾Ç¤)»§À4ÅÁÀ©¾Ç¼�Ë�"x¾Ç¼� ¢¦kÅ�¾�±0¾Ç¤�¾¿½)½�¾�Â�¤§ÀÇÉ÷½�Ã¥¦p¶�¼� ÁãǦ�¤)»§ Á½ìÈÀ¿Â&ð©¦k¼�ÀA¾+ï�´Æ½�¾ÇÅÁÈ¥ñ�ÃH¾eã4¦�ÐkÀ4¼A½�¤) ¢þ�£¥½§¦�Ë1½�À*½§Ã�¦�Ë�¦kãǦ�Å¢ÀǺ�É+¦k¼A½$ÀÇÂT¾�«¾¿½§Å�¾Çþï�¤�ñ�¯RÀJÀ4Å¢þ�Àeÿ�»§£¥º�ºXÀǤ)½� Á¼�¡�¾¿Å¢Å¥½§Ã�¦¾¿Å¢¡4À4¤) Á½§Ã�É+»0Ë�¦�»)Ð�¤§ ÁþX¦kË Á¼z½§Ã� ¢»$½§£¥½�À4¤) �¾ÇÅ�ÊÌ­N¼�Ë�¤jq¦=��¦�¤)¤§¦�¼¥À4£�Ë&¾¿½�ïN ¢þ�¤)À¿Äg«®¦;½�¦k¤N³�Ê<­*Ê�ï��H¤§ ÁþXÀ4£¥¤§¡�é�³DÍV Á½�èk¦�¤=ÄÅ¢¾Ç¼�Ë�ñ�ÃH¾¿»*ëD ¢¼¥Ë�ÅÁÈ&»)£�º�º�ÅÁ ¢¦kËÙ£�»©ÍV Á½§ÃÙË�¾¿½�¾z¤§¦�ÐkÀ4¤§Ë¥¦�ËÙÂ�¤)À4É ½§Ã�¦+»g½�¦�¾ÇÉ ½�£�¤)þ� ¢¼�¦¿Êx?Ù¦+¦k»§º�¦�Ðk �¾ÇÅÁÅÁȽ§ÃH¾Ç¼�ëâV ¢ÐkÐe¾Ç¤)Ë�À��S¾Ç¤)¦�¼A½� �¾K½V­N¼�»§¾ÇÅ¢Ë�À1âV ¢Ðk¦�¤§Ð�Ã¥¦mï5ð©¦k¼�ÀA¾¥é¥´Æ½�¾ÇÅáÈ�ñ$¾¿¼�Ë�ð© ÁÀ�㿾ÇÉàþH¾¿½§½§ ¢»g½�¾�Ì0 ÁÐ� ÁÀ4¼� Q¾¿½V´=âp³µ­VÄ�Ì$·Nâï�â�ÀÇÉm¾¥éµ´Æ½�¾ÇÅáÈ¥ñßÂ�À4¤$½�Ã�¦©ÐkÀ4¼A½� ¢¼D£�ÀÇ£�»pÐkÀ4ŢŢ¾Çþ�À4¤�¾¿½§ ¢À4¼¥»0¾Ç¼¥Ë®£�»)¦kÂ�£�Å�Ë� Á»§Ðk£�»§») ¢À4¼�»kÊ6s¥(7�¥�£©¥���§�¥�®

Pcä _*ç{Êß"�Ê ´�Ê�­Nþ�¾Ç¤§þH¾¿¼�¦�Å�Ê-�ËA�C�*zy E�4+E��%â|{���E���?���D<~}`9JC���3�476w�ÈC�37CÇʬ³µº�¤) ¢¼�¡Ç¦�¤�é�·p¦kÍ��¬À4¤§ë�é�¶�³J­àéQä����Çø¥ÊP���_��¥Ê��RÊ�±0£�¤)¡�ÊV«¾�ÿ¥ ÁÉ�£�É ¦k¼D½§¤§À4ºAÈz»§º�¦�Ð;½�¤§¾ÇÅS¾¿¼H¾ÇÅÁÈJ») ¢»�Ê0´ì¼�"�Êßð²Ì0Ã� ¢ÅÁË�¦�¤)»�é�¦�Ë� á½�À4¤ké��(� <���?A���Þ;�86�3�?�ã�à

�ËA�C�*zy�E�4+E;é�ºH¾Ç¡Ç¦©¨Çí�ÊH´%äyäyä��~¤§¦�»)»�éX·p¦;Í��¬À4¤)ë�éQä[����$¥ÊP ¨I_=ðxþTÊ�Ì0 ¢Ðk ¢À4¼¥  éA�0ÊJ«®¾Ç»§£�ÅÁÅ¢ �éA¾Ç¼�Ë+�0ÊJ«®À4¼A½�¾Ç¤§»)À4Å¢À�Êó�HÀ4¤§¦kÐe¾Ç»g½� ¢¼¥¡{Ë¥ ¢»§ÐkÀ4¼A½� Á¼J£¥À4£�»¬»§ ¢¡Ç¼H¾ÇÅ¢»~£¥»§ ¢¼¥¡{») ¢¼�¡Ç£�Å�¾Ç¤»)ºX¦kÐk½�¤)£�É ¾Ç¼H¾ÇÅáȵ») ¢»p¾Ç¼�Ë®¼�¦�£�¤§¾ÇÅ�¼�¦k½ìÍßÀ4¤§ëD»kÊ�´ì¼��B?@��68�8�D<�4:A�á�E��%â21^�����D���H�©4:A�C�A½6�4�C�*��êÞ�Þ�*Ã476DC�3�47��AJE

