From 7b398324e87e8d5117a4d945789ea5a548b9addf Mon Sep 17 00:00:00 2001 From: dadams Date: Wed, 2 Jul 2025 13:12:36 -0700 Subject: [PATCH] truncated data for few fewer years --- ...1.html => analysis8_OLS_NRB_ITS_2021.html} | 0 .../analysis9-2021.pdf | Bin 0 -> 308778 bytes analysis/analysis9-2021.ipynb | 1065 +++++++++++++++++ 3 files changed, 1065 insertions(+) rename analysis/Analysis Output - HTML Files/{analysis7_OLS_NRB_ITS_2021.html => analysis8_OLS_NRB_ITS_2021.html} (100%) create mode 100644 analysis/Analysis Output - HTML Files/analysis9-2021.pdf create mode 100644 analysis/analysis9-2021.ipynb diff --git a/analysis/Analysis Output - HTML Files/analysis7_OLS_NRB_ITS_2021.html b/analysis/Analysis Output - HTML Files/analysis8_OLS_NRB_ITS_2021.html similarity index 100% rename from analysis/Analysis Output - HTML Files/analysis7_OLS_NRB_ITS_2021.html rename to analysis/Analysis Output - HTML Files/analysis8_OLS_NRB_ITS_2021.html diff --git a/analysis/Analysis Output - HTML Files/analysis9-2021.pdf b/analysis/Analysis Output - HTML Files/analysis9-2021.pdf new file mode 100644 index 0000000000000000000000000000000000000000..bf1fcf5956becf30edea609c16eda3516485dda7 GIT binary patch literal 308778 zcmeFYW0Y*onk`(mckQxm+qP}nwq3Q$wr$(CZ5zAns;}PDcZ_@c_PJy9_rL!<8JV#% zV`apQIcLOrf>=&Sgqog)8H)Ju@6`(w0}CD-A$mA;d)kg=hy zkuj~5v5l#d86E>Y3q21Hl%tb_vA#8w+j^6Rr0pRKO!u?uDZEg{GcZIzJ|Cu@?b>nk zsvuW_IQ&}v2F}w>N}`ZvJU8t~;GkhfvslENSX})oJV}}#?^tJmZ=cJ~-Zf%$%b%GZ z?gm+3F%oXod5kA7JqEPv07F+9hXVr7ZQm|bf$Jc;cLz8DH_{+QyQ=Zm-*A8{z+8V` zt(FE_PG&BjPbL~?r6h2wluLt=BET=!vV#7QNy`tI>2;C*#<^~+e^yUjKgjB^Ri5=% z5+k5W2(dhfhX9<6I;LOk$9e#@7w9eW@YhT`+C}%sXs?EIgOB%$hnB4z6X|8WwJT3y zbA}>r@9nxR5MmP`TD)a7APTD1Glt;-6;u}or?9^ttVadPfe0o#EQ zHf)S3e;2sAHE+ks8Q)v{n{#a+2F>j z`ETlv+}~R73~=U~Knj&UVXK~)VFGXX6bqv;YY~w6MbgU}T~F1mR_L%TDlF$p2xQ8cjsmhWb0st4#V0{>f4u0YA3G#9d#MaAxcVhc&b@^3aUh#VU zcDqMQYMPC6s=#l3G1Ky^Mh@5moVxSq$!Ga z_Cy#!Of8OASP)AZOd2J6=pu=?NkCroRsg;6gKiqySnSz^vc0F@TBw*kryYia31QY` z?dK{mJrTYbK2-G$wRfV3(N;VI(C|P<4z1!E0)vjhw&TA=3Fx0Q{Vg zR|KNpD4O*%524^pius~b1~tcNbXcs+WroyKOdwNdjxX~j(%7}A8d!E&?3V6CyAwm? z2VE_i-Tn^pVq3$Sus`4%79$gA0zG88wF)- z$j0Oav$>qn)x_9VT!_Yr^HT6l;4HN5;MEr2-?^JBA0SOH-{c-I8AnG!WOMi{ zG?Z2tC6gu6i{TGxU-&z!>13&pwG?bt$=vB49&aZ5kDG{z-Q6h<0$%9e92V~0h}U3| zNHwspIrdoZFnhgZ@Gze;gahZOHJ^?_#><;LF(;bAlUT_Sy5o}9cU2IvAU1pHbZ5YA zhiiIY(qK0^$~NVqD+}9O3mY6x^b7E?XYvZoJu1U=N^k~m8s+B8S`hIXXaCIZSQ}|m z8>C%UH&-XSK#HX#x?U(b?-wTz%ML*&Cu^#&S1ctzHR#|{va6JV6*M1`YN{_os3Hw) z=&gz=E0k7HTNJ8|Z$)laJj%aKj03MSrKVNG)-5WH;u1Jt`?F!@lywBhYTdL+JC@gV zNN(ap%_^3cwfvWBQo+nK^^T5N!SUFct4mwQc?S5%9NfrUI0wdj0N{<3n1YO%7(cYW z#y0h3ai{fBj`Z<55(kxdvQfQc{md?NZu|$#_R{^E&6nK?x@EA{NiH8WWW{Hg&ZeaD z14VBjiVRauxFmbMw? z$S{+i;XqT^8*6V$Qzj!W9Zel4+2gve-yK?7&DK3@-4(f)l4BY7vDY!Tw%w55XDQ!+ z21*>IP{uY!|I2&)l>Tum4DA0M+rr4s^q*|Y74}5*Ve@Tv%`AK*RkwIAT>!usPpXd?sw$#qi}ca?gwY`oSQg+J_?1zFL>|Ii+QcKs?+!VhGNtssM+fV-_hO zcJ%X4Dvk*JkvepX0&;_-I|S?ewJn|L@0u792<;BrMQMb~ivD-T`2yJ1ng~t8QIiZ} zRk4b0a!)%`!yif2FtCqSaf>9XmrvFLoQ}R$61@52enAc-(6n2zARBEogf|oqE`STI zSe~sSVUVIF~w0Qurw z0XVK)0Te-d)Q>a59CVyfF zx=E_uW)CefYA-@DmSS)pL@tcTX$pk02AX+gP_YR{EP&rzpT>mZ*j8GCr>}C20 zqQDClzb=@NUu-`XP`PrubmYSTe5WP_Rsh7XR<=aetky8-S;&kVMc zL6G=yXx2H!Nu0VFW(r*xQ_27>E=O;V$N9T|$D9T|m)domBXTv1MFJjwwj5648{0!r z<86-|y1$;Z6jL%#nUD!Ha6W0oP^Fs{qVK*^W0eSh`VQ521C6F8(5C~xP($ULjBu*q zT07ha3C12wrl_+V6{If=FQY>IVPtDNnE@~L|!ogE@ zf-5Fk1^(o{^S*hQkcFIjg{X>Om{n9|3JfAH_^LYEt6;D7IK0IMBO=rf78M+zQ)G=+ zP!6hYRQEl667HAteIy$Pep;kK_PmhZf+wAU^1G%ZIuSwPPl(1*TYPa3Z_9Vhg;LyU zllij=V}5z}MEz0>PJNl}E2+opk7V3ta*l+1o`Krw%8;&NR{@qgz78X^D7n+7TI3={ zodt=A%hvfGq%JYe+YG01pk4NnehF5hvSMYT1JWg=i&|erGY0xvER(^-LC}$U?RO8}u~6DmXP}CtrtOc-!>A5Du6H!(C(ZlICK5E8!LH zZMlOdc0ihRmBG2VGNgVsJcYDT!iWGE(+T|RD({#VN(BAC9glG3==ajC;9|B%xLi7S z@NfJA0lV?rv*b3vjH=fx8&1*tG^xmHiVg9?k~`M|1UBOLw+#66?APR+lHltN*o~#5 zabk}>H^zb^n=ddfT+`*Z@8ukpc|+CBbw3`l#)8uAK)6qj28>u9Ht;q-^)mnkcJrN|Xf}(3Mc@FFPLj>+rY0FI| z7hD4IMkP5uH^4NSf>clg$Hs_?!kJSOJCV^zk0_$qmjl~6BUA;rD2h7&g>^Jm=8IoB zBaUckjl8eb9nF@$O;Iz*Xfj$PdsH5tzmjpK%Q%mSnXl4$0DVrvtC3Ej;6-Efkrq)< zMHfxzZxjvrMuPwgv#4h3QJk+WY!Tmh0tcuPGZBljRRowFgG;ex)P5~A%njP#)N6Mb zHkkbrZIog%II)hU!J-+1^C}QwRIp?C;u)N9`EqniYd+jj&I0tE zu_N>&B4v}&3H+iQ8gM}V_2xgJPHw7ARVQP z|GeO`7@{TYlPW*MWRv6>9}4`gmcL#2uOnhGHuakcagT!h{f;RI1h?@0ZtiQXAZ<`0 zaM{;mB2XmZvG(>m8EC*K4TFGNO8k_?dSd-vL7bP!0U~+ExNs*qO@Y@zP^Y7oh)3VB zTlho}3@>YCL_nlT{7}ZQDH0nWUibuFt&j@C9aPX`Pe&`vkySuhoM#MoD8)xZn$_== zF@SNMp!im)kmON`{}^dot>VdKTLRsIPgGJR?4-I8QDZY|VhZ4ObW{hjG*qsvc_fS3 z`|Eyz67@?X_T+^@=;?~+z9VBpFKN;PpgL%lb9eD?rvk3cj;#4{)rs)Ax9YL*t30M6 zNZqm6d$NLeNpWr}?!+mp0H3*V-y=MgY2YgRT-8P5(2!=E7D2+*%xKu@KvVI%Kr(Do zgAW}^=xW1t{uovOLF7Lu%3(-(@K&_B}3kMGktBpXS+!953_`3 zt#me4LmmldxvFdF1C4y>+x|gu&R8Ar<12XncE3yOY@MPLuH1oj3VZ8rX0lfT0r>so zPYXhD$N88to#msqADhd=I`UfuzCEL36_XqM&bgz2GoL(LX`m*7-L^hhio`VVt=;zy z=ide=SB{*N&@U)0zn+ji8g92WpV-*2=Z$(2?4idzb+Bap*i0jA69JuM(FM+mxr0=A zjH~lP@X>Et(^DZX;axgC-Ce3>`rhx;)Xf+Tz-fpeoQlZMJ4Dp1gk9 zlp?Idi^-P+4&B<2RTZ`7J>V5gl=$qfXYu{OiCNElxU2Tl`wIJMBnpRFX;mGb@IU=2<;-GS| zRb9lJ(X+B}<5s^RCXX!O?knq!q082Abv!7=7>-jTHpw)#In`p&sPj)y=w32i?R&L% zV6{$NSmVdcUY|>;cFQ$9lN=w|l92ZNyyW1Vk&26QC%$j2Q=-J9j7O8;lo|B?qaKe zI8NlOnIZ%k&_I1D+&b<9Tqda5pn1o3lhsNII@3%w*35XiU8@%VE7ke>sxSm2pjsRj zdn@^H7dzl&c#9dWu0WcL1}|0RMDF1^(PNEI!*Z_QqbFqj6Ow440L$8}4zmUF(dAN% zEq-i07@Jd)i3S@C?fDYn!&YKlqR;#LkL6XTIsNnJRKyDM&YOlft;RRAc#S5xtjJ!q z11mNUJ0 z=CY+{o&w0|@zl%-Qzm=1dEw-H%ms12dTtRhml(wODSBxL;!uX6e~jPXuW56F%_&n> z$SF6TEpF_5B_sxPKJ-XA51C&AV|h}DzMup!J}r>B4Eo)1hUtZm0RcVq7N0e6s?RB1Q!=+d5vy{P zu0z!1n94A)oC%(1r|7Cdk;=sqWIUE6YqmQOr}J=uPxjg!#=76$?vEVviVSKXnzS#I z9vUR$IElF(Df$Dvi-AEr{zEZy;35`nN5}ojESi@OL?Jrg4`>RvbD<-0huUA*iDd(4 z-Se5jfp6ktm@Kc|9+w5$J1b=ZX9pp-_thy{?HV%hG*Ay}qKmbUS-bYa z{=i<;AW+*{>O|$hy7ttSY|ka5+S=7>5ARK7-4i!C7L#exECB=2k0HVp^t}t3R&++3 z4CP?*I$wQG>fyII+wu%;{C?+tb+7%s7>S@nh3PgpKCUlipE1n7f*SpBt;dGylBcP2 z5@4|wZ@i$`1qVzTE3wku-v~W#u(z+vAe~`eWo0a$oqVem%U39$RC~EiUU4D3J~kuq zRUp#mMRW5sEXe(xL~RvEo=S@$^Jo-0SjRYJTQ96u9H+{dN3kMx_H?(yP@~|k z9Cgx~PPg^;u7KqK_*$g?k~7XJCqqK~yPZk5bzW1FbLC);i}4}*H_9iP^`x02jrNSy zNsRA1uVvPI>VI9TGcx>lmg)?QZ0!H%6NW1d$(Vy-#O@Q-zwlw#&%kO_Fu?z;)frg_ zz|BP*;12L);9lR$%B#=8#m$MTTo5q>v1!J#ug^W6Rfp1iavlnIbF%aOahbWl!EAGO z-<+Lo9hVxREm*eqA9hI7`4vf+H!?pSb|6DQ+-pqLUU4&_ z3Qsblo)>J7mP*z@urD9RZ`_;vN+XTx-=r`gqQazAyriNEZf#Qq=J>dQ;QdvyiKZ( zWBrPbycH|h!4pKLlJn#{oMB)RfhJw2)s(_+=~s^KcuG~lbSHA*S=u?m#^opirzo%V zOBJgl;l`~42jw>S)UF>jMZmCA@>awlM#U5->3+-~bXC0LjRf1@D1yCv%{~YFsC1u9 zpD$1w+S^dpRh2{0Tq=cB@2xW zK5!Ur6OMBF9v-i+feIw#M^Os&1B^N|xW4Xh_HP%8TMp7<)Mk7_+!U;|xH zxS@>+2SYuE;5)n!8sOtPHLgbXg)e(y|5{ETsg3FRq&^=zvjdear&(kR-; zFX(QWE;hV<5Vh1K%x@Ryo=V86gR|tYIp*kQJ#@smhB-ZB{65I>y&Gr?FxKv!q#=b} zf?UK~paBEOK|!c{Z13)p@db|{N(&`o*F=rf!$4XLTLK3tOm!R>xZ?rvMaLSa zK(}(1C*Fn~`|@osw^*c#0R+06TQUINPN?5qQ0`!$D_0c>?JtjRUN4=$2>}EBHm9th z(fC3r`fa2HTSvdF;%2>~a@vw>u^x^a+`T*zZ<#B7GN>P{vhu)xEr5;FY|g1H6KD@C zVcOP95ujP0hoi4b=W4AnvueNM+~!2g%%do3!NPKcccVmssMKkTngS)|4l@%_Bx+H5 z0|avIg2F~(a`S<56b+SmngfECCm z$LynUoZ-io*68UP#?s7MnWlG^-pX~f4wsVL*W>lX*(KPd>>I_AZuOGlD&$O z7)kj;zp)nf*b}$KHL}59enkjoFTVI8H3p`!F6W}Qt1T*2brn>HP}O-E!;)(cE3yXa zOZgiUy;WbAQxCdSGHIVL)wFF=7e9+X{MHy~D2J0m>P@s_ra+cnsnwMARq&ZgNu|@``R(SsgC*l3fj)je`m< zb8xD=iSs?A*T8<7TM6Bu ze5&L$0%+p~Q?w3=T>A?y$IBul!vLHbgaEZ#WeCIWG6YnGLcjqybYI=k@fWl?sS=Gw zPU+eF5G~JlV5yV87GkNbwe3Q%TlvP*_BW$@ngn6rf+$r_lHexE=2hNK55hEe=de@|Dk$&;H!%;;_A-S+S8g&OAlxQ&uI@AmxZ$*QrL zpIzJa3M#*Rw%n~fo^btz$Aa40s@R#3r=u;Bu%~YT6W1I(=&NmTTCVpUr+Wqcuh(3U6?` z4{nBbuyhZxuGf>#rNW1CJwDYnfA`XKSgfXx&(u6y)enU09=YeB&251syt!@zjD6NDztrx~nm{))W^89c^@1MQgX`CYl@tGdtQcyszfq9$at>Tp5FRgJ zIwsqYB0|y7s3$`1|3;-+>*$KaH*;;$&d1)+g#shK?SC&Ucv#Hy&y`+NQ#Bkt;Mx;E8*nky5R^IQhB}wog*OP8)HFwKYW{ zZldWA#^nIf=A3C6K+{y4?+(k7exh0aDD8j)Tw@fmBcYO5}cF{Kf!It@E#`8`qop5|8E( zUS&X@p_SXIX$olSXbuTHgXq7Q) zRXb&Z#aF^dy`>=y(G<~f&4VLNEVlgvrr?B{deVo66cDmm#4$em2yE5}mc3#M5 zvkjG&1B&Mh7;vzJL6uOL2i4W8fRG|2UKWv}mbxFRsGk>%GBbh~>8hGu5i>riilVK3 z5BeiL=%&c5F&pAb9T?%?R#_Nqoskc_>H}o?g5UQI<7uD!N4%CyzmPpX>7`2`VMr}m z+jk$%c@}LV;fT(eGBZ##j)&{k@G&6tm1h=fouZ67l=IkZoTN5UcPB$ee>yhQGyuSg7cjK6a=?;@Y2h0r`_ z60!y#Y~KEIZbr}EP;23WKRiU@fH#|lx|<~f1_Lkk>y}JDTx{?kq{tTo@tA@GN>b!r zZxTSZ0h8p%SG1FnnaDX~g!?dflc$u`7GxPLWJpDuM)dr)#__5^&#HsP78w#W-*+@@X+}UAomT z)>ufcEx%3SZXc7>J*6*MluAb!#Q|4^7~v9?2-F$gx(4IKIY_%ariO|?|yZi>;9f2ZY7M|z%s4n`OjUh3G!gROBvjnEZY}a*6%PkZ!0ohqm zXMRca?|L4GWGCeIMz>!$0bNr4&NF19o4!p=j5eO=NvL=&v#-W{hazw%GzoTL;K=Dj z06g=}Hv~H-bS0I&6hlyx=Aw4T;T-3$1iIi|+2nthC@gybc3E}kN!fg$n-oZ*e{10n zDbQ;F2F+2aUTA3YU-DCvGZjRmYo>qHOhXO+R7)}P2{QGr>Fd9dun8C?uPE_^jHd7} zNC`x6nNN{ca)DH7E;@%k2gHo62smm+{;Cvcai^?yKrnk+yt-vsMCW{7tkHGRgVaW; zk$aDfqxoY&9$+UcZ{E2k-mh_BynIEMf|BmFk4_xZKCJ$_bg8(#Q??7SnHzUEp$MzA zAw8`oK_ovp{YLrGD&$vvVhmlZ!XywZIkUe6{mWu@ttoHZbjw2Dgm^P4ul%Noj8|(6 z@?Bi^KA%n)&<1~iPqtIO*;|=3X`|mjeey{=XS!m>Sm|z)>$#&{$EIq?rUk|TExE4y zWl6YRB7L-)^hPm140b~o)V$IExBn8Q*ny05c^3z~W&5YFgj}19yKt2)B%K>>FtUk- z)D+oqKrmd}XF$9+d8@)l3GNM)-|Vy1^W{W#d#+bvu}`Y%sg7&6WBe~(7hn?Mw404~v$|LKI6}62y#27UaKJ~Hzi4?iGY0Y_p z)Yod-HOA@Zg@nb}9yQ(3XD;HMA!^D*#7JgHtYiDeJf6&GU?+x6{e~qfEu`{MmvMHO z36Yk>QuYUI8e%zFT!IxG-ed`(MO4nE3k$36)qd|b9#*3ZinQ4T%wcLF0(2!dDqsz$ z<$V}w(%|Y&^|h+(Av^if5Ijl<2q%Y=ugY*dD+EN6HVf8~+Tj!?dgMn5 zcI~pYN;}4?{FJ~n-%8p`a_eV$>ZZ!~AyihJM)wx06!ee+{B%gtgYzhEM^CZR5{M5R zlTD>(r^QUYoWSabRR~v%OG^wWVugt|!+UH8t@4?$69(OM26FZL%KYYq+%qHr%3?1u z9Fw$>Me*g`GQ~56J1^o!lAQ0q(t#7a>)O*?=7Nuqo}(X~3JEx;MM2C!6`RSs3zAWV zX}|eVni?l^#V;}v)$yq*(xx-+(&CTt?AhHirp%sQ=uoJXxA8eS@PMdC&$X*q0+4CF~iTF@)-W zQMgm7aKcb>QY}lcly;3fck{pnWrnUf(4Q&Fa2f7EuQsD~{dLFtt0&T^VeV9lAP49& z?s=h&*4jRs^@-y6E4qIIQiZW1r&F;{qAeJj&7H~$$en~YqtjVbcs#HD8FH|4X{+5U zKI>3+eH-;P2XD(l3trurNqC|$csNCX8Hjp`y$w zcxmzoAs_DFv7w{ezYEU_=cMFWffHipjfpxE=6l!3ot*vH03M)hT5vQ~=9!R8U?Z5H zXMN`2s~-)C_{$y9IX*rg`t_R~U{*bl{ay=2bD-1|+yQ94Y*$buM zzZz%zdPnd~zR+$E;HT)^Rl~E&j{`yUGIK04#{7?$uO4RC8+`&DI6}2+KDt8(fBL5faMH0$L{~$?8C}##EU7YL8 zt5`e*oY00LBCd?djBN;IX|gdHv*cArJoz& zDfbR_v|Ol@u*JF9d#w7gO;s5WmGc+AMQB`|u<{jy0kYrH65Q%cL$+87SG!t7WjVOvIB^wUUo8uU@Z?sEy}Thj?NZY}3B?!{z9lcA}?=O#!i-`mzx_e$WWV=6T%%_K_9!wHsH7m89 zN2X!l+i0O?`N{h9B4j6(->ePdr z7isG8qZjFSHm&FKCH@u`dr4!tNIPZjP7LdnN5SjJt+wsQ$WNiFp2TD>*0cz5b zM9L`bnGbfs3d34#m_xw?~S9+ z6r`G=mXnqG3~z5RW&x#YRPgKe-~{q-i~8KNUglpYH)uM3$AF3zjHgl$y&5@lNq=Qb zg>hc=9tA_?wY_GnW$P*mugu-h8EWc4B}zwf;UGO}uUgVDAn_|p8EnxK zZU?4VoSX!is;6s}#lM27RqOrU*p|E@!?35ZsCSHog0&8u7!}_P8%(sP)nSjaO2Ri) zs#QaITkN!hc4jgM=aBtLO$49Y-DYZ5w}HLJzVE($k8n>s7_l)RsbPN4)8D&0YW=D;Oga!D1pa8NCC?Pdry=N`X=t7@InDfkO#AYrf@dUa95zJV#|{>IRjHdhwH6$?%hplMy5vEW)a0xE`1WrwdIF%B^VmfgTm8=)%SshR`jQ zk%|B}7^}!2=_2BDu|7IAGR7brVn5fbDO^Y?vkqQ$?{mBf)(9o1_ zxIZGjY@v&%FjfguHIQrUg8nk4SCboAFwoX+9wv$Gu9=nNZMe@e2-Lc$hAx!V+{CFV zb9!i@+m*n3t3~H=fQ`0gh#VbWM$0m}B`kw)q^e*v_pwR<}6LWKULD8zctXaea2KBlCkPWR<6rAf#J& z(j&26A0&%iQY$giY<56A$%9lJXq4~zZI7twPU!u8?_*n8>;s)&F$djL?FZdl>X-4>f?%%Km5aWqR8Kvt zLHl0*QlBe1Mu}O5kS{OMA#!apb*T*ISsUk8!=Y9~SqSa{u}N|*5B}VGBL@x-lHP0- z!AQyazMlNu%z#pFZz~#5!n~?Hn#jcX)CRiK(5?P8j!~}eNx`~!H$G8@Y;~ryqem%X zfj@=qNx}_C6VPEz()9|gB3^$TzB$i22Ie~6#FLE|)D%5!UBo*E?i4G~A1SaRPd4SA z&YfJ`x>s4saz_8YucU=LQU${V@Uht#rQ$$t6#}9=pJm#gj_lzLKB`9TrN$1+%^&|x zod#&V9@S9Ajd~pj+gPKQ+QIxOwdLgd7tc@bRo0+5Q0jG#!_ZmBY)b87TbMamdR6uO z*W>Dx2JebCinfc{BI8kG2`7WK!qo$h7Nx1FRSuLfLlU<-uQIO7Jdz1( zY}=-|B=?i!(A-VY?@hqDy?O)_ML`|st;MazdJKI$#;ybvj!Rr!&K1<64)b!V0O)`; z=|}cb7e&_vrJzLCR!{Tt5g+@{54d!4=)C~E;@kQD0%}tSr>S(75=fL6dpW5n^MG4s zlnsY={G(cS4prTStE9te9ZFlCHT!e}JA(LS1$J`!iOS=BJGrr77IkmlhCHWzDV+xT ztX-?>lcRJefw3eGi%+F4ch>Ng)JFvFi4ZJSOUu9;2FqRq93yPHCLXZz!B=nA<#i$3qfNN6XpM#6%lDzp2%X`HLo*~t^-ogF13&Fhy9 z*$e7*YKfJhqe<;|8xsWjxwankMk5!dKoo0FFl^1YVXs~oj;|-iK$I(M6Fbe1Z4)dR zjy&(q4(A7_C&n0@8)Meny#%yPppAFn#Cqf;kHHk`kAa{|4#h_}-CpxobnMmZm+vd< z-1imUH0wD=pVh$Z=xryB#PEc$=wf~&{ zlGAsvcKkUP_J3c1$Mzq;mD7xZHBrQgVL(wg-z9=0gy+=SNns57dfX z6quxzcC@5-TsfCvnz&|?S9Itjey(ErU8%*eQm-X}xB|7f=`aQ>EYD~BOGwXWg?r@Y zRT>zEaJ=-@)0F4blR*@qY4xN0KiXlJf7y~6=3w}f5$egf6D)g zcqza?#s7$h4*z`ouee*M&up{F<^lM^+Ge*Wa5i6bROfgyEg>lPl?;nmXqfq{#a8rrBCo_8wEE$>fnHv!fI z(QZ6G``Th?zx^-dN|mbgw??6Gq@#%x-@RZ|p4Y=)y1F|fEZ@RHLYch2I`L8N$7FdD z0l9CB)6>%f0|nL_%>^P+4z8}gl^mkv&TI9?^OD0OiCUN#809dU8X6qz>`9cW(=#(S zM=82KS4}HeSXkN9+y*z>T}Uay2gT$K779cN;CXykA|5^~Mt?IlekzNWXp+IUY}CwCE3n1cJl2x3zJ%Rdj2%*f?J- zC;2BPB9FOqx?X>Lz2At&;CxQ8?tp-Ta$9o-U@bk|?Ch+sw|l=oEmf$_jE=IoUT@0s zej@+=?cCG$v7+ls?SM{0Lt{7+t(>#n?riyVxrQ|O7}FH-o`V$A0|*SJRISC%%KChF zG;#NAv0AHN|7f$`cm_y{iGuPpMw+8kt`t54>Zb+Ag)zf*ANi#Wh%`YWlgVbWNcNh^ zIIvlvRCXuypirSwbqK79p3F2`XDBLe6+gYyFfE&}s_Wh4`Fwr8@N@H%ne2)zesI_v zmm4iNb)Pxn_OXEj&pW<5V`Jt&9X?(cv46eQ5f>LH%(me7-$mbGnd`Di-AD7fWX}`+k2dE-Hnu*mmBEh>3}f#S<@y9~~Zg zeZ8LiL8bi}A%~;!BybosyaTk!pRB-~VvQ=59{Yu2>HCwJnCNI3Sy|T~SpA?-BoYnZ zTzr0P=ntwf$RqBjLIy_0bPg|VlI=$G)q0aA#Efm*>Owluze1ZgjVzo?>^z+d;ucNi%2h-<@j}rLm`9F7! z&FiDZQuq%W*!}PZtcsJpmW9Fod|GSK*fIVut$L%exdPFKh6c-(YHqVxye887q|D5Z zAynPb%jrz^gw#~EW-E1eqa;|7Z#khY9^)n1Y%cX?S@u=8pZQ!Ym1baT>#OUFD>xbP z3tzxoj_(({)2ZB%?(6x;iEYm(3BQ&@=i>b&uGrZ7UJhYzUP;Gi=M^_})TD-q82tUw^oEoLQ zA#eCkVyx@oD587k4{^Bec$12Y!3~QX^vED{F2=1^H3P+Ehl+mc(3y3EAgfI z1qH^@5(nAbo`(nONFVULA9{HmK^hjx5{C!^0bz}!{y`uq6{^rZpP4|(PSZhsnT6Qg0FV>{L@9mI-Kn6;uDKy zibu+jvPgM}hD7SC!%>)$hwg~AM%2P$0{9QR2s=WJv}Fc5`~ku z6X=ZzZmb)LniEY^cjK{a+A4IwDq(+)O-xI)YHl|EQ?x z=J0-dVBPUjZ1(qpjx`@oTO#vP;YQn;NY)g{SL? z-;^k?H-g>OT5a_t1?<6``g1=f$vn{q*#9M5B(;6`&A6b;MQ!j^^c5*N+{el&LiRA(A13cN592D zi^Inw+irK3MHgfjQ8M+QM8#+R*qNk}A3q`qw$wu&RT=%G6>RwU{O!a$-`Dr} z9DT*xYdpu}aX!xTd_0RSD$&u3SUN3pKV(SB+)e4RkWKXW$CJrR9jAUdnE9*Dd@W{) z9v+*P(MnD0EY|b-{#}ucI>?=M#5z}Zx;X>8T($aZZN2cd@7g+SIy!cy2P^lze=Jm* zA)&T?_k(5M6Ky3vqgnK#pyp4!$?+x)QpR&q(-)bk?PWCI9%{E9alPakVouxh3-AZ!#jTNwaXmqAl zPf>y&#Aii$W#z!PZ_$$Og=%qfb8XBb%FDWx%pR>xo_!A)#6GB(E3W1jyS0YY9dK&; zv)0hT=>;pRn5w3#FK_R-{`$^-YWqNaR4VQd{4!m+Y4heFlLKb-xtUk{D#~*d28}`p zcqGsFzOGI{JLjl*J)3VEpoQDvgRM1RIuSeK^*(StU*}FvbhhPnxENCWKxvOHdl0pBsoV%jU8ewWI0#@q^nS z@X@1Z%RBsxkVfaEoYigfSogeU&7bFj_u$|G|SuLF+am)1{u>e&>U-4WBNs z_EZeV;~aV#@v5E;twF3xq}4;VBK@kP!OljA!o@y}ZHhJLeo5YnQu8!%eZ7*Mmtujj zf?oJN2$<2I2Ik>%SbltL@_B#1sgjb?t>ZR}Ir)>B1}SF~WO&El=QI9RIyaq=l*Bn* zWl~^Ao-)eH%4(K6V&iSMR#0J%nnyptf04+EKk|D*PyJqVY=lzdhRj9t7Y>RsY-IMN zUq62Z*~K}S(YJ_YS3Ng;#o=GWy+1^@Bh|#MX-Xkk^Z89n;Kb?SR#rhPfk(*i@^=gD z2Of%k78@&W$uN@Axr%oTTF0BIa9vZ5Cr9SibaKy~9l~UD#}BJGc3s2tZK2|t9e=xH z%cG*RH|k`xVrcCO?h$Lc$mM4uy?c3iIob6@td~}*cJ@U-`c+lM{bO>i&oq@nx!A3b ziHqyc$>d2+)Bk*>;?TAF#eBmZVr~EEDedV^?(>*AsdLYzRLSJHRx+ifEw2XqS-Mug zAFEeV)=McDsaK>74?2|tlPO&6$BrCPTUIA9Y{dZi>({4|{UsR|&p-SG^rmze)jGYY zJ;SKohC~V=kxb`*+)v=(<;}Qzcca3A9=D&T^RIM~cqKX3*F}k)6R|Y+uB$&kM3Pji zQBMrc4?KXFU%%duNvZ^39>rB-1DQfkO`0=#HayEA z@scHhtQ_5qvO{m36%#8852q37JiG5)x~^lXuWC-|jzdfAd}b;FW;1~)3W1w8ZJIx2 zob@X~&7i$JXa8%HyCbzXD@k^GYsp3x>(zLsktXv!;@-3r(+OSSa=Fs}++e-m6a8;j zY^yWQHZ1*K7|UmL@tyadT@Y1`kZ{cte@HKKHsu{@4W-jqx8R^q0t=Zw-R+~&=<>o? zY2VkcQ@r}H}iT%V^v|LR zK5O0jjDUVA)S=-e7s-C}vHCiT3kC$R;hRut`F-X2dbKMfmbPnMZ$)K>QxV{Wul0%a zt+e#?J6mb(hMHM_Uz>Y?%jPt8?UiPfTKIl++Osl9(65K2yKche*Acb#smp_c)E>$J-fp07o?<|siBrrh9U1V4Ex=`e>_6I z{b_v{Nj1b~ApFe3yNPF_I8y7HnvQUBDO)GdmfE z3368Y4KIa9M9iU-*!!h7&%%>wv!ju#aV*J^4h)3;`HQg&hhy!?{)L6UmeMyWceZD) z@=qyr9O2P^aa__L8ShhxyQ__j4S9?2WOX}86Clts8K-SGCbw`QzKk>{_?k-2#k-9b z40tR~oMKiFO;Nb9u=uk9D3521gQzj86exl!i0VSld7_*exQ#XA)vrglZryr!_1>Yp zyu2RIW%r_MKOPC$bZ40}zZZ)(48$)OuL6gX5_0 zP4kv6+S%D<6)PDU6gy{Lf95zl{sk#|X?`SQd47afhsvdB>T!H3zzy|v(LB_JStrll zNZU>>9UitJeNz%WJrtRfBcNcCH6IidBrYyqGWTuYZ>9@@j_$)B*x8kz1?kAQS5Igw zE7wIFHAhf>wyboPL*!yd-sQ*dbgHMC_kvi+Vl)e`TIh)2j{^gsI2zV8RoZG585R~+ zoC&6-=65Y{I*)?ED>e6BiCiNxR!g&e{zlGUd_*0G<%JaAWcgH0#HO8gQSda?amtFV zp<;7qjXGrgsi8sTnA*{?TNPo?8@W$kdkV(qX^+Y+pQB-w`~ETWMCcjGE&>Us zoIA98_ip3A^69qT`RNfdP2!X6Ab$5DHnRBx#x(<&rnF#@#eJkwy`G?;atJloRC_=8_MB8q-fm7b}>I#-fNf4-`l#WjKcF^ZEY_R3egTedv1w6(Rpx0{vaSxu2?NfvNu?J;%l zdEZ|%v8vz~4h7wEncH(f?88%8UoMCIg{|ARwU(M&OmJ@;f7#U8&MUw6waN2YkLcg` zj)B*xmcTAN+aN8OryjaLHIm*vz~~D9+vd!K)y{)2OXycEkug}P`V9dr?=aT*+SDwM zdaS+Sc9mhvszvL|e`;7_Ghe@6IJxh>|1xR0>o)~K&pOkk>tr7~c<`xl`TgKSr}@c3 zl1z8lmx~s*t$NTqPms91O@06TziZHQlj`^HU)hoG2M4Pk`OSX}KUQ_i(YvXgXj=rv6~60A8z{4pj2%U{+Sva&WLudO|&d z>2O zF$eqgOay-dsMZ=Kq~3i;jNj#5?f|8+mxhKQJV8?oM9HYCHli|^()*lmQ|j{b;;jO2 zZ||)Pq7H3oI#VLx2Uo4S&2o0bh7Ah~3t+VT=>(r)3nAcR8XK*0306k!={usH4dD

YU5u!?K#!_TlOJo9gS&xK!8F)KpYlY>1YqNP1yf z9R$vFBu0J5_U$0-!t`>jWM|e8{Jg4gx|Z0bk1xP3mtdSGKcL8OX|eCG3Phx@tEqV; z?qcWWwup4=r~CyhtkkvdAMu#2p@>-w;?8_rTn|RqpMNtA9U$Czy!XwihxBRc)4jWd6y<#gZzbP=W znwlE;cCCH;j$Lv_{O|AYPfOzx63V}EUSPkN2oW ze*;-Dh0N_VP|vVw{-3E_j?qdDQ7!TK4bWJH=O8n@`Sj_N%#2{;;NajyUnR9b)L6;F znKe!rsn$@imW&eDHQYY~e={+~>|&PNS+m+sWYsD@N_zTY>9Z@c@*o`)x}5|8JfATTE)mYxeF-Z z^8Q>is1qRZLvA8>Z{K$egn-`nfm$HxdEg~W^{6?;uN<_ZVLZF871J#x; z>MIX&wDt6A@s|j%2XRs(#oVM*F8}`DJoh}SgqQyFAkZs1!O_v(@e09U*|A_#+rNOY zK4#PH2E^rJ@1m`(ZDEn@QHz3=WMpbzf|5N?Mqo|NQae$y29Nvn@U(tAPU#WIpww_1oAOZ;QCgWPCH2 z;<15&u<&r_(N2*B+3oIFRgTD|wPC!R|HCtr6?PvB3ibUhN_BN=P_6oFL`1~HhYvZm z(kyyPUY#6Aq(YgdnWn8qI}qj6UEnkFWSW5HL@M4@X!*ohk@;r0@tG626RKMB7 zKOQ90=JZG9vj68NopA^a%U@+bV7G7IKC)|!AD!TQpT86lJ&>GT=$M#{VrABwMM8KB z<2CADgDC9G5wWmD)=mFaA0>v}ZSUlSv3CVco^XVd6C}I=7S#oJ#P{cYoe~afrhfDF zyNIrK=CX5vjDlDIY<5;%9c9*DTG|4$S}H%epKmrWAw8!QKHN&;(#e8=m9}Fg-20Y; zm%ctd>^MEFiGXZmWVDHlR}TFJD#P5=bSs^J{G0(%+0&M~V5_b=&cj>CsubGa@w~~R zV(0~tIaVnZ5`X?tB>(*RZ@MH@EBx@!pZ}I)RuLP2)t^6C;uEfn9q@ls^!z^;C$wPa z^KIo4w_dz>0Z}JP+@%>sDj+A;NQzE&;^bMZ9p-}vKO9-RX3chb;ny5Qo-bJZ(vfR@ z&erxtX{qP6Yrm4!;y&kC+CynVZYH;e8D6(UEUbCq=eKQyxJCb@aV8d$qxL~(ur){v zYu2s}q0-aSg968FQyLeyH7P#+zlI^*^t>ljoSd9~a&gMimjh4HR?7S4=H?P#vsVev zXV-VgtOOx!5Od4eR*TWoEa$9aa~rjPkHx;A^3#fPe0Zf%(d0so?8T?K8hSZYB2+#( z@}B*=7HkcRs!CpA7-B1m%oyRTPq*$XX654I5)jZR zB_ku&3|$iv5<-wca69}TF^ix13z^K?A`aqFPVRQ|*Slob8eW9!u?COo3OSw5&MTgw z&6~M>;^K3&+N=~Sm(oL`pLD(*vp;<<`r?4qH5QSA&??J8J3UK<+PqGumdvMJU7}|q z6qSrar{DAk8M0;mhE;mnAUOl!w|%7 z)RbDfS{a5vkgr7z4YD0%P^89qREbriXQK2 zCMES`Exj7}D9GkNNupB7Hme~8Ry~jZbn04(8^DU)$t?2*#$2+WP`4_@a9cX(9j@Jt zz&)Ki{t#Nce$hnq+a@w}=TAA7EeM&QUn0jg5}8}y<69l= z7OdaiA@%PC`l+qk8O5Fd*Z`6NEv4fCkPQkQ6q-d+*WpttvBsqjS%rn20keUl9PI4w z`}^lN8t|k3j|mMucBS(raGU~FDGU~fwAdj<4nt*sH+gNdm_3Kl(q2G;kUi!&a+Yf&)Mq;Y-Dhts-RGd;IzyeB61qU=i?mq$SBeBt)|$ z0}L~@qs)mDCMG6Bium~xZ95kzUZ*3x!?qg`b4{tEHW~~P%4M>@Ix>>JkVw7GY-y)y zEg^A&rKLN1@xj*0ckha)nw5mEbS5K)n3~4lxw9c^BR(m9MZ=KGWZuooog}Yz}&uk9UG_%3JxYWwYF+9HpHL^Wa>#gy^qWa9IJ;r61%<%MOHs=V zX9xR-JH@IRtE;O68;w+bLqbC2;?xqKR_~l&L()gzXlgY`+|Co0$`Brh1PQSkE>`B_6uoXoiR(ytDKGHy?|s9pcv!q1?5%^txYp`rWz$B*BOi%@hMqQsJNP&9%;8>tE5 z#NN=-MgGNq(e;y7A{Vu?N>g(pPv=XxcC+qoKPyJ8j3IuqloR@(gDC-0WAQal3h^H5s{JKAGH~`US8cheMXf2SjrKk4;(5G3l7_atxr{r_2MrB#p({B z0-vH0F&c&1L?Xck$G&~+&+9TaOp3nmdcVoCro~2Qx!e9b9m-in-}q1bW;ODr=bA66 z)ra{rh~*iTdVmJt0;vQS0iA%w{z|IdjVO_44GV9}>SLe%=ZS$5^>ehMO{10vg9pC)8TuNoOKfL*A zD-C6E@IYFiwC}o-gE^|vbG0VzPsD4~^(Lvt{fEMXp5bxY5|pU@Mrm|JZjVn-GXQHL zzFw>$b0Q)cA`c+$z-pJ6SNr1R&mSH6oGRH_S%@U9IhN{wK#U0jIQE^GsA$dA8|mqn zjg6l+5BBu|x8IZL+4t`(3VSyvGg-$xf3Y@Qyn4? z|K=bdcGE3<=0=2_iw=XCbNF@!q9zO%3-j&l)F+b)Qd3jk_?^eMR#Ce005^>Q@F9#Q zEtdGFr~lZ(Tg-=w9r36cw9cv}P;xK<@ncmiI_oXZ{8K%@<4*xi5m@+H_8MZ>T#Fc^a;amn7*v_)qLtI9Jl zWQg3;Ckm1^Qi24ukTNH}mQU@+XH<&|+>i@?FU;iU=DuHmxhASO$93k)N@`^5)+cOD z_*LquXT>bcjl}C7pZGQjdnq+_n3tg=oGQBprSaV-&h{?XuH^;lh14n`->h7Fymxbf z%2#ZBn5%-vl#uaPQs?=H`jW1{E-?d%(EaN+ON%a|L`HXhSJ2tg61<(j33adkSc@4) z^t&_JXHQFV{#+HozI;@nEl2ZEn zR|kO9x##*r-@g;)#+H>lnb|)H4thHnMj#wG89ngesEi;XMn!dj)`MOIcXLvbIZ!id z&h&KdKY3G$hkAMh$7@}m#{XdhT**KVF4_ z5dg*ok}ky##!l#Oq6A;T=fqv709BaWr_@YM`@KL! z^XPv>l6K)b_niLK3RZOGX{fI!Sn9>OpEF}UyiIP{jNj%dL_5fNg4Aw$ml-Mo3z;UGSP zl^7ir^*d&H(Hs~W%a($de3=+2+fpvT-EVaf#2~@PlB@dzLj`wLEk;!n?oW{9iT{l0 zB#a-|K@Sqb=2oo1t@Og<`8^&#r>4LFAN~s;_ z*|6abh;2W)zTx5P6JKQ$n!39s+1c+g5_rFkRO{~MMiL_t&COsi50@^$wzw^ zXJ=ss;&H=Qx365#KRRW`L_uCY{D_Ghwg^av+uQa*u;{D!iqkq7p_ zlvF8TjD^4>*oOcGPtp0)iyY)$i6rL}^(EbAZ4qhYp8EvMsr0?_Y%9P*>;R=qPBRtfG>i({CMz=e$v1=korMpywQ!`c?%X z6vnCfpKv~hsgckdKovD9z{xoRl^&q}4H#^te~mWFb~=H<@h@+gJZ8U~VsbZ)U8qQc zyzrtsNrma}O{swkv30E`*9nSr0gN?D+nt#Gzn?6r;OKdIiD5rvJc?}AQxJ!P1 z7Z7yo)~#p(;CEliC+uNKiHU?i7}MP}%;pyw8jAFzjr#r8t+gv}Pieyww!a%3cUO@U z1f`{rbA}V>IS2*P!$40wwkf&i>$`yXHzbX_Aym)dWm!nPz%;!joDe;p3v8$1JCA1s zy%4(x(|^Objtp606eLuM(24Ku88P0Igf{)C_KzE$YR?{faIh{)$W9@@5S-;so=lEg zziu79uCBmjOX((Cb<@() z1nB(u*XPPIn$a_Jqc|tNPTb!&*dS{2FA^*|!AC2uKqyc@-KR~)WV-ZDnXZ7YW1C2! zG^d|W6IH~$wzHR;bo;d_n-BgDw2qAx{~1>KT-t?{ls6dW;8~#Goz`S=f9S>&)E0z& z0zQ(tp97T-Xn%h7<*j)4j_@=-pu+#)>gd5~`3J}rZ{ELu-_fDh9gX6(SVLz3!3t%> zu!8%&g@2PK`sI%wdU~x8RvtgU(+&y7h@2(XTF#3`DB6ed|8eG@()SQu*wOuY@QUT6c8{zW+SgZT_))-}Z=tQ105qXXM|H22IT)I_jpotDk(=fB%r>aQkkN zZ3b63xh+41E?g1S$|=&TWLLLTsLPTJ*KbZW4b6Z1Dp>3)E$hRiPwM|doV7#HF5&Hb=gfQ)bJ5 zRAQ_)s}sLXg3jHN4YdYYHYnbH1qG*=8gw3oZEXQjB;*T-Tqa4kkDBJ4FRx-31aor z|A->8XqqZ9;>PtjUoBVdow82rtMG%c+X|EeO_}c4CE=@I-$61hw%M^`#~3!VhZ2Zm zK)tP89|+^`*7g+j0T3_TgU5d18Td}|RQ9DkF)~S4i>pB1L;nDaIYulSB!TDh@BGJ) z^}5+f9GZkf{AO$z95Z=M%ygP5B97Bz%6 z`ZFM-5j)>W*-tKb%s&s5hZ;jPp0Uhl3pxo_q?P?)acnSIVjTLvfBz1VZET~ZrDb$< zG_o}My}r**^g)8M;qxla0ot3InnKOc7=zpO+jYh;c`jzc;EquETs5`~kQ*$^V<&nL zY~VW}A3@5jiWsv52xIqyYT=B%xaj2L zJ^wa-HjL;_0DjuDXAgn22rCkdVyKai(hP_&m}$$nz^M5Rq^@~AeF9-V;P-(~DBYka zPbEeYb=<*6Yf%imYp$|>KMgJWU3t07_3Kb~tKzo8!3#FF>DICqXdt3*>fI=mD?$e~ zIiMGmkN^^Y$v+QzWECZypcN$*)wh8GA;9SCdlAw1BS+u4bBA-S5o~NQ9s{v?jhE~dSETVGx^Atyj< zBs^}gc1#8#KzdI?KyCSgx7@FgWNEC4Ua2F zxt-#iy6%8q>2%^*?hjU(2d0H}4L<*tt}Y2lNe|35TCTvb?fr{8zyq9PBzo+cPBF1_ zgU8oK(T2kOFX+<0_YELi#Bo^T?AfyjNrYxSnEsx~k>dUOJS=w!&~1jly=JZ@gFk`m z$M3-dWkp3%Ft}Jw{g&vDxh_QP^;NPLEofWmM7h&RB3meh=Dy*kR6N0aP9GbtX0%P~@cs|8K%1ZxEr+lS@n z1P<=&>s!GI0F2Neu;OS0x{F;}+S)?@1xMZ8;pDYxd}&r23Q)HKn{eZy`AOvbUxQ6= z-@J(hMLj8S?ASHrE)brCXZ`O*7a_6;gYw2x0bw(%6giGuynLB~j_xxW0sn=a4jee} z%5?_)ha-6Onow@|7xVyWSJ-GiBOd?z_pN|tF&${RdvYu>A%XCq@bLwlAuuRofI`p0 zCG6FEdk$}&X+Ew&7YN% z1EBFPDiZsPuLx5P%8x^9>HHG$J`@>Nxt{|9cK)qjyTJ^?eOBG`7PG@|Di0&;hp
tyLc`1t^nx@S;gN0>*cVuVq+KagRNa&dV{2Yqc-wt_g!@(n z%=K_-R{n*+gieYxqG<#aYf)YO9ZqpHZGk?g@I!D!Y4Eo!Axa87D6K$6MaAb&pZ>*E zz|fVb65}y5YLF{?8~iI&DD{=cbGALyc-de3e?0G{*jqK$>24FmM;3qWt&#-7F{XJEA&fDDz{IM zM5BOLJaY!j51gyY*qR^#va{_$;;jrU0g`>TP?K&-EzQOuu)tvN3|25bEe)nrD3B7M zZUBf^hV{?VhZ%ja6n!~B+w8IW(KRMWDe)7qzQ_M96vM;Av7G4y(3~}f(&6u58a~rV zLGxt!6E)rVsFf|o7@5n?j8J9`l^Yf%pnY2>ClIhivN1=^a_J-A-+dATSqN+d>OM)6 zimeH;6$#DEL*bQCrZnWW&T^nkYuU9py(ShLtb z)Lh!fSEgu3Rr~_Wb|%S1e6y*k3Dgg|VJ%7VCD!dce;<8$qLK;L@N9~0bQS`1xtZ{C z|J(W{I411(TNSANFPfYGU0N=HH4uYr8fSs0>|Lq;yu>1!5g&m|#TpFptretu4+L-o zA;$34^?%Kf2N$#4gO5c{Ht?M)hVgK#5Kdnb2_hEnHU?4B-`J)^Vw(UIO2@DM{PrH0 zlN0g*_?AMau`8CAf6DD|Rb=o8>AJa_w{83J{6rWL%Xb)jIb8hX#}CZ9)#b~l&57^% zbA|Z=mk>?Z4#bnHDl3a_0ic_LXjD*CnNT_;!cs#r1+Lqm9)=f=F*+1duIUU5;_L}xkXhwmWtDN{($`+fN=AtL?n_e5j`7-|H&%Xp!2Z z19^nOHK818O+y3kks}iznG}5yxUd@0R%kajX_ipFxZ?^@`lCT1Suu5Mm3T1&PJ)_#h>;K z5;HIAAB`C8W6rLcIZOMe7?XT8W27#j$h*&`+O?xnMlW7`?!+(u)T>+qBFo~*)g1>t z%ej_51(_)Nw!PrAo1~Z6D{5WCIXYQa@Z&$+Y~R@ZrMO7ujb(o-a+=bgFEbZd9x_UZ z^6;Etgsnpyx*s&G8MIl%vf#7_Czl8Q{^#_t^$bhgT>h!sxWa6DN+eiVSOf%efMJQ2 zcTj;KrR)&&HpEyX60tn0oeD_;aZ6}4pL5t(+(#;hO$M3)qSmfm+nOXTEse-$H|HMp z@yvfI0$W>i;eBRu8-D});*WSm~9MDP)`;mn}S!c5rY& zBC4%h)vS7nTKiu$g;DP zr0nl59f*#?3~fYsQkCZ!gYiRJ2|eMY)#U9Q^Fk}3Y<%2)4h8Apetf2P*T5tqR--h& zzCo+qOcV`&PWJd;p6~I0tZqa~{U7Xwy_?KV6X0ZVi?@%D&%eCp6ui^uJVGyPX#%t@ z(B|iEBk_nq=YVwqomm833oPewXyr&1S>(-s%;Z8n=g{CKfojPNGHVBpB_Zmv=uwc4 z0NFHB9>wn_fDX`^ID%}rY2(HxO7HzgwDAPdmrzdshj~0|Y$M@1Sw1W(IuF_t6|lM? zy70A79Kl021c#YFp@6y;GOU;-DS3p2XTjrMX?+&L&P@24D^P-K5H~IbNiduW3uafo z4U>T)VUv9QTL*gu^1|D)GG*F1U_oO4uXx92XJ^6Xr>dA~>kewJScpd7q8NlIF^?ll zK7RTX!SCVh{1T_Wpmv?!ha);f(^{>jW6C0DyAKmR1007AeSlIB!sa zBR5hoD}6I8bg;zo1`YB-4*UG~o_>D8-z@_xGxNk2?<9VGDtSH!!YkY;00>q4YKTK0 zh%RfKbTTM(%(B@OT0dys*hvQ<2E1K@Nz8M7Nf4`O(Vk|fK8mf>$$R*460qGf6?h~d zfW+lIpcmoi;kklxYB&{MeGGjglMz}A1o-%D@d0=dJ_C+H3n6@GqQ8b}$WH+ZvPMI` zxcLubepCfeK>7LkX~rBnd^iK)2e6JJ4k*C^iU^v98DYZ7&!53q7P!o{gx5kO>FVn8 z^SA$FN62jK+G_NlGIguf7OTLut5)2N%K^tLjx--ksG&>~m^ow|n_HFHXu*{eIy`f5 zGN)>*J-0w8mF{%Wo&sH3r9a%~2U-PMP@k`O&-b^Vl|Mo{M^BEh?@-q>-OT@RDeY%o zxF?|=x5Nl~YO^&w@iBNCNtTt9tDz)0xx)%nBP1N6BPJ{?PinSNGbfJDz%tjo9JqRE zbg#M#yxfKbi|E1v@tu>K8}c>_&0GMSWQN1&&0Dskz6vtw(+ktr@86$(IE<50V*Z06 zwL6)dQzcOQ|Bf`Cv)tYtQP~>4w7mRL_Wu2VfOJqDmraeB7lK%`_RbyBV~)7+z2hB; z#`Jrw_7*dhK-NtMtb>v%Qv#AFT;1yhM|&iaXiP5NHEfW&PTyWo@BYxCoDde6otT}7 z_n$#K$qwhfH9=v^b?erxD|Va90wWJD8L_D1ob8X#f|oD<*b&3q-rnvx*?;f$?F#CY znCs3lUn6#Sh!6Gs*k@h8=O}Sy5h>-Fm=iSGvlIQ?uJn)XEynvM`tDJ^)cI(jeeKJ| zpEYxnSn~HapwKyb^yrC{Opo8!&z(CLa;2P1L(tE)i$lWq#ffbDr5+hReZTiknT-cnjDilkL7cm&p`qck zdGD+%@lEf5#cJxumHd{?EPx9@i&7qo&e(~Foe($3W75P&JQ*Ix6dVwmTb>ouYYtn! z2aOYuSb&j>&63KUW=PoezGx^_wdSh zyc@&z{Q0oang8;WlE{_E+9~t*C+;GDuF}6_^H0wG-uLBHx&njST={O9m4^u^eN!EL z7z~cJmDQt=koEapPQ^E1?w9^SiGjmT*X5$Nq(`)eJD zir~5zrbo~akh}DI0bzp+&8_0O@ZBKDqFAJ%rG4{q837s()<>;`5h6xKG7xp>Vrz4A z&71~i5ejpH=d+ZQC@Ie+WCV^b0K0n?`u@l9abkF@jDG(5p@-$Bq*ROBe{;*jghF83 zv}4Dqe3(gQ=jY2j(d?3nb9(GsT3W0-^0-S?Fe@&5>M>3Ijwm&qz&@!bogvSs-MMp0 zMn(qp;+I-SM@LkFI1)fRS@nPmQw{*MARC*!$Hgej95KTI{^h9Y0p5j$Ujk4UTvJt7 z|2aKv0EGjUHI^RHmW3Y-4GzjPQ1KdygX_SaZObr<={bzap0|_PIOkgIzCe{oI5z+= zDJUqIM)l+6cU|a24^9|Yi9_Ppv11SK-mS{j zQ&!$uDu;cNUgGWvVL`#Y zo+y`kxx`RluL7ni7BZKj;>i7B;WAJ@7*a*6y_W<4d-r8(an zZ~bSC+=>zK-H-iH;1*spUuCxJT4BHRa?!c@j+-M+|5GPsgK@GBTEX->e1E%UChq6Y=0tsfFS36Prpm$mr~rIla3kXp!4aLY-&UctjFK zDuHg9Pd$|9cD{7wO1+Wq%0}%!QPM9?b?#g{Y5^h3=67{<-*Fb)JwHE~3%CAjHrb~T z1>90*p2N4Am-h<<2eh`xz(5>GBM0GaiN)xq#pb*X{KvoqOcCS5}pG zK!cpL$NE2C|94x=B@~fG(TT+B?Zv`!u3xC<5V3nFV^p6Uzv;D}eMiv1Iu{%<2*bjc z4|BNzyfG(3#$ETjB&qg?jcdO3v#VNO+@|cW*as5j_wV1iIXTeS?SCAv@{E_e@KUq5 z9@9iDdSrjBs0=hVfkMW}*40o>#}*%fEP}|5GdfVv1M$AEujkQ7-dV~yX|_dn5vs>1 z9F{msW6q~BEI1?O8PE837gssC3JfWZZF0qPfmB5ED4g+LM$~iS@?LdybzGP)4Iw#M zS>))B>gpksSMnkveqslf4PrNDR`nmRkrf@wfBN5>Ed#ok&SwxEWHHwk=fQVIZH z^I-kgZ`gpgQ&`1|A(JmYAFQoz*U$v$5e5eWcIn%Lw^Y7UIPPwatTe25D}$a0W7v{-3rb4*8N>IZZMA^Mb9w= zHK?;)G&NmELD5}cUy1i z0kCJh7cfItSNFxq$fL)Xm@Ap7Inw+g_|TntKy$&uLKu83*l0wmz3gY>VM?o#sNz9% zLRPeb8ir;XcBM()gFFWmttkD2gMu!?nP=B8|B_zg7Q|-IIBMV?$4P~S*HJ=$sc*7F z&V|);czF11aKBMQuZZ7tU!^~4JhU=xyb8yCZwxdih;Z-J(P2H-no3>P2cg+_FDHf0 z+2AQMi+^DZd;z;z74H_|#HVsXQwB&t8jldL-0ju?>u2vxtQjO)?7sVwG|lqIhK7ca zhWnBaE%QJgm zIz>^Pv8CQ*F7cVwkt>=M7u?*6VeN!yt9D#ZTl)dck*CmHYzL~20E@tRNk5NW5Gm@o zSz`HI>MOl`4G7ba!rmN%p7$kp@pkp$jr>Wcb|rbzGcXVf2G&K>Fi1i$&~?_-SV0vr zKI5XLMa8l??&tSUM``v4MtbvKa3811`0*+G@V1?E>-zWDlaJrobNCF-r)+F(6+Ci8 zy6Nt!jdSRZLKFGMLZ3Baj>F#Co5x^3cEI^}$Yy>y-4Hvcq!~|{(a_Oxq|j{!i4q?h`vrm}9JlIdPKhp?y?REU(r?Lp!+4zm3#3?lK&yiuzzlIxB z;Z0XqRZ{dfG&xT}mF4H>kN<_i1L*{4i^yq9IJY=7C&$Nc=wGNQztZ^i*%?Ug7}$hI zs{MOsStKMRXqcUB+H$Os`XI1$LLk89- z9O@jVVF$nTH4OkDV~PR0+`JgV?g)$Ay@>^%p&Gk}ehxe(Dii?_h!Al0hmqLTDQ<~#b6>6sI6(6j z?*}Am1*1OlE{=-1+P}AdhovN;=Yns-d7e*U;GNMNv_)f$MmK07u9ww4U%?q+%97VY z-)EwugOhi)w$;dxvtiANhe!DMZg63L>7b*(dIVXh60jYu;&_TlyIl=s zBot43Wtk^cAsB1_JXuw_>g^9WDA1{hpvQXn@Ck857mGWRI7^lvI9fgj4>|q`CB{uA zDAzZ09QPI;kbk=N;IsQpcZ^OYBQp6^;gYPIm1HC*DR0XZ2u*;9Vw7~lnO&!cjO)=# z1-dvFs2n8=)G2QLm#VSF7dPHCGdJI&Bjfs~jn4+1G4TR^rGxeeLE`YpGuY3ZTW3<4 z{~Dr4AUE=d?>x;n3KJT3G?cDuTLhviT9S%z3sMMz?H}!MVa2=VB4A_B~{1~DBU1jCM+#IGmO49v0)-T^z9FlQk zd+fmjeDO>yyB*jJ3a7wF*S&wwdSdO!EphKlEK*$byFYC2v0t2>fTt6ZBewGKSBquU zm8<+t<1Tu7`?79sM+o+q9l!9!VCTMF92e4jvTu&}*6)(tu$^8T_0CY|DQ)eKAp7=? z{VEA~xRp5nN)px^i+y)K=Uv`cdU^7QshL^qe&S3_a2_y1Ib)e%7tGDiBOdK)K)O5~ zDZFcrI)z@aAChdK56lR+^?9ppK=BW*GU8#qGC{qGAq&FNH)5os#M;r2;H~5FWs2Ny zKaRu$grHG}T=7NFhQ zPOQ~g_j%7ArZ2q*p21)wo#4#nCbGK~mxHLQ(LIQyfqHOU6JBa)*-D@+%X#j5yRq`v^0_2k#es*kO|H zEaXqw6%g38#)xN8sB;mlQhU1IVXtSD-Z)MI5%|HA`=!E%WCVtl-(6T4Pooo$?1O%K zQPvD%sFgZI06fpHD|^#>L_8oi7AZLy{S@P!@M|h4C>USi(d`WeL7oX=ADz_2IMDkf zUTK`B;j8A01VR&VQ7G-Jg@%i@iFkA+F z0H^)~vhFxVvmZn6_gDpS^2kUBWC96^S3BG&P%%rcXMZp5xg^fTwN>PV?v8WX_t3y_ zm@Nw=7bpq8BzU6F8yja`d{37dy4^j%BP%;QL32M52D1T>+F>XXP6E`vg!3qX7n}*4 zGr8{2)}0cn9uzfdRXoq+g}!-TMDLM=xH!%|?+?>INq6HSz$BO(m;9^PHH}Pxw`kR)CPBvx#V4`&1`w)nwF)W%aU>i z$dfQ0owu+UB$E@eoMK5^u^G)QEjNkraB1M#1CQajv-37K{*qq}*OqN9uc!dIw*3&} zr(|RY=UDOMRqiwlB5I2+kM@92MC7C;X#u?;{a?fRs~WfMPH(m@x%NX>coHYiY<%-p z55~xyc^46H;aEv#iG2;5-rdi@iRZAKtUqNX;HUzJHHL9a zCO85G>Ll_lPx{kp%iBBAnzyLBa4%JWK;@eE!iZi!{b7O(f{*&$gD`A$MB~>q2kfqN zraP955y4lHeA2fKGr9H-$NpeYOV6%_gE zy|EZB5*8V@x>aRkzyzXBqg;mCNE|+Pw_|hE_Jt@IomujNX$6!t9Sx1Vf~@W&uShSl z`|J02U2PGTVI1Fmdmq&XlQH)qDn@bVomw3@`g!8Yo*Ysv-Zf=J5;8XY<4XdD( z5NS@`+%QrMMvBq{fTn;^tM0~0+Iv^*LO9|MdjU)z0w>NC+G2pxBdOQS1YPlyc$ z(_K7nC<=Ba3Hvl5yjN-0vF_YoSYuYLsz5pReCM<9^DH{h+ks~8`E0gr0G(Gqoy%)j zd}GU<+tX81AUgbpGvU6%sd3&~v9AuCxSeKH%6K3X=SF^IwO!