�%âË12��ã�?DC�*ø12��35,»��?E��EÈC�A�<��½ã��,��y|�sy�E�3c��à=E;éJï̦�¼� ÁÐ�¦+ï�´Æ½�¾ÇÅÁÈ¥ñ�éTä������µÊP�Â4:A�Þ�?@�8E8E��KÊP í�_=ðCÊ-ÌßÈJþX¦k¼�ëÇÀ�Êõ­pº�º�¤)À!ÿµ ÁÉm¾¿½§ ¢À4¼ þAÈ »§£¥ºX¦k¤§º�À4»§ á½� ¢ÀǼ�»�ÀÇÂx¾ »§ ¢¡ÇÉ+À4 ÁËH¾ÇŬÂ�£�¼�Ðk½§ ¢À4¼óÊ"��C�3S9;��à�C�3�4768E��%â}B��A;3�?@��*��T4�á�A�C�*ßE,�BC�A�<��sy�E�3%��à=E;é;�µª�¨�Í4¨ Hµ¨¥ä�í�éóä���$��¥ÊP<æ�_à«ÙÊ�ä�Ê�"x¾!ãǦÇÊ0â�¦kÐ�À4¼�»g½�¤)£�Ðk½§ ¢À4¼®ÀÇÂ�¾K½§½�¤§¾ÇÐk½§À4¤§»VÂ�¤§ÀÇÉ ò ÅÁ½§¦�¤)¦�ËG½� ¢É1¦x»§¦k¤§ Á¦�»�ÊH�y9jy E�476DC��©éQä[Í¥ä4ªáä��Aæ�HJ�IÍ4ø¥éä������µÊP øI_��¥Ê�"õ��¾Ç¤§É1¦�¤kÊ^Ì0ÃH¾¿Àǽ� ÁÐ$¾¿½)½�¤�¾¿Ðk½�ÀǤ§»SÀ¿Â�¾Ç¼� ¢¼ ò ¼� Á½§¦;ÄÆË� ¢É1¦�¼�») ¢À4¼�¾ÇÅA»)ÈJ»)½§¦�ÉzÊ��y9jy E�476DC(�©éKºH¾Ç¡4¦k»~¨4ø4ø HJ¨��4¨¥éä���$��µÊP���_{­*Ê���¤§¾Ç»§¦k¤�Ê�´ì¼¥Â�À4¤)Ém¾K½� ¢ÀǼν�Ã�¦kÀ4¤)È ¾Ç¼¥ËÙ»g½�¤�¾¿¼�¡4¦1¾¿½§½§¤�¾ÇÐ;½�À4¤)»�Ê1¯R¦kÐ�Ã�¼� ÁÐe¾ÇÅÌâV¦�º�À4¤)½È�~Ã;" ½�Ã�¦k»§ ¢»kéS¶�¼� áÄãǦ�¤§») Á½ìÈGÀÇÂR¯�¦;ÿ¥¾Ç»�é�­p£�»)½§ ¢¼TéTä[��$��¥ÊP $I_{­*Ê$�H¤�¾Ç»)¦�¤G¾Ç¼¥Ëü°ÌÊ�³JÍV ¢¼�¼¥¦kÈ4Ê ´ì¼�Ë�¦kºX¦k¼�Ë�¦k¼D½®Ð�ÀJÀ4¤)Ë� ¢¼H¾K½�¦�»+Â�À4¤�»)½§¤�¾Ç¼¥¡4¦�¾¿½§½§¤�¾ÇÐ;½�À4¤)»mÂ�¤§ÀÇÉ É�£µ½�£H¾ÇÅ Á¼¥Â�À4¤§É+¾¿½§ ¢À4¼TÊb�y9jy E�476DC�*.������47��,~é�¨4¨¥ªáä4ä!¨Çí�H�ä4äeí�Í¥éXä���$4øµÊP �I_à« ðxÃ� ÁÅ Ê$¯�Ã�¦�³�³µ­VÄg«®¯�« ½§ÀµÀ4ÅÁëD Á½eª¬­Nº¥º�Å¢ ÁÐe¾¿½§ ¢À4¼�»�½§À�¾Ç¼H¾¿ÅÁÈJ»§ Á»N¾Ç¼¥Ëκ�¤§¦kË� ¢Ð;½� ÁÀ4¼®À¿Â�½� ÁÉ+¦{»§¦k¤§ ¢¦k»�ÊV´ì¼±NÊó±0À4»§¾ÇÐ�Ð�Ã� �éc�¥ÊßÌNÊQ±0¦�èkË�¦�ë�é�¾Ç¼�Ëñ"�Ê<±NÊX�HÀ4¡4¦�Å�éó¦kË� Á½§À4¤§»kéY�»Þ�Þ�*Ã476DC�3547��AÖ�%âl�ø�%â3P}B��àËÞ�ã�354:A�áÇé�ã4À4ÅÁ£�É1¦¨¥äeøAæàÀÇÂr�B?@��68�8�D<�4:A�á�E=�%â����G�E�0饺H¾Ç¡4¦k»Ë�Jä!ø HJ�Ǩ�Í¥é�±0¦kÅ¢ÅÁ ¢¼�¡4Ã�¾ÇÉ®é�?&­*éQä������µÊ

P ä�ÍI_à«ÙʽðxÃ� ¢Å�¾Ç¼�ËÎâ{Ê;מּǣ¥½�¾Ç¤§ËóÊNâ�¾Çº� ÁËË� Á»§ ¢¼A½§¦�¡4¤§¾¿½� ÁÀ4¼®À¿Â�½�Ã�¦*Í0À4¤)Ë� ¢¦{ ¢Ðk¦à»)Ã�¦�ÅáÂÌ ¢¼¤)¦�»)ºXÀ4¼¥»§¦à½§À�¾¿½�É1À¿Ä»)º�Ã�¦�¤) ¢ÐxÍ0¾Ç¤§¼� Á¼�¡�Ê»1�C�35ã�?@�;é�¨Aæ�Í¥ª<¨��¿í¥éTä����¥äÇÊP ä4ä _à³XÊ�çN¾eÈJëJ Á¼TÊê1È��ã�?lC�*½1È��3�,»��?E��E Gø��}B��àËÞ�?8�89;��AJE�4:�����`��ã�A�<�C�3�47��AHÊÌ«¾ÇÐkÉ+ ÁÅ¢Å�¾¿¼³Ì0À4ÅÁÅ¢¦�¡Ç¦��~£�þ�Å¢ Á»§Ã� Á¼�¡�é·�¦kÍ��¬ÀǤ§ë�éQä����Çí¥ÊP ä ��_*¸CÊXçpÀ4¤)¼� ¢ë�é�«ÙÊT³J½� Á¼�Ð�Ã�ÐkÀ4É�þ�¦ÇéQ¾Ç¼¥Ë�ç*Ês?üÃ� Á½§¦ÇÊ{«®£�Åá½� ÁÅ�¾eÈ4¦k¤pÂ�¦�¦kË¥Â�À4¤gÍ$¾Ç¤)Ë&¼�¦k½ìÍßÀ4¤)ëJ»{¾Ç¤)¦�£�¼� áã4¦k¤§»�¾¿Å¾Çº¥º�¤§Àeÿµ ¢É+¾¿½�ÀǤ§»�Ê-1È��ã�?lC�*½1È��3�,»��?E��E;é��µª�¨4æ�� Hµ¨4øÇø¥éóä���$��¥Ê