+!2UlJhOaIsL!Sd3I zstWhrQd0O4>~Z5Tckngy-3VOEm($-~aJ~{)a;&%a1zrM$RT<+OmZ9NcV`Z)9`b6t@ z^EE1tCpT`dw`qOW3cCR1*s-GH4Orv{)?&bSL^EE4;B9F?UJb?Q8)p3P;_N+p` z6%Oe5Qc%7wL|{*vXWA-=~^G}1w8y{xUfh=ix%)}jrJL)(d!bcEc84j=76sC8rIPtIS zfb@@`{_$1Q7f{P#PwezQeEQLc)N{NSUhYc0aJBK2z6_~edNQoWrnA(ODT{RF6}wdI zA@7^vo0KGQ)E7}M<4g*e`oRD*NV*AUi3EA5s_x9$V6;6#!McKSEVTYD2{^pEvT_5v zVb+Hi-|j{<4x<$W$8__fPvOX8dIo4SJ9X7WYeK4f2CeVpei%rO)}+H>lMnURoQO+L zcgJoAxYEb=MR0;c6%g)}mkt^~v~4%-@D_DV+4YGgn zLb$HsIO9g+ucmp5H)Pz|+O%XG!4Bv^cm=YA_PRN44-=FB-GQ;OQZP7d++1AW5z+bD zuvaG|)_(o|GCyBvJJCW0x#Utu-f4ApdrS$y^WEyWkpB5M&RvIkyxwu}jJ77L^#Qjx zdy9sA*wpHXl<2v<#P=S{KrVgbK0k5E3uWu%sap@N+28yMN5N2Xw(p)l@fwz@ic|ps z0q`F9M<{N_`>WmXgsX88wbUT9tkPZy^$38uG1@0ceN{6@6;7Y#MrBFS0hxqv`;iy> z1g$hOjb%yg@+@Dze4*)hAq|?u9rOiY9(eNemo7ax@EJfIk%am9-4qiJ8*itpSFb9Z zIaATZH>)NG7G9=sd~*x4azPFGT+j}juPh^IVQzk>bN{tmAwE7f-5j=OFCl$C2@tdG zT~!D}_(9LR9rMSXG5cc3=58oGH`d5+oP-qP+*Vb^2Gmtnc5tAL%>u;+Wt~LYZqov= zs{n|}${D0H!V}6nq{C%yc)hxH`ZG9 zbsy4E zdPF6h&TLS(NR>GX!#P~;eh(jxcI5MZJwSQ)!zE*5ul@I)?ke1!OHX>B@6Wtn_vuxb zLBSu1^pqiV?-InhC0Lta;VO>f1Z|orb_dQYGEb{A)4Wn5OClE~ph` z*uy-Gy^M?@_r{OXt6xn?0ndu(;4~ye1tbn8}Qcd-$R1Zf&NmoS72lN zbV;AyD01)gDwIA8*h!vce12%t#tJ~?y2p6AZ z%8SkXPVyU#2}0m$Oh$$ckOB-95Lg)w zj~ma&=LZQTA3r~ILkX~Se$feTZf>S<7~*;($W!ns(AMdBWWC!H}J6Ycrb{ z@M&p@N$G>uMralclnj$fVB<>5WqB3x>lEq)U*3B~Mdk0rn921RTL# z4r^b8E=1c{{`>dzJ*|1IIR6C7{6xf8l>EvYHeWTJv=CTnrvBN0N*tW=!QU_KN198z&H6 zUM8mtIP71Xc^3VEAm87QJ+TDTQ0V;ZaaC%7{-8{1Xj0Ejz+zAk5~9T5K2dEpdq&RT zlJ|ZdxAM$1O_Yq2)nn^5v!*)qIak)lfOGdAfL*<-5N4rUVg>gTEu)uI@I@VPx1s9Y z-r54jS#%wHx!fY{+Dp`u(o(fzst6E+@c{_va>K7YPr&V8>{;RJf@kUqsWy;oPMWxLUoHNsW-M3FCHCBh3miI~G331Mt*uBZ3Q#PT zqnEt=b+7$dH^iD)92hWys1_1G8k1Zgq<_XW_5}Uy5Qy&~l7~>$g>kDW%T4H-KxAj| zNgNV?pZ1%PS5WB?NrleGfP9iirE?YswR#fTNG04Bn^hQ3JF z6^ehE$05k7%F2^a8G-Ut7bV>n;C$nJ!lH)lzmP!t18T35L7lj1_wxBcSLNR&1@)ez z^qLOe>$DNUL5GIE>;ZJSpp{Vhvj_(|kFh#W+GXdyKui>S^E`nkWK`sH9wqmm) zF+#I+_T~$vbEq`;WEn5vx&Q&cjrH{$v&1D1Dm`rm z2PY@5lcAM34#qv?_BkpwAjgO0@EMK7MI_I7rZum`f>6Ys31Qa(yf0!*jN_*q79h z&JJ13qEa#78+XpkP(59EU>N`_lb4gTxAu+Uf+&xSNiZ5=_XE0d_g>xzzx(1UJw4st z7^c|J`R0j-iYwBpLVLF5W6;_D1!ovqjjg365?x!fO!i{N;<;vS9>L{8NGv<85P+4H z1?cEujXt`d);f)YlcV;E)mZ1uS z$_=%?7CtJbSLH9bf)a&3LE+h4Sjh5%5$zZh8FLW?KRC~TI{?K^P&0Z1C=8%Y6ciMM zpP#;)hK3L%)jCXz*^Bp|_}z5>*$e4N^85$t4l8@!v~PV zE6`GZ7j@OTMkv%ZFmQ7TA?gD^TJA5TV>kH{3JRET{Q!JSg;4HW!y#*i)(g%Sq)9+v zJKX$%$3?|WB^e;l?GN7rb&7sJ>J`@+X;M?h!ozt>fU3rsyh{dUV_AtE{uS&MbQ;@4 z827+10Pr&J5HRLmF>N+NJXLu{c0czus%p^M5DzjiGovaqfEpra7Vg}R!+ADd@dR|5dVev6n8;YK(!zND^VB&EN7yTk*)F- zDBVEAmCTw0q+5+h@nX}Vfdwp1R+p7Akc^3|&DlUumi?ealL>xZ2`&B+qG|y?zKvfE z!qM5l$^o|nCnt^v1hYEL#@bXfF2(8~7p~V{%?5cq z6zoK4U?G6u5;LOu*#WXeBnz*h2pFl1Z$UGo-3kFBh1>GOKiF`M%#4;8eo}1syzz znjdiO0DT;nslZ4Q90oK*_F+^qk9>7@@KqXUZFfPx1cmH7;?)>6L|b5)NlBAt3XR=UHLr*HbRYUyh&soGE8Nhz}36(WMyc?6(GcN;bm&VwZ{~?u%tqY>2jz>NeERpFV#EsLdKwgpm2b zC3mjm#cF0Ws83*89ER8W=8OHa{C8d;@OSFLyDeVGf1kDRRSFC;%5R5SK&70XZUVQP zl^x6xv7~RgI$K)8tnLN0pj3E?UKIn!8(J)W8;}7&Jwm*Up@yax-GgsCOj)`|NPpIA zCnQ@6vH-x`f??T9hB+8?>FW~^np=!Jb_uk40iB9-zNRY&t*PWZ)gOH~|(#H9nr0-WHxibBTO=H{NcV6IS z*Ms2DF~sSY-oNFKg0&7fBiLI8jn`;GKcPFgtLUaVD%lON0%*|z*+6cYpWN&0Praz? zhT8teqrPG^+fX1~5PNGATnvF&$-JRub({oT=DFqNE)O3vw|w^0yw~i1a03hL$+80N z{u>a|%FLv$jtdP{(DeLzi=&rC{WpY3!(49W!< z`Hr9<56ngTX9V$`9m?Oe4uD(|IHcTjv}};BM^mg)#sGHrRw2EQko--mm{g{E(D{WN zcw=+Z#)y7O8Qr~n=^6?O9x>>^Ci%AV;NHABaHNj+ResfUnI)eo8~J(Liw-7mmc;l@ z@$(t(ubG*~rlzidI;a*vF@mrj&H7dLs{oMNqxDq~y+wowjN;nP5AE#wDmvc%yx6^| z(!7$b{#%drvz932vi0?%kBRza8?pb)jE?e&iQVS)fkpsi%V6w=OB@VRBvjw~`c$^8 z7dAFZtPAtkhG;^I%w`ndV7!3|^f3^O!ZIN9lS>>p(tLC}4HJ1rcTBu}qHV~jde@=L z_0o(^BE-1PnTipH7h5t2aj4M!@4@(-W(`51F*V;r-iYLIUnlBGjk>+~5vLTy+k_Tf z4@OUjB71)s>nHSm9y&T=`*OLI2EqVuISJ(Ifan$WCKhV$8`+usEaB=ml%n&({bSjw z84Ww*GQRd5k-EU>TNw+ELoAJMJ3L;vrr^>OH#MC`&|)7?>3YeTQ;4|HO56$(?N?Z^ z(cg-kv5o9OMn<-Ny^p8=;o`xX-_@Cy6rF;+PM8EJ;ls$*nu5waSKEa%v;{~rjnMyr zdk}Kc2WDoSVt!{V3$?d%<4vy@_$b|579b&0P*6}gP>!1dX?S?g`P##{N>4B~G_xcq zws#kSg!#h4kadTP{`gIjQ#^9QNXk>O(SiaHRpWh*b8S{>iF|{7V+&w^?bTu1nCRro zke|bb?Q{#J_zTF#t}gE794IHP*XY|?Qy6qxUtnNhsHsVI${3{aT@~(R>UAHK-c0H7 zvg*$UZyESzX!CTm;oOlR{{qZ=V^H&fTP)TF?q^=;MFB+O6oJJZO66q`6f|gTgo-cr z58S(u&g5v-ok7Fz1Oj~D4UE3Q!J6vo7cEL{Y`O%t;l7BT{ZmZ(yU_s0!a<G${EI-5PA?e@hpY#u$O=;jF(1+ zEi|pj@<_F}{&l#ls2UDi=g3GU;fZUb*g+p=IjN$p_TruR}>Ux8P6$G2bt|PBTJ+ z&gBwSIx{J01*R${d!6A#5KZxU?$*KtDWBt5?Vh(GR7;hWJbrsX)t{W6?%;uTwyu&A z#wu1b2H}&di~7Z{17Til?~cL7{}Tk$x2OIC(wKg5Zev#<4#7I2J2Si-sK{kt z?nqRNq+nHpJg-XGK}HIl{=LH1i60OVjsgY&>P6uL&O4Xs#oQ;6ll+ckk}TCFo& zT>zTE#&`R1ad3c$-tG>63*SQ!;h|$3c``9R4!t)U(C3|;(Pl!64SM0_O;UA-_d&CJ zh_);cNWHuS4iQ55ULcI(GVr9ifvZvjpB@H#qqH zcITmRXb+7{`nfv=vsyw@jEQ5|gz!AjvSDZpZZlSKcjRC6_4djT%V?&Hd9!zK!+D(d z2nNGfsLUeXCPaz{V!`yw>TlO@1LM;dhx5OGfA-$IpXzEv%K8W>^}R&0h>&nw+~;m0 zYQswp7nmiC(8;5pf%ygnGvzPKeg$JFm%?uEfY(wNs=J$!Pn9S_i2^i*UPG6h_traT zaKdgU{^1PcovxwZ@~`B+Pu02S0s8Oh?c7B*sjpsA#Z=Dk#_Hl;ZyW=d+%!Xz9nP+$ExipeGbEp0Q6-(gQo=y|wQ#67 z4Z!!>(af2cu_GhR{N`c#EQW0pT%TV6ASnk~#KAq~9Jn&PPNW_$-T?Icwck4~@)RJk z-OB}k2Uc3E+J#|~o%a%0Fr>nbWO#^)RCL=hy^AvIl6V^d=1 z-n;uWJ;>V0!&&}a!lr6Y#xTb8o6}c*_75MvvL+mb#oT~&?OmE#;lVzhiE0*ZAx*nJGk-wsxE zy>B}4!DI~P|6!ZwqAVG|V1m$rC3+(dm@GMP@ph|e8+E8JWn-`0`mL?iQ4M+5G&HPi z%rlU6S$*%znzvQH-T{?^C3UO$FWUIO~t$ip#3Zff5MGWVv>HMS?K77 zOv2%Um7IkD4&agYNVzwatAP9kfI69{4v@>E)AsPC2 z9dgosyGReIU%wc5uJr}Ryip=|32s|u%@2ITXr37v!GF3?(CM_vro* zhXXicGU?%AVb5~bL0HE~Go%Hd(<7$lgdZfo1gkOg120b9Pw8ya0g?c6FPuP?GmEX# zkJo#1xF}E8@D^YQ5i-r=~?kgtj;avOxc4Y4yZULW492%ecXQ!&w36L=xC$zZ!f z{fWj_0>gmHU&^A3<9TaQk6>=i141UJ`A``GohU=XAAv{c)zz-Js2sh6u5TmdHJdT4 z)JzY(48*XC9Mopy^<8=!ix$D%Q~RhdWoq8IYMgw${DG;-Lp?wvouQ>dIS$t%l`3g7 z)nBug;3koWKG~eu@+}gmk5J(RI3jszmC;R*HnwkJx^oIPQ7X#{i zauXP+EjF9+%oRmJe{q+XN@yQDOQFjQP$U2m>`3Y8Vd#N`$?u=DD3N{mo$#c#eRNbn z&@@7j$$FPemtLBvuL-5M5Lx<`jXprnAPZw9n#J^9f>3Fh1dteLT43}LQBlo6FAgfO z@M1j(Xns~u6})2aJF3*TX$~Db>-~YAGKIg-dFoL|5ygws0;tgNkM}VDD&y=5LtNxp zgJhV~qB%%L25AeooAJg4PNO5PUATK>LIug1XW-{`ci-qB zHxLmk1FReLF<~RXEfKf+H}h&L0~76#>UO|jk{v)uEjz9sF+h zVH{$ms-d9}j=7HTM(Xe1=$pd6pvMBmnCLon;Wr z!boEVaU8s=d!hK<+)C_mbKlVogI_S1iQwS}GU1?*edd-RfFX!2Sl&OOUrQa&i{) zJrx%Q78b)tsE%OkBE*zH1825Tln;M2$xVX37*YV01~i_r*splD#?Zgc_}$K?u%9Di zR)lZ;6WVkjM+4K3aFH83`yg;Z$3xHf$?1n?PR9K^L_}i%|FE%HLZn1(pk;{~&`^Yy zMS0s4hPcp{0LJ`XWlhlQ4CvaSv(TNrY4n)YyqgM$ETWsMu>}BwhgP5u zOsC;NIy*a`x<>gNQt?Y9$lx$GM5ooC(eIQOY)>gPnO_ZUHnk z0U!XF6@AtUH&`2$txp_W`w=C#|GYL3>~k7POwc-5L2P5>f7`|bO4W(d%<8E;cKyVA zUJ)VyzFWDc=&{*q_F?(Tm60xnX1K53ga}N7_Q;@ z<({A#5i5KXvUi#O!?{Mc`JnLiuTLs?XXi{uUHEr|0NC0WP?TPvr61MXn`VK z{>ZsPm9Gn9d^0GA>W}AZ7tW>cNL6OjSPlhTTpVYa1#i0(&o6=%-DU5eTvpx1udlR4 zW0l%Z7|e~eIjehWy`LLix}2!?6rBI6c;m?fzcxvE%sH;YeNq9MM%xCY$TCPMVuLL z_lQg7@c;dCH;({WOCC4rVf$I!&3+W$lY1ZIB~MacKAe;rzRc^ki|S)#D@XTk(0X6= zV!gKkwM2BM?8bqVAj8g>tnB*&(~TD!9w&;upR`Y9l0H#Qh2Tq8omT5leEytEiLA^t zb8||{PC4=HI_QM>-bsGeb76e?mB%5~e=hO#qG;d z8@lV#gU+{8)Gn>RCI#IXLNtF25mW1vDe)&TN-V!%7;mlkL6%sc&+PG7c*TfMugh}n zkYDYgtf;#KQfb|EJR0`4_!q-K5+TJxla%rc|BCAHLg$xm+$u;y7CiSpSrtwN)qRN; zZl@@?>--AdI%W3BOZ*cCJ7(i{`mCqZC39^$NLY?!~O7HZZf9au}z#Pe7cCzt89!~cjt*eJ)`aQeNxvu z9|QJMcVn`JLQ4dXLp6Q(kW;5yTUa%(MEmJXL`$_lux+`#;!Gqc4bMkEt&kx(ry%VLwsl%4faVB#3QeDS7{{U!3-*2dYzJ zTYL`v%?fA3ZJJYc>9rE8PuOkVSBSqz>!|zmq@&$ljq*m5tzF(n4J@^rrFiYzoS{0I zV=7704#FHe^u=6a8aE@c4Nh;HHsB1cE7N4!kSI>7iQ9a<>rMLLn56XsQFWq*e(%z- zo!*kO(fP@CoeKfeUQXoXfJVlqk(XK zQcB7;uOE9#P|wK<4PL%5oEeHw4~qzJ;*SpHvwronmyA?klXcxEQ$=~6(1&zWT{Wp= zby_T;mN**uyvE=)UoVwTU*~rhjb;)<$(@X`d-@W#_`0YX0a|22Hl|hVp>>$wzf2cs z&IQCSzeJ*+Y};kRU}tZ}Tz}QU%dmmjVa#IFO&uERB63Gh)uVqTIGs+d_%mgb5&PGY zQO2&D?ZPB1VpxXeylZBY5kISyHO}`#mW~SMYP8Jy7YCK{a~bYDi$(7}AkxLM!Ixm} zGCP_Spc&RS5AKewY!27`^h9hu_yO^(>6nYs!-z3~t@9hbH?&-%6N)MMcLHB5|4a|e z7ebd&HIX&#ax(qpY~LO8=*W_#dS-hYY3Z9}d+=we^krkKkfy=uN4(DMTf^b|wIofU zH`ur9TC9SmEc@d-W_uIK6$*44S;l@4Wq>(i%Ja?h@V zmL;zwaLm;4+&lD`F&W16)*q2ag};uuY^77x%qrK{l=-_Es+sFlybuvM#6$f$9QTH< z4%3p@?B(D7DXpiz^4a`+1o{}(w~dpx;*Nz% z>pvWi#1tP{ecvy~yEHiVh*cUU&l6g z{``7$a_YQy@ws9Q?>d%^}|C7w4a+EiAIx+y$?fS~l#(bJhFT zPfqW9sD*gwrZyL%@Ddf**=5Dree_{U#4LW8zL^~V!+}sWF3rQLbaAKIh)A{m!{$x9 zu$_h?lj43pj_2&ea(Q!`vhyEm7X7))PJN@X$B$g)uB|z*g{1lePfJRVzB+u-7)xP% zP#U!u`MccfgTbIBR!^>CfAL6Pt9xl#DIMBUj*N1tKa)MH1KO>wIh!h?0#bu2vH=Ox z52cDFe0S|x6<=_LKCd0cbh8)`OQ!Yj$=xBse-=;AsDBZCNQs3J`ZU6mQ8ILDk4bCm zq8UgTX$N#*W4E$WsXTt3EmC4JtxZCD8$D6K3m!s`&#{d&#n5+ zv&Y54l3Hej3WY2=nBMeZ$FD^X=$f9peI2AAJH}Sb71(|sd%j7j%KcoTK=87j?$-Uj zX-<^{>W|d>80rCk=cm3;c38F|F>3x3p=!GTnJ(qERGrlpvID`=UiOm%DG-vBmz;qI{s6 z+*mfPtp2D13a+6L=YZ=#o2dMhy!f|64lJ6l89Qk@)e;+H7 z*lQu-_&P;?zg{n5nB3(X%kM_{1`*Zly2M{Pyp(=Ao?46M7US;00u1U0au;jp+}~K0 z9vm;3zP*o>rJFV8v=EeYr|0FNNm$o>*l(SDgRh+~-{k1h_``2XCbH{4VW;tYeaAU8 zb=H^|&oMGq1vTySi1_22afiW;i0QivRs$Le@}osVoDmvRGYj86m%T;Td?VI*vn+q9 zWOAvYFM7wS>S>5~9ET-ko~6!us0*nht*#DxsOR6V)D-&_^>H72ioa`YaEAT-r|1cX zm7wX@4=*y9>}w2;0haWxc=584`);XWX;=m^u_E+vAtud?2tH#ivc0%)%Z>mBTP56utU!udH zVmz9v?u(*i2JT_VUaW!6lx>>tCdOE!@+?YOM_9W-4q8N{nA$VecyB@ zcUiAKxT$@{D#9A_a#b{Ws*L$Hs>Le;rc?Ue0`s4(WNVfy7;>qR-4AS%P%WfHNSlSp zET;2xrEi{~eJrCNuZ|J;Thz6nNTcIw{Z!7xgNQplCMo!?Q@aaExqnc$^epmnQ^kVI#qYhod5YeZHg~Hq{P{iW+ILzj45KeiheJU3%#U&R%r3J9Xdc1}-M1&t&)5$YiTiW7BZm*RG|id#AB@aeQ`6dqJI$I3$B3(T<4;Any=@B%Hkg)t zfaCH}xapgz`|(?TRaT;j4Q$F@Q)<$Oxq?oteH@0Ul}#FN#UFE*Q-}nqQIc@mF-X4m z;-X&8+Y}~y#nVlCQ{=Nf^6#$X0OL?p4Q_9bAW^=w%^69pahiaYiyIo!BjKH#(LVH) z8;g>3t79iNnZ32czuf8FCy+H6nd=6^AJ;5avt>MKRCF;Nt$v~%aBg1_I`8?@Cd|7b zsWbf~rfGY-AbOU`_tRXFByC)k?V`3u<(UNa%b{2`q3o(t6Ut@wofWA~p@*_t-<)SW z{ly|%=+;OM>};+W%T18W^3D=c-^Gg$7YP0;I^v;uu!Ke}Mw1s|{ZM{{p=5IWarCTt z(^%5iMH{Z>TS7~z7jo4h3yIw(T05O9ZWC^7ozs5_rjYN^iTrRMVqF<8*v|8sV#8*S ziHfyhD*x!jkmxB&l946;q#94SzGjhSG`XDOPsY#j*uuQtLis|}4$N@PA)Y(?Q<>j= zaJGzE9%!$-GKejFX2A9rJ0o85l);y9Q-7N116`~4QiDgz(@$<4iS`#X>&bl0`xPzv zO5(fN_fqyi!kAU1XTA=jLTlUVX0HOi#vE|IY&a2+x>ZH2F1%I!_KnP7PiTs6FD;Ig zqWA|?9dh5BOe;#-OHIE`Cj+rW18raic0sE3@SxRq>o|yw|;~igNBs3i?ePj7EMR$CW)xZEA{uRfdD$ zn-#_BBM+}m*=yJ`H!YH9Q$oTGj1p1`*xhEBSLrDr%3ezx|+-wtv_7)!AHlijfRX=1yu zMO$vgFg++8g-}{HNnPvq36(y>r z*yZVmB2S~Z-cuF!xOfmTPa#Wo3)Zd~&mVl*s{OFwzUw`d`d7E3yXMB#kcq{g&f~Ww zmTUVY0%UAqc}_kLoZgb4O`t9Ng}<=8qr`!k`-dcdCdqGdOFxohW|GP^j-1^4IfIE4 z_$JGj7GqnHou0C1+PHk`Wnecn3|UDmoJThMWn?jhNm8*9wk!SAi}4Z8kC0MNbW=0r zrXw;u+G#Q(+_>f%{exS=nfL07*U2-gLphqbR9X{or?K6YQ;V2o%HNTFc2pWq^vCoi z7Jh`r^&{obNfqNunByy)2-B@s4+m^;Cp-S?*1PUp3J_ft7jmy#{JpL?T>PWec9ds5 ziut){ogG!)Uc{V*y#t${7K6d4p7@EwtAlzpRENpfOeEpA6H7f^*EHue_i{ZMRE^f# z#ZvJe7END@laArJ-b2|5+BM5KK)GkvNo8YbC8;4g*NVLLGXFjutB7zP&sEw%2Gb>D z(K-@mYows`NT%2I#*B_jkE2LTJeLDmu4LFoo~mi8*4`A?f%%!jYyT-3irxHoG_6nj zzu)+obrMv{j2grczx3T^Ttj?~&9Ff0sKPOvy$&-DYt0n9aCqXD9-Z1c6E4oqTcwgc zWY^o7Rt18*%#^(fJiiAlt}rt9Y;ymLLQ?cU3Q2u`H#=@4Eo(Z)-2a-&LHg z9@%jlI@m)0nU_~Ylv~-(;gP);t)M6mx18%^R}VcmD;qm*c{?8m8#^TrD}QcT2QN=; zI}bTmXE#?DI~Ol(5%?;ijje6v;p_To=&s^h=`@j{jUToY(%j7FQU%>Zdl^~UxX!WUcvvj zxI`<=!!P>ZHDI@X`37m6(Ddxhyk(*z6j$slH)u%w*-&L|pyvG3k)-xBdF=_8!T4hb z0|Ljycc*lUZ+?brj3;N#oS)ZOXjZ)a7RI=Ie00GO1JeHoo|=n|Pg;IcWqz}-L5R^K z8Bt3zA^t?#zk~Sivqpr`1rqJfKfc%-i1^FDeJS?jAAebv{Kp^u|8PdyO`p_3K>~9z z6~H**QH$w=8N$;{5fE?yx8Vtm*&6D-qa#Vb-FKi`TY6W18)y#=ce@9yfdNMG!wd%g z34DOn@dcVHwV0Rk^Gr}0M|gh%9}gsx&Vf+?#78o~ivivPJQ7t7`3{!*7#g_6V2_o(-q;0qv?}ni+nQ|>2YDrga|1$>qFQUS zN@!I6#?Q~L6<@AFa5%U#i~!)-PXR&<&vZFp4;;<3Z_a?e4vdFl1*GAEk5rcT{UL;7x(8qb;ZmSLXt3N^MJrO+hFS@Hj&6%e@@U zCmIIr1%}@WYk7PFeA5bc9k9><#gxdYKi2yh7zXJeg#pNYV151t>ra+1E+rx+Pc


BH~8;*A!t57>WeRc zH&iVN5TG~p>VX$k{@d^2Un{6Jwl z=woc_H(BPGx_MRtj0+ET$2QaZe_@xZ4S{IM_RbFXTZ9X?vPuE&#^X2#vGmEt$tQ;Z zo8i^kNyVssYQ9$TmIuNoSk$F-OpnnC9 zO#2+4z)P2H02pSrK4+?%c3)uQpa~5iRI*9Ak`nP}fqEjS8{7c6Twj3D6&10b6(o3e z1WgZux{fmlX?n=p@-JKV*?O!NNz?-YL8WE?{2c7$9L5G{FwWHI&yR-1cXr9h5&JMc z)65-Vp9{Z(uzMNBkjsBXHxR()ggl6Y_G4y0X+yYZ|K+l9y$_(XPe3bgIo*^?Y{lAy z>uC9>zUg~20Z=A&hfBbNGYcFZNR(|kvtf-vFLVW)@Ay?Nw4y34AP2H(KZt~s9GRyCOuZjbx%D1FucD^Px_U=a;AS>C> zpHw3smtT@^8xEQ$MxXALKVx!Hv0BMBwl<$@ezFp8Sl-K|qug7?TkED8Tj#T#zGVrZ zF*vtO=+f?sA?g)OMsLi-2BP3|CaEIaU~ibJGw>FJlC_63XUbM}3rNEy+tAgD1)Wv` zA2VIi`Xgf#pe$AIgr%`B&D~-1;2;u3i_bN1)jdcAPo$HIlX;b?mea*Z;BBd`#S1jU zRSRNI%8dfq?*XV7KY=*+{sx3`RCZV%)hi}8iHt>{rO+GBE?x(sd!j=g%e{023Yvs{ z&k3K~Vi>TF>ROu>e(qXT`J2?Y9F=ri)y$BAsk?Xot&nqiY#uj-K`BY(H%JB z-t5noZW-4;HuO>bRb9k6H#UY)tMNcv3GoL?aY6ikB!flYGg})`QaG^jUhGOO;4cp# zzxcd&LtMz_K0bg$-EW|E(8FDX0|X?5M@J3XATJk^{iS-RdP$ci=_Hxkf(z9{m-E4w zaUdZRIsg)WSy=LWFGMwksfTAobfHPqpqA+f7s|?V97QRJc^V@e#aI2cj{i~J}HP;WT)kq?jeWdi@&YYRq+$ z&H76nmQj2`lY_KaH@WzyIiV)ud$aGQehg%BAZS1(>@owV((a7CJuS0R0U(sEs_NXHfkpM@z@wKX~NDpf6+fqw3oH*Qf)NN-BlU=<`# z5-FI(i$kYVO&%`?nB-P4vI;VTF#C%y$%=P7TO{L$7>89zN7I)EvvqBp;$wLLe62M_ zpz);)|-j8^o7=t zMNEW0`u0_*d`x_mv>(e1*x7I^0=Hl~)de%rQ;V+g6+8~U*Y4_sJIve7krL+stpJkeM(rZfL4y5 zDu^=qnPR6(I3}d{K{+BhtfxqMOTVG4y@iU+IB%=@?{^5xghz0Dt>A=LK1UVKhQ}2omyz`nECe=h9*QP3bQc?)v zxb-#OK0e>m*OxuCtKW2Ta+ZQlki=?ZRdkdEAVh0RP3yxFOZ$LX)h$?s#-3)R8~e!$ zq`l*V^fA5xvU;E!;n(%nJo!DBXF`M-y;Fxm1Tlh(cptwH2OXQZ4h$zg6~}8WV;fED z*UzN9Nzr&CxTE6N07kV`DZn~avyPLaRf|nM*{o>kH{;s^$!`oD)AYN>#}AUBS*i$v;aaHh|M?UOGVyS^|l>K$X^y? z%e!ka5Lm6pzU3g!bdSDR(-n)|;}c|kN-L6mpZO|mPyI-xTIFx4;ifzosZLJRAGHCx zbxph~6I12c*_ngC)_%RuT;^c8$u1*We>i)eYIG)cAiF*=Pw#*ChD#pyKg(Y-cCOW- zkAyo2y**I3Iq*3JiUcsTc|}A-9xl0QYsYpX`=#{aNg!spYUJzvXcSlmwvoB~ZkHu{;I$J!AuLZf^m3 zz45g2o@aZ9iz7Sf#Dw#e_b(o@$ zMR)o1YwW*SUg{>mJ_oy;8pM4cT=FI{9(WLRS8`MbkE6oEK!uMRsaY*Qh~Htsd-` zyObh1f<5^v%IrYhiqtS+BQKqI6~$seywg?>5>acZ{Z8wXCHnJG$ao-8&6M!h-On0i zvVrJq&6{>cIbr?%y5Lh`csRBYFi@O+eW@MS_~nr7R&ufh$rd1`mlhTXJPRMIyS9wD zG=1bf;!(HMh!5FHag2)Zr2nlrm@xC=amfZUM+38iM)e%1!af9l5mm!n`S8@QXu4_a zyC9ek5A|Ro}{V0WT8_~PuZo`_d@3Lh<>dMU&K(d;UA-S55^o@xIef(%|D+Mfr~+C4O7%YMcu1Y^4NmlR zl`;+j!Q8%S-qxXd@JIZKtsYcw99TUPj6F=SJRqG+dhZ16A4c0>-gSn&0{9$Yu&exi zJ1*U@^gggtVQqsGJm>8WvdDpZ4}rpFNC#?^8eT~@`M~%d$OmkNL2@#_&Qp+J8RrZf zeHknJ>UDrfrQ(j2{TYrL!iyD-CK!(VUSDTp0+s9`2-H4$PU;AgD$q;UKUjjj22x+z zz-R;pG2Ht7If<^ohAY!_ec48v6z4~wRX8JWD1-8r>dBdcc8f^$505ZlVf+G`;L}XQ zOPBO(yvQ@oP*u1EK;jIz_A_B&Vek-(&vB3ub#6s=BoOE75zdd0!-FJ7A`dfJD41mz z!67nB_1XNcA=U4_0YW#+x`J5^SJo3iiGsB16oOw05_A2)#U*k&kl%sk3{1Hr;7S53 zDVD=#+x-mKj-M_v09g)pncOM8@zN_|23+4kR^1PBM$oY7S2#dW=0QkHum63&oiF5O z;8H(Uphi~zw=v+TBql~{^!T@W9Vmod0x_aG4y=!p9@m=1&J_$- z4}m7wF-U5`;e`8OnU$DLS6=en3P^AzQf;oROhEMssnGQFv;`0ZAkJx|3#iP0WLlcb zf;T*XvO*QxxQDo4YRhC_WTzW;gQ76gZdxhL+s?leP#ZA4b_I%SK$CfNae!3eR>fmo z+2p%@s=0CF_xj_3DM-Z}E+XI|+h4r4vr{4YgJog)aiYhYJCY`=)Pj!V@W4RDbsW@t zr)q(jJH?>#3}hXD+~!$n`~YMY&_gJg=c~vMI9ep)b(s-4D}m+l7!?E0DkCvaLxd-_ z=rE?&Lg3*AWga(%@_onIRwvElVbBEUg0h0>&`x(m;sH`^Nf|-j;5|pPzJjP@m<~*^3+0%SaJSH-?$8f(q;&*Lk?-XMl-nql9mveZ7dqTf)JTA zRW3K!Aosyh4t%~0rlLUp7RaH&Z7Zpj>1 zz`RkFrR1@E7U0~}`3hXf4Y&^NS{PZt!A&JMR^mNMYpH9DS+QD3@Q9dE|3i@m?5g{ z!)?RHGC45J@hH7>AH>_Bk)iA(AHm$h3`K8z&E0Qm(dk=p{+<@FtC=uVX%pudihsk= zs3BDl4brupiUh`BZ<-mjibOkC@z5fQfiPNaZhVeNP?P=O_rJBWaZF4IVP*-J*El2L z$9o;$w}KWsa}Fxfp#Nn=k8sVgp7n6B`SL-ZFRN2DO;=Mw^wB3!iuj1G1&&qm8HVmn zolvTU{IQtBMMLtFD-yN`6A0$-zZH@CNiKmZ%2b z|0;!0U=!^@Vx;*AT`m~}FWzT;l&Q}$pb0@-C1zAHYxF~?jeC-lKYmKmYsQ+Or@1x3hj& z^N>Srxv;oM_?6NS(RpkAOa7)CSl_>U+_zrr0z`JK`Y~Wqo`V1LLJr`glK~Q7GETn-i zh4&)96W)SuLs3x?&?ifgOOR=ccY`$H|NZ;t(#8Ad=k4pY9dh1rWGJ&Q9LMPTw$d2F25v~L89_VN%uUvmW{S@HA1uFY!=;(cJaN+kMI+v|Z zq$DIvKi0q^!p+Ag_<%?a-Vn6GdIMb_9|0SCxlq0tA~JKM4GW^3Ie(PEQ4gu>HiEM@ z+9p=iP!D>`tmyF}e`8*Pc3jAB$whJashfpAHlYuhz-cOEVpxXf+qoc^rFL=eA05+8 zdBmsky95&D4P2@^klPWyZo8~hg^&z<*x9%B&Tz)lK+~j$)xGZNKYnRsR1}nlCAZ(* zzIMOyl6Ti-cd3#!MZm|OuV7*`p-g-YZj&cLL68hyKnn(T<1gr~K^TD!X71`gyRm(L zmXBUbQ`h^@t*Q9sw|z6WpmqAPYUe@nb^Y&#TC>->E@(O3Bw+^&s1mp{vf$T2!!iC6 zROw=&7+;=D0SSyu%^uF;fBrnJj@d!#-#h3^w!YpT9<{gLgh{z?FC3lcNIH@P9rd1o z?LB19;IU;OiHac1!gT-!f!DEga{5}sa2g<3KZL9U^wVg-0u>Hj@x#Nty))=2f_h~p zB!Z-zCZPX3);*5u53Lz!@Iw3J9@KB3prYLr;7!p24-O%=Z_(Tcol}TfZ}}f-Lgohr z>B{Qr`{eJ?NrUtNVpZQRXxhP}_Jf}TWrHwiScCQvbjxaan>^mZYC=m8^pg-=d6pah zXj=Q_QM~C6vzL<~BFE{b!Lw+hq{@=^G#RrYe>05xHz+NW`--};``Yp9?wQ}^l}qS3!3|q`c2k;BL#6e6;Wf?ba3%*0ID<3sx`NC&--@Bd6N5Up1rTt9rn3*I z`9U(u1-EUdP`IPxEJ(tD8b|*ruyxBoPY()Bpt`dfRlW-%Ata>l+n#o9NeW5@i6v-h zUqH~0pL?v%84T&h5@e{hM(-C7OmBY2kCjot75Zwhy6SY@Ntk78a2$WWku}TmuF@OKx==$<- zsQ)hPX;X?63MFJsDO;4XRmxV@ib_(*o-KtT+EYX*gs~P$36*3oWQ$}gYLsn48vEG2 z_jmgByw~+!*Xxhx_f%&2ewK6YbD#U10}L9HA-ib|x4W=$lxL44>wklf5NqI%E-vEO05QB?T zqjs>CBSQplJ9;0!I5InR)vupFU18)19<#l07H|~v=tJY;;ug!FIB|m2ao9Lo73mWD zVhktGcYjh^fz$)6>Ra$_a1q8TicXYqNqHZH-`Q5zXvzg=#J z-kD!c?+rZA=^Gm~^USr<-f!ct$~w*GJRd2PyRjrVwOkEVxH`DP8t05F3in7{ei7As zkDXj@?XKiHkYMI-XQ%nR>YUng>3h|O3VrY2$vhY(*Yw2L2A@S>*$a0OC=y+&G4a9p zDS82hD9(bQTF$dAJvJujP~k+!3O+C7kYL_5(ZOZO5`v@NNDxx5(l?nrH-ldW!)#9s zKP1S@J&k8NFyan9|IrlM^wka~v$cSxpEz{>urinD4%5Vw7g|#01-V8y{oYfWt#(kZ z$LEvf#WCD{tS-Gi88TAK&-Szo+>>_lh#(YuHsG_BHH9s_j+7OI0rd?T(7m zp3c`zgL_Bc{r;w>#JES?Z!}rl&uM{^3bx%rp=5rJQH0?6$xZv`7(WGLt@xPcL^M@_ zzd*4(x&TF4sbS6%x@o=wA9JMxJR1M1RYH4QkrYCg1=nZC#Z_?>(^J6!;4&DBpx^xq zzxhj*Aw*9pzquL2WoeXUQ_Uxwo6sQyHQZS$b8~ap?w@LV%$E$1J$qbD55oymHZ@yp zH_sKE5;en~cAw&xSlZSW%r?AL3@AkFXqo%l@zf&*1%CS5iunh|#N2YVzvzbUc38ev z3NgxQLBTl0L{mhSb?k2gYFdNs8okpJjMRA#%qr!MZ4 z;z3`r6%mod2uf6IR~|>feR=L4>ief|+LjW2#(PB)WBEt*oxdrx@;XweMO!Sb@_lpz z@HDCz5e1K+>Nl6~y-Ik=q_k#X;@5_yRQ5~!YsGjh;7Jd?Bik#hsJv>UNui5FFG5^6 zrySeU6A4oQ_?lnGFp#fUV^yWy+e07pf3iroP!Go1eN+UbN|phnVr66Icz z_>!#0d6P1Y7BXqFp;Lhek^&_ooAwtz(!iyN14w{7MFNvUPF-QHpXZnN$wH}K9q%`l z`U3I(CK^fXbCcDd^AA4nXY7-vvfd3;)cQi^T}XQQ9@JXTHJ2oA{efPE3Sv zKBB{pEK5mS+is<1PF~*BhF%=kwf#A`0v;DH5`9&lW^7VcCg=(r*XE1Kw(VCR{i1!} znF|!;&&{=ZwJiFcf?7t$i8d;gaz)5aTNH)xy$w(OcJD@Ge)PacJ104!*gR_x!8&he z!MX4+4*;sL^Y*J{wb}UOx{&g7ado}-6YiI2TaJVp*mxuIx-ds8j7LRTIZzZa_7J}t zjy%y7!UCahApT~zMX^7)m@tM#cOs=dM{^qKa7hAGe~RBDC*wPHKJ9Xs0g|*h*ws;J zS4AOO7A;*`7rmpdL-gRcP)tKHzH||B!#LQU@)_TIgCJKu6=GD#7rt75bscB};ah!9 zN2n$OQ|$`T%j{d;MSb5U1W52gv&a;}(Qc%dJhTh8ll@ePb+y=vCd#;c*6}!tAoONH z`iau9))ngD@5%%DxR9tlMhu?eBwJZw+ywRq?{*Xc)~m&phQqR=qFq-xR4YQo?!4|o z?1e!D>Stw7YOh0z@}v2>bFKh5@d1Fq!Ae~wQE88z#+JLgxP-{c1xXQEKy;Q5Ah~ay8^eoQ0hZc^RS@L)DZ}NK4y%q_& z0?!KtfW)cRl9rA>6is2b`Do9@c}8i^D|^MqikT_HU73^9be=-rO4Vbbg=p_3xkt|z z%xcKY1Atek{#xZ@a$2U_0fd*@ZmcdWZ5KrzB8m4hl-@SV$^#Hf3 z6IVg&c379VAcz&|C;BXhE#uSoI@qs=Ysb2yTb=lOGtHlI&Gsn8TjzK~l&J_&IIFK&7hVP9Q0tU%4#r~<%?G`Oo zg)P~F;gID>iJ`Ukfn zj^O&{!|xMg5R3fgG1*UCFJ=O4dwEU-@~`ik_3|Y3N8-e16TcicCF1g?$1p#6EVsj zOyyc$UbLnw1bsz}JuB?{noYYXj?1-P_Dm@{K%G$u0tWen^`;li&jHzoHY0qq8X2XO zriZqJV0Xi%y2&Bf8fo653WtdUS@9V&A2QL^3@>kuq-;oQ>4ycAI#%1#auEl@)yW=a z8S0A+>xye{$c*RSoHZ~oe5+QyfR#rZW}GCAXbZ%91f7v(sWUBbrb}gDGG>&vm?ZS* zOKa;QVvF&PAh2uUyGNIoJp?gPcimH-z{8ZHaE##1o} zrt+F>gbdo9?B1OR%Zc84A~;KZ57hYN-Fs?~`mLM*U-`TB)l=Lwbk-rLEtg2-qk(Ml za5@zqYuXa6p?Wq0aA61z(ebnYwudoB4dN^z&e>KXeVHt=0t5GmJf)SUu!sow3IsyC zJO?eto+WEmCSr);i`SO+2WMMGVR_sxo8dtUiUCyf~gjuO0C;Ux6E-PQB{Ut-`zvP#vX*j?Wd?{_juPFH3GPkw^%`;=ULC z*bn(naa{icDc$&gB>%>WyPU;x^jY_Lfy)F`==k+(qFTC$A7_;%mBqjD9s~0>R4^;v z&u<_hG*mDj6Wvym~sfmf1;c97saI*XDRjXGULIi*dS%{3e zWG)pPL{%EhW7P6ta~BsE;jSl;XZe5Oc7ef|G z9Vzfbe7GhJ8k7;>)X#LhzW4#R@+S}(5IN}XKFur|F1(-sox%sCV zg;miz=+P7gbw_{__51ge>oFV27g2PVg@a{GZ0tt~_2mt%4Cd|=2x=HP5X`dm#PAH< z5y@qtX0uac@C8yJl8Fq$Ulb+1QGQpHXr-dofrm1uuZTt=E3RW7nktWo2X1}r_tz2j z^vEtF3^rHrK|ANGC4(P#v~zDV_<_I*Xz%_)o#$a0qHh#|F!03i*O1&@f?*0ekW{nf z6p&qpMgS)|>{dM3O7x|LTaCb_i!v=-&cRU!jKr<6FrmyFi+>!<_mjZJzC(57`991D z%%b(Ft=|rc$`p8jdw*63@CN#)o)sqEWQ>JPyI;Wr)7^pAA<4G%K9`lb3Z5RBw*#tK70lULoe_t8XQX;i`B>jBVfM*y1%@GL~C#Vv>Xc%KuqgtvAS9DG2d&z=b9V zHM>q}-wvs61;+_XXj`J%W92sRe8Z@z#HaqT<10?ouyTIhYAn3x@ZoTKaYKjjL!rT( zTB1eT<{0=IspS5+bbX}~A3Djhvfiu2xM!)S55kP)ZaicV`P6C;?cH*Br1m^7w)TM- zNmLau{3%!yxgfK0K^1Sp-L&>`R|avew!Uy@C~G;NNaYCOjRgR}C0PxG!=&7C!sJTY z{pM$pGl7pj{95Nq9DF=5tkpKj^q?mn4IYPwi}n6V3RVprh{zJej6kd_V`%7}N+|pE zRDZ^+laN+w!pIShtx`rvC>{ndt8c*~mQv-2<=mSrM)I91_d+j$p^#Hmb#)o&B#G>E zgj?kY3=phbXuU$r>UfRVW#ffuWedCCq*|UWTAeZoPhHfz=L zctQP?FX4K0W$vWlE7--f%Xk>w1JWkXWBBDg`Xa+NLF41BAk}n_>+r%HE8Br<4@5LB z-YRAN;?X-b8`9tMyt~?@`03F-%R}GH*L1Qadvg;PE}wfqxDY4;^A)*Ecj>8V>$o*- z+o+lM?f#}U5GjZfJ2faSt|5OW79AWt=LiE z2VJA~i{h}~5j(eAma_$HLp;(8V`8s~{_gjVS#^5sihXGE*sdw&M;DNYQm=m^bA%g=W_iZxC%}`~%J2faK5iYwywolCw4aS)vV5N86k z3*x8uEO)TG+$%@Lc!uU@?>%6-S{kyI9+TvC~*(l)t* zvWgt4x9%kv6q5@L9f6@;r!X^PgtW#%*jHqj!v7B0V?vzkdPwNQ0lkk1F+S9g?~1RL z$SljaSR<>oDpoIJM?s`vN{WBRmH%t-Jd*sIFHUK5Hbgy7r<^n^^BQ_|$8X_!V-Zu~ zLb+4dmn$0@>N|hIjj9BlhMDMAZ*Y3D7FQlOdV7)TMFWrD%F-X#&`gZ)#?dG@>y(J| z`3x|L8?Ai<57>>BJo7!xbNn!2NP>ye7%8H;Qv00!nMxBdP`h1z_%A-$L^m9!Xef+1 zA#>R1uVKC3*fQP+41^i%!Yhv>sRny4obnxIFx1d;4(I-rCHL7g^+ycKwI1KjeFg2@ zAlg@6lgvwZ%JrW1e|?dY@@Qqx$R7m9eIlpzIqmjVCAKW`IZ|fV)8Xx+3rGSofEeVe2J&&MKy3#1=EJtgp1XMonyAVO zN=GMr|17?OF*q3VLiEHo5#p$f1uMkqI^{lu*go)V@WyafpbEQ7`=V}r4cG;&i`>I4 zzVYNhSa9?`zpVKA`}bMD`RTavA^7<$BIIZ&pFnzL+rijfui#)=l}-DOzLz?dl|Ln! zqW_0$Dl&i#efTSi(c-X?=$?E$`)tr#>0=^aeZdbR9C$GDrKQEh%^mTM@q{nWt)9sk zpt(vBC&!xi2hzDBQ_>^b#eJHTe-~2bF2*`lQrDaf8!?>M18{xY>&b*@?H3Eps9;ssX#*w|w zc>bmjcx(mRPZog0$H^9ZD;9RkV6}cX>F0JiwTD&dEIj(Y@4{{+jt5f5gcpHMc`)od zTCdsDP|YeK@d?EPU57(fNk8I~J#%f+&r?VYq#Kj=n2~sA1E~+h1`!|&ahNgNOc6aT zk*gZ25$2(V<_#l~PuRA3Gm-g#bkF3J2SRM?GUQuCn!UChP8H(9Bm&JV#yG|ZUtNE` zyAB5pFQ7zW$Xa1KH>g=C^(zp~VsmQZJo$o&as&`NkX$%5rq%->Zfkp@z+e|t&4;TF zRRAq5nK=L|TG_Ru6rF9Q9tcT_@7y^7Kis$SElj4?muje*0kzQ2GwHD*J>)5J2{`F$ z)4#L9TxeYYz;Z@$N7Jn5=HHc61!t<+lD(C?TdP@)JdIo|cr2c++9ZpA?7sIm-Ozj% z5u_lw%Xl@{*Gq`66?yarW6x&(6qx4|OkgCXyaM8?Gf1r8Audbp~e8y+t(H_4du#IGNLXv4=1vBC`6;TXHi& zr{g;Y+XQh|A^`XfMM~vK=Yp|j*qSEe(;a~E^vcb+B1HR1C=-0gnoMB(j-IN7e0&Em zyFHQ-Xle_a`udk!s#b+#bNW||>1cd!2PENLqH!ftF-T_@ro^sSbeur;?#Nza`Uw** zTo?`E(VbihkCDjYT-ZbmQ)==rDk_?pB71w=$9jP5wjPqZqS3%-Jg+c|r#3rz5>sw$ z=X~_gnO<62`rJjmYliFfmfqAfFK~NgFsH0~i2C^d4F}gZj3^?DKHT$hx~Ir;-{%PL zWUIZDInFHsYeHj1$8GiN{oKz(qlBkLyzBKO7l9GcfVI*yvyemC?y1c=oF%~WX}|%? z!Zk9@@|(}D^WG>k(z4(I?P+sdSPxP4BdQJ(6=wo@2P*LS4y!P6eTomZMcaV@&gfb? z^XyipH#F?9E|I^Mc8MN$aT$bLx4cnMn%VjL+I2rl%ez^m=99yra2xY}j=4ae3vV8l zfIbU4U-K6hduG1xG5$%dcnGPS9t)~h5J4B6YkK!cpJ3_=NNIAvB=Bvsf~k!gN+R%>s~09WrXs?S3jen*RFjL zNoa}E&YeU>0fZ!ePbkN=);J!b&IASCzO54`&hAxLm8Qus%U3V3{C;%)x7tciRSA#+ z`?hhlp=1Vj^!e)r$g`SJa_B0%<;~|<)v;8_C3wn@P)Ej9n&RYd7cV8LBkH+5j2bW0 z1F#vele96PWpLqrx?@~>k>)pi2kUD$Z<5L6YIT5pNG>)l^B3JSEnpr$<=$#vN9&p+ z&K0pAmE^~3Rc0G#uXvr9UxeTd)^r!7sLl7*X%l2T@fWYU3V0|jd;k6MzKrR&B2A`@ z1UZhC_0omTv2%o%QSU38<{dmkZJ_4N{hlQgq6VWYSFgT@Q6{p5iw-YRH%jp3kVZeK z6|+k0%zwXz>^01CettfY;t-;5Pki_8_{hj^luP{Y zi96I3%l(EaKka6cL~**WVO|=rXmv$Bp-H#y_Wrkt?^e}Pnu4sW1ze(+_c;~)-dfNjH~ML9>U*A?hY-U=TI)#jhhi_Hn+ArDby= z&zeJ6J0UShIiM{20B=q3DapwA02$vHf55}88=(wjw=o<&m2ndP5=RC2cY=9huFive8=s%PY=%sc%HKm%Uq}5A zU(2?rj`=%ATd5!XaR=_vUg09I!weAAB#wf_09i#Wl@wdupZ4r}CMUWFb4Ae8o-sCd zpQ&O3@g)5T|9Yg(0i7@Zem<_^`-ZsJQ#86|yf48$otELn0rKdsT0<;l=<->mA#A<0 zYMlJTapI8SLfhi1TF1j*VX!OrV)anGP}+dq`vT$Jm`}NRgfi#lr$@zE!cj4=Y-3J# z1=BdpU=)F>hfTzAp{5DsY@|-UJsh2mT=CMC{08qaD+{vTlK|-W6vQr&pG0pl*>=}> zIZfrnh5=@+rkAuiROOIY5Til>AGQ`k=|hmVO)nx=JFa>o#jCD@*k_XZ<_Gz+N<=UTl(OBSS*phbPxPnGx+c;v2(0%{P*A8_ zGeRLF@tPylV`Bett0sl&0)%u{LuZLbF1t6)B;UIqwU{BqSpg{PSGh%tJF z$e8mzxQBEg8f$~;J<r&qTTz&6#n!5z2xppnVv_QY6k(g%Vs=Y{0ZMoJM=UhuCdli|W!vM%tR8$aY zAf)=cDSpK622*x1BNBZJ(UdQL=Uac>3 z+%@Ah@)3Mi4vM#{?-u9}+Z1z|sk2*tE8^`LWBpx&BO}>4IVnOhmk^JN5i`)%M=;?0 zAF?F+dI_aUw_mlT)Y~@pp0P7SL8t+seA6JDKN6&U&CiHgGy~F)!}D;~W^#RU z-Nl6aKJ~cEp<4Cwv$of?n)|vLEiKO&N7s@6#QF64Wh*UWO82-|Nmo}_-&yE31>%X3 zb=dg>dX7dRtC81LfY7b_MP43RL!%Us@|AcYgv$uJ%3`YPOML2UjUWGFYXjyYn=en_QMhHM#XJID2qLW`MsaLtG=Egl#DTQ{ z=NCZQ@*`Pm4>4L0&k{J6>?wM%wE@%o1hOs+sd5W7P9xf~*vK=ub1 zXlRzvj_DKX!f^)?<*H#OVrnHm4m0s2{CXRwn^8>ou9{(VFuYfdd#uhmGW@bF6C}Wx zoH>FVhG{z$vaq5u1zpGr&qld88d0<7V(NBJw)T14V-aEAN%hTTSI37qn!;0B90thq zfrK#wIIyoJ*Xt+6#(te8>udhAvmt#W6mRqDk!eOFiG%g8Q_!0AsvA6m64F9VA{S2* z^5{@$ow!+&=u1E5r?+kb`JFijx!rkns?)#0G5lxhMx|OAhX?P7|A7aXLGTE2y0^c- zx|%@}-H0rJ9R2HX{(o5LX$|?p{I?>;Xv*bjB3pFnK++IU4ov*^VQFdqN=zb7oSDYzWIq7`}~7 zG?k?N(*ku4gt^DRF7G=;mZkpBfopYRZh2XvZ!qyC2%l@@OO;m`{Hm%Z*+}}glGD5v z6vn~%rSW65?d*dDdNAsESX28P_7>qs*ngsh3Ua1$oc!j8NG+&mxt~98hEXlZ9RG7y zFYv%?|C;oFUu-OYZ7eXuCN_kqwYJ+?Ff94{b-u~Cqj0*SOZPd>DtR&Ck&vjUC{cub zX(EAmH~b@z&`2CZHgzsW`M=Z!@u0@WR5kjEmRYWa#KXe%+&(r+Yi#(J+}LHRoYDPt znqm8&fEZ0PMGgj@d&FbS3u zRSH}GbL-w|l6AEmUQE4g=qVgX1Udu#{agOR9W{x$)lM?8T=43x_5b@GskV%|X{O8IDl#saf zPrGrQ!^Z#Id-7C1PyaN7DRgC`nPJMG>wjU%f3Uj&SslEU#hTx99?O&Je_@srv=zn0 z#W-Gwox+hHKu$(LKp?!XN|`)QX)a8emRP)yNVF==q~;Zzx<9}o?~4o3TVfWbpN{o20C9%-)7+0>*pGV6lU#OfM@M&fR${>^D^ zsUaf=wG9*A(obQgJVf%TaI>5xCDvshD0Z-50IQAwm@`E-nD}-!7vewKcMB+5|>|VZ@q%OCDl{H}*DfH+S>W5E=;Gj0B zEJm&s<*=RI-C!6Vfdn*GbvV;p$WWf>l}ZvKw%DPX41FVl=lhpYuKWbx0o?=$LkzY` zGVVxsfo+5Q@lnOMJncE>1eOqI-Sh+%@(P0uY!FkJBbUNQ$TsYUu8sk_pDL6Po#^#i zg2y6ReD}&goR7UiLShsV-}>#gLYA;Q7^%Lk%I1g{y)1$*nHEsT)Y+5L73d!+Ds8p3 z=MX&s*dQUE64ZNy9SN%xpJt5$lkb1Z@>3{H+J9}Ng3c#P9^xoqfa-`Wg4?7EN5z}R zRRa8eG837Ty<=0*HW0ig0eZPVk^ze7h;4xsP)}xV-wWqPfvU2oXddne)EjMJV5^_fX;%opZbY3KPn6 z)xEz~ZzXv)<(mL+fM@fY?2aHpS|r<%)cC%5n+nt?$nQWNh;$1g;3hwSAw24w+A_l&G1@EVQ1=fS?WMuIGpI#p=) zF4?LKl4kf;mlz}ejjzX5hysBSIRs=-(L?y)2Rg>*J3M_v$AF%3sseFsg}o_rENU#@O84wDTR^buI*UiYR_nWJF!D zd^w@l6eX~eZt)4Ekm2#qKc-y5mR-)tx!5sGar}By@X{vNGg!LTihoHA43l~RS`UW; z)L39yK0M@lA_EtR!Xb3qhz<@=*d)BI<%-jD>gSs*e7;xfY?tJ_9J;7xma|1}Fh+ij zx846R@C^3x*z{3a*CK_}waN&5pRdLB&uh!&k9r1-WOr=Bc!j4CM2No#JLij+wUnCGvM<%L_$3R3Pm6-a| z-`^kR2oZ@a78|;XooE(-#YQ3rRIXTil_%Ud!G)V9G1AwrU6FgiGh)h-&=Pg1CLa8%-Nm^ydD%NZ&n z;D~#vuOa^f#|?)u^eJKADW9RTqS{TXYk5yJgvj0<7q0XKIm&;(C7f}P-hO8*eTaZO zq0#0U(okz5e6=RznDzODyZ{CNKH#4rTp4ID@) zO8ABLf8l;;{Ji>G+bDJ!;)hBRhG%OXY8T>3@W#a`7Sq zwz0||f+SseSJE6NXcf@6G%&x4372&#rcjOgWeHb z3Nh)H@3GI(`;5R$AkzG`OpJ0Ccoo1`(N(Q^B`I_Zz4uV#;8Jn!+9~D!x+h7@Sbp$S z6&d0MNI`rpEaLT2P{)A8=tU%lpTyqx8qZ&=@)woP$$L4Yd;|*%&KZS;=tqQ=<&&`} zMmUYIRF_zjvgSgYrzWQi3E)!PH%x`k!Ufy~V~9lS*@}=o<^*48U~P1Aw7wI z)va=e=KiqbRQP4kW^j`ysnL+wK@;xdgD&iJiUxx%n(mH(|5?A)Y5Qy3^*SrjdXlHA5geap=SA9`bs& z?;>3F$+_9d7?kWfL60kS0M&Srt;eEhbq-#qlef~D5Ekwk0zNXZmaFgIgClqH_pB0= zhKxd87K$VOATY!gx#;2XNQh)4OkcvnVw5z0%XHekkNIo+QSychrOQsxi2LM0%Y)@ZUle5%_*_PogQ~2AW4nZ5cij+ zDxMmqgu)L%)nFji|G1TLCO`P6-H#-KPU?Ex&`SPDsN*$gY%i5nyMl&?%`iy0W>e^UCj)7RH2*!asD9DZj8ol7^iJl$+%8%P$Z!> ziE0uQ*}*~&63ILc33o7Y%AjXaT8oV(C@C$2X*9>lOAT+jBUjoQ7e<6hIx@U$U}AW- znGwowp(moLzC?Wt!f%2}!qJC}E%o7;?7E=M4P~wWg`&mwBUG$5vBXxDoTwQ9&*1@~ z6RM3%N-hr{V}G`w?kJD$w7`FdM3D|#oq4ko$pb=IB3(FW&K(~C`cF9YD z=qVoZL~GPArGDb&f{>O41g1P1$=DA2v~H(Md}$FpyzXH1?u+N3WhL%(x~Z&=-3G5Z z#n&|VG}hma%+f!9g`NVa@qrF?%W-K=AZ3h#{aJMPf&9Q3#f{L$Df>=se{}FWw4xil zAK)+x%v&v_bT7x}nVzOjL+k}3D7J|30${cXH&UL0N^fKXQNovS_lYW#%L_WCoG`uX+lgh(I*+HBx}fr?Z@$5BXqa^0-uY_PY9^fAoM+(&90i zlzILHbfQr>ZjcHcjM-UVQgRwm)9}6FV?j0pGU7p+GCH;ryKFrL96fYm4g0PkRRHQItRTLGfq?<++5jQC z^AE2kqn;N6k~ze%?@+5wz&(>DeDdM1>iUdnVIq?U8TV7{3S|BdSwa?c3V`4sd6X0gDeB8XYA@ zwinexiW%_jDfa`aGNlz z;E6HB^&I*N?$m>Q?67NZ7-AAvLPvBArYR*BFMb_&8E94D;fe5zML!oJd_v;(H80v( z5$fft37mu6ygZDKq``9ZJq2T_EoWBX{pwl`LWb>*UqZ~;C5u-vMwrfuL`qkpYYTvZ zeY>u?_dMtO1A)9hySv9S!;vP+CGj<&B2?0=+=}dc>bMHC&!Po{BH${3?ckT#v0GRYxEVsYi)n`6pTvqr0CZX_)Z9}r(;w9Rm`-dwxXNBAC^3JH(+(r7*uyg04(<;2H zny)S>`H|k@th>l%s>J^VWvIz=&^uVY@q5#{_hYZW1b!B}o%rJG=IdQvzd!~R!KujG zVBu&Ni2r7s3J$9iq6?m8On?1YqL_K4*QS``?blh~-)f7TDv!RIxV^|mD1GUociu8W zn{M-*^11g-B#SjgkZoE2n*E}jd}&nj>{v@n`mu)AR-I&`Km@9-3*%pHIHuSSMao>R zH}hg=XFvZqJ3H*{bj7{^4G8LY40MQapqGi?k2~m^;D!Tzo`2b5qUHuC1EWJ-3=T6>iQx_Iug|JWynHzGtz;MEEX$E6%@TQvbP$?JD66J`=$^D(1 zt&d%TjJ#+hmcD9sD!0ye+kC^mgijDE_j&>+%}=!y+1uL_nt>6BchL|^etSjnzy-hV zEvGhqIDGV|x%)>2$k7~}oVF?rzivCX8*eWC=EuSq6_Frn@J5Gum6fvuH|)P!V(lH@ zv8Sh0Al88Sc=3~k#KyB^RA4pvuTIy?`$p#*#2em-%7RtKP4^Iu&FB!rdYwP`UOM2M zsM`=|```mfEhjH-7|1CEyKsI-(NaMlgH_jv#Th>#v2;W^xXvzlwL-xM>n&*CQM6Qq zKq4ZyM73dB6Bd~+BFX4@I}>*Bo9l<-NkXLDpB8Z+O;$}Rdw9+q8~?Cwk)YeI*rLW_ z8~L<$S)Ft96sjKw(?8=8IFr=p3q&;UZdX)X86yz}jjBwXb%;BoJxNb(f=PhGjX$L7 zigI4a^Zk)8w5)4mWS!it+%d|Z_I+~%^uy1i13#x?@KiQMg%=Jch;zhuRdlvD^uMb3 z#7qVPF6h!@eaF87eAJAssDX97paN7#MK*DSxI3#C}Azr^gYbih%Bql5(xg# zdp_%H;ax11HwT+QBa`X}(DoLhaHW27lUmq;aE0VAD=ZM~*MFkj-r1RG_v56vo^2tC zSET?UOCj8Z^#Ptux3m1_=MXWxztXH8OuNQRp7M%l7|skh`{^!y!9uclBg0*%gqlHQ zhH9cH6ahKbkz*_>l(79p0KUXe)j_)C?a$I4JGqxD#p+@8w6eqpvdZ1Dg=)1>_gz}@oJt>wKx+6g)ua~;m9Ou*1OP(ZOJ7yN-`3i< zDEdtfmBX9XT$UUDZ=*LUET_=}5+`cp>t4QkRbtxQL}okU?lnbEV8&l~D>2QVm)Ncd zf!W(1D#}}(mh9l{=6J4PDH9#YgueOy2MJB|A5b_civ_-MHv#7Y=MwYI`Wu=0U*e_!9`EnB`iMx0tevT)(;%P9m`2zZRfXs%V^k^;dJDn+2z zOg|ZUOFI-iXiQGt#DCRU2(QLZ`Xk1+f>9&Wsw!{&J58clcdG~5ld?XQzb6C}#kW=k ze?XO95A;w_6t$ntE)gR6*Ef*Wrs{(&Bv**g&XtEK1#`v{zgw~Kc1MQativvU1rjMK zjj@R+Gtw0FEzSCk<{SXki`tISRvf7P>KJPny*<@yu||J_24E}kv$m0p4koAOh9ihh zQAdtE+H|{}u7)CG3i(g&+qb(+KP{~A8WTv$ozU2SuikCL-&ghb7SJy-@-C|r@idx| zDNnj0z%e=L(G;|UI`KQZ?%kEO{yp^W1~UJas@uy5RS?l6F-Tam5JLwO6h6ubTjdL%#pz4xA6*myDTZjQ?C7&!ha5AE*}l+a*tavy3ywc z@pd>K2K23_FMd3ZKDW!