�Çæ

Page 26: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

P ä!¨I_=ÌNÊ<°~Ê¥¸x¦�º¥ºX¦k¼�¼�¦x¾Ç¼¥Ë�«ÙÊJð©Ã¥ ¢Å Êó­NËH¾Çºµ½� ÁãǦ ò Åá½�¦k¤§ ¢¼¥¡à¾Ç¼¥Ëmº�¤)¦�Ë� ÁÐk½� ÁÀ4¼mÀ¿ÂQ¼�À4 Á»)È1É�£�Åá½� Á㿾Ǥ) �¾¿½§¦$»§ Á¡4¼H¾ÇÅÁ»�ª¾Ç¼ ¾Çº�º�ÅÁ ¢Ð�¾¿½� ÁÀ4¼ ½§À»)£�þH¾Ç¼�¼D£H¾¿Åß㿾Ǥ§ ¢¾Çþ� ÁÅ¢ Á½ìÈ ¢¼ ¾¿½�É1À4»§º¥Ã�¦�¤) ¢Ð+¾Ç¼�¡4£�Å¢¾Ç¤{É+À4É1¦�¼A½§£�É®Ê��A;3%��?A�C�3�47��A�C�*�;��ã�?�A�C�*p�%â#'�4 âãX?@6DC�3�47��AñC�A�<8}`9JC���E;é�¨µª�ø��Çæ�Hµø4¨Çí¥éóä����Ǩ¥ÊP äeí�_=ðCÊ �¥Ê4¸©ÅÁ ¢¤S¾Ç¼�Ë+±NÊ��¬£H¾Ç¼TÊW�½ã��,��y��ø��3:E�C�A�<��øã��,��yP¡��Dá�476 ��¢ø9;�8��?Xy�C�A�<)�»Þ�Þ�*Ã476DC�3�47��AJE;ÊF�~¤)¦�¼A½� ÁÐ�¦pçN¾ÇÅÁÅ é¶�º�ºX¦k¤p³¥¾ÇË�Ë�ÅÁ¦©â� áã4¦k¤�é�·p¦;Í£�Ǧk¤§»§¦;È4é�ä����4æµÊP ä�æ�_*±NÊ�¸xÀ4»)ëÇÀ�Êz�H£�è�è;È »gÈJ»)½�¦kÉ+»à¾Ç»à£¥¼� ÁãǦ�¤§»§¾ÇÅ߾Ǻ�º�¤)À!ÿµ ÁÉm¾¿½§À4¤§»kʤ�,���¥¢^?lC�AJE C�6�3547��AJE³��A/}B��àËÞ�ã�3c��?8E;éíA¨µªÁä!¨���� Hµ¨4¨µéXä����Çí�ÊP ä!øI_*â©Ê�¸©£¥Ém¾Ç¤)¦�»§¾Ç¼ ¾¿¼�Ë "�ʦ? Ê�¯R£J/X»�Ê�"x¾K½�¾KÄì¾ÇËH¾Çº¥½§ ÁãǦ1º¥¤§ ¢¼¥Ð� ¢º�¾ÇÅ~Ð�À4É1º�À4¼�¦�¼A½*»§ Á¡4¼H¾ÇÅ~º�¤)ÀµÐk¦�»)»§ ¢¼¥¡�Ê�´ì¼�E�§��¨�B?@��6 G*}B��A[â�Gy��A~���86�4+E�47��A�C�A�<~}B��A;35?@��* é�º�¾Ç¡4¦2�Çí��¥é¥­NÅ¢þ¥£�ÏD£�¦�¤)ÏJ£¥¦Çé�¶�³µ­*éQä���$�͵Ê�´%äyä-ä�ÊP ä ��_*�0ÊV°Q Á»§  é)!�Êp·� ¢ÐkÀ4Å¢ Á»�ép¾Ç¼�Ëù« ÊN³µ¾Ç¼�Ë�¤)  Ê Ì0À4É�þ� Á¼� ¢¼�¡ ³µ Á¼�¡4£�Å¢¾Ç¤gÄ=³µº�¦�Ðk½§¤§£�É ­N¼H¾¿ÅÁÈJ»§ Á»¾Ç¼¥Ë ¼�¦k£�¤�¾¿Å¼�¦;½ìÍ0ÀǤ§ëD»�Â�ÀǤV½§ ¢É1¦�»§¦k¤§ Á¦�»�Â�À4¤§¦kÐe¾Ç»g½� Á¼�¡�Ê»12��ãX?lC�*}B��àËÞ�ã�3ÂC�3�47��AHéT�µª<ø H�ä�͵éTä����AæJÊP ä�$I_*â©Ê�«¾sp¼rq¦¿Ê³!�¼Ù½§Ã�¦+Ë¥ ¢É1¦�¼�») ¢À4¼�ÀÇÂß½�Ã�¦1Ð�À4É1ºH¾ÇÐ;½{ ¢¼A㿾Ǥ§ ¢¾Ç¼A½*»)¦k½§»*ÀÇÂ$Ð�¦�¤g½�¾Ç Á¼Ù¼¥À4¼µÄìÅÁ ¢¼�¦�¾Ç¤�É+¾Çº�»kÊm´ì¼

"�Ê ­àÊ~â�¾Ç¼�Ë ¾Ç¼�Ë °~Ê Äg³XÊ��¬À4£¥¼�¡�鬦�Ë� á½�À4¤)»�é@�PyIA�C�à�476DC�*§�sy E�3c��à=E�C�A�<¨¢^ã�? � ã�*+��A½68�;é~ã4À4ÅÁ£�É1¦�$���$&ÀÇ¡��86�3�ãX?@��1È��3c�8E#4:A¤��C�3S9;��à�C�3�4768E;éDºH¾Ç¡4¦k»ê�¿¨�Í HJ�¿í��µé�?t¾¿¤)ÍV ¢Ð�ëGä���$�Í¥éHä���$µä4ÊJ³µº�¤) ¢¼�¡4¦k¤gÄ7ï̦�¤§Å¢¾Ç¡�éD±0¦k¤§ÅÁ ¢¼TÊP ä��I_à«ÙÊßÌNÊ�«¾¿Ð�ëǦkÈ�¾Ç¼�Ë�°~Ê;ðxÅ�¾¿»§»�Êp!�»§Ðk ¢Å¢Å¢¾¿½� ÁÀ4¼1¾Ç¼�Ë�Ð�ÃH¾¿À4»� ¢¼�º¥ÃDÈJ») ¢À4ÅÁÀ4¡4 ¢Ð�¾ÇÅ�Ð�À4¼A½§¤§À4ÅX»)ÈJ»)½§¦�É1»�Êu�ø6�47��A½68�;éä����µª �I$��µéóä[�����µÊP ��ÍI_*�0Êß«¾¿»§£�ÅÁÅ¢  Ê ±$¾eÈ4¦k»§ �¾¿¼ Ð�Å¢¾Ç»§»)  ò Ð�¾¿½� ÁÀ4¼ þAÈ Â�¦�¦kË¥Â�À4¤gÍ$¾Ç¤)Ë Ð�ÀǼ�¼�¦�Ð;½� ÁÀ4¼� ¢»g½m»gÈJ»)½�¦kÉ+»kÊü´ì¼õ�0Êß«¾Ç»)£�Å¢ÅÁ  é