|2Wd7lDXH_piE~Q05T{ig;y<|e4AEWx-A4m&-l}%;uY{Yb z^OJQucI-em-vH~ch-+g#I|AyIN7!m?Ru^b?DvdNd7;=QgGp*#kcinEjr~q-!A7bGv zUPtmbY$9v)AlkBn(hD@50k<_kB9EEN0!JI!0*S6>^1>OyZWJ$j?`r1mK7!)HN>Ve4 z6qrU$l4|s?OiyDBPcTM3^+uT?KYlUPoBpcBoIF^v)UIeu-?z`0Acf6*9_-l`UZg1) z`jh#42Ld&OGr{zusZq$*qeZ*CNF*6swk2%Jqo4L6sv4j4+422+16JPD&=AE9oWwm| z^u(aZgJ}l+?}IGN+@yhV{xp20Z;XZ!*60=PmQj0 z!TCzDh+>~+_2jYRrvLjTNwzX~0R)1C8-awNR(a&$a3}Ie(a=ZSq8&B{Oe`0%`sQHt0zxmz& zw)dV^S6=(r|13xNUImm;NcQYNy;34WPi5>d9-McSUU`eDFCvlRlVw`9>7`uy z$+Ntl^9SFph&XwHPs(;d@?LD`|NM3`m21B%u!mx_6YSUdo<|YpZ~LF;p(JcU0q&`d z6vg-&Q?`aX1P}q^6F2+YrmeNLVqzq29}`}v_P7{_laZhkV37UxG)ew~_bZMpS%WYXtFtabdH3Ssy6tD)kLWMSpH zD;8LB9F5)fvk*=+e3Ys-HxvvV1z1c5wo%xdPHvy3<`j-SJ3Sd39Uc9oP3EIV%Si_G z5s15$T(DZi?ysWL&`@31mjEcmDFJH7+aO%(HOvkv_ z@;#rQz|*COYM;+XWCJNJw&ql_8nRRq0TPsW%e?P*Iqbqm%_&nc-|FAv`w~BE>&a5p zZZXvC%WRH{Z7#DPJUl#lhxGlX8c;KoQkMMwXQa&Og{sl;F301=KdcR;)l4qWN`HCb z=2h8x8uvp76|cSf2$vUfUqg7Pco7F8q|PfVw(*v4-~mdJ7QCH^RzzV+qZw` zyDedTGsxiyV_S6F_Pk8a8-#!_Fzlc>vNYN(YOva;*-6EldJE2*byo~^+>st18$)}e zm^sh-{XD){hZxZ0$j!ia)q=^-N3^-}W>R~0$2uZ@__bMED-HVdr+Q^86K~?=4cvdS5RhI9U7<2ZJ#{U)k=G2TFGUSHbN15>jq<6kT_I#G*tZ*Jm|v~R#luw}ljb}6fWGC+h$ zpM3kWJ^K&*GHl*%_p^vr&*k91@FP1X17Elc@*I@&<2iBhZDcyj?`87S9IgrPt6G0( zMlG#aK5}MDj#^FNMY#gm$0pG)x71L~drH*!3tt}FHu6R<=JE>xgj*&4#XB=i16P{+ z&3c6YD(xj=vhn~8;j1lVkwfVI2rT~=siyQ`#qHZy733iId6|PKbou{=SMS<`URcgP zr)asA*gTYId6T`)#l$9cAl8>_Grw+aG-a~1K=a+xybJuNY({onQ{T>aOKkm9GpXw4 z(*1s-Uhnet4{e}H>WBR=0K2AeTa15Y1IVToX=!N|tNyOws&xalMg4>1zTTe3wA@=+ z>3zl5G7NP|`!)ejoWy@LJ(kp=0-_sLWPkemMM8-)NuHae0l%uI ztS+-C8oNBpz{T1+M%_9vxAta)s?HzQrL*;657R3C_omiq43wZH^Y_cS<(g&W4=-1} zpIJ}7J|(NQXok%H0oSCle*Jgcn*h!aSzU33T3O|mr*`G6J_$h+iPX6>wie_q5zudH zMr`0zAff#^OkZ`f)gc3YkgJXt3v{Dt#?2+wnsn=dq8)je!{sA3GxX`{Q(wI!^Y2!d z$H_i>a7*PcRJnbHHtAlgB*DKjY(e@067P|Miw%c%tS-1XRK|lU^JwdzFEeAP4g43q zzPa-2b}D77=_G&eTF1B--&*cWZG7nLHG5USF-uKR3-#-EMjcn1GHAqT|;y}Itf{Uivfk}P~^}~ zgX^f4c#G01-99;KN;oFDFn#*)s z=xHcV5+g)#_^}M$I8TLQqi`t58J7(?|H<~bfp&Wb2L|fVVM9xN)*?`pIxqZdD_`<& zZ|QsWHx_J+#Vd=2Tz2vUJ$7uk_-zl<>AjKZYM*Y(xHN_)&*rXWYxGsd8qq{T70@{E z&)cUdDNB2@NsZPfFSK{nWhSO~4b#gsB=^xPRV98C*#Yic39f69*nVQ3rEP4J3=n)f z{N{Y*Tyo7&i_i8vf4BPQJNSuaM3s929!dbK}EbcAYKp)I0uZzg$=Qz7?wY>hZRm0i`>NCJ)I?RO(;q zxR7^x6{+}FZvn!s!_8IRX5@ia3JMBDh`q*>pN3VAC2L`C7d@}2o^o(7Jx0gv{>}20nXtwA^HXF+<+1s}^f413IFIw#( zGl0Jl`)tEpQ*`Uai#Iy7zn<Iiy@HR96VC8=*rNSD<-eJ?k?L@^#||vbA8HHd_`$>&@2E5VB(#iL@{I z)$aT}`9_1@Gsj*h?a1;vb!u;TMP$wIKDJQJ)57=&FAyAr(gs!gyWJmy{m;nY=*hmZ zQ#P5geV!7t)ld3+V8ZA9V`!qvu)X{7`M#2?vES6@@-5333%WVt6E^a4b!vY-QW@sz zEE*LaZeW(a+A|_njX$I^NoF-}V?tlSjT<)*@gty2v7v&MLwzOgQL$~ogKv}Mmwb!7 zzIFbnHlsgscPuyAsUcz9`+DOC7Jp9R2Bmhn!q1{hWPJ5XPIo4r%DR1{aY(kBFs`}7*Qca*;?8wJg zln35)?D(DU`$Pr!>!oeNc*|n5|tG4C+mdj~7#Ju^3$EdjIe;Cts_-s=t zg3H~_zcP_=4sm2;9p~o#1=6M&`#%jcvd$(MUZ%ZpeM{Y9GH<@?!{goI6UkeCuZpT< z3yZRpe^z^Egq_rITcu$aP3f*!RTvaAu?g2UjqtAzyi-zZ5cHw&{5g?rqBwlKECrfx z5I6cwycb0G%aaefp)2qz_>y~kabH#^+Z1E?m&)Z|Dz9er)6Hhdz5LP74FYE(wW1a% zDUu>%Y8FOnYcIc3Bf4I{yvMbc>!Wr!&AHvF?Muu4=F@q_m%P0M$A@Z8oU}Iq=_^Q1z7;ApXqJ0S zF4mGuH}!Tznt9h3lEo#t6&9bD1W}_uDhVFaT63JwDo)p*=vgMC>`ljn83Gf7!RB7# zRGJ=Ol`go*Bvm!#efjE2O`9``zqhItXu3PLl9Qf&KaF_>Vv5{697{VYG8YtgS*mqB;e0t!$r2mz{ zq&V$aowg|ZJs(#?aq{YnB>wk2Ham`Pi&J~_Z1?YAaZAq5U{Rc|y~KLaY!@878FAyy zoySuCQ3(tyAA5Yr4NdxNpGlE7f;VIiMkYFgGtfO5fWNTkp#u<6X_m`T)5Z1ie)_>Q ztE^rXkLKq}41UFv^!v|LKA7yJ={;Ym!8OgnpFh&kdG=uH6&nsxSlBlI+&p=1?NqO- zu1h(S%Pnp&sTG;u-of>6{mc{Uo14c$Lz;vC$2c2=lbh=8*sUzRrJI~j);?m`%A^?o zSQKbl+d|3P$NIn;7Fpjy{AjMwIB65B?SdMZ244siCmif)|zwzG`1iLY|U(}WH! zq2^Wrr6-Si?%oOB(Khxl$y-0X;-c(AC#(%yF!j!d&g~R}{+~hOVH!z`t>*cWojboE z@T@bPqX^VR`>}fo^5tI zOgEf2pY--8zyC17aJjO;U~jS|*RQOzihKEDH+E?MQdw~(`)lFcSO)6x*M4kXKuSts zT$=4a#g(}Oo+xPDtiZ|av+OwL1`#Jq5C%@kipq^Jwl|s74#lYa6wPJqYVQwbvoO(g^TCWwdCi;iWD(tX>pzVY=m|2-`HOO^0U8U)eFS~v*g@PrG{Bv z-e=}3ESq&ZlQNGT)H+|ZGqY-JHHh;~3LSizteMGHn+tgE>K^_*8M9Y^X8>pH0}bvn z1n@*F8uX30a)*P+Oc2-ST9DM-fSlP-%-*xgHc{s^-oAG|(Er`+iGuA7>Z16U6*JL6 zV%BjD8uTC*ckc~XbWffQ!@>EuW#!NW7z-U1%iwHnpA6phW{0Ik^- z@h7L&wjiPEFx_q_MnNF2`Yt;k>5-ZUT_gf>@nl+$9DM$s&1LP_^YSq-^37ny*CH1@ckl_A2RC( zB{?eE??~9W>fLR2eKZs^WR*M32-Q9^k$@LJN@pBgTgTTjOKu!mRzNVrc;S_1+V)R= z!MESfjWib7@SHC&t(_!irH}3(_1=2fU_8UY!4B!;1RH{So>aXjxQzbG=-Tzl=c z&RV46pTBXwR|7AFU}!8m>{70(Ed^UDRQ)WTeBPoYC1~tG}`MabVqTyx#2A9yP3y?Ax55e zo|3Ng+iz*2IpeEDjucqmx_Kji*q;ykeFf`Jh(&;@<1sSi#k(`~okf#tI1kFKNHe|H zt1`Q^m~&7Yp$j)&ecE2+CauC7B}0k9dgt;T%2CSAfY;hKpTGtAqhbqQ#}|Eria-cS z@BUb#_P&;BLFBnjaoS~mE8UiMLmi-ZRpP1 z!nV0Z6Kb`@n=M>`d-)Hs1YO&})m+$=%kP*|bTa0C7M@!h9m$|B5>=8>wGD|Ewo#?P zU?6O`7p0;r&vw3w-z&=KyxMPOF>F^`8QjhI&>T>)l=H8;@U=@xuy0}D-T#YBk%C;y z*j&jp>q@g5^zfc|U+1tFqeYVP0IXm9mWA6xCRpck)bI+f`>g5`w1%6asclAf9a!Sv zqk+$6JF_ByeE~f^ucBXF;+{4syn@8P1IH~{)i}LiKdZ#qpD1d(AF9b^Z}~)m1N@U7 zicJ4u`s|}5oK#l+yE=d!2qig~X z9Pqa{f)$W`2d-vCLI%QYfD_yxq)qLYyCFL9Eu~DH|d}7tteLaZ#`5= z{a)m0cz`d$An|yLK#PUgHC$Lg^RsH*kf7(8Rfs{Krg$m`_qiW7(^^xtx2MzijHp!T zzz{(f=2g&(4naoJ*rayTi~x;2k^)V8E}D`)PeMneRxI(f>{Dt}FFVw3LJD?iF6zqv z+|3E&AO0i!6_Tckd=QHU(E=k`5{G|(ccJIKMu4>yY&udlH~|^Fxw0`a079<&`VE-c za?@|Anl!!4p4%PHGHnl%(FXQR7W->iAF;#f_6CBOjUf>$CZDz3>Cg7Z_Df^K$K5m6 z8lU%cW`as{7lK3WAhWJ_uZ(0<18bre=&fEqvD^Jkh`Rq!dVF+|POf0W+r2ye(Y?Ru z`?uqSpqN8feA?dJNz`d^uc5bbj#H-1dRsO37Z;IMQ0tv`;wp=|#wN&{-I%(XUNgD< z-$(VcLHp$u)lBbzer?wE-cxl-2WWgQ5G@D~i@zHc zA{mR|jQY0T$9<#b1KA53;zakrMj(hcB4Nv;X7Q7XA`TM>-HJ~=*|{8 zWqjm~hh7l!53TK|jc+=3PgmzpxAyj4S^qZuVc_i3DfZ&|bM*Rc;Vl`B;VgaG)SbXm z-cd?Rafg-pexr#u*N45RSS>9Qu568m4a=I`zP<0-pHsX#3fNBCQ!pnSdHGjB<#YC{ z`552el_hO=$rsjPl#6pJ+kOE|{rBa@rJI#4oX)RmgU>sc=ablmGR@wNk5~h1(;e*p zV9sv&LfRk2XrX<7X+;$9wrr1S@UzO%NqU#%=Ra9e@bk5AIT!NyACwsM3MXt;oO;Aw z)Uf21sWzL6kh2GEXR6)EkXs~YuR>eM*(sp|8()ad^hz7wKK<%S0xXpXZT{_ z4~m8#DyC?gjnNFGQL9^ej=nW9br-P&jg~4vdD7@*%sP9p4Bm1%KZKWl#gA9uK-d9? z=HtjsIG9-YwxtK_}TdX}~LqH0?H`(pXDFDjG-KZVbj70j;YvzN5+ zQRsOQt8+9gYrWIn1B(>A}NG)}B`Q$e3{O;cXB{!>w**sOi!j$U8&HUlp zOX~+RO7AaJ-@@p+x7C;|+H;N+oVkEDfa!SZnx_Ewljf0S%~VXM4dU)2i&t}6q{P@5 zeYayZq@H`(veM2=p-HLn+c4p=w(MnpEalzG?kv>pO`Rmfxg#Qy&S zqda6|$b4Hbs{u9&UjDutNx)4b_(pOY&vJmwe``rfl4S5{Zj!{-5_h!!@Sg6mJs#ec z7pAUc(OZe;38oT)_fx_O*)Ph`fs_DM;&~|iYtXqfjY4N2BT1L>e&d;obB%(1U!XuZ zD+mnDL%%UnJw?Z4bML(I*A{e_E;UiUg3r1_;?K~!xg>9he}X0%eeY3Dy%YCp+O&D1 zU05|^`W3u^iFRH{qo}Z}C*e8oZo8&)?WJw_kOQuUz!rT|8-U;exsmW6V*9D`qv(XG z!xveEUZiRyVgkCQ*(QAfmHCbNkFFjfob-u{DRV82)lpwbd)|cWato8EVmf#r5c-ZU zdh*$}6Ab;*2`y$Mv8k!gq|xg6lU@b}i;|8yd@(fK<>(DaMB7(?Qj8^O2q?g00lynw zjgEQ`ltFNtGbHOd^21T=JvXCgbXPLKq<@Bf*0*#!PqB|@INhxGOCHY37-~&MYRNsH zPTiE}Kpz04K1a%a^f)BNyRhl+&o8X(gPgYEqv*FGE|8ngz0Yuo+>r9p21NdZk%WJsF7 zz5!W=AUMgaA;C4352BGxIjlM3sWLhBG+T{*bz`9GeiADcy;#^{oH*G-cDrI014FYE zy`y3*Txu01y|(ktRv_6fRkf8rS2mKzT1|~@m3r7E1fUl;-ze6fC=d9@3d?9= zhu7LL!1^gmFNr*P=iBc z@u;caU(vu%Tzk(&`nb}ZHPvpxSC)u`83#5HJC2WWC~sVEbAWa&*rMjee|H~XTTb=W&Ab;#n`C1{4lSXTM zp_sFDWY{B{GGByi%(nWbOqMG~ni=?c(}`QT66@d_60xxg->fq;TMx^>k>@}NO^9W3 z#;xEFsYYOU8|@C<{Se+YzvpmR_Ir3Lgumj_*|PNK%HO>`ysDWA!HWEEs@^1SpDkDW zVd(jFj#FTvC%k0#v9Giz@T#=QPup5Lln6~Qu^$)WPfYGheE(rsu-Cr6%B0pBU|qHt zE&!RjKY`$JDf3^ADxXd~0NOZtDL(PKHKfxeT5)E`hts^ZOL11zu;u*&Sy|FNyGN0K znT1;=->vB}^UGgC1CA`qvFNL_Z(BJ#HhinSq|kg&N~FDpM&fVo>LKz!=TsyTmUgDu zG|d5OK9>(r+jv%B;lL3c1p(YRCOBT|QBG2sgyhhadv+=Hy_PT`_J1XSPil!o{Ya@h z?rT}~&mHOXQqg_fF%oSdtPAKCA3ilFhURcb5FVeGIKru~SWH6>n@c64p~pVlgQ*D2 z`ry^_LD3m2N;|aBE0_)9Pe3ty$8rKaNItsmOJGIBGG|J(yof6Qttqsym=KUVu3P4% zQ*Np85+32NjiHWlrlKyIQ;l|fk}L>!Eap(>P?5tfbt`j;=HV7;{8e~4h0X67@*pe_ zzwz^DAnr~JqQ8aF@#)P45VfrCXB}~##W(QLJb>uhD_ORe)itknWQaq8M@Xk>3r2y-D6tbP0@!;ceuKJx!T_C(Lbi|c zsziL%bYg|LgEPPNaU!qcA3(1v7R^2h*5o$I^Tr|pSD>x^=Dad9)fb)ZhP}^+=@N36 zuePU`YZEX#+E|JWy&=l*hr&G8B56rH^~W?X4izHv^Rh4dsQ!4(QvB279MOGZS+P1p z_V*lF;xsI0E|{DyVDXainad|D2-Zr`$iZL({=(sJyCu>MuPjMVK}SPzMm|v2%i{>? zU>SXDW9%2@ED-;0c&U@vOWn(%Pz15Lo-gDe;uPxD|q4_AHH$o0pwGYFmvd6sEdUhbOi!qEU%~mp9uRgJw>+fet z$0G1n>q!4qqHR5Z4z*uFBZ+IK;b!rLu-U3j`1^gtacFFhS5#f%2i<4X7)b?U zOVmVUo9e}XW2+Vqe|c@lyig@mbiybV`?I6~2aV+?uD&I1m$Ld{(8w*Hp_U3SDNdxR z9~^GOy>G*v2}1VK3=YHklq`n^ep@7=7^oXZsLa z$<^`q7f=QZ55 z%*7Sle{4sacWbHQaAvpdEPM{i3>5tVSbzWP-J}Sx0bA%F_xc32FsSV|U^JH0mORJz zA=Xfw@o9^j_#X@b##$Oke6_pH){;TyS3K9xIn6@^k~zW_HDO<3=~UnL!JgBsx6_=iqo7f#F8%pI0O)8tjv)Nd_|{)0TQUn+A8pcU^(mBEEbj-< zmLD*A@ECxX4Su(>4E<&0OpwMPSJ*+?fpY=@F7SfN53$-QgZ8V|&h#EE5#Ft&e z{YOTv?|-=YV;J-V%?y{`{;f8qF6Tk{beP=uzLAnoE2G;?QJ ziIqQnx{~B_ymZ}ll5JaL$JZX$SlmZi~${BJKWp)I|a^pY@ExF4$ZON`qv>R`a zUP65=BNUcb3g(M{5EeC0jq4+2HsX(!iPxr?@2;R;1wQYj&Pu>gB;-v?hTp^4Wq zvruLtPehf6PcOhNkU!}%D%D(SIbVVE&(YA4m?!IC%1maEYfv*?AQN`4yQoN@dE2Xw zN27>gMhQkfY+=76oHG-{C?f$=*7`m8XQ|Mi=5tbJIg9D(R$D)~YP_o0gB9*KS=L|y z+JERhN58k|;8=VJsCqVDqg!9{I6hg=X2otOzj7bf^rPQ*X4tk z?kb5Fpf$Ib3OlnlLEj3-7t;5vtTR0h*OR_>WH|@T9%e~^!D=6jV z6v-?>7_9r|(Ot#+`@7&3 z-21gQkAY2e*Khxw+TN*Z3yuFMfX7#sr%c6n=pA-=^6EbHc#ZWyniJ9b&@koDdkG@;26B)e_*}0)oCH9fs|c-vq6RRJ|^XtvWSgs8B}bsIU8Om!bEC>jU}v2 zrV0Lq97#U1N#s8p8$Lw+e7@sTA%{As{@vF0FYWGNa7cVQ=dpo*Jd+fhch5dUPw*Fo z+IF;ymB9G1@=u|c7f{XeZAdjS$iKqszbvH+?73#Hvnw**U{+h}Nq+OM^9Q0gu8;75 ztcdv}!F0w$fjA>IQS*^2w~e~kACe_|=l8q4gcLYN)waFtB?)C9k=nLY@vI4|MJ+97 zK$RtQLsA0xLBJMXDz;=}0&bySMHD zs&WgCL#A};w@E6SV{%BuWx1$EII~GAUg&Q*5pqk zj@|eS_M9Y2*FjVf%Xo^!c!26P^S^EjG%2tJUYlRdy|xW@A4yp!14mS)ODUBI+3pAw@2Y-!0%N1#HYA zy5asvNerT>+sw0h({UOV#A^P&8Ju^)?z>(>u+;5QmZKaPBh;mCvviTJrM)!!M;~4~ z|CdAT;&OC@=s-%LYNSm}wK*BjFpR(c9Rw<(HUf2JrKlmf5g@%;ygl{y3>~vAlWON= zmB6!oiH`a1)uYAfd9)_;{1{sWmWnqzgzMxc^ML8syl;?aZ0oOU?UAJ}<$-yTX$a6k z-M!pGXv_Q()Z5KawYQ%*?<*8Y5Jg$;1>tR;mIa^|t!5W(Uwix$n1jI)Uyn;0DF_?J zx4oaWr~6D7nJ$_moEz+Jof2)rNe(&2+Q#wYV-j(Z*9j+aA|?Ja}WB zzF-mnE(!4YaP$be6+MsXmUN%kgSK!0!k=Da8Lbg-K(XuN8VVGbZQ`*e%5vegVTjZJ zw#nw+jE^0!LSm8+l#so;ZNc&PfC_IKp($ol_QS%y9@gX2K@XakpRrd7x^3JP>?Ij` zaujfc^6TNm#K7k=HtHOFtgPuA*Dk{uv(f|!Sx?zAfUsxhS)7k6&$gF-t~njeyOzpS zR5$G6KKt?#wMLdU0%!)Be0RevY#ysZFc(Qo7s}_D+X&y<0t(%Sf z4IjfQu-4bl6f|u0+JdW1?gj7cYJJ=&a+@lRJ6yv(6DmN1-i_->DUl4OObbs?6uu32 zaDtbrlxA`V^OKD@aWfExgI||u1UBtL`8^8E*cgx+IpA$*1FN-kZ?Gp3{HLG!PZbzY;t%`y1d7 zul*c2a+3R_8z!J1f4EWgylG*6ArrtKALCkH!YWy)7?9W{E2%0aXo$BL?Clgr#H992 zoFBjJ+;5rUAEaSl9kiXF2IQK{XM&-PE;^>$jT})ByK*ZUPH&W=;(muiw~VZO-FgOr+BKs)iJ3OjxvdDZKK!a^Lf@!`DydyaYn8F zSwS`@y>tJM6}u}25+ArY)Fnl=qUWI|OFO=#X%61} z^Hgl5D5_zRgPD6M0y;@pAu-c(%`iRFS&9Gp&TX@lSBW$2@vElx3*1$vRpcKhZuc#Z z@FOW3Q)%*94)^J_t=1=E&@x zM>c66uN+ZRTh~(1-W*ttnYZIN-i#QMNX4Ow8zEviSaNW)+(>gIa8u)X!R-PJ;Hwc~ zy08p7{R2wlF?0pEIwN(9Rv$A6fE5}bK)}e*ut=0o5Diuy04wcq+cVciK<%AU(8 zg-h|;R6k6eR zcegT|FpSuU?~lg)5}g|1791+a4&GoO@7Ktcbud$4{rWBX^P=Mzt#%vt-skBAP|zRwtHF0=*xtf(6}-3P z%ODOEkB22w%SY6i_laNvHwGI+Bco0R@k`*YA7K!g9gTq?Z;W#{G7LccyK8A_nG%AO zWd_L2R)hb?%AskJ1N`wXNjyzCqt&oNq?HVlt|sQC;|E_1wh|tTyV872rWjtntGDYT zxhwz7aN%WxA`NBh4$aK?hk%2PpK`iNdS}*5r@UJg^QX^w*@Uj0(RT}&X8z9HIc`Q1 zJo9z-u(J`u-|(1aRy&ycB+h>K1$>l+B0gc$oJKv-#8m_FZ zvIXZff0cDLgBO3{(7=f0Z}7%)FuQ~W4p^=1WeDuuQI`l*|1>sxbnsxB$hnM%x#mTu6R5z1_Ux7 zjSrY}P#{rbU9uA72wz`aDx!YxP$tC26`{=eLEqr}RZ$;5;{a`=N^jL>so_;sTD%DT zNsr%+;#hN(cSAh>udnHPb;&##li%Yu(!LEj*nJwz;zTZ+j*t3XDqgX? zpR#+8Sq(%FCPf-yT8Zn{uv|yRCn}B0OKEFr3Wvejv(j`o8}?~T1KYGicp`1>f0PiI z4ig6td$`sPx=va1lA09=heCkA#frB_8EFB2b6}Dkx>1qjj`*oEQyEcbhsoyyet8$9 z0yw$3Er6X>K=LjG#6|ppzwe)9Dcic|qn1{qD@OVSVUkH^r#~=9v{Hn`%%tLWEK+~C zmGA#T)8MeP*1`24%#jP(j6(I^FIPX2x(JTNFv7Q;EA{;>)}~qJYA#y&-a+^?LKlUl z8g3~xmY|&*&R;gze&X}?DKO&ms*Io+4~i z7WPi3S~{O0MVk);#Q{sxp&p|pjQ}1&`8`01&mRqetGzbx)H4Us4$5Q(l^{SG$;5j85W}aV{?j%NZ`{6^m)R^#2536tJtFW+3$( zE5h|0JIP}r0nJ*z*4j9zziIY$4WEXfuQM%8BMzIQ*5ul9iU2BG+L1@!l_u}|1c*HJ zK*sVvx#rjuG%9gHVa2oAGT;wcAXj10&FE-A823GPTL$vG`O9nlL-CQy@F=xOYyHFp z->V1>*>1w;gtw_OjaPjrW_$$kX7+lyvYltGJ1vZZ9P~nTR0nc)%wK zZvQcm@2QtXf}wi=sd@IRKH~JmrlcesR{a!NQBEOjQCsK{sq_b_=fLn|$%~@QWP?K} zCuwYv`h}^lS#~LZBB>oK5lO{i%WBj(Gy@%e=7zi1(x&~w*G9=~W_`)$&)rifYe+#D zkuc}ACGUzvRSgbllzq8J}8&q{lr=h^-gn6i@WzjL|EtdC%Z_!Bne=P!{YPhAObE9{K7@4f>U%Ex@5V!qWia&u@(Q9Z7wU^?_Q~x z`Cll=?L0G#U9cov8n-b+%F>AJT01&rrxfC~#Z;u(wX7EB$X@OeKxyA*Bjg1Wc%)8A z(xSDJhDk=$vV*>}6|mfw*7pB5Bw@kIt+ge>HaA~Dpy^h++56{{nIDACrH}%0mrkkd zSAY12R=T&WP|m0~nw+X|U;ydU%qXHGiWW@#{$&Br+?$uA938p>WbzPRY(;I4uvNeo zxKT>LdUywLN1@pvC#7t7BX{LRsH=MPGN%EnZ$S&!%jj0|g{~R%ec2v}2hb5@Wd7%P z;ecIXrbWTA#iJb8U?_9sKH0sRI)?BS3AaLHS0`{bioK`^PYQALUhc+;yUv5>fAgU% z?7IM9)iQBrh<9p#kG)8p{AiJah#+Endz)1aEO8{d@#f~C)k7+3p1LR7>KnaYQ(jxD zG(B6(k{Hqwqs=b8?a3S!H#R%ahPL#5qKaCqA1S{MTUcCD@E_zIf|Zuv-I?pX*nVEF zt{IV1A{`+T9B&hiMs7lCUP-eruy=Pet>nFD0aK4YTm{XV-T7iLM;**VzH|5YT3$*A z_W-qn;sGr|pR%vTX?}=)*@%;;P;{fNGu+oxo(`uwA3g94*{!@CKW&EqLh~FmgoKTA z)d(k;K@XnWsE6rM93xr3A4N?NrrOC60Q*S)tof!qx~i6uII`m&04?BS-|cO-wkOTm z?msMRaxGAyf96Z+HSeL~V`WC7ol{BwxF=Nctwf*+y!do>`lz#_Mrit(*Urmt#pPdB z=u_BoG=s`#Yr_Iou2CPOE&1uA?M9&!?WMcWo$zh1p6D5NS{&BC?Kyv6`LKH9xj=e? z@8RxZHDWdbiH)j73!nx}?Fr0Wf-_Gks6>G>8;Z58WbL{%-_}D}im7{>nIR?cCtN5+ z;eMa^)xD?twT#$xgw_^0)#JFLi2DH}Fl+#i@B$!R9{TYuTT{w5L)G*75=}k#fG>X@ zt^*M{#S#N;sm1%0l%dU1V2MgicTC>gu=3A2UaFXHP6=2Jxmrnn!B%O~$zxG|^>=`K zXt&9LR@~TQVj%8)6VpmX`PIDAP?oZVTT}s+L53Z({xchnZ&#M6vGwm<qwmyGPH#=UD;Gap zLt@$VTWPXvpPi@|4jSsA%*sA^-FsGT)K}3R5Uy81^5#GxH3gV;-5A5?n__Bc)HO-o zEOOufKgU<7*;b)GFRHe9VQG{a4pa@yOs6qj9?m$Fo|%$H=UoIJ&indHg+5yRLOvEu z-(lj4^Bh$wkJd?gOOO2J=ZL&z%&|;x9BEKmdfc}#`<1hVOTkma>v!1j_z1(b_WTw9 zxA2!`%U==6UybQaYS(sZ%E=bRzLN12`m!6y!KY*dkC4A-AG(v~gs7d3;l>onsprp741;VZ zd~hTm18^OrW3BAFm+uj5vYhSdLp_?ZGLcQ`9~5zuP+&OGwX}|x0__4Aa-5)*Zy7=noKsX?5KppkS&8&S@ z;ztc?e}3dB=sLs0&@PfmA&mY(#JB;S{K0qgmyAgXT`B}kbbl4!`dEju_D)R1pe34w zLQGt!4@ZLS0~FfNQmWC5fd*B9%=a$uk3929nQfI%fh-IxU9DgC$t_ywiOqEx;yN#6 zjCR`@pe*mOnh)XbHfY-h*rNz)6c`Y%o+U$>`z3R4KdnptHf>gxWb`A)xPO~KM31Uk zaYdSD>;j5!q*SS`RICXTc6Zc-Quz40iP`-LPM)>$wsoWW;`B z?mdn2@qmg=?0c~DQX6jPIl#FU`{L2ACpH+c8H!7;5_Zz?wvIPh(_H{wnxx>ce$8V|jhV4GDk82YnAbpWBLea~m27 zUVP4%c$-bzmWvBGpJ1%!#E#7`&06YH4jIp(LS8@Vw+VXl(Um1=ML4BG5Sa?9y`Zf5 z`zdz-LH6y8;F{WUit8NRK&IG;G4*(Xj864w#U3PdPT{->TCp5&o&#?$bh! zBT&$(%VCxU;KJ-hm+A9~*E*S1@~1m(fzUb)emnX6AR~u~^ZH?RxP{8j#Q590t9lg&e01ZO8j02$tA>IrD~1ToN(sZk;tNm9tQ)H}bJ{2t0aRwg*`pD;Ht zIKI6;vUKo``^G~_gS_myus2H6(-QY62zqQ&IP1$~AUJ03Ru$BduP}6%-ZtRR`QA8c z@v|F9$k>vCl@XO!jQkc4n&dKi7<4+=pjgiTKw`hjcqhbuy~wG>`sg%G{`U(7=bc+o z)6m;Pe}H_`kT~X&MZrWyP{^liNQ%EV0pdC%Qmnm4~fTZmaaki z$lp|fB3d%1URl#yJ8!MzRj}SH3g5St`s(`9K*inL&-hoT7o!@}^WTc530iAF1y?d# z2^R1EdUB4&vp|$IvwGZy=l98v1I5~PKJ09x(Jchg6R=~Eujs&#s)HnZTUN4r_hP|z z@F{{(@?%ArZlQ=UlzKR;{{j)b4#i>G0>EUUV6hYV3J&|m-Jkj*-^+vKw$T;m-(;W@ zluVc~-(6R^^AIHMIhwt!92oPBU}_s%`U{biqE508+=6%CzvgI$y5%Ie?cCD;K_Qe` zW#B0Fl@5%1Ig8_OD`G>rey+_W@XaK0P3b>lpg%Rs=Pao$GSuY=2QD2$dUaJ?(}vjT zdstmc;xr&bUz>&4&CLzC^9AlvV2#B^DLPj?jMFfB*&P~(ivf3F>hrw-9_Px%i7QJN z9S%0)Fz-DNl;TdhTP7b_Zu`f8PvcLMgKPfEMoOZ$+Twyf&TVsLWh_QFO`Kz+Gsn2P zg0D~B%Vn@^lg}99D~mqB_x&AqN+6D)5mh#L!7(Nn$YG!!TN$8bXMrR{jr8ARBJz0(x(_Vqq2>O9@_mns-$_n4^bjtps zXN!(3DBI^5Epq+u&Bz&r+zIwnpG@$rN76$fVWx zEVzGNMEn{S$nJasF&;At?{`=K8sRK+{Gd|EwMiI-S}W1aoSGRg1j~Sa#htPIA<+&z z%3%k#&_JJ@b>kRi6x+kiEm6g`%iiFh;`+sn_tnn*1lOkG zk*{^8p}V`9UiFe?mD1(d{gZo2u58d9RL=85q!F1#**l*4HJCDAMHmS%LYbtpI)4&N#Ov+O zsC6{LReu1{^ZAG5KZw#VXr1EEmUVir!$PFhV;dewog-1@%PFe}SRF;GY}rQ0r3&DY zw*K~(#0h6B1aj$tX`kYdf804O3o>lzf)0OMxAW zvl)8Y=-Z`Dxkzj=y=tCt?HUU0>Q73~y-FrP`-TM_^|~4HwNCfDOA)&RujyE<}MXis}r!Z<)4fhnrZv_2jyGm=wM?7waH5> z6QlS|XOYdh?~$4o*WV&a;SgNg+Dyw7=?0-;>1J)lT_nBRCCLe8`NcRFOr1& z`f|sKgiDX*A+YAXDT{XUSp=Xcv_+n60(wBSB7y(Vh0~ciaj;#?(#7$Kulzg5pp`z6ewqpTk_;J# zJN26m{WP+b!&2%n=q=tU{oT)m(!Guv;loyK>@*RJ^~sAs%C&Wq}~iC1#aPcHYZZK)qd)4QN-DKWwDB91$Xv3r{_Fwj)3Aw;Gfh zHa2l-msS<>d zgzF4Z9djtz2W1iB%=!?;W&RPC(b8y5y|(EsCdXzJzRK^uZ5o|C{b>L!@a^f5$DGJDgN8zr>@(zgKl;MO`bLw$1E_>Bx zcS)w!mS6_XR+Qkl=pq9)j7UhPBuQYw@$^}X!e^}@A8d3O8ar7XGL5;5X}tP5Y1iL@ zVV(CNlesG6LeEIlsO9KB;^ve*5{hHP+btMF)fE|vk_Q_alFq2Yc?w~qw&t6@6-_-o zg-Jd>Lpni;$n049k+yy1YsuoZNA5X6ZivTqHD=J^Wk+sae|UeIIO5~5y8nj1<#yA>IFhP!#Ht7;snzr})sojG0O&{swO z(W2)9c`Y=n(nk~AwnbJ6)1zi7ako8aJ3M;V+G>Q)Nnx?la=0ZUsdL{Sb9)0`6uH$% z^D{$G1dr=YRBCtB!zpN35_;?|1JGrGCVav`2X%f))0^_0THC^q?DnjZQC-!&?(euC z@xef>W%*7-l@}kKaxq!EYnJ1Y7;FU96xj;v z?uPf(^A9;ORRDg2HBy~4C7f#-h4>7@geYO8mQ-Yq9>GZ0Dw(Wf=Er=jgpGU~=$?o~Cr^6F7P3 zBK7@eeA6I9qaLv3A1g%kOE;7z(dJO#XKeR=|Cd>4WVULqayroZc@NzXuRzLMqL@KY zp*QdKhArO4PParbLXb(-pEe)z@CNH}DE}?a4(aak>N&LZXImnPz}&KAZwl5~xb1^q z&U#x-@`z<&gBb+}T7`laMw$Srp0qS6Hij zWR$v{FP78`%v4bqA`-hE6K=h7oYfW8KS-2v;#xOWTow8Tbrql(fvJDF9$Ea@(PZ>& z`}uCGt?9v6DQH%xD-VwOJ#$CShT@;8)ufIAZqI*@;tyQQd>;E&_y?6T_HYBcp|~Ml zp3~)5J`3ZA&`=ibonMiD!1J|+$(WZ^PVe0+ozJnr=zbXXZuEpkd*Km#l8)}zX#q(DfsN~R9^rGLue~R9 z3SaXc`sQ-qfTys)r!w4SMYgILxILRU+7_c@RjLjIr_Y`4O2wC(Faipnq>iTw2 zPK??YC1_CphQP>_Pee%**@(?@r5@nlUuQwfU3cw!F}(>{ z{W=i*UIwlQ7Vf}ormC1NE zdi}SuM6#j`QQ-qg_AF+ndpHy zsU_@l)SW{5qZp9vl-1xB$}d5XZj60fGs;+i3h8&(h1~?}kK(>l_-)RSt{1^Y%A9f! zn)Lhru*^q)7?jNpIOGm3+}QKE*zaB-+wYh}@I8R^nPlnbkVrzYQ|QQzok#D7{$23H zk{1v68lhcz-bfL>} zV}o)$3;P-`(j3|zGRivK;(V3XDWe3umwEbH|~C*vcx1$dogf@q+9jtT z!jMk0FnWHK@Zi-a`u0~=dc}+*{iC%P(7M3W9CXhhpFeA@P z92_$1R%MV}!x1xOpLQf9fb1_?jnetm-K}k(u}4x7cuNL8g>xaYyjx@M2*J3uQfR6i zuirFv?TvgxZ#<2Xk%66vBqNPJmLZOxM!~ugJ_KkC4i0+HU#yRYS5Vm4C1=3BzPR=I z&1_{felrFM;)VmbXD?=iIz<@zw<9U(*qrwE)hSg9+{!@Ux%LBv8g?gMV9rD#wZsyZ z#hhRSgM-a2l22U>#PlWjQj&zl@(WHW3ifSmFY&&pRdDc#vx`NZWS#CVt&$P!wCjop z76$5%;k}%|F2f2BZ%*FD$FHoYhz?5QwG00{YBqphZiKRLSZkW2rG0cgAbB`%K=myS zhvU`}TdSC%d3lOPalOo`BDoyGl0U<%<`L}0p8y3xV+Ln?QwPc=o4!osW|NPkl>gyt zwh!>!_F35-Lhe8M&B>vaL&2WjuGf}9jG1NAKdSd0;0^gnw+5@F2r_r6VIg=X?VCw^ zi2urDvWv_Nq1+Tgk+f(l3Bw(Q9HQ@*)y9;f16kJeyv>%5O3P3R*I`SON235n3eRcz}Q1UHsV9#6E50lEXgN!M9v6Q3CXuQ zq0YM1scP2#y@-f@w59$6iPq%Bp1*>AcpT@~1 z_}G(+3XdkUPzwRY3F1@BAPhD*Je_(mp}Z1llVDn!tJ9-vp#S%5(e^^ZYhR{WGwQy) ztawn#zD#ZB!V9!~`w#x{lr1BkxjBzJEb-{m3x@l21YiC7_A-;U<-sGKCB6JD-e<`x z$1YXjr|BJkAoH6#Eat%e$W4+2M@mAqT559rF#6&ZO<+k5ZZnq$2Y0+(pP zR+sw({vtptPMb@%blIm+ukY_qNQyLbSBU0(XPIJR*A%B%IU&I*TWc6Um5%o>oFA5k zPH8ySHGF!60ZgB$yd*=ulk_WG-06IKVAwAhw*q(hl`E5d+qSjkt1Syrr#R{R?@YC! zMl~7KIoiD+kf(>sP)Vu+FCku{AG3}uHR0hy?JpOlkKK7vXJ2tVO8knJ8Gb1jCAb1_ zf$Y4oXzd}9-vnhK_|kYQS9o|?Qc6woJTXyF`-?XxNJN0$wuD3mOKUjejM}c)t1+B# z9?HmyI|LaRt5a?kdiPgs1QIq3ki_KAa>s;KBl{1dMkwF^^yh8veN96Wl_=9O@i7RS zYQ9X?*>djni@%`Q?)u+qtA70+z)4@H9Y_0%iH#Yy{wmpec3}Ny_S+@WBb*={b=FwSYYgtZ`s@rEh`bf`~y1u3=T_Te|6^o8@UAEtQ|GZmuzC z#_2oASyLVOI^-l3jCt0q;N%zpYXx&|r+6Mz!1%iggVKDEFJliuHv_ ze40t82?P|QL>`BttR%b9W4U1Zf!>`;miD5v-?vzG7WnOzFK z6-NdlaT01+Q{*|j0e5vmW25o)9Q=sEW~vu5k)(jNokdkpzvUYQsFY8w1Czq;4QCG&DfYUNLy<%igYHmsnQlD8$)0Il#P`%Z-ykz6wB*p>f{r4^%*StXq0>Y`B5@4zy*Ux?K8wnFKR!_my>@% z1@S$OOeV=PBXusN`0a1G!-v!F(cH{+bfi9CemU3IcU06FysE0W&wOT7zE0v_s#eda zN>3$QpG@c}@V($M2+`T^rkVE&kK-!j_6$v&+cQ8mAM#vInb-OrH|qa6GYxLKR!J9K z9lkKMDBGfZT+lw0+95Bjd!vHD_d0C8_4BNA>|yDSiN28_xE2f>jZzwnB=!$@7FHOh zdB;Q%qZUy{hwG%N4(i@H;0nd!3As$lnmXfq4EgcBa{XKF4(eNY95FgM8l(B{1oxqQ zyb+*Z{`!8;jxG}A1y=9Y&fzSRNn$tmDwEnD_KgIh`};j$9r#|%aC%3wWm+HOdqy%- z=n2LqmDYj=YdP+l_k=m=60JfhlSJalkwBzWr^+IB8mvXwyeG6G@I4Ue3tJ|<*N1&> zysxM+fs-g?5>ybXY)`L?@x6&aS46o{kIjits#U_I4#yJyNIV~pxETbEhP=dHpkh4z z^w{TcI7JIZnF+}PU~lgjSELJx6%}I#?AVc+5DI+n{PVe;J4qRYMMAvS*K7zck{W+xG^fvG0T@UH=PaBLqq8ezQZ!B!Z=wW#bg@oLJyY}J zdoyr-j~d+VL%t)!eiX9WtnG3J+J<~B)yCtpMVX}m9KS;zeD9@wL!f+Ff^yGZU`YMk zsSS5MzaN!ul*!$(SgB6&ZyV-K=Z*=n|5Sp^KTau3Xm=)OPL6kJ(eW9i`dy)ViUQ(3 zGf0*J@e&B3!1uoQJwgb@(CNqld-kOM{mD)bIi^t1l{!`4d@s)!m<50) zW0=bN9xWcv_a-b}p21pD;-9JOd(_}wH?P#@4JDJDpWmWv(#XHOzH$1uC?AV7fS~S6 zmMro4e6u3hNi?45bokTwUQLMx>J&Cc??|9wF0QzSVr0ieg-LzR!m_{Z=%uNQrxSwz z6v*D*K2I!>m{+EUWmQ@4xeVRu$Z(*;?km-m z9SwCl$;xnKZ_5R3uFetcPXQ zpnTrmk%&qz-PiBIFo1JFMPTdT*D_shNB;_g+7t9)n9o!7(0NCcq~KjK#T7f~F(hWu ztCCz2!fYMzR2Vad&BS3aWh#wo)6qMHOj<>mUTOD5Ivu{2>I_yz>mcvUX;29(w-^TW zDw!`FKVWXc|K~z{9r0+_Rz?Uv1&WMyK zQgZ0`r*SJ$U0lARwgkh$E3LMj-LC1}sw4PM!FZ!Bzuo4mHES^RPc~{1G)7vcbusG9Jl|tm z_!!?~m=s`n6TWBjo!mHSzE?!25m*(CR$U^QRLG=99DbET3Y`Vkk!6S)+l(ib(ESp8 z4D)Q^M#Kz<42MctD4HOVi_Mw}qh?FT@UHHWNQ^A^^}9lPwfwFZT64~fmK#-2YD1oU zL$=HiXHE({8tec%8I0P*vzKU<6IljnnHY|0Mdfu5nGbmEF_AeRPsJ$}=cTyzS`t)7 z9HbO4v&g{OyLUVx3>i$fN|)2Mm)q~Zp?UW<5~p<3p>(BOTc*$tKk#ts=r`UVR1?4I z^=gNM5Ka_Ww8nCb_}-8^4618X%MDWt-8{PdI3ews)cPJ>!48DuGq5#b(D6s&MvY>_ z!gA=hSR(O%JNiE8acx*sHf?KSb2abwWYIR13L>2*dCK<=*?s466?5#7dq;v!e^e!x z(xBgozPZ&yzrkHseW}%XG1Ll5XD39_2;M zaB!GFEb-HWZ+5)Z=87j0W*zbEEY&IVnHil_$QBT)PCM~4SzI|&NDdwib^z${fkDr6 zdj_p~WkyF+65g6-V#q|#XfDS?nQ}Q2XHGs3((k0T?KI?ll zfTz`;T=v{P8$`{57CHbRbr)pH^KTyqWCLuj=U2UK2NFaGQAt3PZludm>iG^R>OU(L-^ z$!*v-<;{C3z9-L-f{%ue*UvnE&dJVZe$efrvs(1XmTJ?}yZUY3@PIosMW5LGA&PX( zb=Z7TDc5AxN%D?#J%{*S=BY`#^`OTYK!ZH){x!wL9)404b_I=3gMp*bLR`0Y_qfiQ zI5lo@LH(!RIB1vf&Q>Ul%@anegEDEbNa$FWXSeDemuX#$TC+wXp#eOjhU1z`Z02D0 zZrNpgZ~9PY)+l5WUpS7DDgQi6#dR8i@_qjZ$<}qog0lPvB=KgvQjz0j&L}Se!x8rl z^cENsU^QB$JQ5?+*Q!^QXmjTPq#h%Arerwm@W&EKTy{oPd8n=`Hop5RC&W6})26Feo~FSUH*#3=h7j z(y*`J1A}|o_?|Ea>hOiB0)b$mc&DBQFc1i=UAxxj^KIC$!DO1z>KbFpkSC0`JbvQR ztW&189@za$=TJ5v;>_7cryIsn(ygjDgYRK9KXZX~dRCZWNNikO{__4IbO(&@824dK z!M=>flUBX@S8sNl+Ehxi-sjP+QknNkbrWe7-bXat;|wmXW_<6MY}sXeZw^8(lY;QH z+k721U!Hug=uRV0N#R%mig>|fLYSm&#uF4@&L}Se!x4W&XQ5Wrm)N}#jFh+@=wCiF zqm;S10?~Y?3=a$vo8Y)-V#o*->9l6cGrRlW?R2hdwxpGiddPqiW{iNW;WP5}js!dG zzST!>82GR^HSInAcK8z7e^0NQ@xAd#C1c2A2dPz0*Y_CTo6!)~UZ7qMJN!_0jaH(# zEM+A-gOMXuP0cHolm1fD(KQ@cBxsV+;4!gi^!ewW`^ed6D?tDJe&Mo?%dh;Pc1ax< zTp*98k{RNK&MTy+-@BLaz43(bOJ7QTzWQqJ$tOur98sLorD6HbuiTPKvx(CkjxnN$ zmonerUNnGHapScFBJu2bccyMUO?EaDybeY!#)29VwFCDfe6QENX<6m;D115x8X$qS zLW13F(kh~{( zJ4kqgb@L`S3pIW-9vXViC@&L%&W!3z3Zq6*;v+LgN_lSYP>xSqk8uD-O_i{ZwN2NN%do(&m2x%yqaG1EB;>Ba3RGPT<)=KKn zi7S8*9!0!#q!=IoG-cwWj}lfnehIO$k@o9Q?szSEwOg%1Mict^Be7%T$0eT4q_t*L z!$Qq5oB2TxnblfVS0Wz5py&B;HBr#}>2ai_bD-}Wa>U|<;6eB(f2YkSmq|~YG=Ow! za?u3a!WWbqCfa&1d$EU~R0Yuz&&EQrEUq%_?epyFo~9M%?%}|`evd`3yzP>u82ZKj zQ>*LDSN-9=AfJcR6^!WBnkYp!m$Jl z;F=OmPJPAr-U-b2%E&MP6F=jm>G*C#4VQ>Aez=b$GvLj7Z%ehYFsBh{XNNC>adCA+ z$z)4D(Pq2?W;Mj#p%(olyhAy%g-?a2ws}L@`5qqA>5t0E(&7vqcVT6M@?ki9_wcZo z?}3k@4bZ`I;#Nc)_tQ3l?jLX`l4KW9d8YJRP)t_65@Kl`@CtrV3>;Z5jzDfOZjE_N z$-}C{VV+QI*cZ{3&OYUNf(*=fI)z+vaL|jIg;f?$a3FrrRB0NffPCv*_INF;SBu?B zGhp*(;xZ}>^=eT@4r z?jy5BYwFE(F+hw#Pe{qTl8pqS{jL!7)dI2yB(wh%UEBjl&5}-?F8%enf*GyWS?%9g zn7-m|c%MHUk0+817Tqk`vdj41w4&OiQOl(^Z}^qgA#@C}$(6C&MB@pEFN_Y1@r<8u zCEGJP?S7c`1vrgt=^#-G);5$Dw!)KfGhPALnTmI4xls+aY|9m*lSbxjwCZN^TGnaJ z7Vy3O{T_E9YSN}Gs!o!lmNRP=)`_>1HCV{xJ55C>Y}KQi$d^x`XL*;-lGhH{_Vl_K z-xGs6XPQYa^}HIhMXvsO;w!nEpQII`4PiNGS#H16=W(mJztqB%_{$*$qRA-nJ7 z6u(ayoMYWqK7FHm*734W-e`+2Y?=l!;D3U!moL?8#*kDvhac*=2lh zZess{hwrQYcAK}ts1{7F@!e*3k88(~k?ImPT9r2xt*tQBnl&&rV7uTjcQAV9g0e|D zjo7@Qwjm!z?RE1k1($#PX1u~KQm}VuxgoEREeEMH=gdw&fCkWP)pa`j?;UZTw=|`= zN5h?E+ja=@4+Rb0i*c0ly+9;(Xkus1ls!~y0^h^+r_&d4<}WDaAFPF1F@SQxfno2<_jGLj{F$@p&7J)E2G;bCEX;yOLfpqTH8 z{Tl<3xGxknX_YfDB}uU+I;mjo-p~M_1Ea~JqZ^U(aZF=;?}P(2xrY5=v=Xh71PZ4n z*EcuLe`;6XSWuQ^5*E2HOx6&>vG_TQ%MJ|qFenBi2~eYQqw3(G7eo8%hLTBjC%SWQ zNtLm526$E!>>WDF_p+sAATE&(VnEE;&3gh)Z7v1h+kV8kVNn^KlRjk2<{>jSj+X18 ze>-eG8s2k%zlS<=W(h_LW{3lzs&MeyX&HTI#e!1)$rvciI)x_~#h~6`(askBQ*hX) z*|;QV^Ms!Hpbr&#?HNs7&HydETq-f^l=Ca}Eu&08*ypC6^!i@BD6E*C^8OJgnp2gj z2r-1IKj&agGq-WU_+R}YvPl({FMHx~?$JLSwLD0PpJ7y6HZ^hU*5UimkVEcu$zw4N zFPn|HfKt5j3MGV`m=HEJaId|_)z{;>dbjQh?>f+Hu4-6NFSV3T6mo_-dc584z$q%Z z6jg)DatEUO`rYR*tsFm_IphiTyF*Zu%WF*;tx^mk|2pK@-RqhLzK8MDABmUgm22ut zh3YQRDlx=ErElwW7B;Vn9{2c`Hv0MQ7uuFIxMpmRqnr1#=XAwD_UZu}s&%qCsAk~g zV=SIP%jAxZ%qhm|dcybi4|tAg3W{AlBSW4rbkW%h%d>PV>OW=CtK7k;!xupnz8&o+X;?5{vojhA+ zB$oK|_U=eLiK_YHx<>l!I4hP&JhihAS{FTqZvCQenV=c6yc;>S;iB;*EI+ZwU;(T+ zb;^*h&E}JkV3;zELOw;Qs^!_-O-GY4$cWjkR+FVUyfWekKOirT+q}Df>mkRv_4@Ow zl!OrKM;pn-7jtE0BsOVpFW1@09X?DV&~$X*OZr@A-*e{`?>x)hK6*i|HnmXs#v7@$ ziqAa5?cFQ2Sgr`kovkAdg|57@N*z>`>s9?DLAhL7W>Af<;$8gW-l7V_MD7VE)tSKe zS_?I}^Vfdp3vadC@!{Mh72?BSUSGJZ@}Ij0UfMUfsM0Xmsa4wJY$INSwJIKu8@0+A z8~qOw=oukPLkr8Z@x5BJ7F`SmOrI-QYt|mS8kvU4NAO#8E~7@CF;5c5Z<2>zwRyw1 z*D;z=jm8r%@3-N@hDBvG9&g5p53&DLt(k-=hJ{&fP=9iDwOEF|e5Q4iMv-xyPz<_x zAuVJJ^>0)fB&`Ep8cG&~P$`odHHsPH-`5rmDuf9zP{G;~4Vu)E;Q+b~3=}an!cV{3a-?fG z@W*Xk|F&UXK3mk@?{dNhs^lFAXO2t?@D2q5)+(ffp77i44m?Z7F@SE~TR0;#F{A;y zbq<5?(HYYQi#DgRf}usDkU{TY9EG}}F$|XH8of@cE!n(p2nT=I>w=auJ+m|`ZF;(CGR-!f@bblmicwYBu7f`)MiqcD}8`)~l7 zf%uT~%XBKmBsO}fv&?v_(;kf@5-SL}0d3OE$8qkCK#~$|HvC~jhCWM?xn$7+rLB*1jSJl_2 zZaOaB474K6`L=(+la{NdxP0L4b~{Y}3ZrU#@|$(d7F_DEBk=c~y;q+x39n9}$1Se4 zF8b9AJ>A`AqrOxkIWFFDIr}dkEsVI^WTy%k;O3R-_78aR6qDt9MI4WcGId2GbFQc< znW#?j{mObW!tUyJ6_@V`)p20Z;|fGdw94$O$725}NY706`xDMaJ=g`%&3g@&-1S2F z9;hrtC-6+VVYO}0i_4;djB2^v8$rXUGizpue#T zXYjDY4{IrH48ZdqcKGOEys*MBE1u}&rqb6B+B)t2?VZjy4%$4y=)62qBl7J*x3AxG z$nMj7ICphm<^PLD>i0E|7uE`v)&wS%d3vqibUM&ri{~1thjGpVc5AR-E=wgzSu- z;tE7@mWfZ3HFdLIJ(`ap&3BGg2W(I><*%0C`P}|ItAnQC^M_-(YpS+3QC;)obNlIY zJ^$5P9^CYWy83!)A~DcCw8qGNW2Hsvag#*z6dN{ha=Ej2(A7Jn^Lxs|K8bT!5{Z2K z@>3dWtuO5xtoU84;f+_0GNw81GLAd^``1%m`rrOG_v>Ge1)JeNNX+K7mtXsWkK5hj zS{-(9c6**_3@4@iAdoHm=7{r_RE!@_@eRcLzpu7;*!^2OhbxWhJZC+G9*6O|#~BC) zxym@Yk33JEInC26!lY`>tD$XEzPDjf`7|@M@l#jOW}Z;gq)|*(b;C$&9UvKfS7ddf zSyfl^@_yoXQ^b&@LUlk0{q7(%&$VYZD<+Ca1UoMp#rragYUw$RT@Ifw6xA!GN8I7f zhkgItJy37fmW4dzuw>G4u**2?onMyVx;e7uUp`tvhYsoc`nUrJ$QEK8nMml9$!7Op zr>UxUB(MOLzH=w;(in>`>uzlu@W5PcwrC{=!<+g#$QfqISCYMr?~jm9n@G@mkq-s~ zcg{JfTfF#UD*mwe0KJ~XqoR1~DdIye{6ycOK(4(ub-?3~bKTwIDZICX;e0_ttec(}_;S?|#d59ZW9+-XDCBQ}DwFG|XFX(Vrrb zm~zPbxp*AbyY>GbKN6A7#xU26?@bfLNeF7pT9PZ4A1XlVN_F81gBqNz!J^AEUZqj3 z0Ofo5?ant2+Fw6l3r6Ev>_w;^hmXu9f990B*-rMz21s8-DVLhHinIk5`n>!5J>X7q zndC3qyDwi`H}mIRF!q2KVUXC_J%W*5!b!AB8QMe6lFuvCw9M@ICYqG`2Py27A5D6MAf0 zSDJYjizmQFaEdz^qrN(W?yycJv+7l$C`tD;kx^K%p_cK2s3yTyLk&vDwaonk9(ooO z>5wOcUq7?9etxDI6S+)!>8hIFynXoH!_L+9X1WeGkxx{XH8k)&VGS+SDvWA}FHEO< zt$L+NJvOf)xZ(>Bby|~!PC4VD2KjyeT9quPZ*5-7kNjFC`W)Iina@AEjcF7zG!+<& z`PyGr-&vS`Tf)Nt?F zJFspfFmV3GUNxbV3;WwX^1)W8H)MNRomgm*a-&4zbD!fD@Viw}l}|oNzm&#eEgc=w z*Iy^!fBDNtYUY!GF~f&X{@YXja8!~=$|amZiHA={qwxXB^)(ltPmTnKx%b|5LE-h) zuW}b%1b$oEao}T*|Gf4gZMr1??ccahf0|rj-@cM-uDQVz3P)qITjiW8MV7ehuH(M; zHF7{(8(A1n<1q9VH{Z;!xOH=fe`0&rH_u;8zr0-B{yzFq?%8Kks&e(} zb3^GN5-wSD+RuLQ5PCP^d*`2z4v6c2U%Xm4f7yZC{s600E|*?$@6FQT!Sp8H(n4~F zQrvI@X*OwSY#ifzciqM9*pYrfd3oaMYv{nY@csuhTi-cqK91;8&0Vz@((d-}zkjUa zt=BFe*U^4`={IWl`1a<1z0N)Rj|^S$fd^82Z_5_KDtUmrw+IJBVJTT>qY2IU-ZUXS z2?4LK1yc8kRn_;uc4$)ZDnSlgs!hLm?NB%tUtVLZ5}EI5_9BdLC7G6v|MK;Y8MqT* zva@sz7A;I|5(!$gzye7^fcO<725b(EQo66-GcaWrsp%oHAN06Ta;;LXFyEyTiBTgj&&m?10PzkJ1OyDH!=8iH(q{Ah`1w|wHw>$DXE$*zR*;>g z8gRlq$xPZ$sG8Rf+Q1f+WFL;Q(V_*XvUwx@?hs5wm@gR@l*G1ag;5n#b0)1qOh z*Eabz$Y$5|bAZ%v7Y=0|k}B50Z6Xp*N!+^{bKp`wML z7eJCP>>W&dD0FrR7FCc)(B&Y~oVa2H^;VGbMA6_640td!h}#%iNS`Z+x`y=XOSO5< zNWMF7r`?ymrqH39th#o)kI&LBfi@1uB&~y9sF6xz<|&@%_6&erp&hPkwxk3x znqv_4xbaJu{QT7=JJGWim7Tw&;t=oeieCI5^DD+|vfFP@MVb*sBDK_2)%L{Da)u1wy+{HC;8pHWZD#u)_x_;m2jwCUm;&^EHWN^1z@6tm)Ll zyNzDQ|2w!X5{<3?<}bc>*LP0p*bR~-`*;4FWD>%SYqVWmL#YhC7k;$mjaOR64=cT{ zR2R7Bn#>6s{r;4D?M*jP-&zWo4*$h}_~Gx~@JrQbFqi)8ucvMPTiROdl^l1+&!255 zT}A$X_+jp+Kh1E9efzkjOQ9i8-u}wzkN;}??;X#+_QymyTH}S!{pIsd{ZeeWUqs8$ zxcER!TcS~%dSLfOfBN4Hw>agL6yN*sL+37i4^MwOWKiz9-bO)k|j`oeOXOKg8 z+ebO>e28}FKxfro{*vJq=My%#r`N6Zx|`pBJHr8BN`gqYZObt2IxrxRbFyeQ9zvMh zczo>OQ3D;X3Rzsq=kY?1RY$`ab(65ZoUt#X30=On4xOmaojN@!kt8Hiyvt-#GRi1K z4iP0K5wBOFR7yaKsj(`R%K4qQsV#i<^$CN~1Dle=AyT|Y63ISexhE9cxVQpe+v?}V z%w~&$C`sW8B#^IwQ%_A+RfS@SSdtV#qf$t4WM$>p0UI`usK4~Y(RZg@bN_Su>A?4? zsuc^)Eo-#u%sQ1b7~9+L3B{92tp?wK)xX_t*IHJrx_}fZE|I`AlJMmm4n#rnp~TkB zvuZ#0S#HfrPV|ha52K-m6Q8}(xv(W1OAdI$eeRH4F5j@YT&GryWkY3rk0B$nCm|>x zUL`bC+n^VAm`X0~cZW-LD#5gRaz`)62Oh*Q53|D;Cdy((jj7uim{Dm(9sqg8LxL|`?-R+dS)_q#?O+u8*iZlaZ(WHMpr zg=199apnJfdhf75f>Fs87_%C6N*U_i`HuwpK+JJ=98R&P5OL`h25RTdGs^xk8W(-XXw$?&-(VL8=)SwK7VN(9vEu z$olRccRV?EBV6s3{WgrxI+ffPjw$#K&XXJkOlQ#V@y|Ox%x^N0I2`4MhlAjap-425 zOx*Ud77%-}hB;$?*;xy%|NBaNAQF>HB{px!s#k%*!o+t4qux*i%p6pu*zO~OGShll-lKD!@;2Q{^$i);{;lJAxL#DRLE^{%w4 zCk|J^s6QNw63L99U*iD{>eSw5ToXd}@T;|?5?^VH#?Z#}U|b*%;3qBBMl{_ledi;~ ztKMmMJo}-OQs2W4zdsVs$G?$Q;+yR@Unma4>&-UD*$d0wJM6T3BYYo}RhrZ&Ga4$o z56D$G8h_}m&Ui8jb6=$ZyGw>*r51hx@GcoEU&dhT<}ltc7bdsx#W;1Jiew-ArJ+g26cI4ID!^PR%Vh(sIn4` z{7{&LaOii1pj%8D1${1obk@M+NVc@IHr^m;-a1`hWgzURklQLeJfC2Y2V4 z>8b6_=EV2D|Kx{0;-+DErMzWN?OIe8 zUmZqHVK$p#wZkCB5af#{@N1HjKwbDl3iNBAp~O*E6Gx@!)nFCgNFo@EM-!60w!qzV znyj{#Tea#aiU5H@Qk|TZ_V=x-a_bovD-=+P@s;)FQiBS|fMW#p)*3or)6&A-aDyWd zMX^T$QC}da)$7eVrBPe)R+}9iw$)t!*o9vCPO`9OzPs1;_g#JN zZrSq7uSfB$2KCB@(rUAoK1gES`hx?WcMds9taT&5e8{Xnqeb5^UL=qbElTIoll|myYk?K&IqA$D!MuEFa z<+7fU;4fZ3q*W{2YW<-hFY!sVl-~2J=l$V?I}*R~f<+BwhEy2@PiasQG<9+D=x3SC zq)?!;9^2OSwMX95s^l23&^>i(**S~K(-dH=yZeRbpZ~~5KB5qjz<@K5eEkq;)d$@p zhL_%Yv(4Ua^OxzBUq5F)tWY#0Z76m-KY4+n;aBR1pz4=Y8Lm9JzI#Np+elC^Kl*tN zpW&bUB(pnAubU2hZ(nxpUwQkP4t!)Og;z>$e+1(``0o>|KeD4tkK+AtTUTnhRLVdF zV|{LgLKcoEww!wI>7Tv=YHC7HnONPSDl^8TA!XQDEC1?Q&AK(S+eMD?z3D@CQa9On zmBf6vlSD&3BLROn-a6nV{ya(IX#R5RAeWRFG;(~&`_yrzS|x0b85JjYvJe(nAQg*V ziGL%pL@Z7$3|AoH^haSIf7tJ(2gAZBii^~=kyzN=NBB%Q#ym2^HV(w-a@tmNl-OPa10Q2nC4X`g>bb?PO1j~k@4{f zyrHPeD{&-!5CukMn0l0sqO@v-499rGF_`Ii_Xdg4kAZMmwNb4AsUxN&z8ncgojy6g z(xRxhU;veY+JeS_aN0Z}^p{v7Y}O`&(Kv2_Gtu3$OD}DG-l$Qcrrd$Zo?eeZC41|j z-4!H8F!~@GsCZFJSa}wtx2t<(SGNlTRrhd!(ot|foPx%TN{PhdWDHDjc+4pICXRs< z77Q2x$0gCbfAjWX6dOaSTqdJSf6WT*L9qQ-+6O%$6ae=Hr5FxLbn+y>5ULAC6TPnB zcnyQksFX&l&J`dryB$87RFJHK;yTx!+5FGl{jdqDOcK-}2o;~N+;mE#`On*Xz?NOX zm@DWLGu2L?Up#SudZCx4n+CUa4!?2GKAx$f>Obgl35$5b1yP}Bg-~4R?`3+jdk~z{ z6C$~4z$$SgyrUS0?0!10J+Dlsl;_ZLM;!iscaScpLkM`~Y?gJP|yHPY&+FV#XFwGMhw+K~VrT(+mrtyjs>!Ff$gCJtaPqmP_aW0Z_W z9GPNJZ=rZvg*+ioQm0LDo;3~T0e47Pe&m<9W%;Znj(X0M1zsowbP!w+&GnqcWVux# zl^i5#Jmay^i3;2i&Az4D~n)lXRj>i7VuuExc9r9da^f?HznuKCl7T%>KqKv z=67Jj#V;;D2f7rkt8K`KC&j_lTB%;9@VH@-$N#u^D8!>(9r1g$`@}vwCUTK=jmSKmrB-Mtvc&k`qPjn^rPon zc{0fBz(5q5;qLXHGi>}4uJGmcjjyy0p_v7vBs)~OL7nP5mtVE)h8wc9&z?)K_S`08%G=|ocjV?KG+Q#=+o`t5;X%Cn*@_FU@on0=qLW*0|t7Jpo@cYfH@ZxwM z<9|DQ-u5HT6jf+X&Uf?sQBOH#Z_OgXyJ2{+zqF#N-R=+Vi!G^i8#VIY>gL_+Rx4yF z|83a)XvvUpV_4Vm#0MaOjrEPK^XCb(@Zzbuop0`e8q_EiKVQ5)HQkUAX7k>)8&HO} zg;iuneTlkEuiowszTFY~R->C-%@upnS2i}$nantCDpx5a^UGzIt*+@!1mDy6h~sGl z)e*r}A^~cKXB6(r6Fp z%dicg?H5!SzIE<=8e2}RY^{3Lm)14@=3kxf92!Q0NhUZN&?SGL|19n>VxO0JN*xr@ zFJ5aO@`Tamp>6m~X8gu%rL3-0gJHDRtVy%F&s|($H7I*WLeG6Tu&0-JTck}rr+Laa zcr}Pe*t~COaiwvV`o}T8cYG*c7E(8~phjqpoG z=pB_Nbx~Y~jw8eiEHqs~B9REi5>8@IaM2hElngZlql&E9C}gwZc?AxpQA%NvCwXVf zoFx}nBCLPP_n@_NvP5wjR+)sfI}CC#U(s4H#L^w46-HvGmmAeqg9^N;b--g(%m1;9 zG_PgV2As!9BpH{Hq5WYq!K8y}nB*fFp1rWF%%BqM*;V!COIKF?;y5A*9?P=IJikb9C#g6KkbiL0JWRV!pT0L@Gzmw~QS@<}7< zJP25YS}89}CQ%0P*luSKy&kO&resZt1|&Rt-=RhWq=bX1SpZgs&)KQI*wi@e@CTxa zVSg0m#1o+{{pZC?AKlV**bxv~1q8XM!f@`A@;|(DL?M^r*=b?u>Nh0QHt5CEfu`o~ zy`R%ZfEEwJgozKM2MqwGOb1V{!0}Kipu%RYg2pAvzLqFla6yIM6C&%hV923J99;t) zM7-RJo{K((YeI}*gBP!;dSUM%zdKQtAa3DO5{zFesV~+2-;TZx8{xqCjFCzzk$|_u zYF|I!I+6W^V!#Z;gP`Q$7>PiGc7?8*y|SQ5e#=jY5dJpGi_%uVIX{&kOb1(E-Xy6m(cFYnR<~5BL4=kM}8c zm6U~}{m|;NQgeSry~gh~1U&LYToH?!y-v>SY;^=V3z??et1UlOB5AK#uxs9`$k`h{ z|LxC(y@`Wc+9==i1fxrrE%?N$YIi7l*K@6QnY=`)kf^l~BeX{-8t<`@s;)ArBr-zF z(V@Z#&L4o};;5#F-tO#j;IZP>CT;fZ!H~n&j^Vf49pGbr-W$lEmVpnzmO$qPwS$gD zYyb6|hhmB3!U}_XILa$bl`2H#Y?g2W(Qe)P{;z<+(T>#1fG~VV7L$g7@QCkJK zMrT=4X+Tf!8woU*>3DA)vOgC34eznI?4B17pcyPE(`!uf%-#*jWM3SkWFQ_V5%Zma z$W0e5{>%2BBce_UmC{me+OVkXkK4LkK{6czwrNf(QGj`6x(>TvJXHsFgwA5s=a_C7 z%ehr$XdCjQjnP@ci6;Igst$KB`mc7!n+I)Za;QIA9T>IonxZcNN(h0|K84W)vc)wq zWaLwc54_%in&LhDB~CxtXbKAf4MUuPT|m7>yQabX-!C0RvzcerXABlFsoe^6doWZD z=owl_C>G~ACmHy9oI!DXdprS{b|s&D=m_0hYz|tTm9o^G~fH>FMoOOz4s0b479Yg{Oo5xJM+vl=aOS*QI?y;{0Hq7 zV*_>gfPx@vH0a3&CEX9kr+1f6-DT+bB7FlSktA_t#Avj--VD`KqE*6f#&9AZ?Ts`4 zdBv63Qe}i9rqKwpmt0_pYNZs1!K_i`F>Nmvpb$DN%MMap2csIA)?eT6f$e_SL2Mnp zN>28Nb4gemFSicCW=F|shFRGCD0>q|MVYMA?uVkxxS#}zzPzRc6b_F-^H1fQk)kYOP|hk0*%t9ZF7<)aRTXm}q?-+~axuV5v?q=pjQ9C|_!D-k5-GK}JNS+^FFyIdw9bXdU#z0`bB{> zz_>zD94p0$2q`IK+=$IvW>DkG!ANYPwj^$TxM_k6mZ>08^c0kE{QOj>-G^Vn$Qvv= zaKhx#XN^uA5U(dZxK5?7GspMzc|gn@WJ90~qEN_qo0MN1!f=bK2QNagah5?NmyfP` z;eu+V3@qZwoqglo;6Jgd_K)v&!Ju!l$_aVoa`$>+qJ&H_^pjnk{MMBmR9`rYC!DFf zfPX?7(L|!!q{-MS&;p;`Gl1eLOm%xAFu@r@$Z*=JVP?d!V&z6mnFDxawh7 zEvPWia6$GECl5qd)tNuJx*BHL|9g5bwW^)|Ff2A`xt1z}-51GXKcN^shT3NZ8FNFV}&fi8o`x%Z_5xG$O(EZ0zs?g=105o{m5=9)8_NE;hv z;GrlnC6`v47L@DWYIlYF6&9C$uTzNAt=$VbLr`q3rQ>S_+JqoE@mWDxD}or}MK z7eo%W9QAm^L-w$JSmSd$%Bqur*a#PU_T-PecKXMxb!6L;D;PN=EI}K%Y15J)@z=TO zqJ=A(s%eiy?|_g(Q4%I<>_#du;Rsoxx9Esw<|!iR4ey_y+}1G+egu6em4pn$CLlI3 z6wX6$cA&@hyMhfCEi^fpEzhG!;7XY!35tb_ECcnGkZuUd5e!H74R|4c7r$N&tCt!T zY7*-xFIN;?u*w8RopAG^1W=YX-iZTW(z^(A2Y5`>+F1+B&si)11rmBa8XNSaPN_vJ z!bQ;PI*0ugd@^1Q@6mAEKlb4#G}k@7Zg2okK%$c-aIZy`1}P_jd?xCo;G!TfzHofV z6UK|qk3)K|whrzh+vB5krR1jQTs3?y!7S8B=s0?nOeupQmPBJiufYX(bUFLoWUYHa zxgm|@Jn>#P`YEcT(xe9O?RN!810``pV=7;0e!0#aME^Aif|`mi0PR!I21oclMVnCm z{zPDL5YezNN(L{h4p*2+6gcIB9+yrjQ^}+bP<@pgbzxM?I~~O5AD6a%wM>m{{Z-g(R?x9T@c7^3;cDV+yHsN7qOqnerTw%VxKK+|1>BPdxF&4L95X z%6Izdr$6}MgBM+N(fuJ^yFnDn-5qnb=G}sdmhHBRfkhYzHaG%-e??It6j6A;IgSV`K(K z9$iMJt7N?E6mh7-DFSgCzn}#3vC68k8kF7600iRUKsnH|WuK2P}%?CB*{2D)~a;P=L0 zz{hxo4`x0^6&*QHW(zDAspN>mf7Sx)csfdUF0CQC&iY*GH3ce#8l=yQ$HenW_*Eke za=}PqB#;X8TgD5}Bgx&C(&kX4nVR4DkuvQpNgg!?TDWOh<)d4>Ftj`Q9d2}}HmVh{ zjbP!?su$-V6)t%G(n?rb<69;wV%yZ&r3C92XC6dQ3WlJi*4WiygFSJ8S#q~$q{K-U1A*+ zHK0Qr{#6M?QjvVjfUnRoNPLczXobH_iVDl5l(uI(_+ptA7fuBA$|Z7|Zj`d#6&c71 z(H-IeKK=SF&?E+p{gzcZty_)E{&)h z9735<;=KVr2?h<+ok-dgW+^xO#gkG?vhi0x!HGD!pdZHh2_0Tvj(JBpcWb=3W{KO7A8jToi|)AZWhTp0lpT(jVFCP>gIrX_bv4WAte2 zi^YHk@O-2S<>~?!TDP`5Um6JFT)-Fbla4thcd5FGG0lEpj2Xov)2-~6S^W8=*y zb%a) zRuN_7Oq$5pr>7=@|AZ}$td8pS0uJO&BurlfIZkkF8Lvknx%pApf2?bULU@fD=ATtp z(mUL~6WAt-+K8I%)2_RY$|N9gD90QV#}2^F3IhF6v{=z|43XO^D9>wPHGc>l+fp-P zR4M|zW9H^mkRUE^+yajGY%W2rf0-A^$fsd0g$e$?(_(h3&i2z_IV*Hz zeE(=-vWJ}d<+*T@`^5^FON{G9oHbtrn#*Q68kt&L+VfbQ_jgCbx>!f+wS2WiP}!J3 zM!!_!2q&AEUdmEAdane+17yJ9&~aR5R20_7fjjmQV?JHd@0Wz$?c>R3mDmj@}oibDZ4>)HDWrYp_86&G;wg9k_i)q4@%5bj(pN&mR`N>pi<_R9%uJ!eU z^ohy1yO!e7bJg-@%F2%nq1*)Jl^QYv({^4rh+;}kQ5uo0l;Uu4uNM=|3)SN>Bi2&n zD;bNJoyl(;0Z~sG@$a!EjAb_r&qhw-mnRT*L;RgN-w4em#Cm7c0-w0U`{QDlms=eJ z+7fWgp-l6wr_H0?2oiO$54YzCay*k6je|TKxRgTahl}Zop!)3wkp_X! z&Oo42({_Cv&(|a5-yzA8&%}sX0!5u+L2t8|WkDB3D-p*Zl93HQ!SIu!tkfC~NwaT| zdOGxgV_2@#kzLd6P$42_MbU_j!xK_y(7N z0`I4{NJXzMj~qR;dm|1j_amoDXu!^>GDW9&u*9;-{OJ)n1STR>&vBWgm@PG)G$^yV z_b2%qs^=(S&KA0wj$wb;-WWqynwrI&A{%Xu5@rJ6?a~-1(p}ib^Yv|5 zL)nzV?}jAxpF1q9-Eeelm3JmK4OnY0N=97j`<^AVRjY7W zaRsI1QB(OTVx-sbT|?C`$|}so%c3@D3-OWuY0Nw;LS-?iHay9kAUMrySo2hc>Iupk zIQbZXOyQF14SGW2L0W0``|4%h;)VK>Av_+MAQdV!a6~-?BMJi)3)l=irKcwwpugCO zVF^3NiC`vG0uI^Q6wo_=DYlOXWY|k>jm41Ud%K0NTF6?FjpbBya$}8s$D*Y zN5LniYTkZ=0)5=J7P1V*5!(VX&yN{d)I`#;g=4BY0EoAwO&;u_=O*!H`F4|%+ED7b z`cU2}g@=m%0#l+y21KFKJ)6pUT5pdmLG0smE6jtMJL58*AW@afkXHv2)67Y{SJgSY zhGx?8Iu{2Oy4EeNvJb7s_A`z#l^dO%Jt+qF;zF!!WQR?5APT+vhlyJWtOe@T3WfFq zxK`!%X$qUR{7(kTiXyqUFYJWf01fB)1pzw*NS`t)KavR6YrKf2@2E&nU{xKr63uH? z-?2@5UbAY(={ye&CkjT!ueI-ct-ZSD4U30}gi+Dg*57y<2FWA(U|mZOLpQ>^#0!S zP$^d?kB3JJUoG zhG|(jY0cUNSNv!?!0?Q3~eY6?$>NOG+DMxkIaX^0r0Lldj>=CTFm(- zRCn!k#uQt@$TyO=NEk(xpv3o<=0E3T*?@tG`o;q`oXs;3&>v4o<0Q}8@`J02>MQFm zFNALnhOfQDAPMX9+}t)kfL=aM=I=?W-q;<_4^7PHT(0vI3y(Gs%0@82b*TF9aDZXe#DQv*S10Z)t|J4^j zpFE@gvpK+t{-f`U1M}Z!01B>8pg^vy_ia2|y4BubButP$bRgiG|Lj#ThrcWLXD=+n z^#AGE|8?WP2KE0M4j>20ze)7B9!7KkWVB>X?Qb92L+%O_$@lvSv{hp}7~}^X105qC z{r3nwe0rBtC;8ccA zBWCD2NSOpckmJu&fdT-I?&A3>l3VSK22;ux@N@rr!2SCajz!lUOZ8DfD@+;gzxWK= zmjMPyEB4=t18N<>(py>crbspE_d&F3O`fLwdz5~Ehx&K0e$dzb30X#Ye=`5uop5mV z*yGvp|DA>Z$)5j}%25m^6VBs*!4rMH-nI~Nf8@-VEmrIL0PyK(H5x)c6Qsy(x<4L6 z@ZHUfjP?QPmA$t8AT=~Jj%A;3r+hx|CNsG@br`(qsHnu-Eq~w+QnkBWZ8lmg0e~)# z%vmwC-6JC-wY9Z-ySKhRpRT&zE;-g^qlE7~E?bW-0b0T1@p$amRzJxJyJQM7uIOvi zaWnW=X`Lf3)|#_DZ%3ruU%q!YH8lb7|JtuQ?f|d~>Rp~Mhya+}n_DB0apIqz(1lN% z9#e#B~uqi`V1r&|T;XhT~`MA2ht>@(Q z0GN1RG_6~~R)oF@-9{^+3Ht30eGo9{-|WnCLrUKfA$7=O{6_#C|jyM4`^Zt zIgejwcG_f4IRzXAW?-o(Ek-cAVRDb#jBqP@v;=cqgtJ=4AThK9&um`G41V zcRh7pX?r~^IHc5~srr6=d?0PBn`S<&ZGAr8jxmH_+WkRS)#@pr5UbA5-^>1br&vXw z8ApOl#tzTbiZCz z;Rq^T4jBF+Xe8fJ1Vh&|An=Yg|56Yy^ZIe+v$e6&X*h%+QB5@Zmnnk7b;e`(Zu_x6 z34!nhrrLIbadP09*i1VPVHrArK0o5K-;E~!5{xIHM~)+$!;%Ug7I@I0_N==56Cgyw ze7Y^RM8OxbUZ;vuzAvyyWh!PK-y#lDO|$$sv&xOCk7ony0+=B9D%ENYdi=owIXBrS zSDS4JEWF)du2)R6l_}8>xvzoT0SQ*Jex7`x}7%SD!ZGeaO75()beK3~nKmid>^G7_3k6*_8T1y zjqsxM-T~^_WDbX|H2sW_G-4QSEhJJJg^-=R%xIISUHVNc@yl8r3Qx z#V8@-zr(jZn#=^?B?EL}p$vdzqWm||x8BqgEe~4&v;ykq$7wPjuM!i$Ieoaj*MYEt22!*8TawK;9Wv5K{kJghX1b(dkSj ze#G&#w0JgK@5k?CK{RnUj1UC$f58f9D!TA7FfjN2a%V zNXmyu_D$D8EK}c~4)3GPoBGvIklXdH7Ary+etxbSPD_>A?T^E;Bot9qwBh%@0PcD} zoGzHuy8%$O0p20Y>W7W@9nN0`SzcKQd;05D0}O|Sr6mA((FcZgW^vJ(_&4W(xgW@1 z4b*Yn2?Ds1e|f_bCUgtX30?P-LWlt10`TIF=iLYg4^U-*Tmu-ZwGR-YAZ#$x&mKf? zUj|4Bh?IL~2^&|}XMp8-UtQ`F`5I6^I5^k^y=Le{L)GI2;f|Ge1a@|GT=xMW*!id4 zlaqB`0Ss|B0EijH@6WH|%trvMRNY~6H&8UmTZ-42$JYBH`_uW#-Sb{_u{z@}^~lLe z5dP(j>rW+_?@sDyCwA}typ*Hi=rmQWhiL!>TB>QCDM|&pL(?OU{qsiGyl%e&_!L3C z{_v^$i$~@KpyY#KDL$|T#}^k~Cxyv}kB5GFl88f|A7{EDu>hlFW3$zT*MGGe!N7}r zEKv)#JUe?kOcMP^WZt|nF)e%nb9!ipD_ZgIl#YK?Qmnc-^A#C7S0$3ODXaBsu;h zVPzO)5)3_dHt!H-_mG!244OFzB3_9MttiOIJ-*E=%>khr{@K2)mnPRaf)&JB3`av@ z1HbxmrS4H}(*ERpX3|)A^XA4>@i49teQh}5zPRONVFvZOQFy4ClQ3GhP*_xi5ZEKq z*SR&3&d%rgjD(C#R8JwB)!}dyb^huPkQQuf@2?w=x5rAI>SW+gfan?yMUiz{pSX4E zaAYAMB6d4pq`40ySCF-WKdvt?FE8<%5<>pa`-PK(<^hoF#R_%P$qb^-t|InXo8CZZ z@^~sXHWh?oGI5Y|Y2ObuuXo0yrvmGw)zuS62{k{Gaw*AU`;NSE@0Z&HK|&H7+?Bqe8Q+>BQ;o{zS1cnCQc+;0BkeEQE$2_>$_xkcKfD(}#%9U2T7yygeZh2U zHNN*Ca~9UtIxV*PW@aV0q~N?bDp9a}Uav~(>ZRkn-tTHAZ=A<)`#_L{6QG_SuMh7p zcc>^RMqtqEsBt>F?0g5~I-;VGz>my-yeoLUQ|>&{*=@R9Z+0Vb*x?`o>=({Mkx6=c zdmTA97ArOH?(V)WC{O`bP?g~FosaKea4Z2w3L(*Jj-}!rjl?0$S4|(kOWq9 z9?#c1`J&O|CiRZD`y=rHAp`IZLPWxs2NDw*xz=uP(Ch7SU~o_(RaH%m5|&o8={JxE zR?e#rbMqPx68+&k8xO~J)bHO?va(z4F4c|-T3WPBMFj;&dROe-s1!28E%b&VaF1;1 zl{q+U^L{XMc~vW~C-2?Kc9XBuR2QTg>G3(!gG-*6nt^F?jG& z0eemc9u*Q46jW4<_jGo49+l5;z>FLu^p(BU2j+wAo@w!frvUSll4kGD@WT#K)-uYe_KPW97w*{K8jgTuqoV#|=aospExj0`E? zPDDmJx(fiKviW?nzW?=*wWi851iZg_VyrO2+lB`yPT-90^aQS z(;z9&oZDZ|Hak5O`jGT&KpNIAQd3hmx?py>rU4?@)Z{#tM90d?3J}VfnVD}9##325 zOiWDg-X33X7uBbN>_0E-!2lqH+_64wnVA_EVJH|LM<$cAkj=!@6ayW-u(){b;<0-RMs@-Kpfxqqnb$Tqy-#KfTUvg^0Rz3~{OATel>r3><@EFv z;LDyalpCv%7l7chTW8!_iHe3yn8f?nw6=0EG2I-`U%X{-k6k}?7^M&FR=i4 zhm;opE(r?@2L%O^SEB;barZggF-}1 zzP-}@+e&I|Y_0hMbtxu5%L~^=MJNr{Ww{lL}j_D+OORbJKY zbU(OzIUG;TA4kAqHUgY5=yb@bW^g){F(c#Q(Pdw4cD~i)e9e zdLsh)ZViu))~#JA+=Aj1_n}Mn2!do zmMopITdf+^ujJ+B?e6X(;BzmpuC@Ut%B=SA=xCSrjfI5;fO%rWgcA%wAkzT?`YWy< zRK&!)Pm$o@;DCjeO8LUs135W)Qc{wLh{)sm)NG+-rcCjQ<>&KF{wps85YQ(R=Rxpa z*$4U=v-A0n)c=Qo%K;#e0j1>W?_Z#KkAJFv>Bay575{Vv2nbH<3(`N5I~2y)+Q`At z-dNx2@0pE(ISeZkAtT}66K-w>kzbaM#`X*%mimsyLdJ$RM#c?=9xUMJFXT;wm@-~EkFTgY#n!yiM?isUIMyMzszjOr@@^l{I*e;x6 zG3%Rtg}*j_Coj2lSnJ9l(DDpKzl*paTvhb6<9v#^ z?Xt)ARNs_3`{8q;C_P6=^u*K@7b65+*AB4b*9jY>20i}%git#6Z2X2&v9H_sZ9vP? z;tjT1HjkoQpLLTM&csPY@0y9GX$>miDZl_yohV0}{6O-vsd|AQr_RA->~fmN;z_-o zt~}Kv$&m1J0LB!FHG3yRKUO&|#uRp)0OSwX=cdPo2xKWUo(B-|NzI zxNDpSn&Vp$%36UCCwQcFgHeo`-=>Yy5v-b$zo|gC(gy9!B2zPe#x0EAiCf7lffh1D zoxjuBfP*>>A+yT$uY?VmLqT|{k!ZUZh_GJOTgG{^rx~3OJ=|fCr1b)4WlTu;lR@}N zoH$6j+9n^57ClglE?|>NjmeOir|<-41lh3)p{dSuB;C@r3a%HA$I*NBU!b{!Ef6nt zPN+lA*7uK|Tp3xU~ETbc!jF8Sx+IPm3q@gHZ zNfAz@pG;S2pl({vLSvW0hN*?{358s<0c=-|SWZ)u>X=wsOr zl)|~-@Ou$+AEze{H95ekiv{hwRGb&&6Q0kh9{N6+G*DPz??z-E4j1zTIH=yd&uLyr zmT@=;%hR&19(k=oJL8@G^v7&)a0fCt@Mm&M@VQm>DfBYL^`jC?ao|e=g8F>`c$%j+o=VcQfAMXFPJO6x%jy0 zyfszQeG!vi5F_y<`ZYk27XzL4wsT(KJ&e1{LO0-iOna(YtQ}z&!OF+&?Vovrga~|I z@7i^`KHEFa=R3IhdKPo}dLeK@OK!8c7g?BV<`G!lo^Hnw$%OX({ukT({r_TnSy&jE z|A+0>60gQ>M(#RNy(e(}?!pGl4+TOB;u)WtzSF095rEr2N#w&v8z)@1oRPYjB?2j! z#y*#!U#nJeU}%^6nbP0i$H&Bh^?7&l@^pPq)#0t(@wGR0-`71(3U)U*d@`m<>4n72 z{c&H7H?qVI|41~z9kqKsN-ni0_%Xv-(+hvU9ZkiI*P8W1(VK1Vi<~mpW|=n7A>xUz z&&KC@s@lfK#~Y1y{+;3d`?SfXq+!w4T>iHtEGknTuK|#u3MB~;B8FC2G8UHJV}(XE zZrS*zB)i;(>O$Szc_yL+8)^%#dP1P8^lz)oMkKTS29`G#nrhF~kwRUtB-dyqdfKkP zy(AmAnL1BdKEKbuTBU6koj4>_G}kLfJmng7Hrp4?N(*NO)=o2BDw*jrRu+bXi?|Zu zP#KC-n9zQvg-60`ETILc{dk&WjchO$npTqn(}qR0D2(m(A~{nM*v|~_k`V)vEQ=Al z0Y7m;i5mTkIVb5B9(&e0e~Ek0s_ZW&D9-kQwqeNKEWUnq`YFp)(~{$3ax9yYlIx%l zz@}bWoXral^EHk?B)e_cg0XFfpP;V-=4>3(I&3W}l8l9baP$;->h>ZuG*X}6XG^-5&JEUmryj}EJ!&G1)Hcy@QU(~hD#N&7)0~mSS816Y+D*pV4Hnx7R8`b6$1j^^>~i3{KehsPbbD`3Lgo7>VkDvo z{kO4D%*~)Of(0->_Zgr4P$Ci%EM;?8HmTPvQ73CdkR-sTWkUr_@{A17mqj)O5_%jw zxp)4dz$Dc$LD-@-UE>}j3lv*J~cUk4PWazrv-S&=@dGN2Ap5VB58L?M-D5X_X- z9}-V)!_Vi3m>7=dsrU<3uR$m=;J$d%hzki=eUjS53KboT_MH|XGwmQcL0F@IwQ< zWEq6?G&{c8?s(%=-0#hNktIqWr^|+N zSswFJ1GYo3VuaS}!a!MvQ@_)ngik=gvtzNoOPCRG*E}2&3d&vg%8K5H#j-Db%l!6< zCc1$s-zBrBJ9P=^$Bj~4CI{caP_ZEt)!ELt(H){?F~qL|6w{yq$SyL9SUW2fO0r&N z&DG7ekGu%I_pZucNvx(EyLbvFgZRx0dT75Ro=~~jiBN`v_N$l8)36dYc$M(4C*EUH3uGd1`ix|l%|v)q6p)`zz9TuIG)4@J?c6LzO|#HkvZ`Yo5DkA zX9-*}bdPchJZf0ODG#gIr1SUT;+=dDiOVWMC$<*#5H#9hVKIj|gavWZ1LFtMxLZ3* z0j@W0^tPU{Z=NQscdyLc?W4PmM#>QM@NUdOgJ3WsInFmlMvLuc4eanVo+-Xm^}~Hl zINub)_Be$5EZiY2u`RjnTB&`g-KKlheMI#`>>Zt#bLUT{v(QvXWldbmN%G4gJ_(?x zQo0MlRD;m8qR-m&E^$>Fv?*3H_an8Ahj;`ern51pn$MzPO4!^t>K(%+g7HeO-UEN9aW&ld&dF&M;~ZEH&=7~lz)cYXFV69&ZT?g{J^O0+nDQv#1iB|fND zmayaAdJ@DPoNVKGJ@LU(3Bp6BI{tDK4V)nIk2VlNm9@=M zeqEGT5`JQVP_ZaONG3KpMH5X43_dsTZcr*a4sY}Ap7d(oEHY1AjxQ4B!MimUi~wH| zsC6+}6jm-O)^JSHR2{z-^XaRw7ONE7EX#-IB0fcDRX{%f4#{P-ALnoqR(nn>gadZ6 zK0;~QBR+knLq29QJG%~0V*xN&gEKgDY)yadIUarBzRezI=u1{jMB+HdgU)i0obEoh zt_QaRn{(?-tHpAV5)WuQlK)x_Y^l5Ix`7u0?NuHd`Zw*F^!gs4`#ynqlqfd~oMm6g z?A;u;c8Y68`L~akbW-6#EIh;VJOtXgX>$~3>Q?j=b2~LrDqv9y49IeoKUAs2z=btJ z9?AlXWH@3+GHF9hE%aLGXvf39OuZ&>W359c>nAR}r2*b^*fvPe% z>!&-3@n8*Q+%ZUpD}N{%EKqt|rkBKT3$x4_U*`4G#`i1zr`*WpAE(OP8!ngejk#Zo z8uZuG;3q*$9OYpO4w+b5SbFKw1lk<2d+FQ-hkX=T1ol13LsVlJD&3J@9?hGX?TU=j z!fDA`r^EKJ`eanfo$(Gb^eDNV@Kz_9UZOY}@_Y$S$RSn3VNvY@$JL@f{y z?ydKs7Fi7wC>)nUG43$5rRAq=aHSDd;Dpm%Iov3uDdwy^%0YhzooV%JdW<%t(vSc} z`7TwZJH~Jx;v8C)HEzT_vs#cSAHYhKtlw{s@PAIk&PL5!M?(K1innvYJo6E_egLg70H*eGVYYj%yYJH?#Eqk9F?8)U__`C@-*T_T<$+)RN)vn?za67==u)5UfN(>^z5yn>HM)-*G_|D)K>PEsnex$ z305phmC8cGIQibj#y0+LHX#}I&N)=XTo|F0jT7T}63pXnxOMc-@b%^LY5PDt<-PE; zJx5aj-Ya9}e2?v!opyxc$4q5{5&rWv+CN(&DFkrH^pftxSTglgx;W(u8Zfw+2md)y*zx7s~?CZ^6VF zZqa*k^(b6Ikf}-oxL%b#gmMlFZaA%+^ec8`2VNKPIGbqDz_j-G=%QOcdq|Z%38OAv zAym6UgbG7miZ{`58r>!-#Y5>nF8sw{G|orRmnjyc0{D(Stow|G5fN-UpFfmpK9{9+ zjj|UT(SVHy&Hi3v=}K<(tO&0V?AV%K7JA2IGL4EH9TS#CK_BGcwf&BVHs z5KeK4|KOZeOvbiVt`evY*0VWb2Swlr=esg9Ew4xC<8Zi*Yxi1Wv$h^dbzsBEeip3r z{z*s8>w-r+VNZrrDpF<1)5}3JKG+kE7o6!)E09@N7-Nja>8HtTM2du(n`cj9T^KCT zny63^KNU2Yh*_e^LWrtE9?Bd-9OFVZ63A!iu+xMXky>k&l;uW!ms2_^#M(9R7f+Lh zd1U~zWdk|RZL$5}s7x8DnXGlA4{H;yy1Co>MEtcu{Pw@BmDv9;Yb7Rjc8>qCR??7+ z-usU@6=`Bgh?O2=2#A&6Cd_!{F_8?p$7$}@mx4SgnS3k@%dw@4JXpI3GaKE_%?+8! zt4CeD_}BS&!B+snt?o&+?%cz{;azd^$&l{iNZOvc3RkCAu@i6GaWUv7%-OyD%iaj) z@^9!xOvsb8Y(%|9){Ur>sg|Olr6WP#Yay_i?T7cHF`M{@OEV0kki{^Iu8Rp|m-zOc zLJWpqsei_Tq|mibRZv4|Xqr{oDSe)b>VlEN19P6EzLyu=NI9rGT9e!yV1hOC=pLvzYa zvL5>bl5Y8IGaFZ0Mfaj3J)+TB2NDeGLpaJ^7CY1Us@vC1uiAaudA(ypTxAzD&!3x4DPR#1 zJbx=tGs&Ls@?sn7i3o5GbMOl^HRUactlK-|4ha9<@CMgzFRqt>4SfeO#yX2{SIHrR zu63<1syI&60+&`L1ci=a<^yeN_ARJI-OBfr@@8G!xx|c%m9mXEwPYjvM4Ygb-vDM# zmH=FGd9a&|I18f8TPR01>?b3|k~SEsWxfKN3N9wR?Y34XwR@Az{?jzp!0T>`w5CBJ z-A?8;*YKRw)EhBdt5iH*42`z4P_wj9%HzgFgwmd6F@+>X6t4;3o? ziNcHs#=>tyFYz#B&0@~U<9-@$Jduc>=iC007-Ou9`6H@y z(v-AP(Nsv?MCr8?vErOV6mbvz4IZ<+HzHrhM#}EjMsXGS=(TWXD~4qq-0g15;zWz4 zQbr4WtFfeHQ+U(*jug|fx*t}eYg<)A-e4x6-*g-6Vd5>*-;`KLq# zBcoxwTA5RYfwnBe2vJ=Uw;j)L1+)d0h>g(?s_M>2T)Z+*vCgzOHqCa29@rooekM~> z5JdA=I!f24R0^X!dZSM_;P$G7H_;>}v=Rhq#4JAZS4-X`aaPMuQ5w^`*tK;f!FitP zDyJ=+A=LMq7N_8)8Hj3AC*@mz4KK!RPPT zig-e78G!n;+olE{Pb_R;2Zoot#fZSV?J}u=Mr?6e>hCu*5owj+ft>rSCE#BgU!vgK zSqiF#+|UFcC}eB3c8AQ`AU()gUR9sL*249pa>Z`uh$1f-^I?U>w$i>z8p8VsUg+mk zDR6$Bsn*egp;LesHe(*A(!)nwhC$fa0_cxl9J||MB`3y0?d#e@MF+GG#brf~E(;#i zHAl3gicIYWrep$+o$<^3QC-iL&baLM85yF###o>RqA4S~Ml4FKgC|b7TnCy9GVyQA z0$w|G73QttGL?W#rxM;a>WZTsp_rBqrIEc=oP_*l3z_T`6-QnmvQc@d{idqGMsuW6 zpTF2CVWT-#*i+)+Cm%Of;frO+^v^Rcj{11`I9rohlqr;UHvjzIy8sftKqIPl!oDHF z@;`)=PQx+1-1xPkvp|7L&qIwPF5r-|gIj`Yo;{jkspJ-ODC&TaIIJC8m+nAm{jQmM ztQ}u#vhPw>C)Oq@As=5NO+e`)*ymg%W;*RsY+#&(ZY>gR;0VJH9=NE^Beii4%_lu} ziQe*M%}kzVL2iqufli1`;2;R2S{^oIG@dxKkJles$DwdVD3YKd0+i2r7Ms!iqIX`< zSN>z=2yu|~d9>r$Tk!q^Vet9hfYIdC=dgBxQfC))iN3E#EfVW0<98*e39G+Xbv)B3 zh;$cX8~f`NxnVTaJv@Y=IbePF+beNod5YonD9+j1hXK0A$cMXsKV_`$`(@wfX2;hX z;ujFw*%;RUcj9DY{J%_`EFA3rBgifP5(Jo=}Pv-`&-pVzIA zu4=WC?{BQ06qVoNU(`C7il54>_b|q$Umx#x zfVYXz$_EALD(Lmqm*r4Tck$n_Ltjwbg2UB7NLiouH;JhTEwnr%51u8TgKm6aC`XrD z^j|ce6H2MK5PX8JKCX07@>Am=R{w-WTI#VFj5YK3m}H%J`P~*vT#-YrmMYiq3 zQMD3^qQdDetHMAy@KFx+VGeX91DV1tgHpEHvO+YW-jw<#vm9CyfkA`)6C66FQAC9q zvFI2@(>zak;#fJlT#3a*?f`eb0W3iJWv%Cor3cBo19LLx*Ms}DtIvaprMLaBF1F(l z=);to*PXOr<6Radb;~LCAi>tCWnSpI7KhfrY== z+^|A|XEjNu+>BSDekCShs|D}wep}pQb=$fSTkrlAui`DIJ;6B*535rLrT+`PeI=X! zcb@qk@x&T8m+Vjp#MG{*P(O?3?h`6gZgdl3WJS-TE1Fvk`JFYg9XU=Uy~!_<+7+Cf zR$>S>7&66G^Ut`+&Dl-;hH`Z%k|a-lqV z(^(Cs57w_z!x*kip{_c<-#}Q25GNk%S~tRJmnuNp7w0XnmXOHy%vGE0g!ths?sbXi zb!P6HV1D1>enGSSPS{s5y5NS^(Q|Mrl7aM&n}WR!!m3tw4mApERo=lDZqVigpQ$l| z6xi+%GSY4P_Jhryth)*E*ow));Q)-jU~cvezcZ(1UW0Kl_1Oq`;rd<{iID0SF%Tj_ zdD6q1yBQ$7x%Vpf5J7eoEp@b99ef;O+gtd6U1HaR~10+LmBPso)k=y2IGU=qe6L)JYe&9`Xb6&euxBYH)++qT)Nyt>2urn%JK(}DmJ}iy}&%8$SVfSKas2Z zu4!iYhB#NF)@roKOfzL(5eJt8ctnU+4Wci}1DVbbg(7qjDUJ9wB@SzG*EPc0!%08! zfk6UM>42Z4zU{<%YEg9fYBB$%}6|!G|$Bi6^A{z))F9n`HfY?>Zy4x?NA=RX` z`1gD_*qs!beSA3}KJl`Zkj^+MOVp?C+xRZ2u4ps4_N4j4g8*_<@$z)5?T}WZLl90n zea~S*HazU+4La*>|8FJ+W0|&;!Uwoh20gOj~5{5e_&cC6nchX}Pm#%G({faktP^ z8uG5tO&i_i*K~HElU91?JG6e9#!OFk%=>C+dV_qj>Y+h7{AeX{2Or&jg6__^{cSy|4dF z84wq8HoXgPy+{P@VGleDH=8>UR?y+d6`K%kh;VTpN8=a(NNh4*EB?b9D_i^EMx%k6 zC^?STE{`cNjs-k?BLmmC`g~@yrDFSz)U-Z)Ou&B>B^iAxqN^H}o$wu$iYVAH%=o(@ z$YydXToJ=6%;2c_2PhWR=!_YOaH%3IrcoeRMEs+QC;;Z}gHO+waa9u98H;dzw7e~c zz%nr5B>r6HR-@v64;fi8(p~RGs2D)yv8{(ei0dVd zkZG6S%eyh%5juy?pI~ai51|BoAt086?m%tNew}|BOPK7a#>+Qy9e}-;Emcpgn*1id z>9aFc4Wd3uiaQAK3TD|7l-%*c#q*&Q(O_XCoIu%WRfYS)16{=E!^dF;-7*WcZ8p+y zZ515)1;GU12kKyq_i0hChKS~Km$#9&v&Zyc&-y@3_R(EWU?)7aLH?49(v*XD=jw>j ze>SK$k?1xPh0~h4AQp6_VV4;~`zCQG_TKAaJ-fI;=gof%`Ss;IzPr3%&rO6eds{LR z!X=^HJ$wtdDf}+A6)oYX;Du)i4`X5H12bhk9UK7=-IQ-l-P#f1+R+OkzS zy12cZ4vH5O?&59ZY6)pL=g5s}oC1fNcnFcJ*>Cdw=9)ka=NaoOk54*yHFTtY8z@XY z*hY(bzA@O>d z6Iyc3<`FXu=Aoc`AzI}CB|<6Lx5zP0qmDQ%dT?_93ft`NdcX)$NsS;BrkI;R$HB?RM=>xFJOI+sMF_5NxBT6e z5oQt)-24s)ZrVw-&*z9u#M!mbM{}H_!V?;0(Rc<|DUQ66*hs3%X~&(XHd01oM+FW~ zqfWLl8Nw40IJV0uzn3rw;`jJSp5CD@GifPa@TcCV!DP?&S|m!Zo<+?~pjos7bFakw z_5f;l25Hwn*9_GrV9tU%)mn1uF-Doc;atmqsW)4s1aERGm3Js`eue;ZP2FS-K1?^= zs=&OXRt!D8hH1KEOCc?3^+AegKsaL^J>=y3(dTseZA}STBMA=3>>AX>!Uh`{)Q2aQ z3IND;vCl0nwXC-+AEBFg-%noO{r=N;cBWTleu24j?5uKH6aATN6EbSG)`N2C_Em^9dlO!WiEB2`Mu@M`?%W}Z|lNLzp0bl-6&4YpH~m$6AgfXH)0kGo-h-KQNMJy> z?nD^}2ZxPUxv9)S)jWXGwi6C61XCT7%5&FUT;Q^1$omHmZ(Ti4D2`*b@CAru zX*zy-`yh#grT7S(M9<2x4t3y4cqRC|SJUENmz5L`|Lpn|FmN|PlJD`dn4*c-9tR^_ zPA@{F)1Ulj=0z+gLl6qBYO(uD(vm`no{hh!A(q2Xmjjq>Tz1+{`evghC#z9>&w%&}&yZ^2apn z@q-0y`<{9GQrHvM&Q40y)0$J75skYdomdmNuI*bq5|REN_TD?H%01f>#e7suU;-6T ziHZ_MGN?$-ISERTs3;%;o8-ZSfMgL6&_hm=MI;%>A_xcw5=4>&*%G(pH$Oa8U48HE zH~Mz>cyII=xBjToQnugzg|+6KYp(Ut`-O>FPJ7B^*~|4Z=tg`*$M)u#Ufl@w@Y5$0 z>6ku5^zwfqjj`{t*{0t^Cw#jg@0f|~{q4TOH!tnHd)v>GjdD>|o%USX*Vs?mG|Z*3 z&3+TIBr%fY<3iP$iI3OY7wZCl{Q16pYu<>=6XOrVt$W(ub)J1>y;5Q7?9k{+Y~?^uDxV>9uG~ zN?F5BE~crI=Zd`)&w4OF)^QuxXxi%-q_m;)9u*(W37>7!w_1H^x$bt}TdS~zB6;if z^0nQv$vb3jg}&m9iHq2I@wy4wMb6@WLqD_J2iGgvcQ3s=$XtBb?|AqH9j#pl5~&8o z-ug1QyfIySQ}Ud8ZYewcRM`ZbzP+TA`(4-gflAX#r;Rn{X{PV&DSU~{{RgUaVs+@! z9y>epwB2?|xV0(!?K!S6rIbVFHFw6g%Vx(f{*l}Ja4>(1p{Qlyy^<&XTG^H|adI8o zx?M%9pR!Jr-Zl_+x^g^1yJGA4yq5|d_bz#)Cv;_te~g@&_xj~aU${njXZ^Pa6OFl# zgYO9y84mTVXr|889OPI3RhR0#=Bwb*FupBzHA8O?Wow=KR60<2vG3H!cd|TDV)U}s zf9-k87Sd-*UEA!~`7NZo^5!{Lvf+qW7t^T;E6K-V-8Tw%UC@~@V_+#hl|pk)K&wjI zb-wUcTA%4dF0qqy4)a_~E9B`!4`KVUh=jeS4^?|~$!|{j#dC7D4S$-r1Rddj>?Ga7%g-(N-zoH;c(%cx z`YvmNt*bHl*nzVT`>7tBU;8?qN^uJ}2UW;gZjS$@U*m`V`Lq9tU*m@qxBUJ0|1-b- z`(amq_CN9K|N3(Oes}*9yM@2{zqDJ#$@u5)22=gF-~1=G?q9e1zqaxJ_ig;YV&`7R zGym@&*#9fO=|6ARzuvU}iC_QMm;0Ud{trYKZjQ~^g}+17|Hnb~zqaxJ*f##}?VOj= z4*B#B)&BrY{)_kg-(f>_nX_CPN|zjLm;?ySsm}GEfty>wZeFaTFjh@;UYO02yZr}`b%46OZ>pYr*rP|WN(Ol*>$OOq z(mUcb)sA1tOGt^#-orzmt7anOR~>VcLMr0wiQ(KOS3NWL>*!MF&_c;fsa>DZoLgCJ zK&2(W{%TVe=fg)dtNmCmzdI9uwdyZ+PY6_E#ik-9335fRL2vL{GQul@D#%1GUV}^f8`MA!E z$f?ALx-_|7vl{CxoXT%A(pd19Hf_%_U%@aXbUDs1ELe<(+3-hV%-X{Pr^mBN8#irw zZ(vaB=7KgvjjrC$*{16@Z5Q=ebe57TPuI(hUz)xX7T#9oxiU936m@eMZR{8d@?3wL z%LLkw!>!|2RMDo{oTTFUp?_GyX28KMvMMMbT`f+!MqI-|#W65`rG}OCoLZZjN)k&T z`j=(nUubPqwVNGn;}R8h!`y*E5!sWj17SMHG?Te6*X^&NF0ktnzy9rZW@ctUfQqp3 zzy(7?3_-XYvkiT9ESFT~V?!w2=z#wI-O}YKp31Y9b6Uz3kN?+s->Pv|7nQRQ`D1v= z`PMD+;wEzkb7z#y$C-H8xN^{OyvVhg3X3oKC_6WoG&d055;fT(die00Vwt)aF#}8; zSy)I@`w@M!J3{cf$$Z}lG{%N@zP$Km?aXLtc^SqFNlQtIvXPh2YV1BgO^hDmz1~w^ zE`>$D5*^`r(l@IA^#MPB|NMdiF5BR)hOk2Ka>Jas?W-)IU}E9TdT3IBAxEZXXoxsySig& z!@!0D>z3L@_a!{SESqX~40|rxpz{>RZqsIUezb z?}kRke1aoLGWQ^TK<%_d<6OFZeSJfA&NN7@$i}DW=a0mQkrEXnj@*)uQLed&Ch{({+cHbeDVJfIf|=>{ z;FoBp)xiym;InvDSSVLd$9>W3_7kyJcLAC%3Su9E-;IjS!jR>hbsEYyaG^ z^|?{WE9_yg8}40Vx0-!Wr_IE-ib*5022DmoBPTSQx&*wrC_5Uq9#_ye#kj0=_c7yA zx3=dOLbx9V2CC*+s#)dXy69vYVgAY^u`r%jSg})AIy9~GZQFU}Dz@%BY1{QG|C9EX zH1WiKb{9n-N%T$&2nf`~sEvP4QXwvUZBbysPfW~FsMRvA!%UT*7K79D_e`ifIE)=-0#7$3LZLgdNigwi`lZxSHcj(SB|?*JkYLzOqEgk-I7%eBH^3 zLEP;Z&UwO#xhq&Chrzm_-AT4+>pvu9AMZ+eD1_C zwYdZh*2&r#kxk7h8f*z_xtEoWH`l}tvI)!U1{VyH$(erfB^c;~T@BxnjNaT4S$&-S zviXrT&DfL2j>$imtv#MO_Bs1pyRnmYL8<9qdFU|~efi1aM@PQ=QtUEQp~Fx;hSW7B zDjl#oZPUt$@eM~3%B|$a=p^WyQ}(Y0a%U5C{2vgo6?7Q%ThEQtWYhK>N6rn$0E10P zy?6FC6`H=gyN!iOt_iL23%&2|5nTu&r?xFlZT49nt_M+D5fh89k0hV!!<`k^fDf=xzP9a0|qhIx@Zxd9KAyO zf&MQpIfoGa`UVFt$A~@H&0%uo%88{~ZL58px~g5rM520hOu9uw%ywYz#t+5fGcK>q zLUdmh6&+u)R*}A3$Z7cUT84gp9f?^yAwRdj7uQ%RR=fm{PBX+@LcO2+^_MRqEz$4Z zzK#E-GIhkR>y^1VJ)h!@wDsIRA1AX*r<)X9Ci{aL&QChn+S=kfp-+5J>;dj~ZiCM!ev_ zpFHiyuGFlv?%%q3vl=-{!qdat@%X^{6T_M8kN3JfI&k{xV~Sy!#|4i_lTfk{vPu4Eem#hpo)@HO_QZ)zrw%>XmtvbXalk z*UmJ$Q0zQmKTvDluZLh7e%j8+r-vh4F7P&M^hjOuH_ZIeZWyTx_Gaegoka9FwZhL* zDq#7MDec%ss%pVX0H+;pKi_P^#kc7xbswk=8&H^S&$Y1l5XsW>sreP_iHH=9q{RFb z+_6db3x8d_cI_IX((HJb2zC|tLBOi1yp})V-tAkMYI0siM&ZF101f1`I%-K6zYDiCb&E=aDl?Kkw|N4a~ z0VfS#{sfE|ZOwT9^>tis?o?d_AJWAMmBu6$MjaiUl+Ql2Y=aH4v1}>~DYJfbe4%U| z$ZD9Eg*gr3cQ*O-Uz>|RXXOw(IT))IF9d2#cF&6_u4 z2-<_&>!(=A$F$R(0Yvdc#JCfFe$BUX0F^8!FOOFg|9rc3fkIxv+@pC4neo5@gJ);& z;0ZBSPRzi@pu~0Ngu#nygYBC)2XV7rlIzY{f5AMB`8fc?3#(>Uad9I(&rIw{u#=gm z%cYIp&-C-Hb5^44N+TvL#&AxGiWV>$l6i*CU)slM>jeJU2!iL-|6Dlw2rg+h2%mQI@2%Tx=v;V+G#kA?#(kjsY z8;KWgYQqo(FU~$PS!Ea1*SR;p{`F6PT zJiNS3U0oN_TJ$e>hhz=)_P$|*W=-|AY#8(ODtz}9)D;hX`}SAyJ3w`IF&`fvgBP|| zt?3c|{@Y^RSyd&s$j-1cwZzfy=Dvp`SyWV{(1-aC81fUxbkJjW;E1`Zl+mV&Ex<6`6ILm0;C4q44XXs) zJb3UR`+XLk{nR)W4RgMVii&wJUOe>m#qd5ivj&S9L`+BFL#u?w*+{mj$a&%~snVgv z8}$Ctr%xAPNLkijGgF2boibTNE7q91y82#Y57q!6VkQd%14GL5J4=g!QuKTF42+E} zJ}IkTv7PDHecdE2%yr^dg|*AO)6HQ%GqQ0AV-uCA`wl~V$tA<92~{HP%{T$u^w zD`A=3!=cXH$L2J7eJ%cO``NO38`K1|0Cs-BEdIJSd@%mz=g-qWzO*$o zsL*TnNz`BD-q_>w&`-fWyWphWN4c~QIn8G>4GVd%cD}@@!ll_CU(WmP#X|mg%wxJ` zFQ@E>8qzPjr3Z!1BJ=8@VT+u7k*BwMR^W-5+}SektT;}O%zaG$CFLFM|3Y!s&@9*9 zOhZm`v&7_`t@}n0wK3@lbA}MxMgY73UBbq0BB`$3u*Iy3)Hpgr?|*l*L=DM#+@oUs z9jWd=S{OPUU!+GVXfHhgF&*~g!?Z^o%;%gM{6P0@fyL+{oTM z|2nO=?XAfs{*w#SJyp2Ub~ZLe=I{5K>#rcheF7!Hz%a~e(X8+Hd+=ZcG_%tGz*K(? zpGo;qCO1-1g3-^;1{lOR(VXB1|2Xb!B9m}G__K$t}oBX9*1?Mhgej%%my z7rgcrN#WkM1GB)YT)J6As%BTA)Kf{PWlk#8Yz(MMXd60z_c_$x8r zAic|ZXe>XUSfcc(Jmx;rQEPmfRr$$F%ti+-bhpjHG@|xTz+AXv1YTX6+JDYG=z1XK zr)IxSor+AR{O98u4nh6_*$|TBtK0p~Ac67Rb zUy1tV?#nhACHq3mx?_`1FJ7M<{84>dbi38|#fLT;jrGDM8(w<<`6u%=?PS%%dS%nM z@7$5=3Je1t_lG|=4)(?{nlx?bG?p9#xi zJMHe~CScdisdfc(yR;KqdYL7))3lXb9$=o-^9x1VH6*0x@FWsmZ;&8nTIq-ROxq3$ zs&>%q27&mJb?F`MR1M!Ti-^_~4H*GBdd0b%Gu`iKx0ceLXnbyIw8_76WXwM~YkwMz zwzR+Waj`Scf^u5YviP)cgR5DCN2fQ&-FQ%zHJV31tfF|+mb;mGy}p=Xi&BmK1JL|q z8Yc1rA$P;Wbr1veU)Z+4x?y8uGYaHddx&Lk>OxgjRoYZ3vbc7JzE;;KP)?UTWCsO7 z!`#dMqO!}2a|semOkXhwttqaQ#{11R>}J`@vO&yW_yKuO1o#$*GiSQb4W6%LsbHf& zI62b4PhQGU-LPq?hf_Zz%sXTJ^6fJ()Q>)A!T)%yvos3GSqj0RZe{R=N z$RS+plUr*F2o$$RN68!KIPtcl#9>JcNMO;+3)X+~88AgV4#7@_$VK{3&>I zyb}S0_(KdRqvN}bgrM+egmO~IYgUPtrRZozzionof{$YjkMZQ-mY0@7UYhO7y5wzN znb@)v@}8Q}<5#cOnss%tc~U+!laAV)>MGsm9yw$eyvS{=Wc~i*3gcoa_flb%ylcGi z-%lSx6|&3`KJegWsKbrT#q{Iq<uk zBP?zpq&BVT!yWl)la4r9+7t;O5@OL7TPx!M=$q*F@7Il!-d1A7NKda{=CR}_N=j0W z?)Q1Hj|<1pAm2K{u@sXY@&5%gMcNJ#DUpQ*WK)XHF7y|HOdiH6nmTEUs^&b^h&WPz z`mO1VYg{CyU&n7c^u)I#1{|0TCMn>-)n?sMrd#Y4@&ge$`6YA78+M6=6JkG%IA^E% zIO<|0B*eur#BC5WbV~tkp>MFP*?U}jjED_RzwqCXJDw?~&SA)^Gl^snG5Ez0X9**- zxC~!rVGdS}2V@XH+0o9z-1QYRqix2;&T4;t1K?R)Tx@c+ZlA-but_QC7Y~IGH9`f% zyk91|$zKzFXU?1{Tb@tjJ^CG_{v(txargP^(anGS@x804VD2EFvpRLh*C1maL~^dq zhsvSG+|p^uzsid)W$Volk&tRQ4N1kT(mZU2a#gz1*fZ05!fjHCQ{l2am%)p%prbN~ z>TOU7Az8gFEX4FiCq$Q#ZzM*~#q9pH&9tm9U%sq+BBT-g%yIC2xE*ql_of}KqchMb z+h1OfvybiuOl4Dw+u?h2@tf}aJWp*Zsb1}ClDJjWy&X9NCNyGd1?^k17S|a_4NKlH8sJ`GVK%er#+ke{!Yg6SoBuBS*9LUa8H2e%%)xvkR_gXCHgia4U-t zbOR|Dg{XJzyD7)JKLx8VbZ(X7F|)JF(rd1h)b4dtW)7d`{z>OYAWnN(%sK>aj&Cfw zX?J7oIVxv)Kk{LrrFWM~n8j8h78Ci+pUFwrc}xHPY_;V>J$>_ps0={oTSszT6_X{q zy;`XC=^v-DMlh{fs9$<7L)*#v`=updGm(ee-MW%<*L}t@h4GH2ACY( zETIO?$A^Yx?b@}R@b~`!An@m(f5x9V6*#~goMBivxm@6B zW3yvN0Mda!qeOR24Tl1QTm2KEO2@L(^0vpdQa|B1eY*dcMf%~v_A*aTP$a8`g@x1B zpV&D$ZNI+0RV$(-w>s$-haR|z0ssO2QwBmnV+fjLV_`AW*T?7f>n9#Nh;p&_(@ZN} z&pIlmD#YQ3bbOVocx+w!Gh~MM;an<;ik-O@D)^RhadG=j=$n;#+tzj-9Rfif>ZynD z1GL-*0+~b|tC6Iv)q$T1E8w&6DU))iI|(c+I}|Zv_7Yry_)aU<*Qc+ zy!U{*IJHtkZBy0a?k?JX&U#i>R>sfl117rkt-_Z@;Zf+mkD1021C84c2{TiIJGBb! z%?s`H?S>Y}W#Rj@!M{U$n?*fwUsYV%&KmUthz+z4oT^p=RRuLjBLS~vL0`aPM{!?T z>$2mK;-OYP0;^YZOrDqn+zjV37D%?}czxu&Oj1)yvtIj`qylekn}M%^gWFX+^b@_k zy@eyO1THno5{p02+1jRe+Cn$DwRQsn8uKX(t=7TNPl!Kd2{N;EB2Ht_Nk`f;%dA^c zA*i{!xFops?>Z_i`#D7S7o_cOKuIJq`P(68#Qa$KuwxuYKj#F9b|A5`tY;8$N>_;$ zhg62x;`{KS2e>!Efv~pNAi1k>D~J$qJr=2yi&V_D&ODB;9w z*KpP_2sjt_u1NwAb+g^|>(^@-gm`)FaY=%|F&EZ+0QXZE3AxL=pIznI_I#x$g4Z$h z5a=qzDMdX&Iad5cyZU(k1&dv0tf7Z!xbMR?#&AZroPN_QB_1Ihle>_6zO!uU8gNEc6B}9RGAbGwnP)O%sLrH_xM?e2|8~tL>ub zgi>Csy=l|E$Dx;^iZ^Wy`9=Q4a0{g~CWZ6o6L8d)zHHy7WWFh*{fKqMAusDs$w1A% zV4a;^T_2Keor+D+P&dZ^wbYU=6$0RG{*&Y2rx4}l1he;0hk+5R(l=6kFV_9kHHSQb zVY9qyo8)|ylq&t`nvuN`nNnTIxafmzEWwnE5kx$7R7N;WpZRR_BgW$%KY2(K6@qC> z3P_Bs?EU=w8=!?DS5j4t;i)cO35&YCo!(u6rHplAWC`@2EJV_bJ?UetI}*k-vX9)avqXj2YHcPJ6+eUhuI0 zC1zPdOh^HY2IV6tB+@UaLoqNAo`V210xl$yr|BeUQvk$3Tu~14RXaP(EdGfM>JC8< zFR%!R&&R7Q^t#Gev+ws8AOQAYj?;fMaV}K8gkWLuS0#CmDAyV(N zMPx}IY4XfNMhT-54mEMi$F1d8J-&p&9@9z)t0iDpwJe@Ze1N_HEwY}_yD>2zr|rl0?}Db4)SK@i zegL%430`{|X0_!59-_7c$4f2SqykK_#vx%|oe*tIO>?h&5!mcO=XP`QD~%YwC5s(1 z-ktOAT^wQ%=CnuTXf?%|HQwxYxmQdvW3Em~`!vcB6Uiy3PqPSl4SLXNtEPCs+!&FY z^%WK81!~w%#Aat^+F>sJJ!-ni!6>_p>(_s;Yp{|QFm=PezkXZ2kF2>+74eu-eRHyq zmE-1eom2_OCC&kFoBWO-)|&AzU&@PKTu>xL1@C#c;^+hM&3{aqFl(^8kWv0s zD74675D_WjU`-K!D*6c}06yo?>J5Dg2sPnZiFRpxGYoZE#xI_Hc z(=*;1gMxxoR#YJ#;gBETw+tN6;`mZU0a(CYWl?NP(XasJgS@hj%LsCknu>pz(zXKv zov1P6EbZU9Gw|`_bu2tGek9a>bF4i>*4d8mlNW;T+6MPrN4?~9 zPyARc@1I)}4q>#n1g%miL&CG}a#}fAMRnGiu#Knc4nCAjm06R*uwng%c-Pud$OIch zhKjvvQvzz!2ClhYO=An-YB*9AHaBy1m~pl}iqh@ew=F>}K|T!h@zKc(u7LGK!U-ET zQJq>F(W9tcqYO8Bh8S>!aL+#R)>hM@UE<69B#h<9I7TFIx$j!|yDOqwbl8kF)zg|&M!IE)l zzvzyZkfXJ4-aNxW8I%dNf6!qFMzFcJ+M!PFa=l!kePHhzi;~19q>oLnbu_Z1IRaHp{uTUxe*tRX2-zr$D z0j2R8g@aI~@Nd13lzoR9NQB=h6dM7{>3Pj$ac8&gW@oyYsh%Jo!m1>A*FIQS$v0+> z5Qe=vIZ0F9SXn~+gNOm*@oOO5SRB)kK}Du_91uXU@CCkWt?MWvi`w2ES_nirFJ6p) zeCD0gP1I*}-MH?hjAn$aYP6F^k#6qp8b8`B`8nF0G(Ug&(!kf7>!OVuWx7OQex}oX z(}v6zU)@&2rGTfWr@yoVIIdNuZuXH)gFER@Up2&4h)p{JNe%J-GVp@XVzIcm__~eM z)u}SMgO<{~KC7I;>-;e4kcd?oiV9NB&dzx@ZC4k6O&~)LDvStPF-^#`& zZOjFPK0til5|h3mUPlYxn8!;CLX~KuP}0F(KLcAsu>(*x52e=H3s6&ez$LxByfBGf z?j`_)cI?g1S(lLB8Tc(#ad4_h)vgUnv%sI;2=2OG@n8?qv}XN}-OvX{ zZ*Qh$o)Q!hIc@pzA~K)-6e8>&)YO_}bsRZJQF3K-eFuddWlg$)Oj{gva?EOwp;7}l znHT&S#Prph57-qG@1`+Vt^#aOiR71yQA=uW0rWF68*ZYs-N(+I1SR3U_=|WffFIuA zv8SS;ofnK=gA3u17?pXrTcxSw;cXk6?Fl`mj$=actWIrN?m;ovY2f(Dlb`Z9Lto$& zfdRz3%6EUkt`9dS4Gff^vZSBk1bEU_bQ3V9fu+NJw%uZ6-F7I#0TRpDeD7dNf64m; zL6vw*NXX*hrNPlpvI8QRFbyEb~OMJH6eUafxU9TPqUlrT)*dEh`){q_iFIy^Ya zG1`e5n^?FA_6iY##+2C{LG*OA$TFm50(S3qgy;ci(Uz*EAWWJa>qY^9NU?e;&^N%*|VBkcaV81o;qo7AX^odG$E&t{3 zeSHqNRLE0=0Z2|xuBi~kd|UFtfmkcNA7u)@G;`|z;%9;d0thnU3??)`rH8FzD_lXUeTFP+?$i6Z+5^G?aV!LN^6@%@t`1(zQw zJl|34#(XyT@%k5h7WMH{OjQAlWTd59k6~P;p>Si5l;&X&{kY4|%nCK*_VT zJFZ?e4TqJX;giK3uxeN?o0yoIqJ*JQS`G26z_Rfh-UIvt;$KI^n0ta-5=|Q+O5*Cu z#na7Yg>GflVD+42h|vyi|N1h_YO{F89zscCvXKJ48VmJ{f6)?Xs+_h&Ig(@H5 z8*$S9P`;U;)uX&gXI6yko0C5IS@uzD`3WeyM$Byyd-ouyVj0zp)n-pYaWnH)cE-CV}(slPF&F|r;6xg)YFQ#Zn7oj>H zVH}ivSB%3H5j31r?=L5qtd`(d9Qgp8;t~KM(7FL3wEu+c{&5_|jS`##=^ao^B$f_W z&5)eSje;f(VOFj5i${M*601{Pr>P8!>~IOZ#6=VtEOu}ERxJM zK?ax@+57}KH0YxNK+Qm6S(#^=c1EId^!%GmjAo01L7PGYIJ~`Y^^1wFF?VZd)mI>F zqglUxw&ONJB)ZyNJU2bu+}+&`(qI6%*EN+ z4Wa`o^ILe-1RzMHleRJmq!)b&HJT3859NbpGA{OoKF z`}Fy~{N35f<9`T^J~T`|sSNQo#zjK}#c4?DgBpCqI^`Li0W20BiVU+zeK=U|l& znENDh%KDQk{hBpvAdk=BkgBwXsb(lYmHXA-v* z>D^h`sEP1)ekItNE4o4z3 z4LOW3^oy0mtU3Z9)}L`vNo!=6xf?Sjw1%pB7mOal!onv{)>liEQUR&4*3Od>C&c17 zmg$lq0Shs)va)(EFCu=#@F(9Lxa0D`i}RB6B-fB(**zKNsLb;!ow&!bZ&iDH zAPp&Oz)*dtV8<;1hBTY-~Nf;)eq4lbH5ngdlR+|h?95wr}DqA z`aR$t+#5buo;AT!lywL zUDR-#uDJ!w?8k3mi{g|DUS4*kZq?6deeln%4xJOsr$63mK-5yINm=Q|7W#Hw(n;oo z`b5Q4kej%kn{v@Z*`HgV$9O9?