��Ê-ð�ÊÌ«zÀ4¤�¾Ç»)»§À�é$¾Ç¼�Ë ­àʬ³µÐ�Ã�¦k¼�À4¼�¦¿é$¦�Ë¥ Á½�ÀǤ§»�é�12��ãX?lC�*»12��35,»��?E��Ea4:A '�47��à|�D<�476�4:A½�R�l�B?@��68�8�D<�4:A�á�E�%â23:9;����<���C�A½68�D<R�ø689;����*©�%â23:9;�P�3ÂC�*Ã4�C�A�'�47��à|�D<�476DC�*��y9jy�E�4768E)�)E8E���6�4�C�3�47��A��h}B��à|�~����37C�*zy,�¤©D�D��ª4éºH¾¿¡4¦�»©äeíDæ[H�ä!ø��µé�³µ ¢¼¥¡A¾Çº�À4¤§¦¿éTä����Çí¥Êa?ÙÀ4¤§ÅÁ˳JÐ� ¢¦k¼A½�  ò ÐÇÊP�Â4:A;��4:3c�D<��KÊ

P �µä _*�0Êó«¾Ç»)£�Å¢ÅÁ  é�â©Ê½�R¾Ç¤§¦k¼A½�  éó¾Ç¼�Ë&°~Êó³J½�£¥Ë�¦�¤kÊx·p¦k£�¤�¾ÇÅ�É1ÀµË�¦kÅ¢ Á¼�¡�ÀÇÂ̼�À4¼µÄÆÅ¢ Á¼�¦e¾Ç¤Vº�¤)ÀµÐk¦�»)»§¦�»kª�âV¦�ÅÁ¦k㿾Ǽ�Ðk¦ÀÇÂ�½§Ã�¦�¯V¾Ç뿦�¼�»=Äg«¾sp¼rq¦x½§Ã�¦�À4¤)¦�ÉzÊb�A;3%��?A�C�*.���cÞ;��?3ê�%â����,�a�,���&A;4:����?@E�4:3Fy³�%â�«#��A½����CQ���3ÂC�*zy,�KÊb�A;3%��?X�A�C�3�47��A�C�*��;��ãX?A�C�*p��A¬}`9JC���E­¢ø9;�8��?�y�C�A�<��»Þ�Þ�*Ã476DC�3547��AJE;éw�5E�ã^� à�4:3�3%�D<��1Ê