`+QP!$wcJ=D7;Ni>50>@w|4F5%JVXdS5J^p%}&Ew z1>aZ2?`p(qZAUbc;{t)?Hv4)*YI|D%SpD|G9uBmIYWb3*9O zp%OZb0|)Fw7|=JiPz7p13Jj3V?iR*D@H$9COM7k?mD!0(%Fp}pGD9|(R-YBMpRJdi z9ZUDF`$v(8mpMZDs~I6CVX@x)wclUb{Lj4^v%PL7r2noEof}W`6pXaU7!=$460g1~2GQ^6w$wFV#rM)JoSkO}mu4soKd|KO;PRKS zBOV?e#B$_p@sxa9Mx$h5XMJkLsH|$$PDK==RJDz>1kQ`Gkm>w6Ylu|{qy#Q-#JLDJ zo3E4a&NX>})wY*%bj&L%BEbTkaOM=1*`DV;@5-ikOvbbvb!oVm*Qj;?DZUGMoMWw5 zdc`k>vmHZ49k)lb$QIORdC&V-*FZ!rF_*?PI$9Q1aP1V zW4diUlu!MAbnzIY9F58g++>b70W59!MqY*w=7c6Pag6l+`ThKGt^(I#4bZ88Xq>OV zd~gT;CENF;S29(U=~dR;UjODzFWj2{-5LZ3`;$3b0*C-Y96kFYe4zZf%=9MwmU!0A z_iiOOj?cI$e}m(!or{$<5qA_~c+l#0+kc-g;m}BQ1K+`A0Rw#$B^`Gitl{5FsC563 zP+#FabErEJwPmzAxG4+0!@rQWX)0gzk6SnZ1~mn7sIYQi7n#!f%YSvlM#IuUlm&i7 zAnpUP3gI18?frv;tsunJ)w1Tz_)e#7KYtw^1(xhiPEH2P(#UL^5*qL;muWL7Xyxc5 zEv6C2CXk|jG$I2$9sdA?q)bHZj$oSk<>z!9|_$$1G3mpaWlTjTGh<(t#kjXht{}>yi7qETl zx#D33-ownwni@r@i#v}+1+HVLYe*qEifvpy;(;ROBzYsK~G88hY22mTq@!pd}c=#&_OLa_=wRKYg5& z_x?X}Y*66{%Yyv6?Gmu?@h*Qknl#l73{hNCf;3}dXBTUqCLO2tMLMo=F|jaD0K%U+ zHg8aDQVQzBpcrZ;17Ar;WbAC7-?mYfGU7FSC6Rb@d@SO)TI3Q>_|@3U_qq54*Ft`T znzfS-rP3sR6ySqKZn9nb1=TG)b((GFLuK*4ojZ5J0kH}ujWT;6Zh%oYM2lFM)7Ku? z&r8mcbJDoGfa)aPONOGyr^Djy;B6(LJH+AELfzsxUiN_3a|K{c2cS=Uc&R=P{@?NW z^R<4lH$5AbJMVAZo_3-1XPVJmyqDH7ot#$;TDj^$^X6OBp0K4c%fP$n1+DU1O8kF=Dn?-J=0~Ikui`cofhX8 z@ov{|2c=iFV2v}I@{^xaQz08S^#8tMc1o~DMZ2mRSx zDZcmn_s{4K7&v_aOLCW*?g(iwyXtF*fv7VMI+QRO42R9^XNZwZQ~Z?D=D^EFob%&) z5+N3c1Z;ItdV=o+wo>f(kzUnye)IsK>HxWleKZ5Y+u5XMoMyjxnKn~rZV9%uQX(Tg zLL!jv1CyB@Yo~>!l9pEE<+Wb=Q`UHoUirIseLgWYJw3)((4Tc3a(`|?L9E4Fi;$`5 z094*j4T!B9g`Ylfsowy~O+MZ@hSzGIdfu}xkk*AuK)?xP6D20RqEZ>HPY@9Yzka<2 z&>HKxTnN~W@O1z^5kT~cyH0SDQN6D9iC$Hka$*}TMbV)^gm3#JWSrvX(2~I5!8TlS z(x|vDyvoBRhA#`=U-=xy8+q}?M8Y^Unn7Isy^$1;m8F|gn|113TwNbRO0Et(Tq``B zMO~{JqaB@j-t;^{VyNu7t_Xi=+Cn;p1P*wvF6A3EHZK;fy-IPY>@%r9G!(i_;SGF4 zuwrX<5Mce4qZQ<=glEqmZ1=7GU2Uh*U4KQ|i5@RZ%&{h2y!aK?RM@jz;J(9Y))3zs z5`Q|QEXnS;6<}mw=uTEU3e>q}Et7(or5jNaS^$F^ zXxllHV=I@EQC7A11b~Ff`wapKPK(PrPpb`qH+cC=b--tc3L;$OhlCx!x1_ZZN2ix_ zB9<;LrzvKbUwNRse$&!!0ySlQEo9thEts!jaH}a_F?-kbT zr=5DtYURQ$krcEF+WO@?*g6(~@(Df)%@~~`ye8#;%n>F%^u&!=t_fx^I`Q+GYyG`Z zayAu#fsq9)-MIMqi5DZo8?s}|mSC@;(a|rc6Zu>1ts+F`D_^u}m=fxKgub-MXtCrU znI}CV>>X6PuHDDca|zA}0k9nr7T7(?E){oJfvZI7&oMa{u7sNt`NANP_h?{aCoTNla0m{P%6+S`NY4$yN`#Gv8jyt&en-BQwAK%78 z#2EWus3!!rZ^c2_08J7faVfLQX3l8lgb=Ht#o*!BP zR=r3yxGwmLkYOg_(}0iJ9@+t_by(~|66NGTF0*`cbE0sm3~}tE;EIPXd3+U95C;t5 z9i@hlyWZaC%*^8X@p9oD)OJy!bZL;LkPjbjSCR8nY$u*m*S6ci!J!Cm)a6IDU+1bUph+c#y2I z;-ph*9fuUzpCk;5*+dUE2E?oaK`P&R65+F3oK(1WEen>#$w_M+|aL4d69cJhkCgse>cu0UQ-L_+3du`Gq*>~Gouv6 z36+L9Ts<>BoB|3?|=y!tg^`g)diSGJm-g#;Fi1k@#z|Dyj;qK zvLwFfsx*tkO!yM7Cnvk%0m3JVUF{UiPeP2MWmWuR^Jcv~%Uv!F!TZ&VJX8u(*v5%q zQ~1%ewMWG9yDCIt^;w0aoSlrEmG34>WVUY}urFOTidA2RTy9q~(~9V|ip9gK{KzP) z=0X|fSWpN%wugr1>>Q_$eN*DemO1^$v9wfPW6Sq+GvV9n30sA*41A@)EeM`bIX#t? ztcMTZ!pYOj>}d`r%35BAqZ3mO9`In**VoqwA3b_BCHjus4G-miZXW7!LzQta8zna~cqQ0YNf789 z?s?R5G!AkOtjP~7>C}zwy7)VjsF#SPsJ_r766*jB9eoj_NC{B_SI~$2bQV1q3Ux&D z3b-c98q&K?cz5Tex{i!yj1t7uj0@X#`}X?ZdIFVD5Cvy2AKDPG4^g9-Osm41KfAld zIXO9*nd7hZz71Z7&TPGS*Z0xWWhmYYHA95 zyXHHow1EzZ_qC+Nnbs?g0dDEF18y6U?(x)|Tx1S_nP062c50mO6AjD4-P{6*;$!tL zY#RzM=(cge(q6H(W&gwL$$Qc-F4dDw3LZ-gs|e!U%1(qG<4peKjb7<*g(94pTIPiE z|3=*RI_obgnlFj{-Ukqu66_g3B(cS-p?(OhG6|e9y!XSAzs*Z-4B8M2X&*=Zp{)t( zHsrn;82Es2(bb{(;RwsHMxh6}*L8H`2=VB;m%ED)5h3d6r0epas0YSE!S9e<@t@F! zV9{a^a?s(Pd!rc|L@Ungvr|T}k8OO6cRnwoEoiu>%oFuX*it#)pvGpsyAdR})j&nO z)Z&3>t@;=;{sN3qckkRGI*?Z}4L><0RVQ;9B?I}zD3oQ^m!Xpak>Doy1llP63N4Im zwA8F`SA0ZasB1e5sfH=ail3g1jSbqzhd76%HImBxB`A;(?OeP>46$iRJ%yVI)6EJz zLwFspC)7}YEF}(yQ#UF$jDDJ0^)69meJrNbu*Ieu6e!aZrO!l_SR+Va2|YD6R&dP1 zu^0caFj{z>Me1)ep`?>c;^YvWq6(ntlN52Jvi_cuhNCs%DcDi`+DP*w7()r_j zGQ%^j$1LeWcZqhz`I48SD7s#R#87=FkFLGu%a5JJeWH3y`DRxlS)_&lnXkPPL_{-U2E1X|`c6~4*)-3saHLX%n zDSUvLs=K{ij~)s3mB-R6B5i=`$lzneGe#+nzkyVt*4^hlX(;F+TMP^gXhF-z*ZhKh zJG~sKtKzc{eHBq9O1OY14u?=Ngq$V;dVgY;!6sOfLaGe2F5a@$8mIXmlIjqOBga&X zm0N>lvBWc9feLM)3$25P4ngcktPogjpkg`KM?whaeOyn0c?Pb&aF`s)Lqn(GLaORk z`>O*!t$@eHD9{oi7OHl<@!7uL1bh*vsi?3JZQlI6yy}JT{{sphqIW6Ayqom--R@{a zqT~M31c|`$u;yR9wMX(161Wkx)-ZH0wBf6x8i2ObWxqvUYcz{@5cX8KVIAT307oD? za*;rZTIVu=Kf3P;asoA-ddCi9xPRbMjfDFr3S#?@-d-SJftd|VQOsfjWI8_q;Su7k z#Qm%tik(EhQJD{CD={LEjvhF42qlRwWb?bXZ-W;pwwqa4w4r5VX@R03!o-BJaB5xs z&+<1}OGTm=5 zfut(gw^Z@D?;EXczEr8-w|}}uQUHetwy;e^L}bg`URZ#-X~jsFCyCcu$1V>WJNMqf zVZpoN$uL2n9qS7gEYxFa*V(wn$E{wM^rPSs<^+e>MoUkhN=+#&EM#G3MsH5aIk%h?_<1=P zoyza;fiWeTP|ZdG8Fg?K zTs+v=F`VRNue@F;SD&A>DGcSS{vNsWP<;+ZuNr)agKpK9uBTzm90i`ibQ)c^*TK(m za+BQHMQEoO4unjT0$G2!zX;G)thlh zHcZ`wmD@(g8-EdIpDnw8PE6q0AMon1WO5;hp~o?hNhjZ0Ycq*vUxFv#G>mg7a-kyBlVk2{COdHQ-x`1% zgg|60hVouX=1YvA*Ctg8^<;J@yQj|;Fa_- zn`4!fdE=ugp)7Q|cB=rluGoTmKb$%)L|$pxC8SG*;-Y@Ies^=XalD!xw<-&C)c|kr zcgSZY&=3BOVWS!7dUgcqkvE8IM4cGt@&$aPp$#VNZRBBfgZZBToCekK4O{l<)+iYbjUjQB##Nb(RaVd{aS2LmZQAo=L>z6p+ZSc-Z08;P2A z6U}I#J!NQlgl)`9(OY7p_a*2Sa5`TB9R{LIeroo&Jud?dY5`d?2cYSbpYVr9M*1pqR#| zwganW5-;==iXegAZ3mzh!R!K$ZB{uC0U1qTP=HohBW!A7k{rzUwhh_}!TSpn8Hlx3HiQw<6WeccHAxbrhwg z<7gqqG#3<>t()R~&vAV&TUoXWTWKt8 z#Z8E)A)$d`_UF%!kMFFBYjnoeqGG0cW-C+dW%Z6xGDoy)$*r?%Ugz3R>iw+ycP>yKUYLa&}=j-tAE^B|S9vl!jQWMw(jv zP`onL&$_qWoj=ap(s?%}^!X8IKQqxe)}(Tsib^jKDq!4TBi|A)5`mqiULYJS9Y!izHaa z2&M>s;xOnZ(P4>;Lww*+cb@W(gNFSf~`>%$-3wh2;u&%rbX z0Sto!h_sFq0{~mw0BG0{b-JOV;*P5xGfSti{%$Fh6lU;TGE!G>0%?FWDV5Es^%uv_;iktO2E#)%yQrL5<@Y)s(Qe+f?${bX6}Mn7nj=Et?)n-BGn0#`A1j8*?}gK{B$UU4pXRau4e^Fi^~|i#rU4%Q{9+hkrKK=qmt4zKl_wV zsl$q}i#jLL1T&=j(#DqWnZXc*52OdMSHjL@$sdWZ-I}cC-Jz%3o!gk;!IL!mW}Ya@ zI48QO*val)L?DPP-bYVA591fE_|W_C221|C_wJ#ctGcbN0E`!p4k_H`)bNJ}j_VB< zx$QUZ!sVav8Tmzo*}w!Ba)^q!&;9#?aCHOH_YWfF7u^^Y0RDp;SMAK!rwy-XNZN@U z!ui_7KP*7QaMG{*S4=`qK|v2p)(D`#l?m#Msx0tsSe!X7sSwQ-NZ4g7%OV50)N*u> zW1Amn2(S4Xp?+_sn)FCMsreK-r=alv&6DV;H$oqsVkorY{z>+~quPqHR>EoHt$4(k z69lz2)9EGw>y(s~z~%S6vlv7lCU5d}gI%4BIL^{|9bT8i)MnMk&wS4b)lxNiX z@G<=*lw5%=;e6rdY5}dHGKLutVNqdW@G$>fBUE9I108%{7;$wNCuZZ6df&}*~^VZAZte{j{S+j8)?opAIVfa0KI4sBro zKe?h=IK9K6cZ=tS-i1{?ll0$G!m$v||Bj4G35GfvRlB)dmz2CZ8s)U3 z{0%TuAd{r3Y35IL<=R`phWlIYwN@5mU8;{l-DNuoTXc@Hzq;<6@WqyJsZ#jx?2k@ zz12VAR^LK3`6%=g`VbGc#G9jhHm=22(DV^c80!rJ)aqzMvgH>6eG2Ot(CVMhoM zo6K5zzu8`A;9sK;ryLO%<*V8}-kbGMI^;?C5<|4u!Et#|x{fJ6#!o#nKEF9Y&gn^h z!~@v+DT~BDu3p7$(-6V?E6Dx7;H#wkj_D)T$$Xpf!R<>2w~xQtz0s)VwgU!6ry5cr zw#K51-~|x{mr-|}*kM0k{k-=qkojey*f15iV&S2IAOTc2PL@`ycmN^1`nOS02(+FD z2q^vk{JdpwGu0(=VsdkA0*ae?;PTcbZ_XsIHr0R$ei>ZoqnYcIMz2C&L2(90*<5Yx z*jQ1ATz1uutoQpk}XN#XLZC zzyCN;)PNY5Q`VJGX+R8c&_}}KcAU|_OWT!BZri z2M5Dc><9s1NFW<%0!SyA&XInEn1o*+bNeseuP|WBDrOsXlf8KM4SlHbD!92dzN#cp z0mMsb-l$nz1vi}E;CnE_)pI3mz&{TUzOu2gu?C~>d_!WS%q2X$#?3FUs5lDI`lVGy z&CF5r%5RovCCee%K62PAM6JMUSg~k$#b?f~3q;SxfD7+}(MBL-eRy-)1#S=RY+f;1 zY7Q7#6zcdm-FwCke%isE$f4in%|sFg7JddQo2U+Ra6k6IXtCLmk@w|WR57pJLY9P& zN78v`E^cE;H69r^Ei_%*Mir3NSb{I-xdVyTng#_IXA_i#mH>?z4i#?=&(0d2Zh~^I zd9P_(Rd|(5A-3hX%mqw%u?8pVT%YPa4~_zTcn={Pk0Dn`plC1AEeBmAca`q{So}zH zecB}{aWZ9be0+@dci;;A09jcH`D^wr@Yu!BSNILR!vIS=+C^E7L;I`mqWARevr#Dg ze7s!la4YDn&!ozvxUw=PewNxM?FH|FjpPM2>(4%}=16bx%fIa^Dk|W1cT<8bkb3m@ zCnn+L`6OHd^s3lSx&$7kf&my}0I2|t3lc457B8BnMY<@9C)>7ri9EoTKaE4g-94f| zJYXXB048R71VQp;p7ra&NO6TBr6nafU7#ML6Nh*LFvT(HX}C>>-&#p|iy|Z%%Zx3d zcjqh6)Bses`je9oagmp>ev2m|F95ywv+x+9msPwK1;{xN zA>w>{W%mi>cX$b zk$AD!>;lfN<~GgJ(T7`RFpULRKLpula(w`V{Ph5#f4po^_o!y2=V4#t_Gi((2GCho zT`z{3^WaKihxP$O5=`@#-Bfc8o$(#+t*zUmt75nK`I*XR1Lt8yN!jpjMY5mkoi+&1 zqf$W~NAX{GSVrw-hYq}FxF@09Z7Z~Xv#9uKyvBo)yFpBn!I&T7O3 zIy!_(UM}V(8TZCd=T=6JzVQPB5eq{RQPGso}5K;)nYhOi8+_t_fpqL~FH&Zh<;w0qG`hV?_pnl}yBW+y7|9WnQiVLSRkrr}+I zi;ah7&-nh}1s|JA>A6H6BRoVgpKbo&TdNrp(L~a}COqOc8FQUzyF*1}^XM)5kD_Ho z6JG&VLD3vpRFDAydS@UIkDFHA&fV^Q3i#!Mo7kU#0GW>ty0kDbX>?~w3G*&{)0}uc zi$Jsh2nF;@d33W!h)f$|rMDUWbmj1mUH5Aq5SY`U#uVA{7Li-!sIXD^KPxKzqFp8) zJ8M=zxJFj{ETv9)s+_7|q5BJC*qS6j=1;ypcQBPo3j{l@J93ezf_&pM?}fhiz^5!9 zL-YwU7LYz7=@b#GA8DLV7YTzJq(XI!xF*SUjamsB*1kG8H*MwvC=7tVz(4qbo{mx- z79nO29GG#$xH61_93NcLZ(_L@NV~Eyy@Wxm^JiMLVKPf2O5AzmU$KWRaqry1h{Vl5 z%HZfD6hHcn9!N4hU1UkVil#h_Ps4yWzmbi$N%zvR?kf*GE*T0usjhMFUg=N{ zOFT9V+G||bI}~5~-n>^e?Fd}I)z!pi*|0xy>T${>)D~2j7*^DURv}U2(^pjg#n%+X z#g;ByF?%~Zg3F-Ev#7)T+0B-HU^EeI5WbDKu<9ywt$EjENXWDk-gRE4bngi5kKbvX zd#9S#x^C1H0E_NFMp#6PpMXVPx83IshOucQ$@k!0Cv5*BtozSgI{XfSi6BCB+{DOV z9H6zVpIsk%W!BmIOIeJ?<;XA;P~dNQzkIP&_1L3Ma-49X`}e07`6%?3HX~aML!bpD zG33j2ZtpBcuEkZ~t$_dF#=`1=`P^fhnBW#Vd3dW25u#ygf<*?Y1qYSCteoBbpPa%Ddjg~=C5Vgh@<41QZ8qzzT0PFh zoe#jzMY6PCLJKD~QgGh?Ex$Q02VFB8-uM_)(!R;xdY|c+hwQ#m0uxN0en7-|oT49}yGw+290xT4a{m~Zz5|{HZmW&2KOV^l`<3$E;>u6q!C+?tA za-(DVlA)Aw!dJAlh*@``zrQ-`=F=Bt6p66|19R37$T^i#uPOvEFtl7+1sHP=98Jt7_ne?i(ez>gKnFBDZ~)0zSq~Q_QBcg?w@t6x*}@w}G~&}w(SqeEA&Joq2SGQeAS7tK0+-Om+4&lz zwBmpq0r?pnMcNTW?b&$ryZQC?3surJ$&ePPy_J4uCB&4SZI?a@MlJ$o3W!A&% zzo9%P*pE`S>z&6OUfdD{R_b#wu^zul{NwAS87a1e9CvYXDGufRodV99^pmzft8LEp z3!bAYXp{e6TLd$6gFwoEb&v$_pK}FqZ5&YJV2^+PMW$?bVf;&jenUspZ!+eK{nnEg z%C)Q~o7V*)Gnmg<>2kPx*j^Y?@I&ml@qlmBE07qya(3zVBru-yo4}%n>39erc6le%qAuSoy>-2^~yK{dN)oMcOzd8eN(HEprKQ09kE#Hiz+#spS_Q8H&Tu(wmHqv>>$* zbQEywcsgNTYpKM0QFsNF;kRQ9la1YI1)fp69EFqA=LNiZyCwM@k7@mZRV3@bN=pAI z!%3a&&NeLLi=6g2Lk^0U9sGT7}N(y$c zf0?jW2?Dy26$)sUS}+5U{GC5}_~HWJ+PZwu#%?eACw>UQ_=STw?) z{sosNsob_`hFP`$LG$O2GoojLH#GsRS}xBGF)?@`?p+@DW`dYx^US72G}0;h6lWvy zEu(Ee)b>TpJHvPDW(^Dt|GQgph*2)K>{Hfs^t%Q}zojRQp-yZGGj&chik>>bh-JNR z&cmCxGhZQNel)I!yn)56@WV$p>qmCXJPiN1nv{xMoLH9*uaGj`UH8EqcLY^3)t2}( zumQVXGi40WRrxxEk|MgQQ;z|dNbN>paq&}}qjDmR&GHe;YXlLj;OQ1A&8$44-{r`c zRscc_$@Q8!Sm|sZPuvmgevoa=11U9d0Hx|ZhKx~>4TuUR*DTLhvKC+9A01Dlvt-tT z8$Le;*`&Dd-$%>_pa9A}9rz*hq;*LcXn2A^?uo`TZn|Gdv>l2$>Jld{L2@W!k}!lz2B1dY$g z4*IITxn*DxURrNSrSLt8kzH9~qH%YA(US2NOgGTHatd%=cB{oD-$`VN(TQIu0^Q{J z5V}(dhT|It9FNy%n3xd8X_IIe{3Rc_HpPDPam)d?BTq)r?Yve!o8hWbPcdbw^5Ttm z!Tb!dmaU66HJ?Qk0HcH+AF^6Ny$rzd>g2A_?x!i=>eM*+q*V9IbDbW4x0Xumb=7fF8%&GbJ|&~w#jU*dE6k!O30Ugx)L;$0Pv9|WmS|5oPixJ@OK zSss$iyqvZB_htA35xvR9B4ub0j>PX0DtBMPFBlU2+`{#qPGa4EwpE0{)}RtzlS#v_)X>yU&ozk)!kd{`%%=B_^u`Tf$$ewnbSmZL9vs=jOP(0*$$|#rFR` z`JmI|^LOlrqfoBqgal~V6Lh9htce5(vUJ63?40BYC`YRrecFq`!^A$_8rr>x-5tEq zv=7ECWNNY`8tJov)8T9O4y(UP-6~j`;4DjIrLpF?EV-Xev;Sx1?w=u?Ml*2117Fp( zg=)h$O$cc*7LXC_(2_G3TIYI-*$gv8K{(sj$U&|EqPeMAT+)%T5Er(^2rlPy?b*P$ z*IR1oB5_#88ahu%CLgNkRHHAz%PLo~_3lFy|GRY(d8D0B;J>U!5nEVRJIZkeo-_ef zRE;_0w&}<3$cr!SFZNl0wC<1Z^cB0|vRhBwvFMQwopmvW{r#2Vh4#arqY%~Z7DPjK z7T2(+2WZ3xLa0TbcaF*xQ&}-*on9w9q7KXJT~)DpYF4TDgP@h&^_X7t7d?il@=-=I zOOP6}i^mZR1N^oS^acNieZ9Mc zu}wl}a!fe`A57glM?Jx{$o>*LPE1KyNCcx)blnu)&%#<$!+868TYPPS^drjfp*AcL z02NGB`)S3+Z8PAv!S1r%n{Y|5Paa&*j5tMoG8NOVJyDi-H_^H{Tvv7*wx9wjKhGV^ z2my6M__HpuKVVC0ZuPQKT~RU0(z&rq^5{GbuL`=k{`{Fhw$%sRP(Gp|{qgQRkWGNk z6B7SaIc%7BvNMtnr5~R8LoAHOH9Ms+3RwgG3=9WFpP^P>cX%|(rrIuVCTv*Q-Y>a@ z*(=LIVc6jMxC}kjhfMY#dixWuJ03sd@40`*dx!(ETZCTDWd%hpGO2#B7kn5Z*T zh1RYnG$CRIrnPz;w&;$n-_UQoX2-gYI(%0X#}H1xC1D1L(U+JSodF1U;kJ0@2Chvkx<6HW;r6+_pYI-8n+=08l$1v!QocxVarydwfmJSO=*p zNc9plrRO|OF+oN#XYhS>t{c4W(|OX3t`Zcnu3^P;yy%P>d_(x^OmQ+Lrp z9ZXZRMOSrF$al{krNedovwt2^AhK7H_%1y^opDD!-;w9#Qn%wUKO}$qI&IX!Q`y}> zn}F3H-EME&@13;fg=XhOChCw?RYZmA*2ZxqNyFto|v!gO0HO?f}mL>L5O# ziiXKhal%ectRO&LjAg4fo=#i4xvA;)ySHBpX2D?dNQ_?|I?p+RhU}l`p$=+|Y&aqF z*#a(qMI7Jh72iuY$W3c*|F9%XC%{#-2_sYG!}wV_3eBC9Q_qf55Y-h48XDNDW&DQf zRpx)-c zbE>nS)1rNvMK)^X$FXqZ>l#bbD-`b;lp}+Wt4CP06u`J|5twm0$Reg+9#!p@e!kZk zdkcLdQ0=MMcjOLsf9*Sjrzy}Fey0?&GH@GvS@=~Ne4UndNP#k#O5+r46>yg%dE*Yl z36Z4)Lkpuw(rRDTN<~B7iWS%$q?GJ)z*zj$+l2ktPitC;KEqHNh2pX@98PJ!RZ#o~ z-h!=u-CZ>uxP2ZhC2FV_ak6;$(H@1|><~`%|J+YeAQ63!MMJ*%E=HsgvL^&YLou68 z)yBvBX+|PA^B!)L=q@ zLG>&wUSRE>-yy1WuKN=DVOhAbraXGw5Iu1g_(m)pM@^ndn)IHRb`3#8g+oOH9aRO9>p|fz3H~$P;m0d-`{rv@GsP{h$CO)z#v{yVtRzf&G zl++K4G34pGKD&fAZQbu;($?l&Gp@V65uMkKW0@&3`R!oZc$gwdBg>afbP$+-f83Yw zE|0`w)Rcu)f9N!?1eOe75TuixT`LgFsw-~7lSbi`J#2$L zz*zWGa60qkOlp&3o?CRQBKneVqXQKijK$%$a*ctac`96F+3qbb4%6qP%3z;w@)*X)sR7Uu!s7YDV z>@eOEKkB*14im21PaC%6y2%KfB><}+iIM|@xoRO8!JNxz z?Jzhb$UZt;}Vr;&Fnal{XmPnvV5&7W*@H ztkKJBdQoMzwFL{#)8Yc$7d*_vmJyDc>ve?Ft7W}=WEjdCb+iQj$Z4mAtI-pilfxtV z?V7xPh#IB40K&Zbv(+_yN%bnNk;Z*AuE>_atEJ9Z`6?Q)ASs+Rfq-4B>vOK3oS3ji zns*UC&azN$_7Te-sha}pxNwWZ? z`b}0wchXQsy(MJYJ%+&zq+`>iXDur11^9jYxmqKWbR%6(qUF|-N)@)t+Cmw$t0^Bw zU5+Mbc=K)vT>-d#=yK!P>mz!GW?{p3#!hG6^KM;qfa8LmBmx?1aMj()<&-CC7LJgTQ_wcoL;rPUH+Kuu7+GElx<+X zOZmy;N639oy4sRCgv8$W0uiqCvcFd6S0}$3r9=H5WEvWxR>U5CSs|cX5-l|NuVD+}XhcJA|*ZL~^(KK>jL?(qc|1bAb4E@P*D<@+&OMN zbAV{0z`A8)EFrH1KMzIOtum~0AAPEOEQtG&=F7qi@xr{v$mMx72ld~9I(XH>2%R|8 z>JXPRu+B^<9;|@W`g5;Rj(hhTGpK;Qc+rwkAqn|VRI^HA_*449D z<@|Ad@F}lOqCR3}I)su-;HHYMoc>SK6PvQ+z>&zWJM3*AC0o=+P>~*#r|Gv<;Z;Oo zGE=?6>uH*rnwTH{p!q8CxC+}Y+*}kG4kq37nFIX_!Z|lC7;iOk1)$LUV<2Xajj~10 z=Y7sO{J)&bX~d`h!?}Dr)X?!YZjRU{+kO8fX9`7xIfI?*{Uc-uL6xL6v*8nw66HmI z*C~u~ob6elnpQU42T}$-U2v$M4N#3?wscErFVbWCcP-?Umtw0F+o^^O&n;q0UEeim zExY|r{H`8*lGqm;9wJAHFaw&BrrKM{y21~V%LGP^h0iTE^(B%ly89rsFNGc#X!UK} z7^ej?)Y0I58bYer0 zWfd3GwayKoMkXp^5Yjyq7|gs!qD*C!O1<=+w<1xBgx%~EN)!k`S`%+sKGs?1M>>o&$u9HF|TN?@NC;7K6sZH~(W zG;bfl0NJy6vQeSS$<;^x;-+7r$$OjRujQFhF!o>zH(NasR z5MovNT*sb3O|iz~jPmm);@do%$#0Mu3memO6v^C>SUcFOWkcvA@0UvWyPT~py-2d zuh8xQ3Ta`W@}rl|BjT>;F*v0fHC=Jl#k1c@+g?-W*oxMTVfAzd|2Df1?6SKrFHl0uIoxEJf7ADN7#eV1} zg~zt|1V9Ziq*jgAOy3uWunMMb7UA8$=-;cSA1=Voj(V8wo!pJf#I{g0uFsPk_cz?O z6~rJ@yXu>B4@!V6F18HV%M%^RpiRfvBRv7c&H}} z8>p>8g>Y{as)N`O{@Er`eNpy`l*7+uBR30j9_jP3W@b7H@dLum8IXm-NXCjq_7e6R z2v=JtzRK(3PJ34W!(2_*ZH9`S>=2odi;A?~KFV%)KFL~zOoz!l@ov5XDarsDx-Voy zoX4F}cKA4Bdf5qbUs#_$S)1o3!;tm?`ObKKaETPsYjZyhAMqoMBBS^jHU_y=5dW$d zj`53TJMvG7k}n^dJ;~47PgQ(F#bI0xw)*3wGTQb)%B;q4&`Y9iICZT8m8e? zz>*QDrNY*M7Ub4V#*nL5wsD{3%hzK7{Zco|=JWH0HAik5nx<_=F!OE0Vl1a6)kHF? z)rYHUf`&>poqb=g-hu&Yb)O6^0YPV}^2n5-h3d^-b)Bk9D5!v;Q$Mm4mxLAes^FE6 z;RwE57l1O1o4<2R#&Q&<^)Xj7+!mvU9D$@Ec% zW3lml-S8mpGL*Zm{6yBREA%`Xkl5qIE-tWF8b|QT|Fu25GyGL;MXTdeRFhNP%}4}A{irArj7?kf5xJVs(?HBo2+dKlL+1&2B#yS8rKzZvacD0D z?<2`Ky1tc+l5E$m*tK-wA6ZEK1BJ-C7fOs*h__&7*Dy0spV*Zx9cK*NiNigjNAGhA z9nC<-iRMM7Uy~h&ML98^tO-Ko3rBI)qH9zQGv<8tUTY;6R=w7)H9>7Y7a5N{NyUMv zag?HhHLd`ll4w+)IVX1wv||7EuUHR>Up&;aRf`v~-p^RJy3=Coz6Psj|FNkqDXu!@ z=baSuLpPV*`B;lReP;)-@OyY_hoYPmN@7e8v(H*ee~UOxk5gyEcwSqPMk=xD*XlLg zxe`>FarwnCHMIq6yB4R|O^H|9?)o#B0Pm9dhImKh11Oho?owhlwc9X_3#3&^xqOBg z(L`qwK_v6)A_AVRoQTDiL;XRGBO4_{!zvxWk#_opxj=Jpb8--IB2~&BpR3u@I3XMN z=kvGQ9me}S>&8)Tn*o;z6=&WWa{A*1ilh;EpVA+*&P>ncHNhxRM6Ucd^JALL4@`_! z;a$cuNbOew7T8h?@lXGH_WIEZ=#0MidkO5C&K zYEaziA_APS?FNOD7>qUj<~P);bDBm3g7e12zfA@wxp@&93_mTiSHvPq5bnHWVL|D&dcL&}#nqihAO?B{0) z>vSfet4=*2WsO+p&?xWFF$hr2`Cetpo{Q3;D*tC^%7MuR-;V;fKO!RXBej#hjKT$D zAIX8KFV1<>b#>oE$=x6uub*gNV--817zVC!;Yv@p0%gS38O{I4zosmyDk|zp(oph4 zen)00n&MO0rzs<+`R-L1S@!1R(d@)AlfB0ln?W*&XZ)@|?_Osnr z1_d{T3de4%pV#?8>qBB&`?`U;3t9(v>c*p5V@9-o|*_dkYl3VsPr$*YrK& z6b;?XSl`7~1z%0Li^oZM6($8|Bub4xR8mdDDvrFU^t#15H{Rz8mvOB}9% z#{Lvx7uZY}5c%*Ms{Ib(6ir%6A>ci}CAk~uM9Vfilvu0x)TlIseHh+F>qGEvNHDFc zDy{N=eYq5Jv*@vagB?I+)FRio2Yc`t%My0R3}$w2#)|l^xZW|TV`mqEAI>a)o7_W^ z9#>`-(_kHD7kIZzKYYT4ku+wt+uCf7H z5w;!uGtu0cE#^7{3Vil1LN3`_eWrV_Mtot!Wu)~BkH0+O+zQOy%(2PcqKuS$26M^% zj`C02+t&P(Ty{HhDUIv#VRacN8UkI^gTij}ym-papG)bpU)h$54cTr)1G(rgH`H^%3^Q?5ksdZD9L*x$+@aPnBG(V%brDkAen;Kf=2c zSK`ChdLxk+!%wH*vyNH5#r8N)t1FTSHLaBopP^A{dP~%-($YI49NYJcOd{QuI zEqGJJsQ;Kwmi_R-{6$l{c#P#M9tm#U`M#>Z#)j~L-poqV-Wg5nk@!!RyE_n{;a@Ka z6+Km-z$ho)d(prM&JAe9mSUvR$o`N;$Wj zrrX!R08{4x1vSgzvKK2zl{->13`? z<;A4grkzc6Z;pI>cbabdba})&w}u+7#l1joo~HP+)siC-S7BpOvCIYUSque>g;hnp~5 z_pV#C4CergR&CwtX0y~N0Lvq=4EWpo4W)OTQG06jb^I^?s5{J73^1Y!p`I_13Gd_? zc|mi%TG09Ezwin6z&2)u_#9;^J{CH_dG8b@_sE^#L{47$JpCms&}QCxb^ExYDU3+H z-nn3HPSj2=O7czRycj?$^*3-GRO;z&54BW5>b<+(sUGtRm|-qsC?QHb2+!@}o@VpC z8+|F>cetDMV8||?iq|36_?tw*b?9t^=L!o|5O~S>L+c|jzyKh|7H>gfD2uGLl+@Rr zRxyXLr4p`MVsTFDA0U3*sb@;po{A^fMs{puOudA(*+aj;1~?2n1wy=aUP0mN7H z$N9IR5iak6I&B(K-m~4kA*Egk;f|e!Cpq`1=liOPuONN|l@}s%*kg!?^ktBC(mwyy z3#{L65YNo|7JmX3-rMIRDXT2m=~+|;AYD0}PSgqsdqDIKU$-2TQg}@gdotJd;st=f z-xKKiks_<=MN5l~K6LH*5LgadQubHGFNM>x54XTs4(29ufK*__dZ848`eYJb8iT_k z?S`A)%+i8z=pTV9Up&sJuG$R4bLuqR5EsuWH{zroITnu4#T1|(qE_mnYzSVu79T^8 z&Hw`OgpIy`_l8HS2)H;dU=CJ3}#g zr%HpaLyz8YL{NEr;5KONkbQm$HGct=L2|dF7>yWNE2jqA@Cer!^Be4#EwcQSO=@ad zb}g7@d;pQYch68LV!%F&lYwHFet3dTHQTaJMowEh=gj!K?_kxO8^-b>tU8>dwtY!> zyLTqG_0xI{x#YI;iG}IouLfNq?*;#)p%s$og=5IRR$%-xmAbHzvftY(i~J#0fh^xl z2)bl72z{mF-#P&ElYl((J)O-&}cMp2CZK+-YNjvp;tmH%DtR&7V1C zMZN5iWzaVai9Ihnw1e3&Z)OrO$B>3A)g+HVQOCKBG zuL}x%7w`f7>9aHBSTF7~`r6=^iLM(ptllncodBWx8~pVF7unKOfIc%qM6^-4y1dNr zIZQCEAY+LOre)}Nps?4=UQ7O(_De{OKdO0dYkcNpAhmJfdV(lCC4@j|ufY@UwR93l~ zQ_8Ct^&KUTAN$8=y6eK-?w7|s<^vSg+5&qvDw|cnnet3py*w{cD18tpX3GADB?nuA z6|$o8Bv0sS;^cbe^Uy5O*&b>>3vh_ z{pIlYc5TxS4W2G1YHM!?&CQQvih6I(^+SBD^s27tpt)_sZv!-+z1>`HETlB7DK36uMPPfZrKwfl4qMjG zjtlcHnQhw&sT&j0f0{Jvyo;PP*p$wA zsi6orw#^kM63xo9K6!diY)zJ^VaC7-yvfVrp!B^*W&w1;rX)n>rkEp%y0PrG=8=N?mG)_Pb9$O9o2e=WE1FOx)@?on5FJ4|24H zUPvu`Wl||e?&5al5?1-O-<9l!U5ilS*(=pW@7Ijt6;PyGKRo~a?aNrhUa1GomY{1P z% zYy%9656|xFAXg4y(Kkj?EVvM!r?-_tD7)+y9;gJ!G0eca7gGOvu8uO8IL!T7~9 zs$=1+K+Ykaf^NI}zn5F5yF9ih31?yy?Pj>?h8hdJ&nFB6Cmfa1N0;cyl8d3tKp#q$ z^jq93-{kZC7#_-~2j^ww(S2hNk$Y-Kl7IERp-nyV zsLJHx0cm(~-_@dc>r9~Vs(W*8$kpNJ2)ib6k@>GpJGpiYq`N75hs@2y@7+GOe6`ic z*UWkRO01yp;iFe18pCPYJewPQUy-ZMk#;qfR6#cxuhZfLm(481&%?K2!9@_x_X+ie zoC^9S?f;YXJStx?6dS0Av$)?VL8aX`V@V5Ch$@qc#DsmqOVnJ1S4o|&NAGS@{q=I(KL2OetTYzRbeI@NfJy=~7clkywgCVD(0FsaVgG zi1(0T;#PZB1EE3X*NR`i?QD*SB3HQsr&cVO43DtbO0*B35-2zpman&*cD#IOb?whZ z^!tbc7rxW0pw{E92VWG*E`08=B=HumVc^Sjc z^v|zFp(k&1FA*qSIQzizS zC`!M-F9vo~HcMJ{zxZ64~EtOz|5B{Vx))?%l_|*_W?gdb_AM>3q)V- zItf@&){LdLjD1N-sX%DcDV#E3+i42)DxfOKwtu6I?SLSpex3yHva6(-c>5jY`Vnl^ z5&hG)DhkO>@e#ho;FT1NjCab-pMrDWbSq$2;70cJ#wiP6S;(oY4^I=OzGPwyL41~_ zT}`$LC0Pts_K2sh9c+UjZB55;wT|8?I1i8T_s7V8-Kv|lRYYyDU-)=^q!jR@DF3Pw zWJ;%Uif6VpVJ;CGFU+(!ITHK&`<&P0Gk7)$-pNA|Er)9Tjkjyo%XFp1;>7E=o7;3^ z)k*{#Fzx__``&bI(>5MKH_erS2R$>lq}kHxgMOUIbeddO!39s+7B}{inQXnD(hnU` zgC}8~2C?>e)byI#IQ)iUJh+_}hKc3wnXH zTDyeW>B|q194P%twu2>cO~3cI_*WivBrg#g+NV1ORF;Ke77TF0Be+MovQ5-p?KflT zME(NS1W5F&qd8_~{M>yR8Z}6CeC|e1fY|mgo@RtopQK7k@ixqvWT48N&!-(~=_o<_ zsPa|N8WW4^!(!`AxN1Qizrb2x)$G94<+`J`YM!yP6Z$bCY%|mM8wWx`o(m@2Dckx> zt9QvPc)G0&OuBh}_B*5v9e(FbrXCXuI-I-W*rX>6Lq`&H2lh5wtp8pIcqBRcZIVkL zl)Wiw6seZh*mUc}+bb@K%mMFkl-R^gue!QwtLF^awycvL&bj@r^Z6!Y)6q(DXn%m^ z;eM{d73&u;tYyL|Y<5f^Am3`Q(8DIqu15c)EAI+wy(Fxk!S+AsyK-gev>F5ntHaGg z@$No(avn7c5!dSRUsXW-hBgHar8UR$TRut4El}eRFbfhvfznKZ2zPW$ESi7 zn+1o01U^cEm5Z93*5w+cWAeoF>M&8RX!9C_MwU$4DwT--9lVbO#||+mUR>85lpda% z%ItC?r>2Kuh}X+19lw0zDIOOo#6RW6Td^5o_w>RK*p5?u@Edxwe&gEgLwK&0d!ER# zXzbT9#1`Y!0P1YWdA(BA$?RCv`+e6?ps6 zRVY#wkS!Z9;9swQtZuYq$UjPaFf`kKhBXTUIj9FwC>gQr0rr_Tx3FIsJ>JA?$5;%C40om$A$~0hTcA5U zfD7m83F8bLVN0E14n}BdKPOTuOV)=@v~}7&{~Ws|2LQs>Cn*aqWj32$p#aFxhJ`d11rs zoj84{Q_BYHoG?RNW=fdY4i2;R_^k4p4Z%fA*~d>0+9Yp0VpyD~z8%9pb=)!fBu%zF zuIpiwAntGyOdDuCurl4UP!`ANI`-|&AI#Bc)pZ;ee*sv zQ4dW5Q$*c^S$ov=%3KHqRmvxgzWSM~)BJdn-f5|~0aMK8ep8a;qeq(StUG9&BJ`}$4e5Yl?ycbVj9YEo#;tQOb9Ep8~m7ak2|Obr{gg8vMqib<&WvJ4yPIMoE6|C z{9h5mfV}Y`1_xVeuKl~&n|t(WZQ7v_d#l+RUl)kA%k@hL_E&$m;;pu zOQyfO5Us>^Y4v3wnRdpfm9*F2ZVLcpFl~XgzsLu<`xyi+Aqz8UKgs^Jy0-$Y>1*uT zJ9ZwYjyD;$TbnIrs+{?j`RDw^ZOn#&p=E`!fcFIo=lmB;9foTW;bR9>qHWK)viRa3 z;VZuqm=uz2wXY&y#4+7Zd*K1$CQV6+UzvYnroAfv`5ZK?rSs_pu8H2Qm672jS7FNI zgilf=Ya<2XGKJmLWnL>WaD0I$ZJNeJUm(|;n(wBCI)-3buF)D-$!I#9pV+!cJ`DS` zUl@Y7t6H-3rnw=C<}QGvY%l-LcIIbZYkBYyq_Z~Hu&8E!FS}WyoXfoC=U0hI47#@A z^i3GOKWjOuSZgLludC;#I-(V#tzKq45E7`_)g<960BBBs7)8!1r1&jj^bUSOJ ztz+T755>hu_>BaZio%>f#r}NgHgI5UOTiR3GQXjoxLHF#H?=M0+?y=VxRlRPA6d$V zAwpck%It|_`ONsn&C;2UW zs20q*u*o}ur)Sq|G1)%eEn0)IR4gg&?F!GXchd;Dr!#ys7#FO(Q?Smech!6BW_keX zB|61@-BEh3dA*kv70DgxkCMP+`7PSiEs~(ORaCXkCD5BTdL3-|9$~7R3CQeh))-Dm zb+#h2a~7HT?xFrr%!tek#H2_f)vi^nDHNHx{bhZ>4aFgdq-nK4arG*Ki;F z;Gi5u)^V}6);K^AxVk!RV@h{`$K%@4-96ygeDh82p@(vO=uMjpy?6KB+;_fXyj0qS zX!Ur!S6pEn`QnS*pZ`46!APHQ*)k&^k`>pfO47~Nio--jS0;lN{W9^7!CPgd2QaB^n7i>485Y>K7i zCDVOkx-z(#9)L|g2kE_%Qus1ak-gz$Tc7bnr@+^{gBw%~#$PvOYSxAyna zE!sRiIjDNgv}wix7hS~F*XQWCNGg#Liy14V7<+rQg-#y&IRErd#`afVnoj$K$#;rSKP2m$oo zMC61PKk2RX1LO1CI&4<{q?t9JT{Zi~ z9bE@|qgn*KU5kJ>(*uz8yzU5=P@Hjmvh;hvyV{3e8`4bcAT- zt;Xt>P1k!R`1e>;~2C4z30_E%p+|Ia;y*pEw+<|cd|P>sg%^(YW(NC z^R%S^U;Qd~#T7=4)9h-f3l|y(%$dVoe)%A|$d*i_j;=0l-@Y8LOz+F|-b*iWS6!9k zfM5TbyYfnH<;54dZ+s(1VVg@X;Z8hJS7trj)~$mSW1hAdC1EsUFyY@zx8NH;y=U~_ z8_Rkvx_{4ZwoI2>&zFuQP@)rnK{JZ?+WJ|YZTiuX>O0sIq3O_gR=^%SzmlU#$?Fi1 zMhKwyCJJ<+UD)J(zdiI`TVVC#GUz=P%(-Zqcf|d~GyV697U#?ka~Eh#lx2EqbB)vI z5Zd}R2N#JP8kI^4J!dT$`l6|LN_LowN}|`i%jyx&O!A{k%hEHq4KJMl*FF-9{w zPp@%whDiLXMU%WGSs|H9D`y?wIIq#m#P)CBIQYiC-m{Kt%z4+J-sSBBTEFsB=hS6y z|KPlO(tB_1?>*=EMx^58(tCz~&xGC+GsjmBtZhaCF1%1%hLfou_=!(wx-MHQGC{a# zk#Rt6E%%`h4bqAU-G-UUH%E?eZ@iJ?EoRO%^xo^QYejAb|F*TK-*p%FxzB0;eeXRj zk8y}%q(^$+B};U<6V>{2Fs(>`uRfHq7V34T;yK6Nzc;dY&N1r8z!{Z1lPK9T&d?Qe z)~s34Xw+iClzqa%@+>wT>hFmpYn=84y7p`9PtxpSJS$*l=2zi_wEbv^M&hY{$IM!1 zxzY#$^d1<>vS$CbBf*z;b~bqIKBr(_U5q{}H>)yd&4@q0HQj%&Xi!il%$?S!`W)S1 zEv?xt+GIs@^sz8^`YTErmFP|B&!^{hg%aj_UU!8Pi>CQHf^ib7`@18DoyXXQKGXPxLmGXyLPp5UpDz1p?H|Yn@PPFh^AiI z-A!|~ubeYKQz~Zs%UEU9FVEW#_s9EVQg>J@^p`Kmo92Qq?d+nJ4=RxWeyEuQ8RMlny# z^jmioYsSFB-07pv7ss;tWs^_TbM4Fq)II-x2Mvg`>s?Ex`^p#|ldXQ6Yn*L;u>(C3 zk7$!*HK+RBawI^ag2wTaXAhERD`(ZxU(^*&Za*4YH27{JiFw*cE2qrPq3BMTQ}_4n zorij3ZGF*}THH1sAV^YNQb_)r3F`CF_h{qkc=~qAl7b7^4Gc|3(UPfR%IT4xU-&|9 zP4(>ix~7_X`PKtVr~9;urn(^9z30daZ|!w1oM$|trG@+6_edqmfxwaN+nfD& zvpGE)-zTMq9eM>?GUaW~I?GsTZ#Q~l4B^HbjV_BMDVHosIo(ru`#%d##p6l2JWikpg>AOT5((6U;fB%;xqT+PT+T4?LxWqkHu3k^hEavTDnSO~p@=Q_GxGo@FqS=eS zTMy!hB7YBnG;|Svd8d|Vaqgm~`He;b^V!EY{&~yMzisQJxs5O`_W@}JCGeK6P@>i) z&_v52SZTJf^Ju6moDi%Q_De^r1^~TR9x@qR$2EEPbVd52shRbzqWQJiS-GTJg0WPM z{_`$1D|aB6vt?A3NHYGtqRsbMm^g>9gc6Gn9yL*V<+jyW)QR$6b zjk$CPeP7F({qG#=e|>N7Csso54bY_*YpJKXt%>Wj-UQNdus2$+l1sq+&9y?e$w)gj zH62m>`y;g{W`@LBv$PfzH0q{O8(UkaUU(rd45~{RU3tp4AKP%%vby8k7NfikTNW=) z-`DYKnsazmY9`oKKVAq1hty4q*VexrNoqs-Nk0CIU*vQjeAU$F-@OP(3Llqk{i8ZCeMP?Gvr^}+tVLSy}GC8%!Li( zF}@uM*tIxPt6<|LS(UA-qHqqomF8D7>fFD1{owIaz5BW%ySqvb3LC-iw+biolXSd- z-Ww+}8C-M`wepdKq_p+Lru&QJ*Rp3#^*LyMdAL6&E1b`1ThQn!H7oZ(Pc#^lv|!H0 z(Iu+UJSUb)$qGHvNniLxr@@70S7TfKvPlo9V+9q9@|P_~X^OM7*+m06rcXotn7kycD6&e0gtL9Bvzq@-+SL8^4EYlT$BqD3Ocgmc+@gyIZ zTTgnA-uHr~Q{5td_y*>SwJ@f5?4%{$+}BGIx*F!DlkwV?eVdHk=*d|gsn2xtJq8_l zxL@e8d$?Isavw2srWR9Lfcf(ezW&br&u(f^Q#Eod))Pnt0#kXZ|G1@WNIw*?&-&;` zwT>ErVDHf$F&_0x@j<0fNipu+nd6nOzFNHSQf(-RM7d91I()zN^8dqK@f{jfv=rT^sg38O6&C^YO5DFWj|f8^0ejuzTNiXj?PnN z*P3j3GV*IyFiztbNxRRinnhEE%=~KkjM|T#G;LpZ^v_$4{`b1Qg4MEQy5H@$nGXsZ z!SA=)PNYdaUSZldPGn_pSsJ{Kqk;I5{&;sdG0pGDADQUewn(7HB5|Var)}qNR ztsK+*22V*@x$m)H&gs6HsUO#TG^wyop6w!qdS zfpt5(CgxaQ;0A4}m%T}PZDY5|ntUQnhPuKD`XSMoKfF8=YsOG#TJNzoeZ8Y;$zZql zO`pAUdMsY&e5E(mQ*XS~ta{fJJ(aiLKV{Z4&uH%wjNkSAE|=Zx5mMr`HXfoq7O4|T4veCx$k+avsVjs7A1!^QWc$LqKDXUYjpMo z*?)abp~|f>hJ(+TyxL1UyAzT^bG9YZhn8kpKBH#+u5KD|{;|F5q7$YaJF_Gt`L}Nz zq>nML!Tq@p&0)h`_K?1;x#q81k0vEqvzC`7xUR{Z5K|f@63hP4@8$ zdT*S_&fuC^=k(aEhx%glqut#ZvFLZ2ho6+^FPZw*zTPgqV;fzkX}<0hY^1Ux37HPA z_lPF5a!DX<)%D&9qX_0?Cpsxl`Y<-$Qe%277~ATXWS^}^f@BjK$ox(r-%pqRTqb@xm<{P z=3dn8lh(g7XdEED7Y-lk40GE8S}-SxwC!aiU{H$5@6eSem<9Z}TDy5a8 zA)%NaUb#me;iRE=8{Lan_I~*uIAK(i{~nJ!;dFN@Lib*1GM5gTk_7B4kMt@B_{v@5LT?fmm;Gub6% zonDr6#mrhJzXsgMY8a;I+dc06YQL*J{xv$WZ_@nBznG)1EXedY#_o%9}kNcy6u`5l?^NUEy# zM@#hYxmgRo)M!q>SV|7YQe@aEZu^2J?biE|{@9`3*xqifCF!hm+2K-~t!E!h&mE-q z>~^K5c1K&hC#+R>P;3H!*=2=ZNEErfdo`WhAN|oEws=zUFRg5xVUu~MV?giy>}Q%p z?C#b|)aZ+Rq`lo$)8G^7Le>$8|76p8o0?TA^ilos+;a!?-pZAHU*9*$J{F#2;s0ar zJOHDp(l|cbTXwVQJt2)=MMOlzMzNzJoOpITyMh!&1R^3Js1(J93KkTx-3cNhQU&R~ zr;w1|vzzT@_Wm;y)+J>LAp{8D?=Uy}roH#Q_Wj?yd1F}ceC>_!e3 zp3BvI*?7Fn;r7G^sX9by>pcL~S?Ce|I9xQmSN!?N4y)6}KiLa-s(+GJDQiHNa#P8o zLN#cwju)FO4tIKqDMZ7~aqu%KOelWgIz@h!wa{R-nnXGa^o-Jf@w>>!1bxR)DlJa# zD?H~gqIBw=EF~_LUum&A*%WjN0g6lLn}?+LTF%k0yMBqu?(Py3ctyPamwg50W(Qn+ z2syo)dkPPYhXcyZ_VI(;E!&X?=UzAqZUB^?PAQAhs}^p|dbDpMdIr!lqTC^+jR^7NDb&=6-ce9ZVIG}Lja3p+^eyO1iwTTx43aMmR zuegskWF9IoLV$&971?E$ZCMpi`2AAPFyHdpl&}+JIoqlEhO2nei{yH)2 z$~Zr@!&?OuGVUXkZVyvnu!ieS>kgaOL}#1c)7Ex!xe-H!R4j}O{J1NR7b*>UJWQQQ zK|*>%0u*RHN~+;wc(5y2Ef3Wyg!ICVXvnb5n5eTcpt#s*`~7gy>chpT3!z%M)5Ug) zMzbIe)^LmZn(eLw`GzavgP^H!wF3o)B7+T@P}}HtSp(HlNVRIKGqa>RF*KktzQSq6 zPb%hKpOc8=f;CRJN5$P&#J!TOluIQx1;6^jkGu2l?HP*#Y2#%fR9jZ5sqxN`)#2jY zyW;9@vHDt7U}ttkk--jC3BlROj{tqU{p60kYS!b)+i6INK>mhyKGm7APd`&DI}V(z zeB;NxjuI2gG9r&>)@{$|8Mn@Dj}*bjH1!IV2C)vNYggYMk^2Iv$0PQzDoZu~1v5;U zCK&gP;T==$;?J0>%387V^z13xxwB@wLkH&MNmirr1ZX8Xtw@lC?b|aSekha{`NEG? z4qH$}h&WIu$i)n+=+`{!PI1uLHgV1Vl&tP9VH5xkfYn^{9Q9a*<0-d-Jyd8zJEm3I{k+TL zJCzJAA+O(T<$TeChbfG9H8dxp$Y>M3Rs%mXy~G@BcEA@jGO4(2gchnQDKwzg zS#Viy=@Pj$v%J7yoB7)jnM90J8uYq!%3?9+)>K-Y2x;1Mh<`qwE)v0Iaj~p0mfVsB z-Rp4kYYp4^B`%%t)x1^L>wu!!g8qTSH@sKeMP4LggVX~%MlRWQGVPZ`Xp2j#ZD>l8 z!ZhgT{Le6KAF1_tJexDicIH%|4`aE8$Ae7wlevN(K)Z|^*_N$~#(Q#LrrWeeTATpZDbZ5tdEJ#72}cjmhqYZig9>G!y^*fYTa=KNe>1YgJPJt-*DvVOuiG%dMPDkCdb8)e z8&X!_o30dw85S0kF?YF8Xorm+5nYyV57sO6IfO~lF?dIIC0cSATrR1(f|###(qI#zxB>IK$~-K&)BR|Q)Zb-$qy>yuriYa%~6C-84@7J753#;eYG{mPiyZxT!;&H zi3vPeVUhYYWrCL#pp>}W9)s1{n3xNL=CMI4hs)n`wb6Q2xK{Do!9sq00YyDm+m)MH zTy1x{(d{IM2i(&=rnB%Wpjga`C0s$WI(3XIAy|$0qGmG+aX;N zgVica^~#NhI}T{e6*ghjUHp~Hxo?3oOq*bJH<|6|$&$!WH4Lcpc-kmjIpx*)R>l$@ zwl%A~!s6KU=kAlG)o3de5>Z01s$E0?;wCFJSwg~fN@=uS=_oqRSe2eqQDqhzBohZ_ z%hEI4D>Ev+Vm$obHN)wpCkXnjX=K(Lo0jy9hRq&Nv)wuZBtc zrG&N-mfZ7rSdlpUifd}BTjn8gX^9Y?Q*Qn{qpS$o>0{IZ0 zFBN$>H;FgbfvawEin*^bXa4fXz74yJ4OWx{v^gj_y%K`B4^|BucCg&e`Ab{2gym<; z#7rQslds{_qX3?frM2JKzX3qJW(wDp5`|i8%MvWQ;$=A1U-;Y23_?BC4IehqV ze0)4}=~M6eC1}4`mgx``2%irP6Ld>hfFd?nC1OO`W!#b7;`DXTLMt|F)zOW|tKhg} zZ<|m}y%r{CUoHOV4up5q-9LTRila0M_H*qy&YjT)IC@_AcV7+~I zUZr(lr|`WetI%Hy>p?4JVvRzIsG>dHbF%VSv5}i_a{ASvF^&`(RWfmIr3HOnnMq{A zPdV4;;}i&t)rX59;~NImWRXt^FyB|YQJOy4Sy5}~ay+mQ%(07XW- z!^JMzast|qWsxX#W1@Gm+|nm0cuQs(D*nE_f940GJfkn!cB1_2Z8;l{mo_fFuASMH zyK^exXJnO{dHKq%ypI$M!_d%d+|VX6RqjEpVfgQEqr71+j9{=jKHium=Eu%)HM8CM zcV;2diZ;JA~zryYm}gko@d|8`r;W*p3qwNaEhynz38tTV$XrKqWQV zTtRAitzoho+lRM{)FElV>??G8Jh6He;;fX5&*~$n8o9*7f70NLqanVov(4!~S_F@s z)vIKvba3mt#OU#_R+HW_I`G@=CpTx5f4wz_;a}bh4UjkHHPL@Wom{GrdIIFqx>W!@ zi-^w-D8;c+s*tb%vs9vF*@#Ljii%1j|Df;i_+SnE zX1H*tebML7bYZ;4lJ;GK+!N^L)-N@cRfUNhLs9}+wc1-+j`SUvTULy{TBj{u&YH_B z#U_(2G(va}f}87Wt_(DkGx*0a8ir}hC%-HrZnbK>V8D5Ar>PF?6QoznDf^gpK_?EM z5b~nx?qRmQ`zrbQ@vBJu*npiq65q9qAP#-s$)g2XN4r!=IkR9 z4OB>_VyI}(JHuZVhOR8{%)9>hfm`I?ffHFzgxcbpmpQ33)pLG@Y7cK}lWBAj1o}XXYA4UDZ!f&U3FpZnZ?D4o=PO(^m z7$OxP-~N=n!?hl%q+ib7G2c!Xb0r*mxTnxKQaV}m)g4dn>vLO-UfrQ!-$S!TLsQ@w z7bg-tNly1z53~HrhI{05=zT&p$#7y!IM1aU%XdeciU_Z@Kn)F3=

Q=h)hey7D?GJ{I8xmV0EuS+lNm; z|JY6^nfC19dRl?|?qilM6Q+`lefavi`*(J_`qNk5-*CJP4gT*FZ&x}``-m~FI4Gt2 zxM%0VQACUE3t# z-bzH{#hrijTl0P01Kzsv<|^I?KKE}*U+#ME-FM%8{PD*}jvR^YxpU|K{`>DAe)!>x z88ceV#Lil?AHA-mRw?7u6!)D2t|Y;0@v5o1XUQdEwBTsm6jE7Ul?|sLM6Z^iU!VQ^ z(F(H@&Kx{%;o%#4VjR%q>6gAQA9`2#Y~h0L>u|S?2tZXda9@V-l$jiMr+eXFS#Y}( zLp2qgaN<@$K(m$6RDIiG@UB%poN2VM{Mr(t&;VK62yJ5=GITh>YB}%dGEq8ZLdY53 z?Dq<06a$zJ9Ud&^U^pQFR~~*mBpLiO@9`pT=+N`$(IUt#_^R>2YB$ST9NhgN0C41@ zzp~J278-2v!7A3nmYKMRRCbqpUvA~GBBM~A1)*hexP`Z#a9D|vn^n>=O3Rlcbl4sg z)T2elS-+c%R;O?Z?h9*}>~3BKdm#VbUzd&xLeikfLEoY;MixUEe)d-ue1ei{duq4_ z9)OFhJ4{%B{6x9st>2E8@yiQAMhbd>5pg{zgi4XY7Nu7?3#*;H(N+9oAOE$(w+g^( z2@Oz&1}Lhnu7d@JK$Y}xzOlmM2+_z@a)(qbmrF&kNmiL<$+jF}I609YYK1oA3oW}p zuL}1POoYq|;71^Zp&9H&dOzKiWplU@No0-9#SQoesbvs3AFaK7{;1roylp3MIuJ(~NYiU4AMd*~!EddIyVL_oq2AS*@uZa+INCLPzXoW;I zQ(d4i9i`O{WTM&bn!h#!QAJK6lE^jhql5aUn@W=9nv7D@cRNm^pdwanLb>r>SPyc6 zFJs(99d8+f^&pL+^@tSLDwbC}>K!KIoSy6oh&{DT!oSXeQY1ro<3ECmfaNAi)fBT@C9Ol0?%`|NJonA+3Vv?Cj2n&- zpYeqg-{?VRqprccp<2zcqU!l;(uKjV_c{!YHVWns&m@0S;R*`QI3exI_UV?G#E>}j0IXFPht$ZfolJCf^LV-jkPJHSerNtz% zm?A_jm%$h-bE_RzRtaqh(T-AKJ`mrjgFd*VuuN*P1URiqn?-Iln`A0sWR2^U_8dsa zIbLf4Xjf41k3H`ba^$WLK1e>e7Nf7i{XphsVWn47oe`0EF^_uIRn?g0xP7>`yLaY)HN)a~!pwf0`Y zFsV;Zws78sC-!7|ul+Skw)(#BF1A`r%}!iIbt1Ftp{)q1wT4)VhWXoU|9)rg_1g~I zaCBGQI4sgK*_kzoXjr-rDq(+|tO?ALrJ1N;Zq|-fT*sB)GD)?g6H%YBZj5sV&ZA4KP*t?h@Xn zby;laJVF9wDXbc0pq`H0=@e?>ABT&cao025>3ETG%`UEz_G;kMQ0NiRZlKbIHgEvf zfXKM-X^Gi0trx{Np&m5BTq`VWbIZxJjn+@NrTvRb_oAxWWeSmSjECzMSw@7K5g!|h zUOt1bzZRuhie8w1Bq~D3iVEgo%&Gu6Hyg%-j=oY8Byw=x0N48Be}c=Z4@MtkvAfYA zWJ-0>`Uokf%f-UIxPq+>{b)l*p~0?_N(%Mi;)rT4X8hQshj&Gsx*%^yP#zVpvQ*)o>Qds#+$l@KlF}YwRvg zi#l9x8e{uSriF2_a6}!5(y8zO{tYhwwWHoD z0B0KF{I;%9pKQzuRLNZ|gX|D;M2N#5hl+*h)w(RwBFv|a3+6M^6m>Y>l z4_70o+`ft0npGiO5MuJ5MqDC_=Dc&JYn(oxTbYUbW=T!YFXF@!vYX)-F~Tkc>ACL{ zsBKQy9{w3DvI&NTZa)<_Nw^kKV*cGb0X}-IDi6s$xO3#v?YStZkcH@*5nEhD#`o&D z2)5zh!-+?t5MksyDycBrr`Tvi%#RhDg=cZzM6KA*d1)wPkaNO#xDb8p`mL-;NUyPu z0quOpjHn_}8imB0%f6EiY7LWRm70)cJ>vBx23wVtyP!fUIV=5x!d%U8OF`sGtVsB} zqs4o3xwTs>ad8*&S=MW#S}1}J4{W8hy7 z?-eJ^?ymKX)<2IFZ^GFOlWP!eWzcXM)uaim4hRfNh;{^pWO$U>@<6WvgPwf6BJbwaM~cy0 z+qrQA`0-q3BKc@8Ai0-!x#>`B2Zs5_%XhPo&7NNlm#Ne!mM(F}8@7ie@%zQdL{uD) zNUW4g4jNd8l^YtUa#p+eX!R^xK z{DO9G)Xi<<;g|`D#oxd{p(bvZh8DcHN+A;+Dy-&SgyUrlGOf}hwH_?gDP>zEnt#t& z!9|}FN@BG0Rwt`f%S-K^Ac+XNrPv|AbH+-Sn=#tC*HtV|Hc+iV|E>#Ac2g^HGp9%L z;uqUcCMVz7DJfj*6?msDT;$=(h=(6g@Q!xr#G{35imI0@AmY3Q=IIwda=G0Gs|%<1h!65s ztL|iB;qm7MCuk~H#uZ9_l*EBl8VNBmFnZ!td?Mrh5@R-gfAitLDUZl&#;EAL>gydy|0 ziw#oY02IG}_m1Csq9V7%WG^!}%QvMjYrR)iR_1oQBO)TaA=oY|Dynsuo#)hyeIq}@ z!f|S}#p(TfNpM%!$lP*sdT}*;Zg@(lT15t1kVbZA*9f=U<*skWc%{i^bGRb3io{Tr zLMp1_y>@=6M1qdmSs_Am(hIY|L@<<7-_oCCXk-Z# zGEt#bsKscJRd7%=a`72s?ma7v8?@$pXr=VbXT|8`Nulb4`Nrfh4L5Qx=Ki5yC^p!- z#^}(J>bc(0+aPeR65RBBG2?K1(5B<3qoy^jdAw|~3*H|8$Uww($tZ8g7x)BdQX_Rr z$nQ{%jDLzEjo?Md-rOp?QxYG{%@u@FfbT1pa!#?+36ssLgFf!ZM=0Nx4AD7-($#{@k+*XJWjg1o_BbiIg=MlLC+ z;@(Jsi6XQf++8>YvIQMk*BC9*ix{GFLR1~@n!Rq17|9oL9|n*Lo+o^lApRA6xJ2mM zuT2jA{ZKI~2vW^!bq5?}G$VI)`RN=}7Ea7?*3 zmmn3KPQ6kRj)qajjpCX4(V`kX?{qo2H)b79H(SeJgoNMm3d84pMACQNfk)u%siW zuc3-va7G!MlY4F{61_8YtZxjft1W7WEmA5xW8hkYpGQw$5ukC3BrxDBgWJJ?omh{u z#CX@n&8G~QxDm!xz^>~vGNWjpgwDoRY;+;VSgA%oK+ zVr=@LytoLRN``)|vaBRHA;uw=oV2^_7H6lZfW#0qWr_nOIy?7aI!Q_=&7FMHU0AAa z6QYiAvXBH0m9$K!;dHf&Ei>6`ti&e@4Fy-J;ao+>!3il1iHxfCbt|V6<=@OQw(tnJ zVj6`W&7jbr)z|^umW-`tMb*-OM(|mQ$KY^^EFzf5acZ=hLGz{%1?jj6rCmcbkTk&| zTz0U+`)3|cp2^8IalvXQ%ldaP;<)C5YcT{j5;3$pUC@3utvj!h`>+s15v+lDmQ~vt zs=p|HX!nvs)p=DmVUS2EL&vIsagG&NLs8f2R$_vbaLK;eo{L0PSe)qVjaH|(NkTG?# z^XhqCO7l5u#-;xms_@iZ5NXDY8Lz+ox^Kwp)vML&(;kKY@y8#R&{Mu1a%Ov#IO8O@ zG7@})NEOpV&*tnc%-LK2@g-KqSS8LfRVexIb$eF`wz(M%%LK}qa)Vi=WKadHoU6wT znHSrbI1O`XTk(;`J&>zw!0sLHOYdyn4A z)k#^_?4MicJkyZR^YrR9%QJ8d%U$ zNF{r+&b_1}Mu%;qT`gf$+*0g}gyr(fY+{@)COV)p&*zlPoID|V5h^y_AkO9U*V}Ay z^N>!(A&^Bg&5g&S!{DZ6z}>PlYSaQLQ&MIUot~&NE2EQ$%F8QcmYQ$_a~8FuZWZv& z4)v)iK%9wKh7}9Zv)9Dj!zI>gWh!|Sb*s-r-t@A3dU2l0w`%h)j?`+cxuBgfn7H^0 zHm}Mo6Dmkn9#=ss^NPI9NWFC@C6N8AQkA)c*La2o!8dv$56sBbG8u0TIKij_<&_p0N}Y(Q zYFr%rM;6s!y zyHd)}LlbePKozt*ppKY8F;iAjPU3{bgKS}*&>#I}oD)yvR>~f;<#3RRfmDm#+%rolE_Ai+gz zz`9oQV~Rd8x`zh0Yx$|wjWl4>Vty{^?OR|J#=7h-w^}Oc8m<}AJsL&g+5+SI>oV&W zm}mMY{cm4kz4y8<6;2d$sGz#uXpA4+?nqH}t$W?sEvlib`JR$qTwPpR9uXFDT?982 z*CA5tY9PJdIK(%)79@wtZtWDg@?cSuYe(a=qX{NzWP1H%Jt_!4K)d-q`YPmGIP8_a2RgjX;#uR>fF z**tvsaD?A*!wq`9-cJ_WN=yk#ZdP;MtMyN9&=kEJwo=m?rTz^!!Z)<7*_BjhSHD

XzIjCn~NM~yJ{V#;PDNS@%Rt9_-Pv@Z~VdcT^V0!NY6U;X+B|Ua!7z;=#}xEV**DF zke&KIfkPn^cZ&-;+j+(ptpV#=$&V=%3i*YKXJZW5w3s(Jz1pu>DYC+qmz;mn} zjmeItndn?DD8wfcV4H`<6zx<8kl-Pm%`V)0`kLdT-W;Ct-dQ06IOJLJX(UOglpIuM(Pht2ExHVVp z@aAvL>!UXJxm>W3E$z8q&3_vr)Q+=i;+o6fXiNj>J?pGovSy6EbyU>d_XRwJbR!4` zEg(`NNT;L-7)VJ<3W#(KQUZcV3#c?AA<`f@fPf03bV`>rLpn6?8GWAb@A>0>*Lv4- zEtO$rKA-zJ_nf`=+4tVUFmm0>Z1LL~?fc;^UcdeBsu>vk{QT?3vTKc69Ovhj7Vh|O zi@iBTaD-}irc#rfE^27?H=I?f`AYCpK0-f1LrY6bLnB_5;`Ts=@pWsru>NNR+`s1;H}gM`#wZE(IuEh zoJX2PbDl2aoNe7(AbQhvR@g$0x-zvu_HxRjnnJsC11klehJT^oKB1LVUOs!{w5GkY zm%BuYBeHno+vTFhQxeSCHf_pnCxyQXE;OC0ZLxV5KO99_Psi;4ON7d*5h7V`K^ISFfr^^nUH{s|b#W-wD%C+duaIZ6qh6aet)~mvfAPIGmc`gA z2)~g=ow+_BirhBfMV;}J$A0mP{du33b+)z^`g1xqB})S*b2TS9b?!`$D4QRsZ}HUWiaC(5YQMTH=?d z!e5jQWFZP<2~|H6p?vq=y$a{K8}`v6M1eN^Ef%MNdXVt8zkgaT;{BNC!2U3> zYJJH5BXX@eCo5|f79iEJq}g*41#UC_{Z%Jp$J#MC**&RPet?B2vpRh*`F|ghh57RV z*l+&tXa9ROe_s6ebKuju#SEJFlbNCj{UX3F*Rtqpz)K(0<@`nCDVZt($8ro#o3{nI zkSVG8wWMHjhFiSZ)LuNk7ILM==G3my>0t&rO17Hu2Hp?Em{uifT_!kAZa)N9=M@gE3G19i}*(Hh&9gAr^V;H^c4WGp=uzr{-n^ zOA`P4P(szuzUfr^=c(Y!dq@2l%|EZARQ~tl|9lP0{{jHU;6G2`|KrF1e;&+#zxBV* z%R4%j819ZARxBE0kMvs`Dq$BE7QS+&yEBGMGufs$`v)AFo~@Nu@3r+SFfh>H-+y;^ z7tVzuV3kNI%z*J6t8p7N@q^{RGaFgi*;ZCoztIzZNBcV(;nk`fZ-gvwK;mSK`rgr@ z+(XZ2u-(cY)rV|Ml}3Wst-=Fs{I*-ny5qckTCEwiH2R}X{_1Eo_NY9+lOv4D(8@Y;s=4@3})tAvzbNGWQYl9;7w>W}I z6)UhK{O2ya6%>_}j*c)B<7u5zTQ5GD>XllAp>evD;P|W6t_(awzujd^OH26A{TkQB zp%U}uexz~5*06Qj9?1*xbJyfnSP$9M4&ZQet7}Oy(dp^wR(-73pHW=6YDLzA> zNr-*+f3L5H`}FhtqWYf)w8u5gQ|sh7F7q99;h&cWi!e7tRNsh>d*TUw>5P9y$xJa; zW%>!Xh`|4Fxi=@O+on#n$9H}56ZUjOa0)(bs@BZ8%R!^|ZpSs7nwmNgCq{3WXTDd;RD6|j(u`fCYpJ8c#M&&6(>h%zjyE6m6Vi-*=^3Y z-O6Y(4sE_-{^fAHR|^hr`e|46d9h+GHZ@ho^4m)hyMf7lH8nLjHgdGAQwI6vw3l_V zZ)@|qi^i!_VouX75$8k=3I=|!jzlp@?@v8rrq>J@MZxi8^@p47C?tm8sHVKQcpb)6 z?8`|64Gm3GQ`7VCa1^U*H_#lj=ZA+rD>dl)gK^kiCqkKhCAcb3Aw*EdeTCtL|MGRG zF|YZQrg3W>JgxY>WyRWC&YUgU=Yt9X<^VgyS%;J=u3PRD5L+ zW^O$HiGb$f_nHs!?YDNOrlu;Is27mok48RD(E|Xum){?~4Pn|8;^+^%V4tjjiM=OF ztt+9mB08EX3pbXbTFWis{~r1FV(&amnJ1G0gz2M&HA_74H~L?du~0);?L&OPL5oe4 z-*8Ai>7s}2uZ8A*|9*2J8ulx2fW7lT{-ENkN=g3|LdIBX*-p>hXpHiHG+tLdP$tG* z2-A{NM&>xhV?6A|i$jQdR;6#>zNI6MzQWn{4hIM5h8TXcwRcoRVZr(G>vH!Lf_#p4 z25*T)+s=HA!la6sHQ^`kbgMA;UyfM9mBy1_eqwA}qPLGhrzIv5(mmT|l5izblXRR! zY`7VRc zg?Mp6(j8F5#3mdkN<=4iggp`zRr)FMD-)8;nc{u+-5gCSU(A??NkJl}es?sGRGsCjx{PxrtJ>Sz@?^rrPY|<)O8Jr`w8Y0)PWWs^tQVJCccv1(h=?cVhuUY$wRLP^Fw(Q_d!q61)ULRvHL>T6r{~# zt(A!eS$vw8<8WlO`^pf`p6;@Lh25a7@L3|J$Dzf^Gw|-V^>*Ym8jn(HGGDE3 zv#}?bF)HoCyK-5qKJXAVR5{u3UeDHEBW5!%(eoKBtA?{>J3Uhib8rk4k9E!i|=&tgU<7(8IXNjS6ZDy)s6(O?R5|J&ZnM?l48duf z22Z&xSh(h=_@awPcUVizB|HAalngK*AraqS&!~R`lfTbyHIo;aNDx zac?QVNJmGfDN9Rgqs6WWr8CHj#ae#=X6Cy9sdLia+mK8tnWQ|wJZ1KpjcJSH^4soK zSw}Cg1$z#Cd~^;!OLsH=H97i@0BAf?8A)q8GHSU!MA6gG@0NZ+W7`DAohx8<(9 zzq5?#x=wktzg*Om)deRdOJBW8+nrBmHg!SVOysN?s>^`vtgtFi{PgJM<*rvYM9V2q z*UG+GT4*>pI20HbCS5pgm|F9jOos{rbE1S@Bu&C>#7o}*)i6T*2^>^Pz8XkxP;82mW$Nzkp2%+mD5MC8>4f)kf#`(K z)!!87#nx+<3(v{=)(zW-6k|^!)-`!DhunvM6rz3`*u2k4^F14zS5qUw&ThW9IT!s% zL-p6oOLuiX=;4ry1HhV`G$lH>P_AEQ<#opH;n~M^8(+X)D*CV|3yS%Rvm#4hnf(+q zm7|!*Uwj%k;C;*YL(wo%alwq7w9BKN3X+S%am{E)kw+73l5&_!M)JZGs*aPV%Em) z@$`q$a*YE-1gr(M78w=OJ_lz*Q@ENI8KZ)B#4~QkoU*p0V%U31DZ?OSp?c>|?AMvS z#hkQTH3Vb~a&-Tz#ZEZ>FDqKCFkhz7M`vmMUJ#_yhU6x;v3S_@2ULTelA8#bPZ0OZmHh!^`pE)>j&ZRJohXaL2DC)a?@n}L}PTD#VtF5x^>)_Oqp=-h1Tx- zPs)K(3Yx51q$DIPEN1SC+2dauARDw)v(VJ@ssCXoPRc>(f~1?ALZ{&87jaMx|3_N> z!)2;m|H~T-Xua$IUw@6||AX?pNgG&4xg}V_b(9+vsB&bUzxWU9n%?|0v!Si4tD>S3 z{&{*J55w{shK)PtUw&03)%N2@L`1}+6mQrKiR2QbbcN8~MW}i^jRAO;LX2}yXj%Sn zGa#Bw`cKJ*nqK|*wXk4g4@G%l$6JVqP8RrIQ4B-G7a*SUv=y2tuA4J`8=icHI{6!M z-|XVTdH=&LP1Q5+X3L*}#oA@iZ6kz)?bLKZ~V0Q0@Qlh?{pKwLSp z>M9|ysmc~|C$G<{jP>J7%QHDU95lph&L7j#+5b1P^Q3WYFB22zH$3?_J=sDaMu0qR zgLpFRZCfG1!*hc_G45Yd8%p|OWHn^yX%rJIyNp@pPOxOvz{AB|I+`C6xFVYY zA_N|9c@t;+pWDeKPHj7s?Y;axGFL91=hg$aDo{5!FBb@mzVu!@ZUf?TIk6qmBp)yR zS!U*mw<=K(ijdPtu8M1L_5wmGhNGubG)18$FrVgUEOv#DZxu)}GzKV$i5Vqa7Y_Hf zs23c?u=MMqdV==7dv0r^dvI)b4WxhSde4pN+i#Vh0JaBQFY9}_8+eM;*k|K&W+ofT zSilg=afV=#8Bm;Jlx2H@uCbTp*T@SQ85xk*F;HlQ&yqK(-?+i#cenv5UQt z8T>Kdg|;xY&T-9$KNMosTaI;c3UYIIft~JE*IRJ?~N^+yd>NYSVT+0Yp+(Rz}Tq;ldG&4WJcVB+DdNpjYC5zY3U1rWl#=)Pu|hjC$0`&%?CaRPgr>$Q9UK=}Cn@+H-oP`o z-B*{!b{g?0Cv8uiIz{zNJ%RU=5(rLI^>%}WFJ6!Zd73wsuD~3LWR{J*ZwP!z!4rZ5 zti;~2ff3Nf^TViPM+RDPbKdt32 zQJwPx`4%|OdktOV#_n0V)e9FtdXW32^YhV!^u>#(GS`6UTn{1JAeZ&t=I+zAv9TGu zi%-pP=8VV6PzgvX=0DzufS~jps6J2!gc)ayD$CINAks%p?uTCWjdzJlfd7W=y}Mv3_|%x=N`%8!pH#`7oEX1yTtsXd{?$RzDuHMR!N z28fHuuQdpa#)t>z=AR#IJgOYy#5Z>OOb41oAXR~zBm8a1KiH8X89W~m?RW3qJ#F7N zWCf8o471CLyR(7_PoMqZpwoq9%1~2MwXLE@wkcvMg?xFg2|xW9QpvtpIra7fpWmY z;kWVm45KgVM<;-&$xlxqF`GQup({60P*528_=wqa5{KwB4D=#!bgJi%Q9A?Q;xC`8 z5upGSD(WEYx^N4-tq4H^^)8N?3j|= z!V+&!&L5@Dp0>7d&W&VmPfrLXv$3%;6CyV;(y^+4e}<5f;sS!Px!L)AM2_m4(vpl(D5 zH%SKI!nKY8WrRCE*ja{R9~&1(eZ}kyKgH`onAM@7M5C4iI7}5_b#F2)ZgL1Y&lo4J<4z86%WaGv^V*b^3Er0?$EHm^UQ>f zD=u{IPWP5*_O-`xH?Y|vf^d8b$_tQ~8_W~zlM!7KQ&`q%!zuMb^Wxq1i+#n|gnEXm z+E51gL;Pjk2Twmhj&YG+uAoYkgwuSM&G&E z*fMi-L#G;iL)Nuq_Od`DfH)zg=Uo7@VoBp5qdKc|kI}-}X{kD18@_zfwh>vhFW%4b^Emh4jWG<0_?-{0%T zUqrbOoJF?_G}y!BadO%KidIkX75;-Yof?Z=a{*9(n*o9P=xqYKI0L|mz;G8jRmfc@?3rXx9i~N*0l=rcR41{&vLrn{0Mr`q4VN%nED$ixpc$oRxW z5Z?_{9~uG3+x`sjL$|=-o}uCS)2I6YAVD4jph1ZI3Iq1&XL*0VuIQ&aYde(7rQ1C5 zOQ1Du@!f8+{~E4~mcPj??wn=P;0y8#kdWM55SFM6P@t^WK`JAU7o0rDHnYL3kW7~t zj-$j@@+$4irC8y|-g)@3@I0|yH76bSrzcpTUiHzUQRnUW@biPaEu}=VEYBiw!`Ug0Vszod&h@couJ-MjryG&OkhDYaDOO) z9Rqbu!X01k7qw09SE&~`uQhy!P!P~V6CD7!$a32c`3pvRr&_7&n-q?b^2Pp-G zakcYB?OxESd?36p$oigV6|?&G@)9<+4;D?p6^ZyA9|HZX(M=UJ!);-*n5q~wzOSd} zxxH{(zDZucK)(#zF>tPiHxlR~;j>wBF)PDcprF_Yzj+3GA=_V@fUE)Sx*6!~kY9q1 zg21(xLD-ZMnfh*3JYAht&Q^o&v>ZpUD2*CA(Eu~eAijJZ7m zW`GTli~y8K4{6@K34SNR@{1h?&?OyN#ZH2LTagwsW8-n)%SMlRO3TWCL3p`;Q{geH z^Sn|%2MW6DXFA<&^u&qD$-XYE8AK7bw6si?Lf1Moeo^{&AA$75pZ58*l(|qp?Lyf{ znY(xHbmG)M4i>o={XwsUjfJIg&RIOA0~!y@D9ku*6Dbf^HMB)XBX>}I{3X(kf zpO{^Y4+&9yQ%uqUpNt%NR0;WN5&AI36}J5!^vkd!jtY~P;!ysbyu%_lHBhtoF`Frq+GlR}OC!^kG;-pK+5jJTmgP(NwcXyk>5FZf@?*c=cN;Z&ZCu z>b+k{2iuER0kguam6nu50&@mc z^Cy6-lI725Ob(OhcQ)pE_udbMn*LhX_gccFj2>|=u2p#^+cu=y7Z6hY!uXdh;P#(Lb4egw5%!D6O z#KN3gK;Vo{;4r{hV1D(`(f}2D%x%zU91rr8u;XN-PC|}wT3prWhRnp<9RqAu4XpZ3 z9j16oALM19m6ER@Ua_;Y7eRCZAYM5u<0Hm#el{6EAOr;Pg@-mxHM*~aAI56)q)2%= z%gf7aYrkCo#;owGGfmcQNjnI$Jop&g43Gx3^ZU!JJ43|!Y=i-}Fam{c7Raaup(eQ> z1RQ{Q^-$ERbWyi~eB8Gb8h#^U$8vb~wS-|EAO}$R0 zm^$tf`$xv(KQHupJF29O&e!>i;wxK79C4SSW+havxd!?J!mo!6aR?qaU`- zbx!aqs z#WG@K{*vsIsDMAp*k9PLir)J^m9--dNH~;~sJ(P}c=+?@&%8fGS&1_Durl%@>aKUx zzAm;%Hknlz07wmwFl!D0r=k#%Jk<|eNGkkxhP?m!o3Mr%MZ2J#Ze+PJ=^teNrx9#G z`L}b2{bnp%pdGjlOyUm&?z4i2$`+IR{{8bQ*_^_`6de_P8@u+M!bN(xrzWAcFV7(9v;S$)+4w1_vu^#^Z_lp^lCY-_P54#9zu*&GNb-~lEe z!Ba265CP_km7f)tL0wvMfNk`~4?r`K5f}FYZ2*uMHZ>1#GyOAmnRHkG;wbSH&DL1( z`n>t^3rb1x6|VQ5Z!S`FsREa#fB78{U&b32HyHq&MfLkjkOb<8_y~;NBqVU!GfR8F zv>e77LoQyN18xrSjZa2o^mQ-J0RtU3>eHvoK{JIQ!xqY!jY&iB#969CtpMmc2ieL5 z+Ud}*?OAjcW2jwmN9yS@km1VfE!Tt70@zHDrRim?M50;scY;h$%kjj^?DXA*cJ2_1 z9o0NuumUwBV^{=$tPl4q*PwAEu+60X6-Fe1-v~O;P)KARkJkZF8kBGXZuV9=g65Zd zAbh(ew4u7B080-Vd5l5hG$;)VQy@Rpyc3hf5E3B_wsk2S-h8awbq0jI0e zCFt^n25_Kl&0NBLdVa&)ep~7)+y3`J*ry_C!m@yog<3$RZI*RWzj^aC6NAIZM?MfI z&k_?7B{nUF%6WP1rOQ8sCgQV4=m;SE6s#T#U92{mtye<}Yjzw!9%E!=R1MbU!!v`Z z!8((QQ`0dzMaEBd*H4BeX?Ho7woj}J&r5S#i<3ALao@VVZt6xIuiipxHn`J-w^Nh} zomlS74}{-%c%E?=;?_Q2a9+?V;C~*-R>Q5NNX@Izu93kf9mo0l^@-?K%FSLw@^UpR zp)^dpZt~5ZSee&SUNRH&dorEwo12=FtHKGECLkc+hhTVZoyyv?hINVfPC+Z`_+a9s z&=~b*NqVy~PB!Q~7TIS!9=NA#q_on-;Z1pf@z2ZHlMXQFZN;8msOruu18sXq$E3}e zJ4s89a1_UamZL<W78!bC#> zF$gQ>m=DY1SW-vIP#cMkxzgS?nH9lONyQ%oGVeD40mqrB3g6e0grojBk1vh zI=N`XCJ^=yYg{XFeB$4F-fc~a42!SeW&S3QOfkB9^o%OFX&18D&`!PM; zKlwC1YmWd|Q9vETo8EJh?!31>w8KDpQbtmEd9^4izNZdT>ZB@BDRZ2?x3k!54U-ou zYeEmXm05|2Z9dF?q{@lCJNjqZIvD&$o!j~7FW$xU-PNM*J^+x6k9q}ZiQ?<)R5&s;&k%klgak;zzRUscH^`aFZ#BoCdCtS5JW=8@zP7YJHM30 z-+06oV8-z36apbP%{n2k62-(PARya4bitp2HSk$392~j4;aOO}Z=0zX>cIN7oS8U) z`wH6-mdtZE%);f?fZTSyGcFFgtw~p{DZV;E&p0wWIFNsHA%H%nRC|T`XXRrPL&Fb? z`9Kv8L3HF&NVNJ5vUvU?s{YA=t*nAWn-(>y5Z zB&4KTYiaefvFeb5R27W?OxVPNt?|0N!8>_1`aGxhcwOU%Wy6p*G#u>g?C`ESp9M8z zwAc*q_N$mXJ^}M>?Oo5WwF#g>;G$NajgN~{T&x~j>q^TkNd7FJMrvDme^l0@efgbF8#fXjAm#qY)j+GT$TbO)jb{ zK3hLTzwTOfzyFEFYsaz8$I_;@3uFZ6iX`-3Oya>!${DIrs-zDQ9R$h6)9u@=oM2l6 zKw>@+b2ty$R?v_uqiNzxfxUpyO=<5U^jtyqe6-+|3Y&q=C444<%nh>A3+HBXQL5?# zz*Ph(lq-WYH`LVH9yc6;g>RendPwx3a-TM@-wI6c`iH%ot7}lKaxY-Os0u>c*fMQy z?j?W&*!huuOA1gWl((C{$%hdEom`vfL=)d`60yM#`qvfFU<}nj7ebNQY!|?$lH-Y! z1HTdzuGurOm6yI)uxv9Ss57<(PDPr40PxFi?^Y4{AvZTjE$XDWreul`i>J;_pwd$89Fb?~^Zt`5Y3)2C0@L9&{? z_i(YE@v7C~vdKy2k$9WQ#yAp9eT8xV9Dns}?9!6$=6P=nlyAiqx23*C=n;x}Z!egg z+V6s12oke~?a=iyU89uV?gE3M+Bwv%5^R4Gutpa%vHi2HINa_=7zVsedK=0o@Yn$~ znZ>>MBqz-!C?cHk)#*cHNrf@-o;2e73ywBqKQe z+5(_Z)*%tTz?NB*DV1iEdIF#n91f@VM{V~IGW$3lAMS0lI%B~0hplOvE$>-~AZd6{YD$r_2|>0w0-pT+jYxZ@#j5)y zSMW6=DSjL~oyR~a#8MLNjBc;xZDQzKvC?=a;7ZdDdFOz%vTeHc>j&_s<cv2aKs?B(s`Bhe76;X$3e2dko3X~8 zQ^BCR(o{hDtb^jF+{qR)_u^{DE4WxS(N^(?@ALD|2pFH|`K?LO=Yo6p`YEQbLUnhl zg1t2nH$yqvE^lEHb!uy^ty@bCoAiY2eXKqf=U3U@I}R9MP0A>yMIg>*feH^_VO(x= zd)v87u@t6$<^a#-%e8LH*8qeRD6(E%@Ev*2gC4(a%tTW3AO$t1<^-ZE5US{>lT)4?V7pWiDn|GGBO(2z&JgQLnJ zG0OfMcH5hI5-^TurLw&&E#XcHF@IC_UHkpznDhGe)x7sAGL=4R*M6p_4{!cj%b;A}0asBredU#Ms_b(aFT-3-uLe)}A=WG>sPOsCP zxM2Z?ZlH$qCtg0~o%6Iy^o%m1ttJ8Pym}`!VdCwPL9rhtV(U}s_gBXk?q|c1S-RDA z_4m@xMyW=&z3x78>H2VrC%o298K-&qJEi& zxO-i6rR3OKb7carF?sfvg$6^9x#jV(n`F3A?7M88^FwbhQX^kA5F%_iq&jony}JM; z0)Ih6=ry0OYOJDbUi)0n-m-APj)gwwgCg+wLj`cXfa6W+ACj??TsKg3Y9|@-N^f(= zVd8}~@5D(BQg6Z?L%tUFoe7b?AxPE>^%?@{G#%aI;X4}fDOZUL6eeX4>YQpSn5dDf zKPx0llnCpj8~ePqk}5kgO-K<|&xq=HpG9BNGswQr`Wu1J2=2FC?SA|0SY1MzsS^mb zv`tq!?Rz@>uyUroIj)z(PXU=YFyTdcks%O%u@m9%m=SVuO{E{k90vEoITV_fcVY*L zQHc)*u6yzOkLM>&S5(P|B6BBbzB8(9Tya4P6akw$zT`ta@$4BfQR5a4Td*Q@q7P<$LF~2ap$6m{T z%S~;gC$PmBMJUJf**!KBqql8`gJ>;X2_DC5ds|cU(-uxX5_x{U@hqHrFO7JkfNuL) z=LWyixJ~g%V5>O(47?e_FpqkC&p})>rD6WlAq4%4geetY%70$U!1&-sSu+M)ho6Yy z!>1tN7+^$}wr7qH83SD6Z@3IAVM>H9ynwyCzAmJ#Z)bxaCH6rNv*rp#9hxMt?!k+4 z@SBbcJTl8Lq{qpKMpjk%4lIHel#sfKxEapdE}S`|S7Ac>=M!-&SE(PfI0_Q0a-aWd zpx>UyZ*0LY+~poeToF~}hBXTyrvBed#8xmT`}sj+{b6cP z(P#E=L*;k~pTJXm67Z$iYjNdhDDVAMz}|}2_&pS!<=^Xn8Sur0?CrMQ#LJlZMQ1Z@T>dYyPG@}HlQ_Lx# zRvxw$ke8?b(VlUfi;B_)l`v4GbZc2W21Y;2voG1N_&0WHzEBrh7Dt1O4N|KQh)AGT z2up(=nF>t&134OcaOr6U_tL-8(b3hTAD-Hgyf5Ch7D!9s{oPEi z@)@^G8=LyJfTe}A)_XVPxszuzBtbi-ax?q*sU_TnjdJ;(+IfIs z+V4REjOy&{Jb~60t`<#+3g{V+@>5v9Lc=*jRtEas;LajQ1$9=#z`$Vgb*Jpf`7MbZ z<`Pv6`OipWAKa?DBw66!>wx8D${yappr3%Y%R$2TLDKy2h=%V*u=S)-1Sl^WZ-m2` z02;f(=@Gl@Q()2Q73RN!0gD8_d}F+ab2z@0VEU8!?$Qe?2W}6qY<~YeTlh%DX{W>7 zdKcaF2V0dnEsQ7>R=xkVP@f!`vhV6}rPPnYKCoRN#^#YYP`Oc{@(lQi%w$B%pNR_G z`x3`T;3v>P|3eI(XYPU)0KzerR?uH;AFM~6b&Sh7m3<&=PZD5_AG~1QNF1|CV8M`J zO6R$6{j&hK`tnu#yGQ+1xMtD}U3#tbX-2a|VdJEiGQeat@ zKHVx0i}=VzNBuFxEqG@;PyH~LgEeNWQsTeTh8Rrp9Avl=18P;Y|MP^^;(9Q zV4bEy(}oh3Pe{y9uzYiQRY?JPQw!byU=f=mw~c8_LD^V+W%i1TZhhPztRR~0=u11v z*wk{F>2}_RRXR-W+`PQSv0Bk;K5p*TZ{Gst5s19EkOWA^i}(H{R=S!T-Nrh%Xbubg z?5nvJjET&M^fps7T+{I(O@#(}gxm$=5>0fsIea6O6-4tF_o@8~PpVlQQ{yz2OWvLH z_%=nF|GfBC!LAZ_n<@X44+3#_N&3xJkt6}U1W8BG-aaR5Q;+@tgFw{dKCZDQ!Tt-I z{-a4kcQEL@EzGS>V*g7UyDkT~e=^k_BB(2z1ITX=WbO~9(HLdIN-wL0tw8(^R?YEWU`VU4Jjmbaq{n;|HBKoUxj?N{Q2PS5O)HU`(3`3)`9g4OoG|P#l_j#;EcEiJouc1t4)q(im86O z-+~XHM93$a=!NU>yf0k{lx>*zKp5Yq7h@pcprE;t;?f}wssz@%p`$}jhKo?m9(R#Q z0n0-VG$su0+;RT(+WOb*tl0TTh|MSKp9nq1z2<>WT7Q4Fkt2IV{QJ~C1=^?5w|ahr zTT4Nj?YCn20)C@U*KpGLZsdbWMk1MLF$?`;aNjQAe854dmX0qEm(7C$i*>$&2Va{i zsPP%r?8bNhcV)xTqy6ng#e+{Ra+O_P%LcwtA>N8;FG1%Eh^?tk^xlm+uY?#M+C5V& z2D0k^)BXXSZs-{-B$9&8AlNKvrw9*lrLT`%b+k9StQlZ#i&|)=@Mqizbt6v>z0dN1 zQe751cK&f7F{rIP)GHVO4_#xuTxZvzar*dM_Fe2G>y^OQaU#;*F~f$r97)&E9y0C8 zZ+&IuFW^US+W;>Hw231?j*fc@FuJiyZr*0Zt^8`B^U7xc{Wlk=mgX_M^o#{b@Ksre zh?K8_U}Am#oW!{p_zYZR)Om4d5J|B5vt>X>jOFX>4TUYF@o6Ud(yl| z@Mb}oh#%09tcNX=z&8%)F$okve&w2^XZ_A4y^7+}rW|%j?;d zP=Sd<%w9pWZ?LaVkPHu^Z95b5LFcm5&DqItf%+;C7~AB5(mwn`i7;B0_N%l@$QvyB z9H=3Qc-70LD!-G=@R^tfTL_??_P>I!WWJ1Le`2t1Bq!C|7Sc5c9OB|wZy%T{sS{3x zgs$>_+LOkj$}IeAD|03Pph`<1=2D$SdL<90nu0;|r?=E@hE=zw`ldvvuYw7U?-}1r zG-t{nvUiBJ7rP7URCl0Ws^Xlz-|6-3QjQNaU;?a-y%#UOqGP!DafX4@F$q5k_>|Sf zVl#o?0GcPkQxDz>SWBYLUkzSS27E*phw!xq4{#iwfL6lBM3RlK9KIU(46T1yuy?EF zlt1z9LI0OZ%-<*Q)Z}Bc0M4O*R;V`_;33i%ZR~x~D`lOjpw@u9(Qmb4a2#|Vzy01c z)4Qh8Mg4-_l-N|j=Sr?B2iXY=f&=QnE&!$c7+ToCc%^`6tc}%1ofCBcvnf3CV5fj% zbIJPp@$2x0@5{7@M+SKT^`P*8aOG5LRy!R&pI;D)7T0713FE8-lWUU z!@5H3$|6{5OrXOuJ3rrCC3oT-W!W_MC%^9zC3iP9WAle9-PxoG(394{Dw~j!g7wkE zT@>BR*MW9Z{Yq&&#Ao`D=Jm;iV`<(cJkvXAR6|9l@_eIBlQri-TVY17T=|>HpMUv< zF@Cbs4>GtBbix1*Vtq4U{Q(aocpFICaZ}ip*E++n(`$eWIGh|hfP+P?2Pmlq=c-=_w(0At0EBU>)WN z`1L=5Vt)u>3jr8n88B`x`MPj!@ct$?vTv#{ND=%=L;mAs;IR+Yd5yKG@!kIj`g1eH znOdZoe!2%L$FS1yh)i_90%7_fP0r=mZHwU_GHPu`x3Ez`QhZ4e{}?5)gU=koiw8y9 zA2=VjCM#Ux=H3P5LrO}@7_vA}Fp_)wEv(lgDZ@Qt@AlT@%$4QBe(0T+=sl$B&eImC zpq$UyRv-w&$CI#2*BGyIsD10`NU+?)GHY0Q0;%x;8~mkm^PbH=%+rqyTG?Yc2rJg` z5n0zqsDlI8cLPuyjSIP}j+7vLjIPnT<_`a?29`1eiEvj2qo z9dSYO+P0Lq8sP>``trIa*;|ZWLI#&$EDqvs#=A`@PaM>V?QY<-l!Zz7hX@PPaivX2 zf?)`(#|oVut3P+3Ko|20DtdkmKK+Q~{Qc#4s(Bn!p1Pf#)P{Qk`xX8zzE{GgK^wjC zH~gG7_oNfsEh`MJcajE9f)J#ijw!k)UN=6|l}L%W`ek@2#5jcbJ9_W;&L=T=bYvQD z_gz4MJ^9|+N+bbJZsIarydV#NWxE~Rd=k>woWm(~gGcK=f(F+>wEH6p-sHcyJ$@-C zc@tJ{D0&k?wdg`-Tt8#eP7j$-Fynd`y}xiL%l@`;rU}T)!591E`5$MepnG^Ol$pW1 zIaJVe^z=}|+=OXp6cNLehI`P(nF@!Z$?q%Or*lDcp`BJBL#9I8kesV9L z!-$D*`gd_NRZ3ME_wUboxmHFh(a=^5eiGo@EP2VGfu0gX9zj}Tw-e(r z54NK7NSdL{yRoyN?}iO6r>4Z1&4&rFRnERj){pm-YhpVMBM~>vv4whYr zU}EbL^0j-aja1J4tX}yFTutYYWUi>`N7#pS3#IZ9Iw3G0$t7`{sY^^q!?BthMUADX z;|Y`WZ%)S(<3ydsv9hZlR|RyRlkxTux0U+jjt*CvyKHigXTSV9=Zxj*(3ynA&&4c6 zfnjJRI1$+tXtq9==h%<&p$M4A-9oC_jJ-^XgYCtmDD>Sc zbtQD>WY%0Ut3&6T86a+i31&f=ZLW<*W!pCViFDfW=;LHp0h4L<+OYC-J^8B%sIO&L zADMTeN8jC(5c)?V5mQ5by%O^a%?iTe;{(N@omjM@O zWl<>Ohg?sv6sen0n7`7+#*dv()R~(x^VbhtIN!R(eZ729-4+H{RT>K3xhoG8VH*ah zdG6rf2BJ+&0H>RfP67TbZ=%Ht-NCw9d#D0!IQq++hC?nI8_t5dbn5{dSoCNg@d@7(J^7Z6Eku5`1S{^#MTu&ZU;_w z{9tG}FJjlYfu9DuPXt&OV~85Ac1qC#i%`rTm>pi^aRWgXZ}KSB>-Tcr8WbtGg&5G@V|jgbXl-Y6F8I%nW3 zkd=J*2inZ?0_4uM3DWOqK$mS)M!ECCd}PgFz#mz450SsCgYZw?PK5==P>aI89Dr#O zoC(Q$Tk}|73#>51Ru*jg7wojn-{c1I<%O<{*zxU+Yims zOaj0_t#|>ZLxqQu>Q*C5b}{~7i%jk&T+1;@=(^Yk4u44 zSd1U!EzrW1`&Nv0jRdz{4CSb3RZD>a=yfo$jg@DG=^|1ZDxskX8!gG$U)M~X7pPgt zES7bfi`R`jFJ79{1W!ILCT0Urc6%wT$QF?OJ!B3zq~phrixNO)t-v4Q87BuESv(Ue z5w@YTkFTU3yf#5gYy9(qo}t{iO29R^(Hvf#B}N!?qO+V6jh%qO8Pq>MXy{K*fIL0FR!Va8B1 z?|-e4MS*{xGM1V3Z0DS_rG*77h5(1!xZ=;4E#L+Hsn;XJpFeLp_AJ1aF3im>=6+;O zwB(WHoIZAn>%3!D4UU~OlUi)+#dE(Nzf{_c9+`RcJuT`o706dMysav!KI?q3+Sbx} z#D<^LZp}EWA7?$#C>WWUa@>2p+I;SG55mxQ42!bu;)l_pK{_M^Q4vI> zLzEagRX_w(QbHsRLSlvv0Rc%t6o!;kN>FM51tq0h8IX{6NJsizb3gn4?tSdzeUIb$ za({Rjuj@Rob*}ZR^W;|3UhcbZNf}N%6QXHee-`}P2rrGNygQ2gD+cTkG;7| z2p9Cz$G{!{XHO198i0lOl8_L{h&E}(8~UahF8{@xbE>cme_ zid-z+o2|#LeONs&{)c`0X6@jIhk7KvQs=e*hLE`Jeh#`|(_1$g(P_zXyp${^`fv#K zkn#4(W6wf|A2A7m@&XBEb8)%DO^=Of&5!(!gpifeu$~dX38N%H==b~ko0hXR2Q0r1 zUzn6B*5%&e{@n9Hc}?L@QPHUokWfrYWE;0srPisilH#5dcaFNsm6E0Z4*^>Nj?#LWms0 z%$Ac$BB*hKJKjcari&aydq}p%qRyL`{7gMI-6vX@X(W^+HpF$qe|=4M*l}*;!O3$nISnC;3gu@%TSvA3UxI3b95AOLuq zFt!&=#p?q)0`$fB(5k8`?ngBwsSJ+pYUqt&fBpkOY~l?EX@Gus<&%;eR#3NTJ6CsF z;~vngGR=NHdoxM(3kIZ$Ad%xx-8Vu+o=NksP_lyyaka4H>*Ygw4ZZ41p3QwFHWNY-v<#cP?#(gU@w($4*;E_eu2lq zzYR~^9_WfC{1{se@NWG(7@ck28x%ph+n5>Fn(1A1RA$hER-is>iv)4A={OFxFS8(Q z3$B-J{~71{@i+BTNBOPyg8N5Fj4u`TyGGDTA1P^rpcOllvL@`n%V|-(H-e+)1c8pv~s1`f7{0U zWObVwo2ef#Mg?B7z}T5!QkF)5HooiWq8sa7>lA1SQ%%K13Oc4AnxzZ;91_U5YnKq+ z>NW6(I`9-IUdD#_j>7lvGawBY3V*3yI_X)G|FOrp=5OdeU99Er+Bjt}_2PR6SNGI) zE`6z{E1*(YG`I@}=os24}(7_~KmU01uX z|7a6+550C7`m!MM>y6x$>3q5ajbstLJQIgMOCQDqvHRh^z3K)T8H|xV)U}SmcImvt zu86i$Bm$rXvE6+_!`-K(2>ug>iPCFo`PNRE^Fd>wxUCAG4cjpWPL9WO0isXcc!3bj zk8&UCZ4@skxF#Z|`*ae3;?J}s2$rxP_ihGdv=nKxu1;;CutaGkF;CFcRQC_D?<_7p zkwSse%BeQDXhrGM5?dO2GnP2UrQWo60ivFqbVOd5#!D&q3u7K#>{_p>v9XM8Yb0P6 zBO@aW+_ECl(jH*+7E6t0&mzlOSbt&9w}hP=aw9<`s;LCT_0RB}(_K;GEyI7!Gu?GB zpxT0dkVakjV$gyvvB`S_Ic(6u7{PTNPp&Sefz<5*AO+ZCZ_i8!UHaZB)b`)Y>D={6mgHmjC~nxXV$ z8X-cv{hpBQBlcxp{7FaAEWF8%b75S4Ig@%%iZh>C6ywx~C=fbq6CaT`Lf~Iy-YcY= zc=36#129CHX=yZFfY7>B)#&UZ1$si8$eKkMROx1!ssi*i=ucRX?qCW>Jj}|Y$NT_w zCdzpMi5_syN9bg2C4?}jboK#Q0sw>+sDDx25;sgthCz@|bc5byU*wXH3yvGhOd3{G z0UG{%r_HIW0>Vw&sbj+jytgyD*^???nq5&GW*A{h~dOZp;s;F}`Q$oE_>x2@PB>$nRLE~Iwh-t^seDtQz^ za!lu47xg-+m0r7g0c_!<7>G2UVg$pIq1O5?v()3Jbk(k*?R>9_skFJc3i}sgYQS^qmAfW{k4q z15+<(=NJ{&n?VT$I}P%HiBbp+{eMPx;$iYMd!@O6H!bgjf1I&JUafr1=|!yk=GImj zxM%ye?7qc7z>>5GZ44)_NR^ieKUJ!1rrR*NvjK4*Zly{p9VE%iWLXd^efk%Q}tw3QSZWRgf-^+E9RK6rKNKlfXr>$inYt zSZw&E_Xw$;JQd{+~>CZ5c_c@|2+`bREW^J1Zm6^6%d$?Rq(r9GLC(~8=Oay!#6qz zKntBW6`r-;w5xZf>3sx3CNf!HP$QTEu>~TcZ%yS; z9Pn*01|`$rzuY@kBrfxXp`&yQ#{lt-eS)84ib=<6zonle;FLO%TZUH{Jz^+`{|7|N z`L4=BnV-=^$1&QkD1y?mXjMqx9PFZbA2%yf(mf+V@ayA?dLll$!s?^SctLgfa)nTQ z!Mj5jw#8k%>EdN>p(a5YVXlbH)1%$k0y~!yliAhk;Ma>A|i@V588M&W7-``_MR^I9O zD|mz-bx_)k{h4UzPI;T6xklsC`rict%hku0-|>?=Q-_U-$;-({5x_{-5dpX_pRtAj{-*#rvVEQ+2(6N=w35xyhN2hx1gO z>8#JT+d;ATkVJydGXkUZ8!vQym8WDf2g8bp*I8(htOSKuANmxqTzsE2R*^uCfV

J@V_;lq(H04@%sjfZ>a`E52|%>X-@OUVTSNvs_{3O5;Arnd zufi_S^y%Rb*^=RF28p3Cac+T209dyGI|akowO55(1d($dpH5saj;eCWoIk7VQ~0yC zse8ESZRk&d=Y`1BX!+oI zr=xzG`4`4IbB1H=@Mz@r5xiv)N9pHw(j)8sw@hCz1O_k)>j`P*0_ly#L1;{UVIj2_ zIc10}?tYqMb*hcF)cpzHH_h^sIbWx42UCX3(a9O`hQqSt8}wZd=;glE8+C~O{TyWB z|5@~xhl!vu4fb!t#1S%@LRha4y<=;O0lWN%i_go?OE4{4ofdnI%gyKu)spgbdWl0S z%-*auO0i!)p?QziAT50xcXr#xV5`ryX#3(>*%ppq?i_TM^{ z{zx1or&@$w)er0lI_|}=Uc90BFI}I&p5|TjU3)47|Ce3IU1Ybpf#xamV4?^Vc@QhKB^I-;>^0}zeY zUz)1tQl7l(UkLbJZC;m8yzeT>5G>Pvt$SM|*>Fyi5vGnnjej`)Q5@uZL0( z1xy~z@ceKXFM#{k(~tMkgA-IzDIIF^)=5wU+mz2)sVUjSqeu4VM z+i-v&bkcFG)w}3QikB39XjL{2j(ec@ghK5Cwm6Zl`T6-&3-=Bfpng<2k#DC_LyXkTr`FYUCMb>lYm1<3MZo35I zXj=flxo2p&0S)lq<>Ba`lQ8y(e)=f|+Hw%6aD1bX-*ItoIW)^zAXN1)x1K?1Mm+*W z6esgTQ^A1)i2HLnS10{bkusClo^vSn4Qc%(s9rLm?<4%TQPo#^a=zOYYTBzh_m5rO z0gA`G=E=E}=rAH-29j|&4#Mq&A8ma5S@xCtT+^MU;x{qmnbbkq{c{$MP3)?ZO{r(G z1#dS2tA!SqGW%@p6CUq=O^yt=Z(RTVzzCXd*8D_U!_!5qgiazqwHj7jM>U?`LO`WS zN0Q(Y)ey)CM+IAOu?WjzSRMJpV~p7bmxCh7_0@^@6tSBK#DV& zbOw17z@=xgXvpXxD%0EJ&q1~J_2DpTN{QS>J`TdQuqz?xVlEa_;Ic0#nGJi}O1V}k z^BVdNDI}P)hn9D zaq{ZN5n-F`Ne!D%Kag%S8t&@=+klvtYw_jvM2ow(ESEMPOzeuiACN3+x2C1X)n&Bs z{FYR~hpXMU3J5rYWooo*V_=~IH3MiK}7d z^y&W)*wn~)Ve2SM4~=Row%a7wt^dJkAW|Mi@xN*I>h0kiY_fZ#&n{y3D*RbcPjlnC zwpPK#MeGwgqoB*Gor}o2R^E@8q(`_9w64!G1W}AG)(Fm1dy)%d67}3V@6-qX<-Dpv z>7TQv%VG(LBL0SdG`7}-_FBp0+6SH&B0Wp&pVq{cZ~jh~$fM%VG^9=^ZxKcrr1-B` zkb=|^yWjwW5~yETGCmQ#8_Mg=WI7upxhqI9_kgl5OFtS$yT$IF?2SAG;cJk3q)b-$ zZDSPcK$ysrD5MJB=9srnJdwYwd&;2Iim*x-U8#|1vrzv-%IoBv_npdp_5RXqUZ+Uw z+#lxd6WU|*o~w||=HCkc)|jxh(0c}uc}N9=3>d*1ulm5;4p74X4tdEPm#Ci+84Pyq zRa>&3KV=t;gx;h>kg0!K(sHMc;`zKl1Gd?Z0N!Vr|DS{G399wGrae`sbK&xNhZE0* zJ8~rwRDW7$Y@JgwI9>ZEd_ng#aZUuN4m3EPFy!>tYiu6w_67!k-ls|$u^7A9wYyBE z-huc1GU`zbb&Usf;Ag{6lOi+w4$(WC=opIF{@@oyp1v-~#PiX@?@I+TS>F3r|0jqi zMVpc#XG@!WUr{T6itG$Y&Z*eNg2)H_o#YrUaB#~(V}AI|yYr&xM^L3QugEzCl%<6h zV3?uBQdf7myi09=yS$ zy@x+;26>s>^B6Od5so_NgE7vjfOm-6LBX4YSPX9{UP<-Du@#PL1xQ~7h;0B?RD$F- zr93T2rEGp|P*C{VMAs~?V;^`0KZ_!=rH(m|7vEl2wpH7!4l7!??}QZe>VI|N!t5?= zf&nu12J8QW&D56EJoig(|7t$J$x<;YH7Q>g$nd(FlVaJ=_32J};}wQoB+N4qzx5rI zNv?OY99~~}tgk;{_sj+?0!Q1Jfq;xCr9g4prj!$bNQc-Tsf#VZV$l6z3Msir_KT&k z#&Ni?nd-Y8byET-A|w8P%+`YP55p&Uo%76b3X}c{vVyjZEu3^=%1v#QDBiFuedwn^ zZBS{EYtiDDztrgb3vIA=5bUbF-D_&L_VFw*Sf4kv)_OYx%asebchd9QW;ciqrU^hI z|5J8K#Lsc#3LZ+=t2D|KSfD0~9!kZJOTWUE;QbuYq@K^O3A}z#{_MvZfRzQK(ONf} znNSAKH}N#gzwxz-ES5`zhqu~5n{w;(IgKAMr!^=Gp1JA#X#QreQzeA|Gy)wDn5i}c z-QP~EyL3d~rIwVzFC-NX4dKtuVySwQ+=*fsBO?zuZ^SL@l6fGb01xRLZzOEgUxz^<7`9ya1VG{nv6D~Xe_r(&7-9@08jq#wBAuLxwK>8tWz*Du z^zEIQ8jpbyiZ1q|)_1&H)EgiD0&c1ikIl%sAl1Ic6NX#1aAB$@l$vcT38H`lrg2bZ zwg0QX2MxkLD2RgKG)$PgyM@kv<8|ra4Z#m(aB~|&#lVa>4^)a-Q;J59xpxHY`odz; zXZ`5n?iTMH$sJ5@$K8JDV#Qg&DfPXlhe6TE((=2+#YxJ&uiWZLhr9sMBO5xIrh-3H zN%k6c2+omnk*M*e1^S|eyskAXkV@{2qIp4$-Zkt){+-CqFJi5G;F18a$cOP7r4axG z=`;01EV3H9-o+c1Y1=9m1*G2*Zz{N|vFT%Ls|rR!m2Tk#Z3WpWC4sPz{#>F9Vtfjm1Iw5zcmc+>vO!EQ;e-lTOQuvhbNUIVt+!TP@G?dT4FCv07@`y8~e#tm?1b%p|k z>f-nZLF5*&8$FQX0huCTUFky^L>=EXOl%-YVBd&(3Ek>WsNL-NwSO9j7`nrlmGey; zKZV#1<$}*qcQ4tH3_Wr5zv|DRJ-!~&NeV>v zQqW)R;o(#N0_{BS%UErHz7%N^2{GpY@c~83YV`}ta;j>LmY14StaoKnBiRb>Itf*- z2fhP7Lt?C-KT19h$>e-MfOVQ7!qCdgI-ocF z0P|}b6UZ4VtEV^31$AO}ZoeAL;Y(+Z|Fr?RPyyF|xO>Cyfi$&9!&m;mZ@_rz0>+0P zNU!`F%>g{8Hy9Mz1!@UEp|VmCJ)e++3Vu9rsEWXi2zXXUckC$q)Kmoak)^WZ7KS~o zR?`nlV(p4;6F?th_&a23SU{#nv&<&KrLGj*NOWpwji8xtzjn?h+=@)<#h>KhSeToO z4~0Ss%^{c+GzAH0qOAQPOxPW3z!Wo_Q6gTowio~X!TBaH@VvsTai`B<_)?*v4`k$^ zOm3E0&a2eZ>i=uW9H88eY>c8yyr^|d24)KW4pVb)%a^xn+tWOSb2H9;=9Dv9bEi7I zWD!hsOXg1h_30?Mo6@RM?=)f;c_N8_Gu`LMhmqO+2)21`tEhXEQOg~tQq5gnzUUI4 zS8h-}7khN>UdWu9Kx*L+;o+eRTQ6rf6_!55*Lw&TxSD0+&v(IvAC=s%uJ8ilsK z{D_p({fT?{?@AGa*D_AfvV*5%PK+5n2QrzD6Rho$lYE@5(2zaoN$2t*mL3f+O3eS^ zH&NW21?0a=+3mEfk+wvBz{ZT<>0GyWw;C_o?tYQm-FV`G zx{2X9!#F=>>pT@%K4;UKUFT%Cmcg$-RT3k@@2XaXA56B*H4NOF*^{!c>T1L)jaL2s zp!V?U#f>}LbAp+&(`8R~-%%l#)!EWcGC+3}u=9|Rm%$0dNXW0r%Gc?wGRzT>r`>e*LzEFsfK;O_YV9VL!M8ezingaT&QWSOfQrKBJfJ z^K!t78s-&~Aak}4+Z5VAw|D7((zFy;F1Il-jM_TzQ24u)Wp!t!H{u0ehw=|2fS`V=@Np{S^*$yZU*pZRhfFlD>|4?UK`P ztni{%4K)d6tI!V|Hy!Uc5wER<%DH_5m{O5zDP|twe(CfIoSsF1;KM8DPxT4!D`|*I zucEJ|^L8X|-+9r64~rK`pCR-8?&u`T9h-bV#fO*Sf>i4~$Ke^I?|(s!=?8=o5!Q-N zsGVhi0G_T*m?#*$h?+Y;Qv-;?Tm%_aD7v$a2M%EJ0??Y)2(%k-`I8MzZaQs=|hkb%~Pe2KqdMO zMXyC{a*#o16OkAdGyk|swB&Vn=b?$RGad#iHzp!R57Yb)^So zBEJO&C%q81XvCHWLryK;1}6{4>Yj?elHs9TQAx$K7?Qk@!RUmQ-_6d|L>c1Gx~IZ& z5{Wn?l>30Vw&~v`DsILEYaXn&!yk&(C+A35HZ&g@{%zh;!C$77|MCm6D@J-mfR7k4 ze=I-+ME+Cx3=o7CY>hxhKzK2o~d~-wMfQ?cg}LADZ-ZL{?oLc74TDQJ+Sgu zW-`EXC^ZQds^6Qwe*aEs9u$@r%H{FN^&CS zT^F%h%=XDlEfNNorm-X&(Q9Lz*YrYChD)Lrj1H`{uqb`~{bImHu8c%oeVlRqWI%T^wp2v{ZopyCwsYYcd$nS|z& z6_a4JX1z=Mt&7z9E_iBgy_n4z_ISP_?)=>NwsSa6n$@c8inur)6oLFyl&EnSW%Q<3 zJH2zdLNDK(T|%CV!Kv@wT5fJ3Z?>4qzh=n}Cvw55h27De!|!HceK+Z#lWdVEms{WB zJ&{^-i2iKuIK=TyvJd?``{PG1P=w7{LuNZeM2m#Dx#@P*#=BcvGoQV4K9|Zr=3G$6 ze}QEvip;42g%OBN*f}_^lPK`Ol?~US&1OO+d`l*pm=D~n!ePoUAtYq)B8N&5*2Y*t z*(^c`piqT`hW@|!Y!}kLjZeilC_*i#UEA?ofLey_U1lg00i$jk%+OJ|dg3h*9v=Mx z9GqtxqUD;jTSN>8mgQRJ2vvt@M`ijTX6AWH$|}cQtWV&#rGZ;xzI4!HWBOmyz^fi= z;55XCci?G=e~|V*+^PXeuA}yZ^ML45^UImxclxdxnBOjF;e0Iz7lD-==-<0~@d?-_ zIrZ>S#p;oH^HoY>Is9822Qm9w=+DPt&33$GeV40VCHX~?zj*s$qOYYp9wqL0%$tV> zSSvsjZj}HO2jJHexI*mc%2(f=eUE4F7lsbb`|%;3(RmJqDYH&8-koU*7k6#9|Ex%v zg&uk!`dm>Zpf|Dx%e-HmmB@oKu!k34*06akdG`cj@j5=LVi~!-T2*U)5+qHgDcM^I z72%AC^L(;Zh`eFaRy6Gy6HmWLTrQ24u?Y!u&5RFwbaya`QxNiDw}gGNlWtsxX8MtL zBKG|PQSwa;egw1H-=#spCyI*@^=xgCrS6Cn!B#lK^`^O2Q@ryILV|CZ zEv!BKHC;;|^T0+gKHMoSi`-^Rlgu-A;+>`;3fAlvUb74T>wOr`$Pw4DdwJA?Oo24_ z>@~svZ0z?*CTgwDaG3q_d0%qex|SfO&W_wclxP?)bV z#B9DM+d@MR+nslr%_bx6^GKp9&(1}?^#^*k$i2D8HL2ADWu?Vr|9PIUZ-UUSMcY*G0>Jv3XC zc-A+Ec`McwF@FOQqb)*@t__Q^DBx1;HovleCHZ106mOVHK>bltYyzm;2&p%7n*&6bB`D2n4tV1>Pa^16m~1=n0{72c&jUBg zD5)pICi>e5+G?1Jav1p;%Fu8wkO!byp34IE03aKr+}H;P#&2b0fK9o>OBvGipV|`U zqqA#NwF_9PJ#ZvpSx zNrxun2=1wZNQXcOFjD?E9V&eL9Wf~p=4*Pege)V4Mu4I$cr;=73?F{xBT}0tfhsjg#z3g+oA&`B>7Cet&<3yO3scIc!f0oxjpKKGg>S7H$iO&GmRhR>ym0| z-g;$)XKn-o8gXKW84*ljnxIE+g8U(HV}rYl3HSp3zX!a&C*0gBUFH64$D6yS+t9z6 zniYX88)6}tXchwIO6h2yP_=DYh#Rab)J}92iTET^%}j1H^3D_j|0Fusk=G9o(Z>Hw zZ0G8Nw=q|`*O7W8iPI4pdVupf_?-GtW)F5c;+NC%YYf8d9zGP6Gcq;Z1?Lx_hM79c zUK!8I{GQp63-kz=c$p{L_LN7jR7FxuJw$LO-2IDp+n8$7{rsjbex!RobtzX^_}PFLGnCFow}@?Pc2 zQm(=`)}i$05$FHK zRf*TS@ZtV1PHurFsZ{-D_-z?%o0J>=m0F;$WBWWuI%kLVYua0EklfY=cYe8B(_ssS zKE?|h?=#uZ58bU94iLS;-)khSR;P|P6#)Qds@mnwbQ&Z=gSLboL{EpZCQa$K1L#hU zyH3FJJ;lj?(u7GECnXK;zcG%MBMs8?-iiXHmhe1QZ+=;E-f zC+qU7Duq|J8pF!>nN!2mHDn!X;5~e7K|~@(?yG5JCCg)D_)Rvono>;sfn=&rKdOJrASlJAL#()V0r> z?{5`%_{AQo^P@&l-~KM7gJ}y={RC1iX54GR@I#aaLBg#5`cG9PZz5ey7rg>hh;Q!H zdyBnXHsmQ&%)3@W+?K3CM_Im#=GFm>$P)VSAKd-BSx6Fq0fAQsLYmD z?ki%Qxx~207+Ozm+}GDr(Rz5B1`!0MW{e`W>Uo=8tjQ-T+1&48|rpeQLHZ;1nYCoBZCZCXQ;1 z(X=UT-5iOf+QRDizxV@Qb`|;%^O!N7vCOH^1<6middTgAER;s5`4Bz{`guJ#zQQgC zA4R?OEBQ0~E6^<8(weV;yds?@NY#*lccaHoMZ5H=x2g60SxCqg^LaI-%@hXV^c-w# z@k9u{u8(UhbFjE)3ffu8$dswsU%nunOd)nP5TR-YiNcVMco{5}5YTV{j4SxIuCkiH z}v&1($|f& zKQdWgQWRBW!dE)dG$b)RD% zwxa0h!TaW7=`<{Ve_rzZ3z-ExaAoJn1LwLC)1P@G-lLUl>Kh zkae%oZx>u(?hxgi5DFKFetxZT3|r}s#(uTN)PGSXF{@0c#+tNutOlUVhtVgc?=y%5FtbQpsMvPVg|?X+wjd+oSy$}a`VdjG~HBm z`Gf=EZIA{=j=ib>X#LnJ_N7BdlKETn|C_7SE}S#kLjQY2)?CPNu4A77HXBZ6)0CyR z+(X~bxMXPsH~P1>gj;UiTEPGEzd_SyPVq{zA-XYLTz9kc;PCD6pBJJ${G@iK`M$6F zkP4yydC^YL?1K?`nw3O?<#kxJ(&G#<#wgwN{{Znt=C?Ej__G(AwDCC+X(Zd2J3ERt zD?4B$1%i$&!kgbG+Uhyb!`PCVV*ixTPBnYC$t!MQ=|UGv`Qs>8kR-@=2npV&v?@1l z>=R~2?_rjaE_o<@cAzM)V;2lRsH+M{6F(1wIjE&|hiIQOMkKr!5WiKQXI~-99+(%n zXZJ!x-@WT~`uVHxekPoVQatsJus%r{MAFY5G)B4SQTbYFuC`{?><$6H!7Q(qjgd~5 z78fbHfV(=_>D0V6}<28ceLvD!m8g8I76337_y-=RM7M_ zG$kh0khCb2W-}-72dzK6;vM~c)$fz+5|`|bof<@RWq;sW^yY>@2u@nbj}&M1W_|rp z;!1|8IrDrE&ubtZnEroVhkQ!4XfLh22WHP&oU4@pQug)rol`k38=0qh)UyPUbf*d> z*BR}o@uL9!U(3RXqE%&zC)sRsDIAhzieHpT7kB??!_ay z>~M8Y(WHY%;!snxJgDhY924Ud5Bu7d$i#NFtu>$5k*`kCmY;l>Ka5mRpMF)jJVD3J z@ir}m#s)CMglJDIArw0#Bp*vl){*rEI zZ7e+!dvS}fIQpj9hMocudNpipS#HVWXAV!n0jB;D`Ryu{{$^YfM{`9!FS_LNpe<*9 zVcuTNV3&vMmQ2aWjS^6ns~-pJ7ZBrg=BA0!)#I+HQ8fJ=;VcVX4&k3pMvfo1wEg%( zZirbqDdZ`6^5BRLQ5KQ2^JV@#Wj-(Iag%lHWbX%O;ak6peZn@gc z`&H0ut*b&me-SJAwaQXEl)8cQPW1cdIQ8#jh-V(u6;)o_!+xk4lU`l!io56<^;YQV(S#M5hwa({T%DH`%slt{UOPpR>kc;?zIF<(VX0LX z{QaIAVl{GyJ)HkApXVa#k#GBGN3_Udak)P-Dv+lU=jF(ssy~KrSHx{)bYPmLKA#es zf6spOwbP-Mg=R8u0_vrhLGlB$vpp#Bfg_~fxl?5CYtGubh9;~KF_0HyKcv$yj+H`o zh61@6x!5(giKbDN_P0f<8kX#V((jGT9cr+*UUr$!vk*NDJ$c^_kanskGem6z7*k7* zcC12o(j6Jn`Lf1NzY=SRZaXERRZ3=kwPE=gZtO4KbmkKbV#I8m_7n|UV zi^~TMA+N^M_ha4X?)tsqHWCKf9ojyS*+ud!9uI5%Y!dA2GWkZ%j9tM#Bj6?3-`NxY zWb68iXmg|>d?Az}4358&Cd*E7k@%<)xDW0`hVS!Dj-Xesw$K~Eus&uz z<$r9&LwhZ@h|pjYr^*+VJas;k1NAk>p;~gAcNEgYh*$>#2tZx8F5;OPH1w3(PjN*K ziR1i>-zZ#oryZ``lxhn)mwE8lrKF~IRg&Dg}r8*}^Z98y!lP;si#tuHPef?5oJZRs4NJt zyS7Y)S||cp`t|Oz+%P4l&nW4R)sF{W(c+^KsGd0;ir1leMGa@6xfxN}(R=qlRUSfu z3HNW<;{@jwa+OZ`F!F7e3fcH6Bd`AEmVctZjW5x7yjBnyYf4qbF3|F&t)G6hv=ejr z=3!uRj=~udvYhX74Z|LV}f7g{hUV zc8zpbi++nHM-v0*l^ULgp5XF%pBm1L;4k$x-^~l=nZ`;GLBTiot6M7rEaU0t{*8r<6M?