P ����_*�&«®¾Ç»§£�ÅÁÅ¢ J¾Ç¼�Ë�°ÌÊ4³J½�£¥Ë�¦�¤kÊH·p¦k£�¤§À¿Ä Â�£�è�è;Èà»gÈJ»)½�¦kÉ÷Â�À4¤RÐ�ÃH¾ÇÀǽ§ ¢Ð¬½� ¢É1¦¬»§¦�¤) ¢¦k»SÂ�À4¤§¦kÐe¾Ç»g½� Á¼�¡�Ê¥´ì¼�±pÊDZ0ÀÇ»�¾ÇÐ�ÄÐ�Ã� �é��¥ÊßÌNÊK±0¦�èkË�¦�ë�éD¾Ç¼¥Ë="�Ê<±NÊK�HÀ4¡4¦�Å�é�¦�Ë� á½�À4¤)»�é��êÞ�Þ�*Ã476DC�3�47��AJE��%â§�ø�%â3G}B��àËÞ�ãX3�4:A�á(�®���G�E���B?@��68�8�D<�4:A�á�E�ø��?47�8E;éRãÇÀ4Å¢£¥É+¦m¨¥ä!øAæµéRºH¾Ç¡4¦k».��ÍAæ[HJ�µä�æµéS³¥¾Ç¼ "� ¢¦�¡ÇÀ�é©Ì0­*é0ä������µÊR³J�~´%äùÄx±0¦�ÅÁÅ¢ ¢¼¥¡A¾ÇÉzéc?έàéR¶�³µ­*Ê�Â4:A;��4:3c�D<�ÞJC�Þ;��?¯�KÊP �ǨI_*�0Ê�«®À4¼A½�¾¿¤§»§ÀÇÅ¢À�Ê ­ ½�ÀJÀ4ÅÁëJ á½àÂ�À4¤àË� ¢»)Ð�À4¼A½� Á¼D£�À4£�»C»)¦�¤§ Á¦�»�Â�À4¤)¦�Ð�¾Ç»)½§ ¢¼�¡�Ê °�¾Ç£�¤)¦e¾Î½�Ã¥¦�»§ Á»C ¢¼qÐkÀ4É+º¥£¥½�¦k¤»)Ð� ¢¦k¼�Ð�¦ï� Á¼& Á½�¾ÇÅ¢ ¢¾Ç¼�ñ;é½"�´g³µ´�Ä#"�¦kºH¾Ç¤g½�É1¦�¼A½©ÀÇÂ�Ì0ÀÇÉ+º�£µ½�¦�¤©¾¿¼�ËÙ´ì¼µÂ�À4¤§É+¾¿½� ÁÀ4¼ ³µÐk ¢¦�¼¥Ð�¦�»kéS¶�¼� ÁãǦ�¤)»§ Á½ìÈÀÇÂ�ðx¦�¼�À!㿾àÄ»ð©¦k¼�À!ãǾµé�ï�´Æ½�¾¿ÅÁÈ¥ñ;éTä[����$¥ÊP �¿í�_à³XÊ ­àÊX·p¦k¼�¦C¾Ç¼¥Ë&³XÊ<¸CÊó·p¾!È4¾Ç¤�Êp­2») ¢É1º�Å¢¦{¾ÇÅÁ¡4À4¤§ á½�Ã�ÉêÂ�À4¤�¼�¦e¾Ç¤)¦�»g½x¼�¦� Á¡4ÃDþXÀǤp»)¦e¾Ç¤)Ð�Ã& ¢¼Ã¥ ¢¡4îË� ¢É1¦�¼µÄ») ¢À4¼�»kʧ�,���°¢^?lC�AJE C�6�3547��AJEÈ��AQ�êC�353c��?A��ËA�C�*zy E�4+EÈC�A�<%�ñC�689�4:A½���A;3%��*:*Ã4�á���A½68�;éXä��¥éQä������µÊP �4æ�_*â©Ê �S¾Ç¤)¦�¼A½� �é4�0Ê¿«¾¿»§£�ÅÁÅ¢  éK¾Ç¼¥Ë�°~Ê¿³J½�£�Ë¥¦�¤�ÊJÌ0À4¼A½�¤)À4ÅDÀÇÂ�¼¥À4¼µÄìÅÁ ¢¼�¦�¾Ç¤Qº�¤)ÀµÐk¦�»§»RþAÈ*¼¥¦�£�¤§¾ÇÅD¼�¦k½ìÍßÀ4¤§ëD»kª~±0¦�¼JĦ ò ½�»ß£�»§ Á¼�¡à½�Ã¥¦N¯V¾Ç뿦�¼�»=Äg«¾sp¼rq¦p½�Ã�¦kÀ4¤§¦kÉ®ÊQ´ì¼Q�B?@��68�8�D<�4:A�á�E��%âË3:9;�@�\}��®}¬�syIàËÞ;��E�4:ã�àv��A­�A;3%��*:*Ã4�á���A;3�A�<�ã�E�3�?4�C�*T�ËãX3c��à�C�3�47��Ae���U�D�~± ��²e饺�¾Ç¡4¦�»Ví4í H¥æ�Í¥é�«z ¢Å¢ÅÁ¦k½�é^Ì$¾Ç¼�¾ÇËH¾¥éQä������µÊ�´�Ì�³^ÌNÊ

�¿ø

Page 27: .0/2143 57698:59;=<?>A@9BDCC EF{WhIJ XKdG(IJMNIPOZ^iKdSZY ¨·[D\X^J[ GP[ W2I S¹c O:WXGPIP^iMXc IJKd Z[Dr [_IJ NOneXO:YLOZ Z ÃtuOZ^ GJ XSV\7KdWX kWN[ MN^}SZY*WN[_Ip¨ OZ^ nG