|U${Vb_H0v|IV_wLN<8I&xAg951(hcC z=vx+Nvy>f*gM8_lJyCIS4#)zLt{XgmsYnqsznKz$W)6Cg9?CI4HN-B^452lQhfrV3 zjizHbk~R)N><+oR1`M7@w=6Nww$R&hDw&1f<@~uNxChXEYs8Hx)Q~i*@Hj&wl%J37 zD)I4xCdveMiS07@R`J=z&zF(+)XLH<&z_3=XO%-}=Q7v2w1|B3{V&`{4&O-v+2jg# zaTmGj)~8V6!~67@_x9^7g8pm3`SyskD6o)ltxOeg84y#_zxDr`3ztuWpZS@Y6oAzv zU=WB5CiEBO#$D_)Eo&#qG!DbmVgl?d?EClbtk_Zc7RoOE#KnEWD(T;=i>JN2iPi}U z9W!e)OG|$c_P||3%8Lj8bs|ij%})1O~^1t^dEExs0>_Uj=#M{f1uUr>3rce@9IX8%cvI zctUPva_t{suTmiYy!wm(xg*B@pn3!+{v z@lJ%l%|5`$(`X&jGM$y*n`rvZRi%itB zh8WkFr76iPf?an}m%pw5IsQO6ZT-k%v^Es?_AxjYek!7P9baV9?W@#O@Q?6d+(+iC z^oNb~)-I0Q*QC;^8U*(Uo?k~r-+wBlZbe;4IZt;}Jamit+9Og5yr>At>aWLWbp19% zX+%Usw8W`|#itk9_-OCsb@Q={=N(@%zRYovvze7O`?1m>KCa?4LvBZY)Q5xq{^r6f zd)eG0u74`8#Q53P$|Q%&+>5TxHc@5PZDY|*85S0PVw0Mw)`=Jixz%hC^u&WpZKMA> ztJ=O>@TF`zGGkRcmNkoh zp8?yOw-iTqHieJtcdq)@rrBJ#|3pk=4g_BAcjE_dyw!*C^!*+%^%sdWdYp4YWItDw z$>WWcTGM(U)oH!*=5macHRVC~oxm&p`<+#FsxeAfyGwz$c32c-9IgJnVZ2fJ(`|UL zBm2W`dkV3+O(Pwy=2QJkHc!*-FoBN>$M4!~U$E<5%#&9XU5(lnb3H>IymW@2ecK`P zlvE0PJ97%xX+xLcZVd8}CG>es=Nx#VrOJ8= z3ufq2A4pt2ec^$FdEF0peZmcXmhBk;)nre_?kIlM{$_#;Tdp4Jo7>>av~{rgDs}01 zzcv+nlSaaq!?~OHZeCtCq*1bo!~3L>@SHJGr}??{FJ7}C#?(^0X;XE2C!8QJFVETE zH99`7I|XTa9Zw0m+Z_f0n|5dRIk61kYLKEBIQRy4|I-hFnCM@POZjg+12JD$QLWEI`&(?cxy1K-Z6l!jN7ja69-@#s0(If0Pg4)e^eIj#0xvtx(VXbcX zA3kkqeNH&{)#o3j_pqC%clQ8-3bN>;D@3#^vzR?7i%wOQl3N<>^N~(#}i2 zJ5N}|&lki?1zpamYG=B^r+rZwrRC;LD_4*HyiFEt6fO8%PfI;5DeQr&-kYM!W)IIB z`xQ-YhPHmbdG%aC>wf*a3kO%e<#Tvc7Yu%B(Jml$dt_N3`{i-QZ9D1Zo*s>WK+nCz zdA%)$RoAl{3D=UM$~kv5_lt&4oQgGLdR27|`;Rf_iLzbQh_B-kK zD!Horyk_{-jef5_O`I2{6vchsm$hpN^BhF2OiYBqH_|rv((^uCihhpG>3j zWPb3QP8!Qyt3GG3Mbj?PMnOxB#5uY=RK*K+I^WzNuM7s(fHH5Xyy3!;YUb$(@4W|K z{&_wvdD>y1v3rotNuQfigG_RLEqSRspI28u|6%l#5@&PF-n}VCNwqI*K zXvF*D_c!7K526hG_;}-{;EJ&-+#Uc)4`ts-87!pUmNg&wXc`wwv1ZClJAR4!%YBIe z-A}BUvYnyr25nau2V5e@t_v--v)wAp<_zJ9S24*kn_I{e>KDF1PdN%VqT49TX2?o% z$V_*!O-bJu8E40)ytu*tbv(9CbA`-0rXyRoTyc%Dt)Ti;wQgA&!`qgHn{+pG`+vec z9Pm<4=~?zlu_0cg2MdL3J)_b%eGDpsM}+N{C5^wJuen=O;4@f>d0d($zAE|tX8iV# zmLswlv3BN!8sz}53#9ZkueBw5v=S|nGy@kt+B-jO$y?MLWx;bL@1fy+Urp{|Pfkp_ zpU%GaEaAsJdO_1eTgg4cS7R6HQb<_rIDR&ARWk+6knNerDxl67xOV-%b!mvz2%PWiBhY1 z-W{<=xb-}+?6a;=e)i3i@sAfe^B+V9&kwG7wKO&O+L8JGz1X2#D$UrrM_~K!r(5Vb zxhj(L^w?cqUSgIBe0d$m{Mwb@Tl40%f?Kf1u~sk_v1P zB(*$SC-p;BsMczswKIAl@1v_gWmdoL2409ib-?NK8N0O$mLG;CK3%g7b@Ev@n|JBI zSg8jGcz9tho!<=x<#>r-A@%?6j{6vtq~|cl#Tr_qa@Xnl`~Twq^a|P0+At<1DSkxp z+&4-q7ll0nv^MpG^pFs)#M39PV~@bkQK+_~HRNL~`O2cK$V8@IEn4?^puxFXwrk}% z=aQ1|wNZqvsO%0nj^$`ONIbe7g5y?b`EQ@)h&3?N?HItItPX2CMVy z$*3-k@Er5*?1(;4EFjTYANiYbM~@7F zjqDvwg4EZ>Le)+TE10}_pUS8HDEoS;gIaNwyG!G}>DzyA8XjXJ349%2+t96)%aw}? zt9iF^;fqsA31ym414QjZX^q`Ix#9g!Bg4hmUhm*dJ#z|OsHI$SuC?N+3=@v`kGg@h(ok}5{J+Z z=W-gkYF2k%PM|@Bj41uBO^-|bsh98f;7zxO_;62-kgv<$j=(qfxWO=2ge#n_`0=xw z)qw^gpW8CqP;|D6f(3If9c^gJ_mry~HGGM4o!XpYBK_*CdhGu7i&JlC1P7gd@yu$= zoPwJ&aq`mAq0uM|^@;bw^9#n#Y{TNZ**a32)$sxux9G-C;EWd4vTlah`MOI?+K-f& zu;D9ctxz?kL-o!y>Z(s)u%*g6v-Q@(Tdb{9XSKWS9S~Pya)|Bpi^AlXt~0>vK7WM$ za!W-es6*#O=EwNW@@Ng5BPITF+RiK0NS%8kPhXstI2B8bKLVNH6T@CsRYQyLgY=n# zYlql9{*HSEsc$lkKCi{YFdw zGN7d1rOP%u=53l@AY2ttb};cNiwtDEe>puOk?u$Y7kW2atg&c1oMk|0E5C)M@x>< zKm(?*oE^?QZ}tz6n9e9#Gs^$`tLz(}Fmb=^Y3#eevejMWhSAriI|V)lvJ3sfDHka4 zLY^eQkjqnDTE+LTNojD?;O#qwOPpU2lFO-J83S`D&&mZSCp&uv#3d1bX2`DQ$@ujU zJ);`))+WKm53kM%Zm(lB%d#ED3IiX@Co8tWwabPDgT63k{mN-vQ2VxvwEU))pf9Z5 zw9JU_5dPMDUsO*Be%Hq!o0b$G)mN%1b6?7q(pgLK%jlEkjJl6UNP)vD*rSwg!@n1d zM>PX_Xu0tHPxNy2Ew5Tc-%AX>u;5zx;J$5y-RBuOyNbI~Y45gbRf$(P+VD~?=fn656p8D*{i z?EVwe)h)E~!R0h*pR!4zxIb!FNI&g*Hs?vtBay^AKb`v|$5%6= zpA#yj`X3FPdg^@Rgk9j#q(uyjddr)*tU1Zq8A?A3&H0>19SpEkf46glw8b8KZ$5m~PE z1`vG*ph-3!yzC|JAP#EMLRV>-a7?n_j>~`(~#{gVvv(GyEt6rZbwynbJg^ z8of?&uo)U&u9Bno*H|@t$Y2_!qg*xGR{$#Boa3%E9-2nZp>Q}Q&FqS3K zzoqSjoElL&AFFR{+0I(I1c`6%a#sO0BMMl+xJP6yi2k9koO#T%CbP#}t!pBkaCPwL z3f*WP_{?cCzHj@a;9b6f5idgk&ChI|w9-MRrG1KjlUPF%L;ReSdeTq{;3QefJZpH~ z_Q7k)ZX!MK^jMm$28P(4l-bJQEF9G8>~jBTxx1Ypg*RR?5*v1m6@;jAPNN(n*zX^q z9RJM7z3mjS=~!M~#zei^9w+qY4mn;eX;&w1<4&gg)yjQKr}G0vXlnZiu)&l#_e8OWJM^(T9~N3st9lNfcZVw?faHN0CD^(29EJUuP7ryoC$ z7XB%>^>*}jUB6ynNX>e9@jUJH)itohQDm^6ELg2q0#}y0OwtOlwi@tVifTcI!%i>9 zINB-Zf>PHWJlR}1Y~kC+Lryg8GcUscRqzXU`TwHEqElU{R+4f#52DQKYd#JRkWL7U zsE!2xLy+G_8Ac^#MK1!5tRz(n9A}divQi?KU}_)lOJ2NYRZ0eo9nJTCeynKNZ;*bD zMx7&k(|b0iJ0K5?*2MbECW9|}16;BPJenr^@Ra;Nq$q3AZ4vp^F&cSXIGK10K$ex_ zDG^G#&USaN8L}M3trjy(3i*d6#X5}6m!6~Ch4;~Q2a}=jzlUkHoCaFpbbn-HO>1I@ zY7)3JWZ{tT{D!S)r8}4awuFpsHC@?eoo`nM5 zOd3GKi5=v*pV;e+?r5TI##S;!{WHKEylFOn;2yfRQG6NOT} ziB|KSCLu?;*;k&kM?F*|Ek;mVmNx|QikhDUV4)z)U-Mt!#al-l;cBP+)#9))J$s=p zFDc7#vOz?IO}2#!eOf?iV|J)7{_aO&g~2X8I(F8sTHd zaZbPcrA_-3VbvM*rM~hJOl!`+0BBUH+;pTk zt8-(8T&B>NVYJEzv=Fm$8o0o3c6=}=EeL?+VL4d?+ zv{b=Es8F2On63b0)PIVZhx_@IHKo>0CQ8oiqt9JyBTmekPNq^}$6y5iQVc#uCi|T8 zh+A;ae8WXxR9C+WX=A~R2iIFrPCbqY;o@%gCj&VLXNUK@IT4kO2h!LApGgFR5(#iN z9_e-vd|P{ho$SCW3Dt^obzbSwN8l+lXGIdrrAz2z`3(^Jz$$L9&cWN0#>*0cFj2is zMTzGDgRpwz$?3YZz^E@wptCMp9Sp=2IP<4?#RZvQrQ}%X+P26(y4IGB^ug=_7>Fsj z*PPt~hAvu98zDSUQ@?b6$^Fi6o_Sb4H9bb_96fU@idW=jeNOT?lJ~RTi(mi|$J>&o zv3=1KTzv-{Y0UPBgR-gP%UvX4^)x?8==wOYWgvG;%TcMB(qzC7zYf-B(x16r#n*#} z1R_*3Y<58$F$O=;n``f35uY%_jbChc}g(4^J9hXqaL5m-T>_w&z#eT(4RbK zOcFmFzM_epl5(1ueF=(B1@ibgQmdvS?<=O547hSD60M{1IrJ&l+(L<-5z zY1Tm2Pw@*vg#j+cci+<;b-&_OB6cpEt@iZ1Q92za74}X0 zW?Kksm*Bd4zn@PuEyu%xZR3wo=4AQaEskE!B?EDF_4!^`-?(>xq5KmY?&KEsCuq09 z3xwge(=Um44@u!^j4IFwp}pCae^k4<+0nK zxIAV>(`J3{7r(pJuBRpaIz29q>oc{RU>#->vTu%>m9P~WJEwH~2}IGNBVX0zRE&z{ zqltbrZ~F!VL{D$o7XD_!Wywd-5Bc<1UQVWt;G{-8-4@h8#NoEe;j*S<`YxNXmUEWX zjMuoppDcbSLDJhMsXkRAqU;=E8TRPM6X=k?!>)N>#OTqmxPwA%CKN^)_6RK~G2@BE z46g5F00FZ5CM+~Ot-2D-lIrR)-$r`G_v`wuo~&EHuv>)hQwM^i+p~f}D^YTDw{xxR zh<^11>Gd-L;9%|2Qeyo#F@ePrP051m!|$&R!^+7%FBg%zf9}T=eBf%9A;&DwqgdE? z*+h&M>{h%lb6^Ik9YwH~ifF$YjVw>!d5g&PL#bUP_Z(0Q9RQR6Es ziq>GI9tYd9_3vU;m;vbZX|rbBmll3rZItcJ?u2}D0y^MWsSEVDY?`=FXPX$6sQy7- zGntWAAYL>K1GQ+ov$taykPP)J6zDaMeOt^tqN=I3iRi(C9S5n%n`SKrr{7oup-jckRNQ%xSu zd*08NFcUVh+E{Q(0VCE*K-*HLoY8q@Lo`EG7cb=Qyo zSjh0t@iYwI>a~D6jQwGlgSqF^`>3OhqirvIg4i!5cVvEjj=k~AJ!t^DjbZmg(_77c zjdN(yuQUKK%UiE=M{^12%xw6*{%^tRt@>l5#+?(%7hG;vfjh3r_MjmGpJhOpRmSo0 z8yZOzM&ofyPnQJgOiLtA0eNdh?U(DMph|m=GXI6*3Tb9e42|F(4{!T6Q~b=;e`Rc3 zO;Y3sktK2|RxPxaIkc;OTS3Q8=-u=r^M{Z=`GE(2-%c$|y?8#Uh4NOZIUmljFGtO%SJ_SbUi*Z`_{aB{-e{9zK_u>eWY^3*9qMy%LC5 z>OrPEnIL;R0R@;Om`&`u4+70BbSgE&2Qc#R$S|Ba{WAyg@^r~?!{{3@WZggzL@a5CUbI?`+!)xgg1a371Ud9h1STQutlwv!Zhc=i>(UgM6OF%_Gn~3YUa7MuO%y;4VIoCzCfr@aju5P zuTBv0>1;jpBOxc{M3M5g+D(x9eyaZBa89gkYu^-QG^6K$Udnf8ZV{~Z)dy~Mg@(jL z!`5gR$VU@(JfvGW&xkj1c3kv)W}HlVxQ)8tc;8ou&`q6-UCBehz76Re2yg35LbP)? zF(0IVy`D2Gi17<(w*Gljh-WO-vLR&u=Suu8pnXUHyupH}+9L$%4ci9V_}#kg>B+?o zMNFAJP>jy!4`re1>0QvjR1iR4^C(T|L=-27TBrIhNxj@j7Voac_8>pS_I}vScoAD5yNPLMVmBpQZZ*jZ2kwK@#sy5Q@Ha_#{v<)=4qP z2IDwa_p|I?(R4u;w;598N|W}Gp^?UaDXI;u$W1Ui1EP^j!P2`c^=W}K>G9MzLoPXGs4({;~0{R zQ>AsEOuFSew52C)S7VB2`TKc&nlF`^H3rVmjsGpnisTh$32iCpszA$-za;fGNnPTJ zi@3DLOEjQ>qwdsdK2ov9fCP}(_GCD>1K7?$uAP35cxp)FPJ(9?%P_RF;WD*CWyKzhJZP9C}m57N||ZW zOw;@f@9mZ}o#optkWXzH220^gkiAVv5PZ1WqLns_WM zq6E3?N=W>*?;EgKz&5E&i)o2YC+S(uV-a2#u_`etm0W`yFzv=Q2)L0~Ig=K_F=s8e z;jKmq1?`!jNF-22*m~ddUBc$urhLV462)|TO!}2k^)k$b1Ey1N<(&cpMmg6k0|P8Y zKv?oIqhOymo0Tmj$=Ov1O8oj~Evc4Rxx=LJr3$=14PKn*%buJuJ?lwF-V?)7PH&+| zEaz)Rek3@D6Q_o6WoHait0W7Tl^+D4j><+o$o7%czHUzYA&HcmGxzhd|%Ko7HTJQ zWV{dRM~#4>2ffJ~n`um*^}1NU)GgUBUCj+?1x-6UbbESY{L8cN|J=5SuhkuOpdf&& z%Fu}qcN6_PBX?dy_J25Ruq_1uDc78I zN&UtsUuHs0FR_$3)GAYLuCLt8qI-_MUte9V!h%;^?&xh1udSOAUaX0dxL!#h$l)GF zS!vNFWc@-egLcoOku@BcAaKc$t@$@;u(CQG&}Q6#E*$a{M+RSprQeoIouSKS z#ok}R_*%3gpxy3T!av0X8*fX2Eq|i4YX7cMCkj)_;O`N_6j6gzTXF!x`Z6p-r6EwF zxbAJc90w&z@Z^<-2m#D*ee42G>L8(l?UaI@H(l@_m{|wC9y>${Dz#Jk0Or?i)7Tc* zhYZS{X4%&-MckaREUuGVCPF0qj-`(oMB0UlEH~?K zC#HQ^^#{yI|4drK&vOqT2^J z&T$;~jC3!U-#u7Us~FEuA;nT5&(|Ei5VJ`$T9vDV&Z$9HayFf>S!Nea{iYoAt*XN> zr7^M1y%#f#>KWbcV$U`*)RKt>_c&FNHjbjk&^SZUvB@_uuM%kicNy1AJunZlA5QDn zjOHy+fg}?OBf|5RXz*Ws_C=j4&(L7UcF)LGNBz)V6h&w!Q%E7&LSRMeoRBFOA1Dl= z;Q3Tu-5jitP%*zI{Z!2BYl$GjAaNF-`uGT%EahZE_k5=#4W4q)Y=OeWlC<}CKig`t z$sQo|eHuXE{}#-efE9gl{D7u$-^SfMG4-3^?P-K|{0i)2(yVQ_Xu;a1xUJRng6jJb z#_Q&Lp=`JH7xmgFUHf2i%vajp)Lr32*NAo(L^SfpJ;E(R4-rMaD zx;kfLL101XNC?j?;Sz^k{uY1uKfkgYgt(nI_I#P;^QGol3_)k+LNnhW;z{Zm#?l9D>@MCRAJU%uQDpUlYC~a0bd1wlA)_8LbTCRH5@nhgI!h* zqccT38FtDvZi2!pF6zpGPbC?G+Tzrit`M$4dBZM zQ^z}|DWmPWBuTV0{u~z}<2#FpBd6MH9%}B-ug|zUo+6~Q^BqfN?c`scu2HP`&3oPB z-=M{o{}oC5eTk6X!|;d^Z^yD@i&R>+OqQWG{VF?olcQQ0mv>=yHqMGXHJl@=?fcl} zW+Yn&0l?EVt7WK>-dFtbx?XnqLQC;xb*YNHh8f!WXWzII@;`Dfi2fSys)^$`lkq3L z&-P4TpGktF(~`#=2Yw$fOXZSF-#=~f-8T0_sb;UQ#pD~&QEQnJN1?hTTx{6gPV4pK z>ZX%tHa4P$dGr0*p)tZCVoI5tw$yc?!v#`0Wjv;ATz-DutmB-|n&TsL(nKX z*pc#)kEWomDklq`syHC5m^zzmYMp1g`5=YQCsPCSpS*Y$I&YZS!q}vy2^L4h-gd<= zDTkmh|6+~{EqIhWW3^Qsc_8BGHSW?~xtSsj$)SK?T~v`pdmoq#;DH8KSz1UO3ibi+ z3!*?QyU=V@jy$sfuFK)uiYUdJKM6&d5rOHP?{y(y20V#fw(1->+knt{2&p^A>I9ND z%P#*LuG0MMx7c3b^r!^G1lKu=CSNx{^a+dSWjA8jeL%018Rfi;DxD!;i`ITU< zf{t1@j(M6|AWjD%Lx*DaBpqS6Y3XqvC9pe6v z#RFlonmK0Zo;Q;5l7JzE_~)@TMgrr9x9q)bEB$|tByDH0K}edqxlK=aOs#Q#IckVW zHv)oUSzPf4;_r3XlhO)M2*Vn7tT4m1`Ky&+PV=ZHikRpjLbFh{LVGeWJCz|moT~NL za$}~rjZC!f^v~>V#Nj^Pp!_iJ^O6JHd!Pkw(Uxc6(zbT#7zPV21K=u>J5k?(R4=mh z)QfAumLpsGXs^6oeDVj>75o7~R1@Lt2#2d>iY42M)coxGS}f}P>>;aQ(SxY+mN~}0 z+i`QXC*$CeYF!4(&|`M0T7^nR$HjPt420r%#>6Z|jOsy5@l!F(4^ZMgu&kUwtUcB- zA-;$2AoR@lehquM(k2aw!smGnUcuQTn^XLJuY5ecHt`Hh`*}(r!D`Q&PJYoVk0O3} z5A5C=Q=s2MjG)A^W+uy&9Rw^U>!fH_1*zce!_Y#R74>^wqL8!vlYtvAwr)GX2%rW4 zB#Sfk-ouCE;?Y-HnJ~giRb0-#NrIa#s>j=4y~P4{QTfDj{&@QEwdkof)Rhb)^*h7L zX^883TpbxZFn$mKMPir}fRqH>Py_SXqK$R$P`bIra-p*(?9h`$ILVqd-t$Kfx1~`Y zLn6kLCYW)8t!Jz>KLk#^475_(X`V%0C|sg~&C84?@8uD>HC+pQ{$$v!5W+x&*hYPE zNWVXhFKb)7`hwKBiiF04l7Pb7hnoijNe98gD&?{O)0m{+3O>1vh@MfND}+wzE;NRP zjSwP>14dF`D`tcRoP8tNPFd@)%ofT&w=+0=Zqt02SeHwe%V&0t_VW&pb@qPlZ&%E% z*QjFZQa?ZXX`n>K{_PuAXRoqt+GE>`Atpxbc3yg&y4l zomeW_W?|~>h=W3Q3QU*XV0*vqBXO>n^MSW)f^`iOM_l*cjKQQY%{xHKXR5s)pn7EW zr2*yqn zS@1BQ_WngZ-wlb-a;vrm-w*7SHaI%;RNVeb_)Xs6(9!HQ|yVpRa$2E(!Cw z&iec9cv=@rJ3N$MFSS!d<9XOeQ~5tuKxMomRLhN;<3NyBg7X}6-widjP^SiZ!MH(v zTB88;3AVzM*vxYLR)^jHxU9^cb!a_m4OvruVbMy9aRE$B zwOF6l63|2}C$2krtCK4N|iI(rlL3Whxws+~ORX;NG-`qg$Cc2f`U?52Vm|MQ$i`$IF)_^=jK<>D9_*uk*AIu%;Gj;Dh+rwD6vK?H&Ah#o}3b{iMk( z6!5UfI!)VHh!UQSfmzXEz-dw3elqY5`R}76H6lxq8q4u-P046}W`e;XxmjRc`Oq9c zCOG@(65svl$-5-#z@@_Hc5bEL?s^a8GauqsYrUYljO7Ty_fL<`x-Xu*yw@Xk>Dzs* z2rTs6s$QhCT4NrCPH;5k+5kp>yxiCIbi3YrK=-Z&sh;tXaru9d(b}|RKWkJ-vC?xY(Qe-KZq94C9Z@;_ZPuitNz_=**qmvu31lq=|Wh z-l4V#Ihxf?8@yc9Ts?Q}Ee4(Dc1nc~zjFO>eGChmDH~%P0$_En`azmhDxEjm;IOHC%p3msj63bIaj)Rg40apeOKr^2QmZR#9R4BM3 z6{a$2DV6i>d76)|c5(vA>Up(32vPe{={}f+)uwWj=&s??`5j_wFho|?i_NU zn;8I~yu~f&_@_k;hMpqb_YY19ppLFJp*vUIu0*X{|~$^{V>ziGKFS-#MuT z78@2i&L+}vic+Nt$`6v7EH`Qq9cf{wmA3AB@Dcy5n@JG!X40mUCNQ;5(=U!n$d*d4 zR0z1th!)7mlkwV02)>U*H*enI8_WyU{?pWa$N@L}fb70qTiv8J%G;5QceKFzb=+Cg z`CO~Yq#ak*Q9e6!c&Nkm;X-Rsgk!X1Xot5)ThOU{`OjtJhdO7uh*~<^tRAtFTk>scGbI z)X5j8rvN<1ZHQSEBSyPSl*}1+7mb0T0w!Mj#jfbUF{veHIN(_HapH}UFxtE-(^-ri zJGT6V$UA`E$)q#%ebJO<=cn$4lij655+SAa4bUfr(=)N~J$xHkcM6RtG-xrbbG9wN`HZit=q7{2q zj|*QFS*!Hyi?)pvR$(32$D9rOYZ#Yw^`d!yd!D;kIgL|_VBL?i8s;KHUC*%RKGg8H zLH;)=r%ATLKBwupg+VZTit@O{U3;(PK~EsbA9vJL0V&Sh$Fsa(j$c2(b(qvdyb)v~ zr(AY*$;*jt_AD2Qt{)==Q!awyp8tXOdX|g&)bO#(!CKgDv1h-sV!(3NbQ`i=gB&Nd z0mdxJZRjC#4IefsuHKJr{tSFR|7_>V@D@EdjS-Qtr9LsKi)FcF;hL*U#SsD&SbvV2 zjA!)%dM}T|AD^DxUw`ryesl?w`v?jgPkI4#V81A8F*e>q+=PqYy3qPzpp9c-2H%meK zw@%9?&XTfwBF!~0Q*n)B2ONZ%X((>LBeBKCtW8P0VxPz4Q{}y-B&YxY!0C-f<7p{M zMZ+x!NJ$^$E~jM;r4NCtbg7mTgLN<(h^9sNQ&Q-3g-NNOsm5P-8oYr=P5g~~-xb#a zOraSQyxpV}vP=TzSOK|};H1!JLUpsq&ylTM z-pfu);9wz#E76@zH6CClK5;fOjIPH6;Nvr8GAA>Qj)Kd5fx7n~m+VqQc0pbfmW@H5 zo1wiPgXJ;|Jnh}NlMCi#x+mh|-;1z0tDj~_Dx!{uuI%@AO!@TtDwmk*a-CP< z0B4(m@QF|d@$1xDspHcTsQhjtT*0I^Ko&X^f~Bq4mS;Z-x9Rh0=82`mthvg5(I%WO z+>TTDWx_d;i%4!-gnfEh4U+8_rglep*$*G^>_pcr7S((Fq1>Bo73wMu#*z7-jLWeE zmRSljmN-T^S{^@M#+?3yWN^rQ*gG34Ra(Qcd47m}-z9njSSSUB!#Z7QoYGi39iEx? zE~mWkXs2+GXLcXeJLIVzSfSG$&V3Pj#;FUw`J_#p$(!=;9{?m)!d`|`-NtgbIx;&i zrYDz!TfQrWZ*Q5b{15XbrmQp)a9KmSS@0BODSe~}lgMC7l$MLL02<?>lhl> zOc=03K1g|NC@1<%13|sNNBkF>k{L=Y6qX@6f9e~0hua#O5>ue(@UDJ(I&;id4eb+) z(<>?zQU#tV9+1dK36Z!ZwvxKccR_umA$3lM#bQ|`S(kzOLA!+G(!T8~?KH5Xq)d)o z4=>cPy;<4hVG7G9h%^mWT}O~e*<({65bV>-s?m{*Pnz>iPx&_37no+nN`f~^`ip1( zbUy9;u{%Yen@6iT5}$Bf=X1O#_U|^2BNv!Pf9#p&xmWqpFf+N=H9~4e;z98^U<teAsyYd$+aTc{s)c@%Q2&}hw+yiQ9N3N_=)pfrCE47Ni zrD8cbflG7Kh$^dzP{pME?NM~j72!tx5MP&XRuybT)2mEKnpy&@5ZpE^6jhFY05KT|@?%#8jmcL$5Jc7WY@siz1ZB90dXnZF} z=H1YWM`3-T=XE=K#Q=}^ueGN3(>4}cvN3eK%93<=cV~T<2pDb{0*waMp7uq^gTRct z$)Fng9~zLNZ*k-aGhDfrHMH<-t9AYNhB@oRl3mVA%17>t&sivM=JES^renckv7PtHT!7JjsQ7!!@1q>ZXcGSlu-exjUp`qJ4ABi5a2LzJRQZ!q z1$<@IR^>{|a7L2XGvT4;ZaH%hm8ezt$mvvGJ^t?eviY3$eq&C~S%-g~g%sglgYcQn zMmYV`>F><3)l%~XFB9?M?>jh09DO^QL`a-T7LLN!$flxBUpv=Ct*Vlev08Nwsj|pJ z6&RRJ!JbQ@WHr6djKQ(|gZ1w9gm+QM;aR zcfVCsU{cU#KR>o9c#+_Dc0XPtpsT>u8n^>1MIcb{z5^HGS10cs{v6TMi%G}tQ=C6;Jdvp&_dhIZ_0C$Q3cQ=1SaFw`R!W*Z_TL2FPt*nX)F66k+ z5QO@~N4szxyl?;)mN*HYzy~4_G%F-@#&R#ac2!W@A&$}zIC0UN^*|^=x*mDGteM+? zpKz7Pea{A@uG$Uxi*dc4#T#XU;9}!*WgjV>3QsT@!fk-ip#_4ualtZl`l&n#)&{G z!w{%x-mYAG%;y`s#uSosDQ&c#C7LOOcP{jnRzXIQH<0R?`C6n>wQVE$*V^C<{UJLu zy5uj~P`AzzGcgHr?ic6iU>9#eY82`=^LQvkw1J99g~9-bJ;-pX75&V>=-)fvY{kC6 zi(==Bjld7(CNd9YO0%$J61 zz&}IOk3^B)BRdf3DJf|~hz>((Tt&vyfCxlpCrmWX5d8HQCb#x#xM2ucBX(dI#IsZaN^&0N?YCF! zZzYUr-7^?LOaz>D^*7qlI5CYPsR}lWCN0D-1(S05y3@|CI1Yu*#?Q^O5}w*Ce#0N= z>*f9)(*Oj*LWU07iY?2pohlW#>k?ZeGvHKqYV))5{&gFZRr+0VuFA1)soNV`Be_qj zM4sjF5(V&}qEWE@W*Q9pd5wxq00DLE5Rw8rEhGLh7<+k4xFw+L+^yj{XN&>y>6l~q z?%6ZV$c&C)dupi0K^lcDgE;$(;XK`D-#H%FrlN_5DUAzTuE8@w~O#H^@1MJHAoi$V@YgBfTHTKHV9OG4Hpw zu1(cS7h?tUKWP!u$)A1HS&xX+EBg>g<3wIu$ls*GWlk2BtL&nRp6mmBpRS*XwNvO+ zvci1auzDaF?Z=qKD^g(ydr>78Nlo0UElF-fX9pBAF^7CZ?icp(@5AY-_~9<944AW5k~8Ls?o? zS}6Lxa{*IPChR+5)ixQ_-zS&0E13C9em_yj8PN7(As%J^IkVF8dxTg(L|mNUax9k* zqyH&yEw{M;FS?k$Vl-z=vo$=-W<0i0zc^qFT@UGv(8-|UBbOnO+I%$DBzjJDT-yeg z)m~i5tat#dGKch^A51-oAv#2IVm*jzT1WQ%9FFimxu!$9u+t@tsyhuNcZxR(>|$g# zHk@i!+HIcCJMiNUZ}YQHWRn6=66L^E2ZI!=6ds z&=zD{o(=X2;k>F>dq2qnyA1zmcZ@T`1xb7~N;8=Jr)g5Ke0`{tHTeZL4SW`Kds?3t zMz?l9ga!JOPd-4FBpjfu)d#zG4RSm;UVoDC`9JdAC(AY{cpOTZ8s=~OZfry|)((-O zIy&ZOfZWk!56qo0JCmjr2KxF2!!GM;=LyPFt{0V)D7XAKkYI^a4Ra)%KvzYxn*(>( zzZ4<_uh!sDJ!|YEGVRXqW4Km1FTiTWQew(%)(Ko$yN@cFRw75_3(EGgXRWOp==KXv zf#n@anE!81P_x~=hZ`~%5@s)C4*#sI$i8hHi4iJI#BkS(NkZy^Bc3$);0ja6l-NNT zK9V}UpClWB67qR3ppCgT2d~_HLCnhmPcvxwkIR(M$Cyjw6G``qFkT1 zOVS{VxT-Q5a z93ywZMfzrY5xJXc?djcPHYpw|MfcsH#RM(;s4*Fd@GNqZ9aVkJ z_Un-}m$d#=IcUpz(Fp%17p1r|*)ZhS9c>(8NOE?&Pr5&hSN2{DIcU#3WqG0ZIcP0` zUask!o$3}>xj)-qdAbt5g~wfpWxe@Ok^iiX4#)1TMauroCn~E*AF-7rdc>i#@NrT% zRw6g4)9jU;^n8H5J-(^N>cUM%+N#VtHilo+$YLaN@;PM3pt-1OtbMs9tBbVnChl{6 z{neKi-wY-}PWGaI7R!LDssiQXG?c+--L!b&4btj;ay#){#EIoAI;|Mm)z@fTB(clk zh}1dzEd45LvYcd*ZS)BHfWz?)F>EbX!(#*MIn#VXFt0d4rRHcA=H(Mxu76sC^i=DC z3k@{DwLYnxXW5EX_Au-03n(P03Rn^DPz1a#nIPgNCD8HZ{a3)u4wc1Yg*O1A<^5f* zG*(rLmjaA`HWIK2C<}t1({(Ex(~u0Z+Sg4`hBZ%rh`J?wZQ0_h&XZ_n24jD?{cEO5IypC7GVfTa!F zj*`dZ;#8#WE?BRa;SzagwA(D47ZI1(r~=(?xPDc9>iosWzPSZG%qK%okRp=JTS{f0 zI7q-SesFN5RKyCx1t6>)GP-ui9Aei8bBP8zxIfK6JEJp>bkOU`^@xHMrnV!o)CfQB zRe*Qv4BAw;eSHyq+i3wv_ig``)q>NbR>IwzxJ|0g3b~=+Ar>m3-}@QtEz)W1Ec=y9 z8{UimUP(B=CTUR~-C>%`t~6d(nZ1k)Y_nCVL9`veZq%T>)V>z7g~0fl(o`;&%FD%a zt;I{jL45Sq0^TzV3;wdEus(;C=_q$yKjVeTK6;nn1S!6WPO11Bq|u5IOE<*fAcT z!0Clds%b^Li?j4VD#;+<%GX= ze!hzZ?T4Sz3edr^p0!f3qQbC5sXqB;l8iPRc$=9WuCS@Xmn|YKPeEBi0rlIDJHDQP zb-5}h;mT$CtQdEyy)Rjh_{QJFWYACsXKQ?24bLV@ijCxNj*GY-iFzU(ahT10Z#SQ` z6WnwO(6`cVKU@Gm0>cL$vfYj56ze=rsMoh#l0#5+$?eZ#l)QAD3`T$W<@$_5s#-<*EZ0fkwFXwpL6n@n9~o#qJN) zyi#lRWOy)25|%b={En={WX{!z&-Ko47^Hm`e>iIOS0F^He9ujCYRPzbzSYAXBSPL2CVWX7TU#oQE* zboE&ztjUaHbuzxRLo6>CdjQwk-n108j?YHoEnz&uYL26o$`*VPMY);~0vU0r4WzBs ziA{Wh_nuQjh#!W^(7>&p?_&sGTri{t9s47Vcv&@_Z{%ksq!`=X><3Yk9{+FyZXCbu z*tY!Hc<#c5%|rdu*4{Qr{|o*53=9@axVrS2eU@vAX6W;#leMF2L{aH7JTYN(?Ck9@ z1lfRqj$eT&U7T7MPL2?9BSE8KP+0k7wcfhcmlsIt%xr`LR0ZwzOIR;NtBVU~V~>Qd zT=-FO!;iIWhLR+`WJwfZz8~H|i&C!qSR>Z*ww_qOH%`tBdz`yODP|#QF%qw4v@HoCb;?`;rD>67@9E%#<#mN3q_TtV^JT&L03C-z{&MsL&+w$ z8mnT{3a;e8K0xsLKZ_;#U<}wS*xskGg!vZRQ-~G@BG)m9yY8CzK5n+zi~6LPHN5)~ z)p4ipHMHn9g*4;8!N-8OUzcpx`WXkaZnKA~LVUD1jD2^(=s6)dEgUkw*SQf8bq?6l zp0S-}AjnUZ>Ulj;gcyo89QyvL%U3z_u3P~LcsZqbFOY_Y2Nt#GkLi%SDCL5iEJ>55 zzL6R5gLR$>v@yd*AE{E#CkEPIsN#Op3;MNl;!EXzQESqy0Y^LtqhZRjl47~y=uYKi zEI}ESga}M~VZC5D2w!M6{#oh-nhRjO9LaWeD@l|UX~mX zu*}5P(vzbXwUU&cPXGOFCs;5-S34vsGZo%I=9(@=v!`yJwrDN>ML|^}X#p<5{AR%N zXUniw6=BE4$S`EDI7DeihqWAwK|CS%CHdA#TH0U95}$UrVM1A6A1^6WFJ{w+<(e47 ziyDnh=zH%$@d;$t1Qe}59h+qQEAd=#WYBa;Gw|*(cni1QSFw02j@zVi{~~jzl67kQ z9<#akVc{*B&LX&aTWaj{{P~Bk2(OiZITP+v`RixM=UU*lY_xokE}6p(x*dhf60g~c z6NarehCV!vBjeUm@h_A1fQ#2dtAd?BD^+pO#)3zowymXfKecRpZf<7ux($-v%1@Z{ zAe%9a;U0L86!~cL6a+y))x_~*4Ek@MAsDx_>bTQoIJgkvsK6wSU&2~8C$(`3HDfcJ zd%U#w$8rflrFI)D)yoz%VtIkWTdj4MV766(g^YNLci>-d{O|vo&cW0_Au(Sghbx6; z2P5Q5O2UE}>NZRQUf@^l7Rni}T#*1qCPe7L$^AT!D%H5!doXC!@#?jcwuMvp^jQx< z2?O7!gR5irBq8w_QUXTduC16)3uu4p3#<-GduNyZJp(f_AHS)^ySZevM*T1`1J53FgzVGF4_`h^i()?eBGF#WAN`LX!dN|-tWiK`UEd7bX5664U-NK<=HJ=+JdvrBxkCtf?Q)7= zzm-MWxCUkvE-O=Oe1OXuG_Bd6U^UBsx(}c+-g~9H0z#`*xUpEs_bXa{k?G9ruY(%) zyHpW!C9_zbQMr8eVpM2mL+$nf^ObZxn_Swtp%rjlv$p0-`98|9FH$)8tVn~x{=dZ$ zT?9JjVhii#*8Gvgl*(xLc2~e-6T?tUDVlKb1khsgh<6bdg7DNUzT1EhSwt(XNiAeG zYm>Kme#}1S;};C=O4!Zxxzz-9EYfeT4rto4f`CN;j{W3he}>wcp)mb%pH;a$IpZqez;iA zO>lu*yCJ~;qwF1{D~Y;x(WGN^l8)1{ZQHhO+qOIE*tV07t&VN0W20l|R=@9e&Nx5r zxZ~XVu}9UeUD#{Q`OIgoS~Z_;M`P?m8$9o?-$Qp7mMubS)lnxO>eUhnL5LZr+D89#hf6CYA(adNW zBJj%L<864{XEA$NyRS}@a_0zL&D#ab@|VqQnzZ6zKzE{pNiduQXkwoDkvk!jcCOoyTwv09m^))jtq*+_;l*@6V? zbDi}KPHJ;SMpFF>2IhVkC-eCa0T1v{N+R$yESSb&y(!zP_3&?eKL-Ujkfe`y>B1?k zYq4&JYxTEZ*76YFIarVfe*YL&fmAZA_psqNd+P(+XAx--{cK^c65V$4hwixVn7-f3 zK|IIzysAMfWOCXX3xR!tX1MA7h2L?i@9!`40cuv^%x*M#?`cr&40E3A-YTNHRHNBh zTFs>o=YcSgvsqTHQ3ZGQIYJ>hEX!;@rG52fMLNoBE0 z9AaN)>CgY+v03f?hTtVZZ1OtbeH=yInxzrNdE1HEOLpu+?A4gT>a)D6#|vZJ`~utH zR=+d0*7h=BNb@|??oTZup~SBfXy|`i5Xfc4(0>)O9)=8fW3G@iaYCjh?Bn zmVb~FM)6%f;58+BDf?;XXtCU~4zdH{8&Qm#@$DByrkP4KC+&4PXAo!wNlZZK4KIb7 zS|0lDfozFHP%6rR#=?EepP;}~lWezs8II5+N|qU^iO{qoa-ml!AAoV9`+hl(9ymT_ z1?fVH(ZCL%^Ol$C;Q~2Ghf2ur^fPV1!Z-YxXDFUno;>*=R~kY57mbm?aOB=C^P2^8 z#=gahgW@YA@93!0m&St0Y&NfohO)IaD`sG5x)aF9SL!4!&<@gBbwRXKR>zNhTz&v= z^;H=C=>56uz5>@JHe>dp3|~py&ZN?{jhD5upvgm{wq_@*CXDipKl%3WzS*>O1C|Iz zV*8>QFa^fA`>9%+3lD`C&+{<3MQ84L`!#&hOE)t+WL9WrsN^RJhtUnjNFUyv^9;%` zy)fDLrte)EF8hmu(?94Vhc{*n=gSr?85cp>zAu54*es=51h1&7pSSH#Z!B11!^H_} zwwi};#tn;E2%LXlC6A5jb=9cK$*AvK5`1&X`qjOO7hUSW9<9ODfpS9Dbc~h3NHPgm zl@^k1H<#{!oQc{iaHmrq5Xb11?M8foHxyIPRHYP+$Mu<`ds}51GAMalg@+5L*VSB1 zQ8cX3K`dED>6W-uHXc2fNM5Rkb!Vsw_G{;ixLd>Xow5`fRB&(gXzq+PArdgwRVVIuRjmflToad;*`z$BmVxhdGpGoz)8+^ykSoa79h~vht)_$|0I&1A4 z&l_0m4_8sXIl!byM-e6_Q>RF^4YhSI9j<$Y$i1&xn<^Z$LzsPqZ7we(WuGkHLOUnR zq@Bxyw_hZ%ntH{I2|!rI0!%5wyY2haWE}Ga+{w0fN=Aup?A?7LA@p8oj$;iU*WHN~H;lMAU_xW%V_huS2sCv`Qaadjt&+nwl z{ixzliO-WW5yEw_iv$5Ed1SvsiD-S&jNyzmsP|8z3)fdH!8=*TR@4M| z9Hf{*sbEY2Rat6k716f*&ViKCZ(t3RMX4-2lB{(M?&j@63Gk#NHq+*-oU*-OKut+J^X!P|-nJVfh1!EkeX}kJDqaq)^yxs#( z718Wa`Ik3>;GT`PnoTvnzp+v-FFT87{Yt1y&Dy}jp>xLx`qed!npULw?;xKtkT4&d z3^)N=v48U|g+@jpn@)G_!uiLhUXV>qkP8f4P2q<0dCy~HAy7PaA{gxcE>!t{+?gCd zHLjt;V!EzLcVyo}>*herp(9s7En@kK@b8iEexC`c*c4+TFhu*qX&H8D0B=JZ;}4>a z37*nP39`5c!7zUN8<@6)@Dse(Hlx~$hZ4p@zO?80ZuNOF$asL|*9vO5IGCpg;$FZ- zoE$kQ-+YismYQPeu|F?=z(=NtLN*4PCZ9?0Xvr1?29Z0(xMz_)maCWryask~4rUx! zFEVdNlx{HAomc{BM}9#pV+*22oh2axe1IVOt#i?v(T|Th#{?p2qwcJ_Z6T68bXVBT05a-BLB0WNZ0J2USE`;z?F)DePOYMxj3u8++_~e^U@LdU zvPFdyvKeYWUBda7KV1;Dv0A5Lw-Q0Tv9%K!P7-*_;A|O~bb@23_;~m7p}PP_(#@3h zGh#al)2JinBl@9L4VfyM+ub`a_GFB%Lfc}feZDpTiOOx!A%4h z^G2#J>OboQ%?tyqHkC~~gJvpj+mB*OfG1Mh0A@VuV}{7d8!hB9mHm*Fn^L5(N&9-S z6dVEa2kZKxL=GxM6U$EpI-T;3 ziYgnWahC!QwF1qAp|Hj-0}c66F?iNYkgc4#a(1&0QN8q32>Vw)4tptjb2LlyGkmjT zg+-+uIw$j|d>>}@j#JYFpb?|d4B(SoH#)a*^B;`iX;AME z=$K;)scV~eG3-}n9&X=>ANib+1x-=^23|5K?a!ClEOC%0}!p=7Kh69W*78((iBNw!ajyPk!ZAQVT}p19Te+2p6j&{ z0+?n=Y!<7+43%R1zk>vGhoEIn;*yo=yqr9^G6v*xvTHVz1geQo-+rAPP-mF4mkS`5 zKNpbL)_VA*g-6Eb)Y>o>t}AS6S8@HgZeX7M=b#eknn#7=Lj- z4{&Lza(Cy9Mw)swmE{V*u?eBlxN*e3byZA2+JyuD$*q1a9Lk&GIZ{`K&Ls%lawPfAFjr%kp#vS zIW~yWdrhm%s2mSb?)1n4Q*{gv0=hzWbtv%q=J&#pZC;uPKb5=YRZ!+uRm6vb1d?05 z<&_;>W-pkw+ly}z#mVux*%s$bev&G&Y$qgDODRk8!OEp5)|X#oeR1Q_Zz-m37Hz$C^4S@J{xi@1-go<*pkXGpb>AC( znd1;lSboXR?oc9kNft26yhM*fjFSym%E^Rfk!=!(lfP_yD^!cQnp5!EI9i>*l$O$P zX3&HZe`{sd09~mP%>|)PmKsmG`M%lax(cIor2Mt}Tl`XDYcC!@V=;0d3$IPplt{<8 zEONjo>OZR0%)Mu{Jr=0*WB6yG%FPqlYShiZ}I1HqY`&}F!Z^$O_=_Ml6qz^ z`yH`7*qUFF<()K;<&3LwWY89z^Me3#5#vx=d)5XW&b2~%k{-x=zHL)^Tzx4n&^UXj z*2Nmmun`|#4x482=_H|zFEs5nPO;3r_PJW(+X*CFPz-$Od^Y19$^5XGaIE9gZkdOFV#k%+omVpRE=@O40D-@b>}yB1+4G>FZU~!UFg1(;*$96a3D9#a-eByMOJ!MV%8wbP zDY#Zdo+8r@B#;)>R7JC0<>qK^6udaI$fv77RPpwhcViH|3ZwI$Z?=@lcuzWI@QoSy zo2B4S4~vm}H^>RsPDQv~%wkl73QyFqIkol>N`E>166uTYt?GW=(EJhXYOB_G;*O$P zzG%j9!qUUdQrA}5ir~ALVaAY)G41vFa0Eq*gk^VMxoV@@rbkR6f6RZ`Ts1eAQzog(5mcThNjWroh{iY$hTEI$W z6$=vOF;1Ed4B6p3Kv^1FeC8)P0D~^9XIdXeO^nwlLuF^Vgr%jw*4W*X;RZ_!Jasc^ zG38^RkbyUf^!6oqIKQ$wJ27EK$4klerYLMD;?yoz1oQ%xEeMOsWF3CK(8W2KAD72x z&8sR_3-G-SMT6AlWWnd=!18Y&O}XYJ|6KqkQ4BAcq6Q0!V_c-||FJXlRmr$KTMRO> zG)*9RWJxD5se^c8Srx>Llz%&<;0R;$wm{)&+O!J^Nc4cXjB{t_I*hAXVe(7pxcqE! zC;KC-dV)QjLuNS_Iu~O{6Qm%pB$dmf4VfOzhb5?A$WYx4EDFwTC9X4&$t3CSrX|E?4adwsn9 zRVHff!T4|GCs)2QrH?qPGMHe`4_N*tToR7tGdad~=;{hHZHH&CA0*a++twoE>dff1 zt945&a9|6I)W_`OQRG>p^Lh6fXZHHO;#kFl$Hx^vO>Zlf*CC%`XG0%l*qQ?b-696U zhC?cCze_qPg%pl?H;-)a>FCN_P);}~4ErG@ zW`&&gLD$efZR>4Cn8p&TYG+49hOIzVzBNtT;Pe>lyPQ_TZd1(rcH{v%KOtSTu+o~Y zAiPB>=DpK?FyG&Hm*6Hr_9+w*g+RucL6birkEu@Uau}vN%b29bb!iwL7_VE@oYmYa zJ5h^rd<2GjjpH)5)cz44w=?g^KP*1y&Jd@Z<5Q46g}&yIbbf16H+ z^bOLdP_HN=K4T*1Z?5@KA{iQ+dg!L8ZI771qZ6R@5POJ4sS~wOmaxmJE=BE*k+A^l zxt%mp3RQgGqaYQCplh^YI3p?&E+Tq4<-wb194GsCnwE3#6Eo;oxaLeIe(?M|ww{&a z9OJktQ+r-3-_Slqwf`-#!;kK3QZe7!0fu5C&WsNh)H7uTx%jwvNqpLA%7$5db$!>U zdF7dtQUXS58uIUIS3N@20zx5NWannhRIqg6CBt~r>{O=p%%anSF8a$6($(Qn;q+Zm=l8`lLe3|B zM>f3P)dB~Vv5S~n4&74ufldjH#=5mhW80HtbGK=< z3@UFJBblIVN%r`#MCj6~0eX;;$UHMjg=P3#l>y;H<`i_Btl4Is11bNRy~q_f|9JY+ zxf^%7Jx_{tk+b+KXO4c~y8n%Y6=wtA=^@H;a}L#Ry{&4fs(gx?dcywvvdltrPN&(8 zmwn=H`|6HqNz6!Frt*H1(^!>Cnz0L&cJix8x8r;M#`@#Zj*z6OTzTkZ*hgc>^Rsbr>|XdLxF*D!sMCg}ml_n_GNPIBscF`aTyG z1Uu|tFZ}%OA;uzBDD*jNd$Ar`Ir+>q6yqPx)}-pdnrFo;S=hQTs|K~KliZe$G(7%> z;fecQwgH6*k9Z|%`Q{K@Xcui+bDCov|NypsG}*{znm&pVNQ*046sma2rf`vluYku z-P^pHf^6Cb`zByZgo&Il{Y_Z25n#9PCuTs)2Y2eYN%b1~`$UHL&57c-#@za2Mlm+c zUVjo5t_2%$z$Wc|H8hW!^xt-^shS(b4;G`8MrH8Nxhly6d9nGn_wzJ+56Pv4GuOde z&FqnV6><9eR+Ia%$eP4uke~E0CRw~{#HwH_^6~<#4If2_tVzi;BUr#V4T927DLh@) zpHyaH)zQ`cqdaBFH%x5rtZ2bS6fw29v^Bpzi7pN)E;)k5THg<+p)caJkRl#S`dSri zKK^7%o8To7vC6fqD`|>)M=wy^j8{`X>Sj3T53@o!!A3VPxM{U4D{Jhqtfp;s&PhSF zWF@Om&DT{XC~)WvntV5364!0N?aWL+E+!7A>hfic(i*PKp=B99T~wE%)tQm+780$W?cc`jRBD^=1LGDv-2nrTrgo)Pkj%*(YG0dhFl1> zz`R;8MURoFOTnbyB8{q+YX9r(uY}Q^A>;3$%|DH3PM;ikzwVb}xX7AD(}hrS--8Oc zV5^EJz926QNgOa~DkY`h%kPqhAkSH=$aaa{-0qgx*p6kQ-akxRC$0H_zTbXTq0Ea) zTAK=6Kyw}3jrgWjoF%C$MVc5%l&nOR*mkg_1;sPp;v>EV=>p%k$ivzr`i)tX!Nlvt zYm~a>d-aq<(~O^-<9M3C`IJk#m^GzbF$%`eR#pYOGtEUfLIe@ji!NE|!sG@FGF?yB}JV_?X@ zqEuNCq(Ys&QCUmkw{17mQI0yZeIFbC1jrw$jt+SzRQ}PFDLVI#zz*``IgitJ@?&#U z_pTPWlUp~pVprsAoA^=H!6NEHYc?_+(c!&UPcG$E^|a`pN0Ae#XSuW$cNan>Op?un zTBT&l!}r1OoqSe{llO{n)Ho1g9g9S)7-_#%ZgLYz)VbOR86^|CWD@qNGApS{Clpl- z_k#S|@qE=o2`K?4=J>);AvuCMZZcso#nF|4@H%XbwolcDb#qt4CnM?Cdt!D-6|TzV zMRIJvqH|7TBo;@JO{G-H;n^fqtg2)(2;aO+HF~1Tm4?l-KWQUJR=e<4bq7b9EM#{u zQpDs%BA}hp;Kq;?syo--A1`52;N}? zgo1j5!ra_FY^yuT2oq$Odd-t^Hkz_u(yLpY0zjSK^?&BN>Ji!58kTm+xC?~x$*_? z&WT-g)W6P^?oQTBs-8Tk4&jvtu$;^maj)fEWF3XSdriPnF1h_Tf71~;je~7z;j@Nn zf~5SCip6whgPO{3d*Q!gzD}!kg(Gaj&w&{op&Eo8(0=IH)T&* z7^kQ;b8KwnhR7;Pn`R=MmIscqZaOI?xvBIZ;QRC!LDbxM)M8z1@H1JYjfS(CnPt<) zX>%$Tc^a9ljOXGsbZkugZjgagH+$Zdh*2U;OsJcsI{3JRY3Bj`>hMRN2#uF)hbNPJ zp+~x^@@dx4u4qG)S8*eVgnOx zeYwEB;J@PZB5%abowz_iKxntv6_bDEBo;&jK`;V9#yn(0ON*O!@NUBhOsq24$ZL*` zZ?~BxHhID>Ssp=xZMBk!bzzC)#~(aLl4tdPkWpU3Wzw1tvPZkR;6p-o2>Z@HRe z)TV%JsBr*0?M?FepqbEpXepVbO%2rBjlm};I~TohZ)j=msL*B1qB@esM6R5aPe^&$ z!24yUoM(N#s@2 ztl&$zM_{($qAJ*@UM*aMw`v{tx-s(A&3@1OiL_aM%abs z#2$Mj9O(92FBO_YA}oTY2R+`LKjQbl(jWuqHbr3nhp{m$k<{*XHqJXpaEmVb>ydf> zJQk&qGe`ObKx|qL2fgi&(z=dnm%S_>Wh1_?vd3$O|EeJwMJ`t%HD)@Sai_Ma5o{rs zbZg+8DEgg1vWyy+{|R2%|aJa#Mg<4c!q;@Hl`Tuu9K z7B0xxl7e5V*2~qcNuS6sXc5Z6K`kxLs1OHj)v^OIGdL9G5j{5XGO|Dv(QQ zofMznxGy`4R>+$^II6mrp+sfkKZ^g!!^`+vK4IT#ur^RKp%R8-pDi)qXH(e2>FYz= zpg45K9F~hGdP@mfnpNu(^CG6LNVQ(Zgx(biQ|^OMVm5p6*Yqa19(8WH(%W!+zcf~B z^d8gWnS3ZjJP{HogJ^Ao>+r2jbd4b)djXp>Rym@fOWMx*iWcuS7%P59@dozs(fU;z zK!MNH)D#N~ORBj3Z$@m1W%OHC{M1GNyGzwGXY5BJ$uf-}5t*c2k>`D2#adka(4^n8 z@PU;3zM&hg@?O{lu>gCqHOOFB)f*~|qbls~2sfrmwoxO$9WAjG9&Yzbk^N;P0s`<5 zFQi{+j*zEK@Jjup7(ek^k+eh$EPt)rAKGtpdAn<9XsowMO#g7lv!?a)?Mxu)8aPa` z*iXQ$C3$>0*x2j)jQsOJcFB0BDp?;>ALW@q6)QrRIABfUOU&Cg42NAWABgrReTW8m zw*qw_eprh{uHk$n=0+k}gfx+Z7r9WmKv`l)XmWS&(J z0#vkA9;mf8Ix9H6W=nVf_Bo%zk>kA9XlXnYjm2Ql%lo*|;B+w7+1Uvw(&vAC0r}6u zLY1HD)=m1-Rhr{fQB`#g)Z?J1q4_5=yHu?W2;3SMoe&Wi2t_N5VWe7 zaKFQ7gMwUp|K|q*;-&LgF+QisPyYa0e;)tW zeir&_Gp@tmp>XWBYc3DxnlWO`9@l?bw!A6wq7bUSn4IHo3-%i?f5*U07b6}o4Ms?pQZ(z3Io`*b>- zNRL9Nh21$TVvO8Q)%SY_bRBbfJe5l4d9QoH8vUUu6neY7AI(fmR9-PwS69KH5JJ3! zBDbG!k4oip{r>cV0;IK49gtkUuVuXt3Gf3iicvZ7{d|9PYV%nrQWyMG--}M1i$STc--@kuXTs$lS1C(t#81#BsES5?>K0akB z>a&YLXvLBg@0+ovahVKva9zdxVz-0@!$T;J3O91M)*LUBZ(4F#-p_57X>mhBW3 z6$KZm7k?|2qn^T0`nhlWva>FpE!UD`QNE-z8V?Obpa`$j{h&4w6aIFlr((3{W zea(^(`~Ddv&kX?@GL=sEW&86({2;PBIX+(SVsNKF+%qD_V>beTZ2Og8fo`o8m%WF;NgP!Be|`X?N<|W+%=_;-tzYoCT#kqF{fnkQ59s|*mTU2S^BNmn0H9Qm zH~34O%L5d7ei^&o=|7?RSnl}{orH?abpXvA_ifDho3-9-i_LC_qj>}fJX=p@uzGrW z0>W=#=CzVzoX&>|D02@60i7LC^W-B(U!b0cCgg?u54^efvcYym7snEMT|l`BKS9&xW6Zg+%1`MiLEx93}Z z&x2&3&bthqd{4Jrsn`4jB} z1Aar;&^^vl9bKuasLU90yyyj~XTi_wVS_l>a%ftBgjnQI;;F1;=cvvQo>Vu8(D~7l|;10coy$qx5pTp+*+`zQ) z6)VAjhQh7rTo&G|;+vG0%4WK4`##18ru^a^zmxb2`w8lG$=y^{ldTZIVL4X>3I@5q zzu%bMu7rC3gHpNV?rfQ!ii(Px+xy{sRpk;e7U6%W0`SrKy-v?tfU0Jsq%@n1B3FpEyEc z3-Txo`Vy-+p4;4yJMuMvfk59|sn!CKGKPK2gP zQHJi)qOEvcmr#HZGEv!9x1);k!mQ`ZqZhkhZB6rkzCq#p2r#lITmJL<*kR#V=feps zRx6dykN4#&O=11#$DYrxprNS(KLOOV+wSIVBuD&FgXe2@vpwSUg!n_<#THWWE%i+s$V9C$7p>3@&#{H#8^&>`L@yVe?cpveb!kA`5N~0$%5aoM(o$0~ZWfD=N#m-RlG_1~X`Wg6q48?FT7NJU zgAGtIy>1}y1_)(Q1^qq>{|}9~95cWnmQGw2dg*oB8;ys5D%56pnKh*Eo?KsF127$g z|5tRIXw&D>=l$hg06V*x#voHv2Xyq@)Wl>1P#XrqV2D>>1xEi|ll3wnN=;5quFN4T zB_u%jg{|<_g7w{dKXX*ueyuTL;Ko+-gfl|!FYF_bX#3qxvIj#UKJ>Kw(}w#OBB$zI z&(zlH4g14@*b`zUiKgCVg~RO@{mAgoYyiGjTA3}c_{XWu$;nAcS((s4fHdww($D^U zrH&9ECZaND(aN;KZ*@AEpZDk`3)qcDz?YPktbe*68&I4%KaG;ukevjWm(9=?g0{zVH@clU_ z4#Ge0F>}GMF7dxQNY($in+NJLZ-1WNd)Y1601Qa1FkY%yxm3;<_;*(Z`Q%#FDe{*( z1HVn>xLr?Cec4G#Nx8T(@Sb^{+em?4nCN(z5!Si?XZ^zA2tbR@$o=adbv;i~YU*)y zCFo;)f#5y{z_Ht$kI2Z$6DPGhJs5orfS`n=kQeagTMsmUV`yL2ZiP6gyNb#J&>@fh zpO5~HiK>-q@zKO$(E$O!qqaM)x}`6;ns66ZMkgc+#t&|QJ~THo>%RUCN3B+s7Xz5UZec9nSgkn(=owmE&i=tca%$>);rc~MS$s3# z$D|<*CQ<*1nd!XkDcgRp7eGjL{v--X-9uLIvPl8{TkQ9E0CALwh5DQ=+%F@j4Vc>z zEv>QKwVi!FGgz%#i+naB!xucRsqvf=DM@Xl;JqrB?EeBl7AK2%albUEdUZTom`Ep~q-@8}lq}a9=zzTZCn88s!-jxP3GBdq_ zU=;W0T~G-q>%{{>a)vlrn95_p3=y9X=L;-`17JM>^8zy1gKYP$XFx4628$W;^tqx1 zfRyOyXshjZrvoW1t&9-av!jkJuJofBISdj2s5h+&djL!o#)JF<`^^Ecm%ZWG+6Oi0 zX#o`VF2DkSpn3oh3iK#aLPA1j=G$ri59e?MT!(kq9zP(OORSIZNdFJtw6Go__#ZM0 z^1o^A|23ii|2P7_Na@7?;}-uIxKN&@g22C=CIFM&Zlm4xOwa427?JNOV4K79X8&M3 zmH%I7#g84lutFIN&f%fzN-bgF_ksfV%(#9a}*D_YbV-PhdEE0nBu~;==g};9w#lOS%jgB>WTLFnkVw1lGF$ z+r$9Hn9Sn5EzR{ioiCjR>;bsDX19wqfaXfCFlOCJU=PP&i_1$%ON;-+X#?_g1Y9l} z&3Y1QYPc~VC$b><@8#bnp8oEQra4Z3K2Q70r7;BhTLUHn&?TJ~yUp1`@eY?0CYzOC zH#bfnn}8j}d2&1L{}9Um(|y07EZ_BVS_zCxhSJ<6ypp8%k^{kae>Ab@?SOt%U$Kx6VJDMfC7Z%?Cg)dfnd{ouQV;2Ms+m$-97+`0*J!ZY~gT)Y9$~K48+lA zdOD3?e*p4P)M7T7;d=c?uwzpW9~u#n{1szbh`vq!CpP?Pu(tq2XNN0Y-0Eqb{ zucU-T-Y^hN+Q~lt<}RGLcy;CQ!Tk4x$N$M7?TmkizyKXhI)22RmUy1Kza+!s7j-4= z6tIC}S2(;^ZVeRTYeRf}{!f1TpN{<@X=YZEXu9&t@NI}rx4lfI0sv!YdR@BZcw+H( z_p3{P^*gkd^{B+rUlh#*H;4J^O>B)#bgR(Y90Iu+2%_q_r%^Ey=13=eX z>|-M%Z+dbS3&j8-CrV=CehZeHv;SmxlXZte`DWdNIkGDtREejq|Uq z6@u~T4bDDE4lol9v^CL6Q+i)`%*vfT1EfzJ$%Dk(Gy&!c`&7p5=93Jc#%lV=;e1;5>Pg^$9O%nC#MB}S)WvVvZtIfXJTy8X}=)jHTEcx`REBDQ=nUZEE;iZ4t7-$W|2Pe8>Qh&Yzd-3xYyGF<0C|B%VZE#j>y zd>@iz`jaKXtp<-O31*IjFW@W02Khuq8{rdGx%06Sjd zo8bQDeHhB^R@wkLoG{1)QTtS6C$ce+*M`p@NvI~&0Ww$>CjadsHC+Du2nwgUeA(W; z|Ll>pQfhY3u70I&b}zIK!