P �ÇøI_Èä�Ê<â{ÊJ�Ì ÁëǦ¿és�¥Ê ðCÊH«�Ìr?üÃ� ¢¤g½�¦�¤ké�«ÙÊ¥±0¦�¤g½�¦�¤)À�éH¾Ç¼¥ËaÌNÊ�Ë�¦!«zÀ4Å Ê�ð©¦k¼�¦�¤§¾ÇÅ¢ Áè�¦�Ëm ¢¼¥Â�À4¤)Ém¾K½� ¢ÀǼ1½§Ã�¦�À4¤gÈ+Â�ÀǤ Á¼DãǦ�¤)»§¦{º�¤§À4þ¥Å¢¦�É1»� ¢¼�») ¢¡4¼�¾ÇÅTº�¤)ÀµÐk¦�»§») ¢¼�¡¥Êu�E��"�B?@��68�8�D<�4:A�á�E;éHæI�¥ª�øÇø�Í Hµø4ø��µéóä���$Çí�ÊP ����_È"�Ê�ä�Ê$âV£�É+¦kÅ¢ÃH¾¿¤)½eé�ðCÊ�äVÊ0çp Á¼D½§À4¼Té�¾Ç¼�Ëüâ©Ê`�¥Êr?ü ¢ÅÁÅ¢ ¢¾ÇÉ+»kÊ °Q¦�¾Ç¤§¼� Á¼�¡t Á¼D½§¦�¤)¼H¾ÇÅN¤)¦�º�¤)¦�»)¦�¼A½�¾¿½§ ¢À4¼¥»�þDȦk¤§¤§ÀǤCº�¤§À4º�¾Ç¡A¾¿½§ ¢À4¼TÊÙ´ì¼ë"�Ê�ä�ÊÌâ�£¥É+¦kÅ¢ÃH¾Ç¤g½�¾Ç¼�˳�¥Ê<°~ʬ«®Ð�Ì0ÅÁ¦�ŢŢ¾Ç¼�ËTé̦kË� Á½§À4¤§»kéH�êC�?lC�*:*+��*§��4+E�3�?4�� ãX3c�D<�B?@��68�8E8E�4:A�áÇéµãÇÀ4Å¢£�É1¦Cä4éHÐ�ÃH¾¿º¥½�¦k¤#$µéHºH¾Ç¡4¦k»p¨µä�$ Hµ¨4ø��µÊH«®´ì¯¼�~¤§¦�»)»�é½Ì$¾ÇÉ�þ�¤) ¢Ë�¡Ç¦ÇéTä���$4ø¥ÊP ��$I_*°~Ê�³J½§£�Ë�¦k¤V¾Ç¼�Ëz�0ÊH«®¾Ç»§£�ÅÁÅ¢ �Ê�±0£� ÁÅ¢Ë� Á¼�¡�¾�¼¥¦�£�¤)À¿ÄÆÂ�£�èkèkÈ�»gÈJ»)½�¦kÉ ½�ÀC¦;ý+Ðk ¢¦k¼D½§ÅÁÈ�Â�ÀǤ§¦�Ð�¾Ç»)½VÐ�Ã�¾ÇÀǽ� ÁÐN½� ÁÉ+¦»)¦�¤§ Á¦�»kÊ 1ËãT6�*+�DC�?­��AJE�3�?ãXà|��A;3:E�C�A�<��(��3:9;� <�E�4:A¨�y9jy�E�4768E����8E��8E C�?8689D���ø�86�3547��A �xé0¨�$��¥ªß�ÇøÇí�HµøÇø��µéä������µÊP ���I_*�0Ê̯R¾ÇëǦk¼�»�Ê×"�¦k½§¦�Ð;½� ¢¼¥¡ »)½§¤�¾Ç¼¥¡4¦Î¾¿½)½�¤§¾ÇÐk½§À4¤§»1 ¢¼ ½�£�¤)þ�£�ÅÁ¦�¼�Ðk¦ÇÊü´ì¼Ù"�Ê ­àʬâp¾¿¼�Ë ¾Ç¼¥Ëõ°~Ê Ä=³XÊG�¬À4£�¼�¡�é¦kË� Á½§À4¤§»ké´�Py�A�C�à�476DC�*®�sy�E�3%��à=E.C�A�<¬¢JãX?�� ã�*+��A½68�;éóã4ÀÇÅ¢£�É1¦�$���$�ÀÇÂ@¡&�86�3�ã�?8�=1È��3c�8E�4:Aµ�ñC�3:9;��à�C�354768E;éºH¾¿¡4¦�»�¨4ø4ø�Hµ¨�$¥ä4éj?t¾¿¤)ÍV ¢Ð�ë�éQä���$¥ä4Ê�³µº¥¤§ ¢¼¥¡4¦�¤=ÄÂï̦�¤)Å�¾Ç¡¥é¥±0¦k¤§ÅÁ ¢¼TÊP ¨�ÍI_=ÌNÊ�? ÊK¯�Ã�¦�¤)¤§ ¢¦k¼TÊ=���86�4+E�47��Ae�B�yE�3�4:à�C�3547��Ae��C�A�<%}�*�C�E8E�4 ¶ê6DC�3547��A��©�ËAl��A;3�?@� <�ãT6�3�47��A�3%�^�êC�353c��?A����868�Dá��

A;4:3�47��AñC�A�<�����*�C�3%�D<µ¢F�8Þ�4768E;Ê�?ü ÁÅ¢¦kÈÇéH·p¦;Í��¬À4¤)ë�éQä���$��¥ÊP ¨¥ä _��¥Ê�מּǻg½�¾Ç¼�ÀN¾Ç¼�ËC°~ÊKâ�¾ÇÃ�É+¾Ç¼TÊD´ì¼¥Â�À4¤)Ém¾¿½§ ¢À4¼x½§¤�¾Ç¼�»)ºXÀǤ)½R ¢¼à»)ºH¾¿½§ ¢À¿Ä ½�¦�É1º�À4¤�¾ÇÅÇÐ�ÃH¾ÇÀ4»kÊ.�y9jy E�476DC�*D������47��,¡���3�3%��?@E;é����µªß�¿í�äHJ���4æµéXä���$��µÊP ¨���_*â©ÊFמּǣµ½�¾Ç¤)Ë&¾Ç¼�Ë «ÙÊYð©Ã� ÁÅ Ê�³µ ¢¼�¡Ç£�Å�¾Ç¤=Äì»)ºX¦kÐk½�¤)£�É ¾Ç¼H¾ÇÅáÈJ»§ ¢»N ¢¼Î¼�ÀǼ�Å¢ Á¼�¦e¾Ç¤pË¥ÈJ¼H¾ÇÉ1 ¢Ðk»�éXÍV á½�Ã�¾Çº¥º�Å¢ ÁÐe¾KĽ§ ¢À4¼�»$½§À�ºH¾ÇÅ¢¦kÀµÐkÅ¢ ÁÉm¾¿½§ ¢Ð�½� ÁÉ+¦x»)¦�¤) ¢¦�»kÊ*�-9jy�E�476DC|�©é�¨A浪<¨��Aæ�HJí��¿í�éóä[��$��¥ÊP ¨4¨I_*â©Ê&מּ¿£¥½�¾Ç¤)ËTé©��Êc�¬À4£óé~¾Ç¼�Ë «ÙÊpðxÃ� ¢Å�ʳJ ¢¼�¡4£¥Å�¾Ç¤=Ä컧º�¦�Ð;½�¤)£�É ¾Ç¼H¾ÇÅáȵ») ¢»kªC­ ½�ÀJÀ4ÅÁëJ á½©Â�À4¤*»)Ã�À4¤g½eé~¼�À4 Á»)ÈÐ�ÃH¾¿Àǽ� ÁÐx»§ ¢¡Ç¼H¾ÇÅ¢»kÊr�y9jy E�476DC��xé�æ�$¥ª��Aæ�H�ä��Çø¥éóä[�����µÊP ¨Çí�_{¯xÊ��RÊ;ïÌÀ4¡4Å�és�¥Ê<¸�ÊX«¾¿¼�¡4 ¢»kéH­àÊ<¸CÊ�â� Á¡4Å¢¦k¤�ée? Ê ¯xÊB·ó ¢¼�ë�é�¾Ç¼�Ë�"�Ê�°~ÊH­pÅ¢ëÇÀǼTÊß­pÐ�Ðk¦�Å¢¦k¤�¾¿½§ ¢¼�¡�½�Ã¥¦*ÐkÀ4¼Aã4¦�¤=Ä¡4¦k¼�Ð�¦©ÀÇÂ�½�Ã¥¦{þ�¾ÇÐ�ë4Äìº�¤)À4ºH¾Ç¡A¾K½� ¢ÀǼzÉ1¦k½§Ã�ÀJËTÊ»'�47��*+�Dá�476DC�*G}Gy�����?A½��354768E;éHæ��¥ªß�4æ���HJ�¿ø4¨¥éóä[��$�$¥ÊP ¨Aæ�_*°~Êa? ¾Ç¼�¡1¾Ç¼¥Ë��¥ÊO«ÙÊ�«z¦�¼�Ë�¦kÅ Ê~�H£�èkèkÈmþH¾Ç»§ Á»$Â�£�¼�Ð;½� ¢ÀǼ�»�é�£¥¼� ÁãǦ�¤§»§¾ÇÅQ¾Çº¥º�¤§Àeÿµ ¢É+¾¿½� ÁÀ4¼T鵾Ǽ�ËGÀ4¤g½�Ã�À4¡ÇÀ4¼H¾ÇÅÅÁ¦e¾Ç»g½)Äì»)ÏD£H¾Ç¤§¦k»VÅ¢¦e¾¿¤§¼� Á¼�¡�Ê�E�§��°¢^?lC�AJE G���A�1È��ã�?lC�*½1È��3�,»��?E��E;é�浪ß$�Í���H�äeí¥éóä������µÊP ¨4øI_*°~ÊW¸�Êc?t¾¿¼�¡�Êa��<�C�Þ�354:���|�½ã��,��y��sy E�3c��à=E C�A�<¹}B��A;3�?@��* Ê��~¤§¦�¼A½§ ¢Ð�¦mçN¾ÇÅÁÅ é`ä~¼�¡4Å¢¦;Í0ÀJÀJË Ì0Å¢ �/ó»kéS·�¦kÍ�Ǧk¤§»§¦;È4é�ä����¿í�ÊP ¨���_*°~Ê ­àÊ.·T¾ÇË�¦kÃTÊÌ�H£�è�è;È�»§¦;½�»kÊ*�A[â[��?�à�C�3�47��A�C�A�<8}B��A;3�?@��* é;$¥ª<¨4¨�$ HJ¨Aæ��µéXä��4øAæµÊP ¨�$I_*°~Ê ­àÊ�·T¾ÇË�¦�ÃóÊ®�H£�èkèkÈÙÅ¢À4¡Ç ¢Ð1ô Ð�À4É1º�£¥½§ ¢¼�¡GÍV Á½§Ã ÍßÀ4¤§Ë�»kÊ8�E��§�¥¢^?lC�AJE C�6�3�47��Aë��Aº�øã��,��yQ�sy�E�3%��à=E;éí�ªáä�Í4¨µéTä����4øµÊ

���