=I6#9a29K{Oy+9n_s8CFJUZm%*VkV z4=S0>n(HmHEIh36OU?)`*T0Qki6RzjH&NUBA`~YVn}&Q7Ohjl&VTA`Xi_S@El_guY z9?d0yZOHf}2R1Q!_y&p)=_qM4PY{QF2X-8t%(CdTvNOQC-}m~K>hHfF{yl+wOCO6} za1dcPIBDax^$U&q+&xx(xkqo%PO)`!@g6T-Dx;r}1Qkk0xYO$Pl zY?f0L6lX2>7qDV6!>E?11(^9KIl`+E+OoDy?Yf4(#dOXfiRikbA`zUGvl+VM6o^j@D)2xuz8Rs0-c6 z!D_{O)mlr;HhZzt{431e@TkZ<z;M(h(9{h`)C*RY4>@4dFteQ+4nHvI?`c{a1u-vjg~F*Mb5%;~ zC2P$7sOixtEVY-nV(Nl%D)c%)eZae%b;4&X3oi@n83ey8&wORN027y8Ga>Cn&Lib| zps1%leyt3leJBj=AhCg(bcbH=`|vd6u9(WR4J)h4k7|<$nK9RQcU(E7WdpC+f5`fk z%(2N}J%_aLpk!aQ)o?VOb|k3G%Q`0GZaeIgcPl2j`spU8fZjcb>l;uH7EpS2z5zE@ zcwa9{AsR?W+&cFRYUhT&v4X!JRDo>yE=Qbq@slYEf)0J|Yyu_$PC)2W z&Y4Lg7W-G+60w*q*%z&nvO?+{#vjzV__)}++KHTHC0K#^n0k(6OzwWA>6q2VflMLK zZgR!TCrwF%#>QMajAE0`=v!qOP_azth;<#+V}bLTp5_T2-Pq}E)7M-Wu~uU+Ok58d zIF+SR{BLk7sYx^cFNn?Ye}mXeY%DDQCt_b{OUL50eCs|^zr#;s)ARug`vxun{!}8s z-XFf1t$RQKQRg(WEsqv;b-8MH|DX|MDAB;ID~uj>zbjsE_F|im*z51)6!1BCcZbE_ z)4wcU)ZM>4e511-c~Y=hRb6=4BU@)`!xf<+5dP`o^L#cR zoK<(^Urt${BMf3(GW}LIS(UBm^pccwVUy(;xB`x3XGGaaiwn17`FqI?UFk%jJom?` z8KtTPm-U%BVbzRlKv#HPJ%tJrbq!j0^q?`+K75;> zo~Q5GU3dK!o}8UQIWltr?>fExdC`B@&;Ogm@jKDTN&h&w0DdW)fyNqxZ|lcRA<~}^ zhKEvp{x_UZg@)OKN(@3&zps3L?~jOO$l_k{C)51fF-i2+dscV4Z!U@yWp@#6o^&#a zy-?}c6NG*SHTVu7>1H5L=hIjdCz^%iHj^f+v&8Z)x81}c73#Wrib*f6RN`?Bs%{3Q zcg;9TWoX*R!-~3TeK~*MsX}~quh3L3jfNN^gGypGB`BBQXrH-aO(9|p!MbbSs%qC0 zjQP&6>fG@b4Vq1c=bqkEbaGKy5{V(cP%~05S>g;N1#lCzuw=-7E(S?U8`j!O0OkFP zL-x^Uackain;INcyn0m(?#do`f5NrW1!zA7_-dPdVb;2-Y6KseMA+!{JwYUoIlPFp zeIy}+?uE%;KAT^^s|eAmyVY!0C8~M~x~F`g$mhvnNeD`|*e+Br-jKSnMqe*+*IPZS z_xG;8%Ikl3q}yQKT%$dKGdDLHwbg92UKrT!>y_n zIeDY+L8@k?1AZ={p1_~u58p8d3d|stHFE}O&|`K6is6h?f!j=%0`*f3SYxBys6Y61 zHyU@Xn-`c@t*5kC29CuI37lm%ZbaqkS;2%2V-q*4x2^zriKOuO3^V8q-C`;sA>B^S z=fGbsDM9ZFTv>Rqlhj-~NcgYM3XUOini;=BzqW~r5uVl!E8P{aGCy>uEY19h7ayW! zJTt$8SbxSUzPBq`(IaXdStmz@ir%-t7qQifcEN%2?2i&A|BZ)5E6!xuk;-Ak zNBIpEs^M3zkIBH7&|RAK5Ky0z8arYFU+QAohYqu%H!l7;)>jyR6xS?R#EHs>0{u?;ui0{Pt42HUoJ#M_qxdExPl_ zF-?bf4!*=Q;C&3<3QL+2C^U8`_d&dEIIB8l>`}Ml?a*jHnqO@0o4^C1UtT=oB zW>@gVt9p}^De~-LjGLC}i*REOFD-(LP@i^KBRcdQ*WF^XUTGF|X z!1g$|V(i}+6mq0Xx7b9TMDAho`;DjmZZuz6>YYw89OaGdcrN;R(-TT?gD3b5(I-V{ zR^XNvJ`Yvx{aVl(v&)`pf8Gr1S*1IvslJCiTR|i35c1W@wdDMBReX@_HvAso4F8a_ zxt`S7G*cH`O}T$vEXcQU39;U=mOOuP&ne2xvvd&tn=w0Fr#Gx|sCk@clFgnaJZi8u zE7{Q}>?`y_;~e`m$WKzL2`0uP#Es3iZhdj?8y<9-eQExj<#s%3Dbb5iZ=bKLo348L4w`=ga_ z3?6c5!QlQggC+x!5O(-Tz4oL>iQ0vGbo?zW*=Q#e{=xVE!=1cM(7B1t+N{hVEZ+g@Q8 zISVgBf8Dw}B&)FACw8Iw9cd$pO5 z*7t1=Tk=1VO}N!3Kujo+E_o|(tV$fF^U;YqbL zlXuKZVd&F^dV*)$!#c|Mm@quT{{8uSLbx@abB@bMmSu5-yo;TvDQXmA1d)bz{gPal zaq8mj=G{!olpN>ITU}O6;~M3s()xB5W*8lgi-7Ue*GxkAgsFnDtd9I zmc6MhrAxbcVAWN)fOfAUO}}2ChT9mXvjF>hsx=%kHA*W2N#|Dr!l42j0;OH^nzsIn znp8y#i;_`B*}e*Hd6HSTgx+#VAfna#OT1xfLgmEp+B&DS>UujM1#|qQx zdro%Ul%|>!MJRgf^rIuG?{}IJa>p7s*FW~fq@@8T&Z(Tj?&|38$yLx5o2vNc#~+qP}nwr$(aO53(=+p4r}+h*76(f#`W zy8FJ_Ig>qz9b6H6g-YdxmGI~xsPfc{)c$7WyLW=ahvYk9Fak42wrk2;L1itq#&sSl z-=dfJi&}*Rq)Wq{?gUe%y9pGF!%AZj`LD@2>Lsbwo_C}-(1uO^A0oj$E{K&K5U=es z^%K*Z2?K(r&a!);uHH|)EC(XU|1&dXWB6|}Qw|2U|4dB(LJ77T^zhv;f1w1!HadQI zWRUe=?HIQ-WBn-yk8#K_o~Ji%AwrTxG#oJt=n&Qc`|hkg7(5E5Gt!Izcz?PAYW2U6 zwDktvf1R;Jg&OdjLoQ>SxJQ9L<93@>%yjQ_a2w3f>OL zFpJicX=0kSqp+Gks{_Ya(G&+JJ1Mxwxzh&8o7Ulw@JNB8KDv~+aYUa-v9D>LlqBB>}QMf{53VoAWD?4?8z#L#okyYK?P#YI1`poB#dYP*~DePOfj8vwm>wujtX zt05B4AJ z+iL-m*(#Q@nnX)AXRh*g76z?6CaC_b0{v@T8errE(@JvruuXL)V8BY!G_CmXWe)Xa zyFi0qK)ig@Hmq{KaG--Cncp*GWczthy3|l&tS5I5FNO zTH*&S!feKJ`R88aTtqW=ZVE`iB6&Mf-IH@a^F?;5uC(=q65q(}nPEuHb;NZ$A~)HJ zbf5ndMN^z;mVbXwf~%`%{t)?S+;2}(uRZnm{)3A8hoN*ozjVj%z(S71J^3Owp^r~5IhmT%GPG@h2Oa4ym?`{z@}H}16k zcp$j+?!pNK*%J;Eu!8i1iI=189jSwlyH6>HkA&{A+|RFMx`?&SEZzL#+MWDl$VKF7 zFI>U092if!z2Q_p+fcNc|I@M=82@f%{r`sv897-0)3kNs6|4sFk%M<0sICu2$ivT4 zY~ca5<{SDtqDxF>RP7k^6&U^q{d^U$JsJdzpR|kBjJ8!(YE~lb+nEUm5;aLmg$AZ) z@v|G1Iu9wvNk%~ht2}OsI<%iWC%%B+&3HBM*x>O#gDp5su~q`PE(CWjowXTZh+CJx zyElWM4Y(|6ha!Avwu0Vs1BRJpVv4#2cdA)TyWh<8WC@o#gSnM9K#)xtUx9cn5)msX z1YMvvlSK{nJN}NjfGy-s7Xx^+#T5zC{9afyfrCv9p@%%^ z@A#XT`#&mto%nvsL3-$r8xKevE>Vd@R|_bDSrTBt zE7pwX*+MI-^!)nhMC|+L$m;n)=$5x4y$0e?4;5ueSom-CDJ$%}cuDokCv%Pg9If&I za!`V|TVlWam~{L}xk>MOSORX{@rJH$JUO#129)6mrj~=iwWB9RQ3!Brai4T(!Oz2r zvQpo^8pY@kW|&_C9MaE$+4>If?=g1M&o&^M<(lf+59?azb7^3%WuWRH8pjJF%D5|l zUW4qKC7RIlOI?iOC+FkT{3PFRZpbcnuXK&FIB1QYJ@=Dyo+lPxdlrq)O&sv?bOa{% z660xM4b~L4nebQP&qdmAo;h@#;VosLL?2a~H7?s8nvaeZn zo0>@im7mB^CTp(j${oenv+wyLFWp146h|pUWZ*E6Ja~o@5JLiR$^;0?J;0_0V^o^z zcnl55J$$2C=#R8x{AuIRp#+MRjv0ZffgnzzHZchBYXod!B&!XhIhib;vfh;l0zSMy)jsJ zg@9|)OIVqQ2If|w!3Bnx8TQAS^xA99OoArA5S$waL@be++|rwOht%$$U$rsIQ~!3i z|5ZzaiJ9XczA9nDGLRoRmJ>7_MNI|r5Y(wn?ui?~x z!0q_+gmrX!yesKy=#p;fA%b+dNs%1$BXfUf+S#J`$Wyw>o3ZGps}gKt`uXWr!ENZW zs?2x0M{oNjw5PK8qRRD4rAl^mAUZ7%v}W{!f09Z2c*!TLjLKx8k+>ec5zgt*LDB8G z3FRw22W_Jiu}IUyK(4fEKINPhTJ2n1cCvn6In+r3>jorRXi8$~UQl&^lFUScA$O6G z;(N;r!1yHOXW7!h&8@NX0NA#IVgdO#cU&*XQHE(@iP|ZkJOIwv3qOH*Gm+qIkf#fD<3VXYgZ*bskdk0A|?I&67uVU{_Tob{~PmT zVQ2Wq6(wz1?#m;K-uOglyP`+@d9x7!uA~89a7Et$6HhEeDw7EFoNL8Pe42|y&{PjU z$+Ej@+0z@umGp zy-#a+bA7sff4zTLd2m{B74iKb!=cSRvj6ygRt~C?_3HV2UMigoYt7tRIm?RKaNRM9 z9HyQ)UNMkU6x+0iDeS2!0M3q~aaZFi%?|pHLF~R#dx8sP?qr}@pOYb+lqLg4ibXj(@%C1vdn%N;{@A7 z!>1yGGe8zbU*iHNl0uCPgo1|^2nt-HWmnH83kClpAZ#ghRIPa7TpW^R8%!+=`x1vO z%+7wkZx2prJFH+8ssL|rSe7?P9%f9O5Z^E+K2*&fh3zX4l&d293Eg^j*U6g&-itpl zGhdC%Cnx6lSpd!_G{x;3^1v+`LXArl*f~mY4*Z1Zb0uNZ#vo@o)5(8MPS`w39>*E6 zD0PWAW^tC2m$eG|g?pOAKTTe6uj-Yse(p?pbJp)KguJ)w5`fLlGcG_3<|xV$rfgM# z<#4Oac8*3nKrrv3u*I|$e^(gjaL}y>mP)$FJ}@%(!Q)XmL9Y$A$DCV=z$H6aBC|u( z_19Z0J-)!*6RBAIn<}#XH>$|Q`cG9%*op|GhY$Y0RZ%12rvwB+Q%9hzb7Gy>f2p2o zQMjP{bffk-NY|QwPwF^p(s)ERvI_od^3skZGs1NFsX&GKPpD;>&e<~5#FP34TO+}j zU5IDXWmDDYj3>Tns!FoS+DAEcaa`$|ON*F?U2Ce-wP;l_Z2ifJ_+M{fyyTQ&K`ux`2$nh1&!~(AakxCl&XbmpPc094w#k+JARHUA)b{ zOZd?L77@Yrq>L_rR#-$z@_iEi?@ufi+T!RG)U}J1G~6<2b>kCe^>O~gD)%b(ecHyZ6t-GtJMtQR~GzZ8%f zXz#15vO|+*usy_nMa}a{Pt~V%)-QsM1p_w&}~EiDT>m zwFbyKa6?=S&>2h7-J*O%=`5xeB*FruO?bm^-Mh&=Y&mk7I*c%H)iJ}yxIxlKZ1QCC zf?a8!anF_vW6d9GqtG3z+v*bB~%DS|Tz z#?Olm3Be`_)#)piJutjEV^T^}f3(kddruvZ`i3I*a##THWczl`XH6xFpNISyY~VE*T$zcdCWXgyooLJ%?d&-pYJecVBNx zo-?T&Q9QK>nk76tRC1_=QM}yzr+J3rE~1+D4MTs zE&5}yOE59@ood#@ni`$du;aNeg%ySz&bEpmQAx>A8j1i!dZ1MJeZf`0iN9`qR9w0{ z#9=R2?rG{8o2ZGrhS9bVKjJl~Cih<2GSjT;^}+EjoR(=S+`oV2bh#4#i}aZ2|10US z|1*`E+p_vAy-0P}}5El`K?lTS(CO3m9$1YGx@BiX?FZ)i9Cuyy(5 z%ogl%f*+WczoI+eo*bi=@#_mtC$wzQ>4z{c6jZ$)dR%9df|4q#QQC%y!7&?2{o6reK2#ea;IxGME zrWgAE8qHy0|A()$N%oUgQbQiqvzVxyWhkm#dw=XMHIPN4IHjM)bCLxX@%=kX@U1>1 zh}UFwcB5Ef=m0}=W%XMV*%BcCh+r2kiDAx~Fo1jx!=!g>HLJtqPXqc^%GL?4)bshi zuW_eemY0*`^-0zT4;u$|*k~X-wydJ9ZhnnojZOz)aa>uQ`Qb@|H z{vEm}Z>nyeQAW@vmEg8CBNKaS?|G}(rw9Cy120bVqIDd;c3+O+(!gO^q0TEeaoBHm zdF~`|9;m56-yq+UA;%y;GEbR&Dv}12pyevYjTDK6`FSR1&rAiCeCC6R`FUMU#Ad3y zCq?hZF6rvVj73WA8kOD5V)q>6nH3F9>ygQggUuZrb;4G} zu>^ap9r@V$S+UzUb-vHqrY;6QWislZ721}GvEKpB>GT~wWu?umHb-3Kgr@9bnboRw_1T*#x7(yQ!8O{k)fCvqk zzurB~g8DZSKaj-SUD6(M+Ly}w)!8P30-L)P>@ev)oW3(Pb;nR&vo{boZrR3fhA;X( z$KyQERWuGESE6`=d7Kg98QW64Frplzvw0HC`@(5W^c0x`NXljZ#^hiw5 zDe|Lpa91f$>M52oa_x_n?c#NJjRyq(e(E^jNA+W!JJ6?363>FO2vC%%zzWbmPB&7t zi9%wbbJO@PhJXML#ECkn)xpUIWhWWQK;xtBk4#QwlJ4yv@Eci`_NAj*ft1_St6GPs zi(C?|U=M8)ZplSI0ettctVq9;Z9g2F=Ha1G-(Mm89fJDg2UiK$_uPJTtjr#F^G+LjZ88C9PlFFSK!I zbh$KdJiYw7rSLf&1iKeHu?*Twv|6Zr)R(kEb+%TH&YK`KuXIu%!#9<)GHTj=XF?(j z1D=Xjeuufk#*RiX{HdF|xMTC^{!OZUc*-%jg2!QjE_NNO+x7H%hSa2wNvxQae^y&k zyL~u6AyBc3+UXZKcwK?So`qoyGcaZ-fDm^_M#kIapa;0GXiKec$lBeeJa=Kuv3kO{ zW@lbgUir|bbIOK;bR$dXMrTr7Y^S5vhGFDNkJ^Lr2}m}}T0$(mQ^-z(XKz8%EiT>P zZtJ_GRWuWUvAgi3n=RC^bLG6Q5Hc8)?rxuQV@&{5R776}T7@#RZ11~SBz?q%H2NqUVh}?G|@RZHYe+xwa6)eWc_@BwOmA?M2{;vQK z8%StKKxx=th|7Qi|913$l>Gne7{|o)4iBBaYFc%RKtp*A>kk^_hvq@&hiNv`I zU9WFi@NJ8fDwQe0`N%&RY^7AeL^r)&`)tdfjUn&Ye#FoG=S zY75>Z#3yA3+!IeK1l}|xKtmd#8XmCPuWN_-EQJy&QR^~C2*{ge6KemUAx9Vmb}Lxg zCn3m}=|T>N$0tV&o)p^_K_#Gz=bN)v{@fALYQ7}kRFPsr?H-OV6Bk#nHjcz0?XKw) zBq1gCu47DEQQAOO&LFLgqhUZhr+_Ieo<~+L2^cq&3aH4@oMv1k=-@XRD_!-Ll({Lb zGF>+=aVA~XwARhfTLkfBQW?mAEZ?;(fN2_$wxXaaES5zjgcG}POH%hj~}fKf4dqw(2VP5ly; zGM7a`bG={=Yck>|--pJyzJxFu074YI0ak&KLYzP`Xcaz`9-JCIUfdX52R$JGat_Em zl%J3uoWX$OC)F7CpmlY3JC$776>5)H?J>25fX1j5GqSS^=xS7}Yf9Lt5bW13h12*# zG?x<`VoirjK z)^2h#MmWFjE#hwWeN)cWPJP|E=R?)2T@o5e9I=e>6W{0=Sx?Pp z!T7MYkbBJ!&~H(fPkO^cIEM0SCgOV>fn4BblBz$r;Y;0(txaZzApPu5MkNgG+S^Q; znRU_cNXd`cub=acK<^J11?a{{0kG4jMwd56hvRYQj@dPqnX&||U>ngAvXZP?Nfj%s zyi~@IFl`p{G3|Y)qGuO$iJ}crzG1}V7)HW~RE-<^U2rMm(8`?3mpjl31xFDn4fLxxaFC z|7UeQtBB?zn{5Q*^>HWhSD6&?n>sbpDJU$`$oAfSru(SJZZH4)OjZZEK!dU{d82Y%dFMdF&V66|cEW&^US86$M{GabP}WF1QK~+fo7bR6DFiZ47@`8BB{@kc@}e7Z zSQ%O%HS9u22pt?$tkfcL$<*WHbIw&^wA_LPVIg8NQ+KzSOzX`Fh2G!oLh^Po%YXA4 ztEBTb`XflW;@;AG85>B8C2}&WgQWaDh4VD2zc?)EXsH(O|07o^De4v&v{G<#!9#&{2{gDjx2n@t|9K z6J&C+=7AbBdC8T5o&1^<$ zZiVV_iQCWIwC@i*5!Mt;sp!HHC8ctUMd$Ir`vOx%r*e-)szt+dm+??dNt!}cMc*Vo z6#nW0Ri)p`@Xg_h3YL^fkfjCWFwMacC5Gkhlp4~zBpbw*2{`6pl-ch($P}LJ;ykAV zd3-|;Lt;3a*w+%Ik|OgU^MYq+kL2sQzJwDgJQ!WRxApz8*lZl8uzMlK>>iw37?_Mr zwx>uZ2?hlQ`GXxHz3Z`AcKBHC8$r<&1wA$KEoaQz3n$bZWo(zS`Ys`x%sjC&U%h7w z@dBBAqi{7t@miiYr_(Cvtg^2?S=_z#NBBo9TY*E-SD)UsUTKfVuR@Wjl z)(C zy~;G&GkExREuJGFCogBk4&lLk)W@WIq# z#a5GzuEBzeL__cGGe#oaB$OYI43S4(eijAPlvR~+*@?9_Txct!L9W+?()x_Z61|Bu zv*G(eMuUvS8l{M2)oyn4(@Zzz@VK1n0)zL!nI=3=Mx?QXOZf#Ei&lkG`(@}|!af=Z zRCMEw)^oC>8=|mtdXOeoru5Y&Io(ZQ@RksLVA+RbKW?%(XSO=ujb|*LaiLWX*f8I+ zj}?`tm+_rw;2fM`D8=_t-^68WHB>v(hCA!Xa{P(x$)ySW(fiQM?Loy5+gU~_qZ%SK z`yf&R3f031trT*C8y2ERCbel*@OmdBhi$=2a@))U6zD5n3kc9KU_gm-b93u;O6Bpk zRMnOmUKW9*(Ym93QuQ%P?pANQ^${n{0W}y-HhV#SbGZk0o)WZ05~#%e*=S`B4z>x0 zfN36TYSGMC=h(cuZDpNDppy-02Eyqc&Z|wkO$kAzfxf7DN2cp8XL&E+Ov97E``+OTA4p|G|gKbgx^;DLO2AomYB1TZl$@gKi!(+2KJ~lYPYEXp;m`gac-lqjtk)9F=UYjn z2#d9s**Ymye*@_#q!s3_N~9DLhMghYxdAU~0(jm>YhjkNk*_FhtKr4{p+2e{J)l=k zXrtosN(Q0wN?C8~9`a7UZlfDYWVc?9zfRpfnq3;`f-HCCZnu6E_Dxd8hD^1Js)o~1 zy(QL%7KN*(-F`OH25&&>=eoYZ2I_%ok**E$lW* z^}asj6uW$9%yQuuHBpHrUEVX6x6)BM5=+EZ8F!-48#!01QH@)vojaKoOebes6=4wD z#lzH_HR<^F$bl>;iV4oT5$hGj-gB}RSFgTT+$bO(GcH`@?S`AcAd_T;mz@^NjI+{m z^%Fw9*1VvpA17FdeUu}D`?D|5pof{_`aFPOkmyhWQ-97YPq@7ppmgjEU##YXAZGr7&Z|F{%e^0Qiy5Vno})C3yW232Q!cQ z7qqUQ>Z53X($d zGy|V0$>A$mjViFV7N{@%&)%AsUajS9vQu+E)f}~ID@3}Zhl+!#RB^#jQ?E5$>(k%O zo5c1fyx(INxCC&woy1L*r(+K^YPES^+~UPqS**l>lz17-27 zm-vqXfzhnOvVxYXJP_$b9w_ZHbguaD8o7C}Ee8;c>KwXwNm=&ey~pycmmPONx3voCr}SRS82JBc#Jt&^sm#WcM=-!VH~)E<6*^ULGK=biI4Oyn`SBk-ToXjxaY zW)BC4Wq`Bt{KVv?XZFhBv;78gmRrTRq-QX;aOQjwd7uBHTC=$L3{3POf=*z}cHhhO zzQbLP%)s$c@;)3l{WFRjsY{6duU>9KfQh)sGh; zd=Y>Wv=Rikp(1F-#ZQQ;C|=)z$c+U}o}tx_9vRLgrJ^Dk>w`z?4)g!T=Te*wy%~wU|PXX5;*v8s*9rN#JwM zidB6Dw8y4kA{KvFVU(!eKHhxB?K`%vEM~AqCgIQ0Tk8u&2Q`|PS1)9LVMW^^pmCLP zrMv(P9Dp+k<#x>so9WG=@{M?f^MzJvgZrlyQ=NG_i}4QZ_hbhVha6HaaWYm#qKOw1 zW|IJ<%01vEJ=8-qy#t!tY#5~Cs&P{8*ugKtp7*a|Ql&H8nyM;iJDqIn!4EjbF-I>w zzvrmkxkMuX5u!F$T`T0~&7j9jLj%a$`vol;3b6Ls!i<8}moe3pZWUKehbt^)ko^J@ zPNq}?N`esw{SH0YN!C$+SKE{O`^Lxiw+5i~umW*bR5=m%Lw59>#lM?Lm$e)r*IKe| zIGguX?2@n#-SX5XaK;%jTDsH7zq|`fop<5g+7uC8_Nh6?aspGw4WhOhezjzQj1sA) zD)s4uh6w?@nd+zQ1T%ss2RfeXa1)!5czQ6Y$@$6Kzl~|s6n0cTVQN`Stt{Q|d7Q1g zix~SDJ{U-eoD@&tMGeyJ1w-BSn1J7eTE}?ciT=Dokb6v~9VX6E9jKj8ryM$PQJ*#{ zfGlebU&^HC1pxxrlHaM`B=U0g%~B1SvACl zAUj>*uqhyXz}!biPi^qy>aCb=3z3hWqLm-)FY3x|lg{Wr@P3^j8E*F>)C{E2W}b3K{r-hcKuXJ$ z0q*A8z^m`oBHe36us&@_M?nxpfC%sB+js#6!cNIIP*`t#K7M9pvtgA{r9#GKSYZg+ zo@lcbtYR&9LYNzDuuaRbn1hEnf;aVTf zoG1U>8y1~^QR(yqj^Wto!Hs^?@5oNcVU~!An40I#YKy{Xcch|b?q0YflAvihU2OoD zlm?f4PY?GUcS%P}-7YxfgaTU+zG7Wq**WUN;7@v^2b8x!E)<`eYcxsL72nCV?9MiTr$$*tu=#yIKkzPg~$(D&Zp@p0hRI!>CWGo|I`aU1n z=*9)-kcY6C;3E=DqNZW?!Bw;ec)>iETu=t`oGPf9I_XG|hs=tzu0(r;jRV*$8yLR; zpGg!J!i<~-2`O!=B;l~eLsl9yka*NNRXhxGJTF+9KTwR|(|rE}s(Lh`{BL-~f3#Tt z-+2xgnf@Qhb{u`3N}D|UiO4}Boy;#XLePa9J6-F6(2{+ed zEq!GkN(^w*c~&rUbvz*ctL zA7iBgRpHEe#D&~>kf3zML~WJ$g4S1d#d<=iuq^4rEn&QN_9>i?io+A-Yov|4JT{E8 ztDF+|EPP`PCGBD-$}$x>al1s?a??&q*ve!0BrF1=q#?)3 z2?SdS)_*kM%N9UFGh2?0iR~CPUqLvx2HtA!Ie4k#^m5uLhK*TDi66qxBtGx?eMRtl z=Z%vs6FvNtID6;xrKPtfGg%+%L)>{6tjFjdv>2t+wWj1i@9Rg5ne13hif-qb2IDNn znXwXHCm)H0KOUEkI)Y;*w~fWwuwMOt<*;Evcg-2Db&!*fCA5>wCe@Re zH!hB1CwcZJa*VOi>aS5z837gOLdL3NAR(ClX}Qgm!SGJ#Pe{wMg#9Ec>GeUFABNu^ z@+R~LCk_Y$8EO;;N01CcphKz*GbaoQBSQ>}7DkMhE`qlhQY93l6(HAX4AY>c--1X4 zE|g6n5ti@ z@-#@V0U&e8aaoyGONO(>Hv4PggQmgF;gyPfZr2)7{8YYd_{C(q3@}UAW*0z$ zf8NufO~i>F@2HWAN`6p)rbvDz#WyN9YUEr8O7CXe_Ttp~+>fktPWO*0-gQ-(SQ%N&{U!PcelR8hvQB8uzne|Bn1M!Wf`AJd2=XV`>1UT%`u2HW#LkO;zYbG}eYorz zaTYG4$#>}f)wr(_WUASI*JWQkPsz31{LhQ2$ zfcoyzO#kA0d)4^ML7{c0J-h32DV&BI7H*X`8@WeZ72Hk_vb|fU7YsT9xv$7t7hg*= zsq;r)?+)`dA@`Gr%P{OBVh0JMOeJ=KR$HVUNfqLqNq37L##L&J7R^outqg^vEEMTR z{_$4~x$0^80}FZhpjBB;vsJ}T+yGBK{Kszk&J5TO9GDiYi~R*TC$jOivzF}l$SOQ& zC4%&~H+;73)!zF?@H(t%5gSQ&x>6)fi*6VvU}RQax2rWLbw?^RS||56c{hCUE0+rEH_uRE>WHg;1!E|050-NzbA}5 zo%ZPWnZq+O4-`}R{Gf}87{=`vE^?^l_&Ma|k+~W{Dh7_3l)m8p^Uc->N5nYQr8F+( zKVnY zqkpOn!4r!-ekbGO++0Z&JStw-4lxNVi~*YojJ+x>8iBMEQf{_XyE1j3jm1E3;PeI7 ztN{!BBf)7p?ceE3a!=sUcG9<9wT_ui!g3r)&ttRwE3x649<(p~<*!`1Eg6^E&*Y4@wsWv}V1p>?^{#*F3n|0~JT?kr_#1Td z^CuXs9!ZW*TK^BAodhboJ=9t!2LMtX7$NyCKL;c(Hf&lCGEM)3dQ~uizIa-s;6VFF z&SPIJ?H63g&|@g{76{;PPPE0Q-Zn+&l`PGz9#X@Fb#f>u$OzoQNL&M@0Zb zy~UGI{x77+hSpLmHdoD!4X#Yj;@u1DYzo=%j7CM4w873T(a#IvO+$iaWtkr^Ounn`cSDCA5 zhL6haJDh%gosN+~KWuH$hqb1=B>0t;ya)-sC0nGM8{nCE{5{ z1c&VX>{K=^JJ~-NNLhu;Hr)&5YdTc;JetJQ5}PYNxHOcc`JPWBnMN?K-iK&^O+GC| zC~Js%yoVM&i3_>3YegecR_#a}l)UU?ZlaWhB7SZ%Qnc*h7kCYlj91w4$4nd16jP!B zi{w|ntgNYM?`wnJra+N2IOv>t46)P5}T1DOWFN>Uzp&Mo?^ zT^YjH`Gd(yPe(}?y@t5Joic-xE!>+m7gO-p1sT^a`RQ&9bZw-5z5CWUFx`8|R=Q^E z^N5HZQQ-)Mn`w*9Yv~5N>{ogj2r1d%{E>BxWhv*5J7+LJjElu_VE;=|T1jbX8Iz+_ z9(4X4a?UxLQ!&mNYI*PXD_wx5tqt4yn7FTI_MU4K5l zd#fk2x&AUe9&yZYM20ak6$%s1k&nV)Ap=CLoJ_8t?qTeo)G$NWAdNuP-lB^0C-sE` zw};dBE2o*4G{f(apq6+-HC|V%|8(xdRllPA?WD!v=aNE+LeSBWCiIqwQG@J%}`J?qQIQ#SsdvO+roWx;{s6Hsk~}u{$aL;&E$ljNA38tQ#@EHmxM zCE_o6ecC-rgug1pYn7snd$~vOqF4@SV>Y82?7mK(l+*YU&(YubY|Tacx6( zq7n0KSM9LgG$M*pl5nF$e&ofYe7)`4&-zod-eW`-JioIQO9+=z7F>9^2y98n5}qL~ zlV75^P^MPCQg*foZAr=!*^qClRIBtqeKv1Pf+x`CFiq(-MX55A#mq%VOOWOSO_6Sq z>XK!7*F{ZB91}SX`3nj$OQ0j+ZkcYOZYi50R)y(BQ%k5P+~(+Y*{dRL3N}l$BiXBx zXGPpa-tox$5^r+7@!0!PKynZiaS#PbNs(arzb1fUyKg92C61d}J_YKPp%B0L6OknX zC$lMio!Mi7sh?p&%0floNznoy8d*C>`e?{0#VDLW>0y0ssmo$K1iutFDzt;+X|{?I zX@I&mc(zvy1Bdw?UcA|0K6Hp6CYlkY&BJK3IIbX9)uOd!xXiFss3V#h^{v|>yUq}T zdq6+pCB32UdYMz-^~8N~?=Uf{6JOsTxQ3!SEgHjyhsX83N0q4y;d6xHD7dAazbUHA zU@#nX4lzS285!s~iN34C+#EcaGHgR+PlO?Ci z3bJ>+m$RX!iJ?~}^1f-k0=kHX;`m{0X8NQ0_%=hC+i(LK1Ify5YVV|FdNXAqOk+>Y ziS&zpLw&F{4#h9N;&rxrFN`AQ*7*o&6{Zu;XZE`ero`AGB>>2qiYAgWGD=2LR#F)9 zCr=y(D>Y6Jc?w0Wva)-PU&J^lLP-oHC}@IEif97Tslmxn!N^HS141hf4NqxO1Whd% z*YJfcC3(eBrC5dqg;5IpXH0n&fOq~r?UR{CF{PFVT^Vo@<)UD7e^XKeb*BkzFWxTv zFA#^v^5_07ke9bh&f9;Pmk8Y8JcC^?afGbl{Pec0ZlGvi7*_a3{~X6b+R!;cGi3k_ zTY&yv$w5=T!^fXG=Y_*PjxTK|>03b)Xx`(dvg6Dax1BF=#;7uaN|K}C$cfXO6t4gY zXUC;416E1EMQ^=q_kd9Gt&RQg;t1hl%FvQio*qH>H>^E>G zc*ro*$sP;cBg<8e&AH#|WbXoS9G*%9ke@~LhS#x3EuA4B9z^zWO~fefg(^T&*_YG# zOWx)e1U(hF?RY%6e*PeHa63SQYtiZTBL-89wPI$oHh+>Q&}z2YyDWJdke_W*kBgCu zj`2UAZmfnu{y-cNRB=)gauZO|GKB}${%BLhOiV|X8B|J6P_awN?=S~9=FIP;N=3Y? z($Q^Gfqu1XBMy2sx7=5Yj5)@`PGjm4f-l5=i{5Th+9+BcAmHZy>D?g=1W9;bES#P? zRrfg)u<7PdmpXqVO7}RmA1;hiWi6#FtszN+(+d=tdmwCkB=*e|eC`-ZjJ=N%R>;|y zSFujuq*(2x?e@142UD;dF?F)0x;xRC0mEOaheMjFBM#DP>y-dVEuQLMXGg9YCdIJ8 zIj$3)AIsfb55jEWGWDoO5cU&DrWjHtkA8WK-vdeDDef6nF;BExk3q(0Nd&&lahJqo ztdgbH{=Rxq(Mxe$$Nsi1ysSU;>3RHORDS=)u*r6S3VHI&6-HG9`L|P{)>Y(W_d>77Vvl+*^CYz?hC(Onj{(wh3kW z%>glk?QAWFH#x=Er!jIK#GQQ_hFcRCJg8s(s85fFRl5%~KWi1<(%-qp0p%NbcDvr% z>!R~zUupw^7N3r=HraB&q=Idqz}U0R$IU^@fKgn0YcVJJAex)4a#OD!F;xf6wfn^1 zV*s7Tcj;;UI6dQ1u;B@Q&4}{+TYMe8k4$8wxEx8rS#dQc`EsDu*4M2Bfw)iAuW!^z zcU@8jM@vm-+t~~8CPJ+%dUR$Gb*980#Xi)R`h?m89psr_5|~RriDDCJvdHEerUzG& zuh(Zv01S4ewF%#Q_|ncO9?|D041Fx+zXBK?uH9phgh( ztF>;}>5MdY%cS%FqU@c5G>g_{?XuBj+qS=Qm)&LCwr$(CZQHilW!w1s+^v0L{U>7I z&lqD~%rWDQkxyo-(Pl8Au;3`DSa-!eOGapA*+1)(LY|zSOZLE@KJgzgxvfQ+ zyMc{1=}+dC1fW*Q@z;n|>KCA@F0@M3c)2C=?v`g|+1go+&GpM>FGF`X;#-VEvM9>; zQ=e&v($G}Se|=GGGK}NXc7=xOM{=ZW*Z`WZA_<4KG>|&Jv(XyPyN_Ok(?(NDA*5hfdC{p@X*s2d`#)GIS5) za#n(I(dF_E=7kdAj1=u|2Tc|p0uA=A@~{m|K`b@l}@RA1E4QzXwV;NM_Fb%T>r`MO{xYu|O7Ejn;ZcFRJY-}5G^ z-d!13NT`U!>QYuhnyq4-C0=&I)AE({i&T$fT~^M~U|o|xl0xjG!Xl!h5bsjmlPMnz zeWc1tbaX%4{eS0I2{bVMUJ{y2@2@bI&0QjZZx5d$|)TZaLNZyoIkv6T498}fd`Fx z^rM;E3+Zdo4nKg9P!3xJhj7tqh!m(xjEK6jO4`rx^rqfu6%2 z93vj6jlZ;H9;@-Y!j2X)J+ppOnVmzvJrJ_27^+@^*ZA^o-q1d6V;>Q&VzDzyNw{TT zASfeD^bdM0a_qwXKr9?f2aQn(QHKAr`6cr6xN}#0q18P&@Qd>c)OE29o;dp96j@jx zL5hn*O}Mwq@pUU0d3Y15^5q%q&S$VneMB9s^c+eO%W3W0SfD`D2`=A6ry3%uLjZC$=TDOt8R`= zC`1oroE*+mYNqRC{fvnqNCZ^M9q-?I2UMY>xmsI z!Mu0~&-(18Aa+=v21h0iBDXxi15?uQ&~!?xV5k%;1^<5I_G$WSyqb#9D?IRN63(Qp zalnYT?w%)jz@n}9PNE~&RBO-Q-FQ_v{G8d~_56pyxrI5v* zI6IciRxu&0OoRj+7OwkE;)`0+g^0e2#G*k1_zCrXH0!JcWgol%s||~Rf)_Sdr{X%p za^u5o2}$3h_36#9HAgsP+X4)Jdss#A+81L|Tap%gKj*GAx(gfYACi2DF`RvK5i!R6 zy9^VEVHy5%9^39G57ZxeZ>jTE93@}l^XQ7(w&dW)?uF3Q1N&!f57g>6>3i5T>-sf| zI#|n#?TC5%{%jLHnTLs))Tq@{bhGQP@8%*0ZM}3o=VKq0L%ATFkYB+hpG4i0VZ`c8 znNKMZP$K-Np;s;@IPmav5`R~Ic1L>0-{(1WCjoIwgaV6<1Q^0Ucukmk^lGVU zC|fBz9OkB6RM$RVTej~79Z6&;Q5hp94!-XZpA$#;W$8EtA{+~3UEo@37I4t+yv8=d z!beD@r^Suu>Vc11e3Z62Oyv&WIbNm~V}4(GjF@K=J;agp@;A+D@K~YtaB7tI1z|xF z##Lu@Mt$DB!XWnY_d`%t!4Ppv8)+?R?7vQQ2!{yzG|SFFvq9dd4Z{O`I3N`YqG}Zk zZoRa9HV?oeJt|J|^Y1umY0yWlpY3^1v{U({{G#Wl)gUm(snlt63%;zUEBjH4Z*K%w zNr13t_p3rIO}wXFoytIyD;}?RQw!+;uzoaY6=KizxAB5+`hw|UDc >b^O_tJ-45E+dw@nc{6jnOIb8ewA5mbx@nR0P%ffUoqN@3 z%=j$S?;p6MsBa+Mj+0uao`+sSuEocneg`1|bXOsq`Y`*}82PwLkJcq&qT#V=_q zZf7L?m@_fQ{=?6=`+pHE_*ku%%UD)jr7g5clM^#DRH@6ss^C=1NZ&nZl@blD`hM#!EW zASDsAn2KTgeh+z4Q1VU2kQl$~eW-w$&a_bR>2p3~3vCgM@?+2J0LquljJLpe;bOPr zU9?@K1s!CK<&>bw{>87UzWCo&6ruW>b*b1ktm~92w%wcgp^Le_ zTJ8JSi#Px3ub$4FL%Bxa^vXe{2GkSBpJcnoSj8wy;jV9pkkW9z~6mwl<{1h|3DzW1OC z%@}*XUa6>bTQ3_j{mBK+Z66>0x@d~$D4pxI_;+IBeFxzmdW^j9YRXPUmNX&9_BN!9 z{G48Np8aeE7*s)I$k!!Yj`%b-u`2L1HaWyf~U6l`j$IDs`zkU9$~=^MCE zLq^t>p)%OT$!vylP0a`@*h7yiGz8%~d!t+u6D92KiZMRobN}pkF#e$x{*VegEmcR+ zN8a9r7)-qVJq~o05k@ipWzCcZhC;^6TBSPc8s(j#(Qqfc);`Ln6%^?tXN-8T4fWHq+Idka-aP5Wpv0Gq4|Qz#SEdf9ZI-vAAzc-BFOA)#=4hdrY>Ny{`^dm^GxVF}AcHj<3uAF(v#dx@D3*sL4)Iwl+&QC}>$#0m! zB4wsg^zK%^t$8fG1jgK#I>D2M*lF(x<*NUK>WAB9)e8ofiPQVw4L3^pv)WzNY?_&f&a=hD*)Y6dk4p_ap;k zun{`B@>5FO$_O$uC)WT!aP#$!*5QP~BAOIN4Uh4UG9zSy0F&ZI+GDaukJUwuYYMei z!}E>c^@n0iv1(dsX{qXKL&ykXXf;`US3^5_>7fAMJ%2%D*G#}$X>7-Phgo{%YZ zTR-JlZ(Y*{2TnB|GNe&8-TObzD(~o{R`N5DSs{p>q@Y-g+B;UBDr1OM>FRhSwB9Y; zqWwzWg=^S(&sH72;`(X`52iC%vT_%DqKb+|o$@+P`+j zE(JV)z&QIf=sN*v)uWN;JAz&c<^)B}mX9>bG4;`jiy8+hY0-_$<#EJ+?RUw(x5nfo zY^FSWQ$MX*ai@Wfa(ui3F$?LRL|MiQ(ypoVf$C*lfe8%Frz!IU84fA`oYi2N7Mtj` zs|Y=z@kYqlHDTlW@pY~L)0fmn+a|OvudBSXb?t7?of3ay_lIi4f4u@D%pIg&?pd&e?=ly1}2u&?Y zwu`l(g1ohf6S7~mcQf2^vdJr_Ds{)J%2z0-5CeKVP~$i4Rbt%UV0FSHhdX^=o6Yo! zAY+|_d~MjF%|$ZuEhngq?O1w-!R98?pLw_#RZS`O1=?ft9p~pY`N}|ijJ19deU-2Hk9V3t%HYkxfzd+cQJSH5W6113D#NG zhiEDVFTbfeCZ`A!7@aK5mzqWLQ7+FNS^(aVvFXXN(o?FZqpw@4U1t3*z}-T+wVZUN zL!caSj-@FQS_9&3K2O@&Rmqc?`(F_VW&qJ z**V<}gIaMQGqaEAd?$QDlbDUs?dE8#9!42^ryN2ZE&winR z{9Ea*t;u@i9&`{Vm0(7G{NvU>uj6ugJpq!zmK1~u$tE11w7sM@Hf=%n6en-UwxW}? z)sf0qH+I?S&>{QsaGu+kL-^w}Cl?Rn1Cb`>xJXFn^pxkMk7zHx(qjIr8f2DSPvg}) z5i1`wUFAOGW1XPWDw5-W|Dq>igw>LC8b_R0t(LMF+v#IIw2GnN5BP-=FNhPT0_L@E zxRy+q^#N4#e@sVAT@V5yId%CFO}mQ+4j+YVsUmiP+%PU%FM5u~>F@}WTNoMhbw8zu zjL{a%$YS~PnRmak%MW`FIC*(z1-+EFPI#Q?)Ja=313dJjb@siOH zvO8Oy)$vJTFAQ&wVtkX{^F4-y9de+0C*CE{6>4(+F{&>f>jSTRFN`@KEEa}Fq2*dooFjdr}e9;!psp2?;jy|j$TX~`Bx!~ukjN*TX#-vl5^y&GxHZ`%TR3BRl zN%f@z1!0lPKRHu&t)|h!&)RJpv@Xy(>XN_xMstnFL-&tcK`xOF_1{Vq8f(J&j_+LW z_F!_-2UmL)+}w#tw?Hjw_#=z5pOqeEC4cOW>M7uWUZ6q)*K%V7dg$SIOxeE0!!c zY5iZ)5@-WW(t#@8?VRx>t{!CwRa<=?6h(b7y& z7tPDFm3#qB`T42o{rI^C0(}$s*T57HoA%#!_z$e_e=CeK zbN)}ydVz> zl?)4?7%V~g z?$pccSI;g7NuQS&qrbrI)Q0oL67`eD_Ey-Ov4t^AFUF{>scD)wFf3yVa$OU~M*s)T z-ry_D9Ek1>lWy)^>-c8r>y_{|hLGl;V=af-=>gWZ8U{8Q93MFs+&yRtr?-_Lv+DBqshKe)@vc;Q30j z@iU8Vc5Oi^C921BMh|VwZk_5A7qmyK<_Ot@39<<#jcmzLsn$hxjdD?`N!If!X=^)7 zJO))W^KOkqS;t-M@;}t`l8UFa$`MM!7l(hiT_%s+Jc>1n3sw41$#-=}E?oFMSBD^}*H{$&5o zUkdrkuZm5*(zm6q;b|}aU_vDzg;-FoDI5^imG)5Y>d9Aah66T)lirdz+-;QF zJS3RE>^cO|NJIzu>&O!g*%25k*Ww22Rg(vfwv==97Ic*^)i-$)&@u+^I1+~HLZB4B z-xNl0Hgu?EjqMjtET-?w9M&HW6*!SZZOO5$5OasCHEH$%d?zv*pCK9|dE%l)!HH=4>9r491QZuFy4h*1}TYHu8WBo8i7*ee2E8HvDp zN!~2#t>WXZV@?Dv_Jc>ZrK@9XMpXS2Et9lsfMIpS57M@YXBQ|Vh5BNYbO`(?T|RDu z7=T2)Nn|R-W4C6(T`g#rcuMQYQ=14__%pv#Y0_Z$tKPIHoH^etf1!(k1mlp}C9PpR zU^^I#+0&lQm~ER&?S6*zu|jN`(fkJ?mLmb=6)Gg-`l55wObP1_GRn>5in7CJ2 z;Ig=vf-u)$Xq}$5OJ7l#=gX8Bj}%1wn@TJh0dFnd#N$Nomj?9&Yx$hxu-{9z z1qYiCe0Mem6@(}(&y?7vrGU%};o>3mR^VhP{m-Ng=V`D5?`Sd$ZP1`{H$vn4s{p44{l z5->kY7H}cqufA%#5RR@HkMNJhO9zP(t@y3tbFTS~ZTLB?-0voK8@W5P8$NzWw}L*8 z)^tzESELU$Sg|EI6U4ZBu2(P-d?YaNgXxJS3##z00O7baV#)a?+dyC5?Nu{N&>;`! z@qGXVR}{xuyJR7mT~FHSdd}l}gt8`mjJNl9BWx~Q*Aw~;hAh56NUC453@RbbkDdzO zTDfnhfbht0H@`uV9*2!3GorwJ#pbE{Ar1hRH!$b>%@`A^6w!NCNTgrg;F11Yft$#fT3q60-8=As44IM-wWNn%Vf!J;DMGrCcE zV3KmjgqDC;ZmUD7yRwe_;WnEVpT8@^)+I~U_6h{`vqZ*m0*$?)i-I>ovMm!^TA*b5 zAQ@U-UWubF!&|oHVP;FfN*4OLnutt!vC+b{q-B1vl~wgwi9BFnXj3r(1xO+KDlUi9 zdE^Y2dznHa?>b+1NP?-sPGIOLc$D+qGPY^`qCBHS@*(wbt@hYVZXZDVTFTQ;=jeMy z9NPBGl909o?U_r)f=KA2%G0jij?T!x` zX-|MA#Z%w|iz|K=^p68(&q;qAG4U_G${{>#O^*)ILg`j>ZXW9v*&2SWs-eZ}9jlGs zI%emfE`@bsk0FYqWM&hF7f4+@-;8}|^gpp7H(EU`xQyAH)9jBCop49YK=1{BhwU8F zG%`|4K%RNiN0W-EAN&-=kXAEb;G^P|Jc#8iDG!V`sS>av769wJeHWToVyin2Sm3E) zVT-Drknh;kFE$Y3bQA3V9tbqDF5$ji_HN{TnXY+;dt}FNw=MG3Q<}tS=Epw~Ce4;3 zZ0AZBO9*RBhpAK)#}}(%04T9{2Cee#`>`BN$81jsw8Zx>?xn0-K zCnr@(fDTQWDE5eqjMm%_>4+iW#n>l)GVKlAaU+uP?F*kc=*E;jJ)wQ;CjkfSm0~@; zvi@y)^pDX&=BG+WA@bR~chw05Ufpq|&?dQG$48|(W&`~dJZ?oH+qGuYKn7}{rO>8p zUQm_35Yj3^nl%nhp5a1+>EY{DP&_W0&o)k681dIBv)rH9ClvPfot@s~k^6#Xr-kM{ zdJP_9i-SIkpnZv;(Vv2e)?VUmp>N#=^NmC`Rm-KJ&HQKY6A#C+#Tt~2IN+HvVvr~Rqmel1BPOp7MG!bZ$QBn0m)`=(04qjo&s!2B6w!637##a{6*agD4l0^Qk56r3uo)Vg!0-+)oaCkyQJyb5dbZ6;>%bsdDDa&Wcun+}got4Ksh zR6=S>+a8%F+8_7-MV$&DDhS08BvQ4*H>NkkQ~T~1TNJgNnL*iHV8H{&X=I z;^vy7x5G={J5C}At-gm_>lPTX)D(1vaf=#5Nb*A|#bB6L9M0I-0IEXcP1+1+cg`dB zdcM7$-|3ksu@N9OqrsMe{~UYT+FCMh{M2HrXOKO`jo~j+qr(sI5YmgSdsd)p`{9M3 zl@p~w=$=!~e>7`sPY3J_JgO+p!RnxCQ2hR7PG1w?w|#nl(<}V=%|M_~X2M>Dg#UHJ zXT@1G-yP__PIKRolX{-a4LY8roQw}k%zU*zsw^qoVv$O6cbUC->n?@m*MFJuk6E6T zr#<6|^gQlIf0*Tm{&q)q$p@!zN>aCD9H!8@;#t4sS!NsNbuMd<+SfgTHxBjoW=Lg} z25+^fGNSg*HOK_$dc*A3tgvm&1GC(dmAJQ9Xba06msBN?~nv4RH(qFTPcqMK2?X<@R@#fkKXWi_?4p z*`x}rlu@xeS37b40-2Q0m)qgTVgLpP^h&8II#jVSxO>3k!B@ajBp40`G&^+h)-s?U zpkGf&Lc`I`s7W}5USxFjD{QhsauSTISjb*ty_XKT=d zK&y+tQi*V48o6q_g-s-mlolPD{m|G1E!7wrogNixqM-q-omgRmAgI;AFMty1>sTJKb za|^yF_@8Ws5f zsTvpgUtZk7qd?E2Ht9ycEw7IolHX)``AoD>!7KWtGP36r?W+`U zBk`dg{ABEY-!6r2E1t-81D-O?%@_I7t_c&z7^rZZGv6V#&}QMjo#V2Jj_Okw`JMc@ zfX>%cx>QG!k|feTCH=BqHtr&jN6Jc#H#CrhVT7X)KhtkR(->R3qWB(Eap@^6O!n_V zrK59H&Yh{jsjN&tw+aLxQA*}X+oEGjknGsIOe%)|ItSi<3F1d};}7BoH@>ZGtN`*A zl#76mAl_7{$f~XDd8W58ywN=DD`S~7$4VsSf|Zojt-(TJ?yHYb2Tbzb!gTD|-!}R# zD75G`j4j7G<+9DWj_nts^>4r_!d3dxy;!fQP&>I~Jb9t+b>O<(x)uRAV5i7u`jl{G ziLRM1*dAq_;(FhYoaKO$#Nh;>5eUe9{%*MW#gKy^XzAd$BZvqyRUx?C{m>k3pWHW~ z8NcmuYK3Q7{k!&sgT^9L`%M|yPA9yT0y+fq2wg*^S0w2$qjxWZ32RTk$SThKfK-nf zEwMr5`@uNGA8KfeYd*UHa!?7OenNOtyM?b?SNZ0ByL%m|SqmLT^TaKJR;I$l_K&XR zwC(lf2v*5EGUJyNxm!JU;K+SJ%X&8noFJ>IFe25!j-F1ZpvlXbd7rl3fB4nM#^{sB zVF*fBUA`PYoE^1&!xW0U2YiN)7x1R*FxNASn8cx?V(u&o8Yl4(Yz9ZB-S36yzWaT( z7~&_mU()Q+ToOfV{s*Enz&dni%iD|Xpb+dg5jR)bx;7MZY_?%X*-j(*jl_m+=R6Ym z-+3_TqJ32SsZbUJLclP=m<9EQW`Y9c9U5+PI#wb$RBNe3BwKw)hC_DH(o(p_`+ibv zFR0eBI(Vwf;xy(ndZ(W+2S$uoBG5!Ed1vrhNvNVWu8cF7Yg?$_ODRlVC|5w~{+#&f@Hrd_)uF?VysdR};2uTWxP^;aVXTAgfcSpXZ&(V? z!!tEtBs&(q6Gp8=Lg~Fd5Mg_h@9;YYzxz@i ze388e#2>HbPg%t5^^x|^4iD2bB}$P_^!X5|5O}(^q*T_aJA_O=GV%57*EgqX)GAkZ zEJ#2rJnZeGO)x?UM7prt1K)CQBgKvat!4?cn8z-DKztrV;5@T=NBA=^d^}nluC6We zrdz=)6AX3n!!NB5lpm2|MkJ(;Z%ULr64iw@uS_CiFR2}sQKb-2OLI_lynkNBvg!Bu z_s?CQb^U#FU0g|@PoOl%?5EDdty?!i#3(Jrs{Pq9A0_`R$MsepQOTaTrs#`XwZGAnfZ0zj&Z1?jP$`P|Fl~DQt(#sV}Ypu>I>Fq{V zO2aX^mN$7h8E-e$IH7CKf}{%ZN`&&0F8V(`0ZL(DJi+x*RTWuE9mdhJmBYtiHGN3r zznwiWoe8!JZfY!+jPr*V;T%dv#3jEb1o||04Ist#nY&hOYM&HpY_G)3Wv}*XA@|1x zcXC7aWMX7b@^c8N_y0tY$DFz#)-&4veTQGl7}zARM;0AOC30DOI{vc zwdWf6Sg`Ux67x%gbOZUme<-1+% z*K?E}X_Wc0%@&o<(T)yl?5=To`4I?g4nk5^Z~&ay+Q@_Wp%`!7?b2uhH%Ju#a*o#2 z^3r|Jpw7^&;vXS8c)F8+K(=<@E9WdLLvp z1*nWtpr*Ehby*GD0*yRGjVgBYpZn&-cH3`vAlXxh@Br47OqEIR17!R1vMm|}a31WA z0&XW(5tl=ub#E4MW#+5g`J;_rg(=-d1vPn4H zHHUZTM?^p+xAi)9g~p(odF1-#YkUO`e~o#FVU4$Ir9UhX-;B=-3(_fsI{aujVu%hF z_m{JQ9V!hfGjANu#Hx|vvH^`)7$RuP2Eu(dUjCKNo=dmmv<0s(pAkZu0gZ)av}j(H z3XPGGx}os{*2Qp(kHqZGl6LV0dq6kO?<0d{Yd8H31{rn!ec8a#ZCtcWyJ_udd}b!K z@>)6)j+}9xFKa}wYXUKt=2+Vnm;UgU4_?J=Ro*Sb=6NGsBCjjN39~mSI_^Sg37mZd zp72}GYgcguIDFcJp{h$hgkq260U%QDvkdPfo7Cdbk+douY~;(D`DQ+kl0t*x+FMbFULd=MY~$QiC5x!1AdCnmO?ZY= z)}^JHP^|kpMD!nToxg!BaceLTf+5iV?rpR0;qG}!r`=S$sHXYv6d7WVtC%+S60qu+ z^*Ds!PCymkjPu2*!hyWsqfjZC#49NXwqi}vaZ6UEs$iW-H{qJ5Wt<}u>ZnFRUD?4R zq+eom?Y&fQ5k68a8zhH6h|J=kHc^Ia=D!7_O)Px|I}PVx$47a66B}B$Hn;iwcCrAQ z7vD^0Dkw4g>?ZC?S(`e))L)de@R{= z>ECHIEhBez_Oam3Ae1Y0X71J!x;~q@_@S0;%LC(c2A$~!PL*tAr`~ zg|Vmg3E00j_8@VPf(<9}9lYWjF`~dZ1U64s(Xa;MnRoiE*L@#UM0{MA=@lu;Yj=am zpXg>-%l_R==@}n^3Yi379RtydmKD5s$Nzn~yery_H$3S4IcANIgK*_vDuEloZPUQv z7<1F<49bufZU&O!e<}iM$>$#r92(@;ljf`y2_o)OS7twse^>ayzOF*@0Dk7{F*Tr-1~lo&ntFJ9)42O0sgD zZW{vy=>;b;-x6$y_J#0Z%I75F9tXit9bH|(%{4!`?z>-CV`C1<;+AwcA$(Gml#uh} z7@95RKB*jsVFl#28E#G8GK)_|Oqs2z#?|mHw%22N$2wHG%cKLzijI+EYsOX2+4-8kDINsw^re*}aD10Mo)_5eo)3Lq ze(aySr4wOC??G+nG=RLa4coG! zKEAXR+0hSDT2r?52?oQp&0ELsr_=$42_55vR{y|>&ln{OL8=VPFzVdWb=jBY<(JU1 z4)Q>G4!}y42;OVhPZ+f>q^a~SYmudj3` z*m%`Ijel#pxBX?wh2O0TUe58#C6|I>+v6qiyH%M+;NLVQg&vA2wuFoy&?tr#2a{bQ z3F(vtJYQ)jS7O})L&a+TJmB8ggN|2TQmed2Q7NlpO`NDwt?@juG2&`%lG~2YXwqrC zc5P`CB@LSf*CZ`mk=PDm0@wW(-ybjj0NRN%ppyMaj5#@c2F*Lui>wy~yCI0j~7fjb*a1jy-x1Y~}AQhV)P-=VBB z#NR2esBcZXc20YDU`YWIk!lIg=_sCL!Vopf3vK4~Ek2+ZAKN>q62q>RELD_` zD=X-#-bGz_OM>;E(m!Qr7M6W{O)wZ|4s%%;WdIp5)zpVmXwIBtkB&uQoiPMs`UwFq ziJ~cCmDpVvdT>cbJy;HZ?pzc0i!RzWY0uumct*O}f+DOyfsrn<2 zy36;wq|Fff{z~A~n=t98T~=gyt+Rg$Qo;9YiVC-H*3k|zz+9^(y!^U!11HVSFC^NE zWruk~fV@vN#7X$}E`O+Yjj?O=W)Xinah$psuCTGfU&Qdwskl1%d1g8>BEk9HGr>2B z_?E%TCLsFo?6Lh131j#BRI|c&hwXS&fq_hjcTEy8px+P2Yaw>;nvnN!`#eLWM z^%Cdy>s!Ayg;3`83y1~CR_plEVDrUGZkCGPwJ4XXmA|2NrHTbdAUi7lbey-HQbiYf zMd~-!`jYI`{GR9&JH2OKW>;f>6;;)=X%xAAC=#cocJpx2l6)~e#IiAVeGPz}sf4<*=!NoairA1!Va~Ippy{|F0Hz2eZSAPRI@J~ME_)#aULs`Im3clPnktfYG zRd?g$!Sj3R$5%f$0&1+RO>y#a#>9kvbuGU|yMwu{uB1tdk`l}S*;|d5#fZkxWLVz1 zzO!fbWAa|Qd>RZ#68fpdG8?xCfkt$1$yRBcf+u1t z+J<8k>gjxide{v+ijU7H{r;B_W%?8ppyI+U3*r^SH6RE|&u_vbI*HOKSa(OhiGgbCint>~I z`>SMs-?&}lIt+dyDVTy;mN_yGE0kU&6On zMEIKssSn#4z7mh02O{$b`oLt0oZZGw@x2RG%pC0QfFE}f^n3lO3yzGju~0bTLY)GT z;$-d-0jlI053DN`39q-Mh1FvWanOtqm&#GY;*TxJO>W9u)l!%R!QyoL3#p)w21l6t z2uIk+2m{yasWlBjm312KOe^+QlqPWQ3$LVFozdosi4+r&v;f1J!O##y*ial6dsv-g z@^`6A2fnPN&rM@9e2su1v)w7hho0cZJ!Unqe*+mP0i8%arQym*!V6!B<-S|mW2nFI zxYW;$smLG!Z==%ImKYP9C;7d7JxhK?j<#vwY&#t}h%{yt%k5q;KgDtJ;b|AUMAU#lLh|3ma}{-Z0dsDR1us=2vPXkr94eMLhX zv5}&IxRMATJ^UFc3k`i>!?S6l`Lfn+TJu&!1LNBKb=CnT#LOHHMsOW?khye07?$^< z<8em@QY$gv{jTD~`8l)y@$%8*=!4s^{%h2}nkWa_fIk{Z;_^g&fkzrSos}WIC+~V; z6ZLXsTl~e2TkSDXrF*%>6;_kY>f>wV3A8h#rxUve&q6q?k}dtUc>PFixHPKL7@{>Z zCH9roLG4#)#=QNZ=t;ZFH8sY2W-Wy%2`MHCF^ZZ^lz4-H$my-K?lr<(cor#X0vtDk zi<3t;giZiwvR_TIAGZuildfKr8`<7MDTpZ^z*=xX3)O7diqxJNAqv?r6 zRDC#u`!M$6XS>77KDM}*lC(~%^he#!#r%D0M!JV5nS z<@xdCQ!?Ah#z@Drem$!$EtRopAypm8JG9rx9Mn0}Q-ht8>s?yUc7pl>D1*!I;tqq| z$SJNZ=N87{P?|Q`{(oRvf(A8uZt?`C<&(ynd%Y4p`s9%$5(j159U@T&*!6$=w*Q03 z`~N>YO#hc!i0Ll?1mpz)6#w5={15%{e|uV(IGFxNyq>YLr@W#nb}x|}S!9x%=CKa% z%SwyNCbEvRsufQcYV&=W-(OHrFl2FYaYjT&0SwfkJ|;nVf0$%2gJypa^f?O&G|i!t zD(9=3lwj*^5bbIW*Dc;v9TyW@CzB7cUY3V!mR_zCp4}VQ9u@*b6evdgSd4_M1RGiv zY+{muh2>zC?uA3K#59p914?kXKFo;GIpC>CFOzUTZR#ULNpMH#%W;u`cU`r81GvA- zbhjVZC-QMl(5=Yu61vZzR|~3)5=PTWJIkXKR9q@m(ORMF&9dRIW|gEtI|wcpjoq(Es<{& zC@flX7#l4}hz17Bt{hjwo3P=bi!PcpXRN5vl2r~2(ya)!&nsc-^j$H9UgTOchknck zlNA@6gpk$BX(eXVi`uN4=fg&kYZSLoHhVOFax8okh_huxBzr_Pnpu&d2NoNgrNJl~ ziliYl-f_)y!VZCa-9s~uP42maB7>ZR;@?VvBMT-2C4}r_{TS{hOL*?66lx?U0y4i1+0aX4zNWWj2$6QG6vIo+^ZY()Tfp49-ry*x z(;|W;RyX@)$c3zhi;aH)!p-zCnu>}u$-%`(1zd`NdvlwCs7VvyTDcN^>>X-{8iY=S zhsGCKyVQdYZ^WRaO1WpuYmDR9gJgi3V-F9sD@L*LKDOAsafu*F-ml>tJq~j~rESvZ z8EmL|51;!s_@I-`xv;}5z+`w}b6V#IPc<(uc0Qbqu{Yniw54yK-%X8t$~oihx<|<6 z2D$M;NiQu-_3%}VPd|08&S&U}9MR}0VkPgr8Q+~Gp)_<1%}Z?h(LZTjoltVTSr`5L zjaa2m6q-c6A*@)3$ff^sv2@=wv=8IpVdeo+RM2o0ayPdlNIVJOqYjN*YgRH!eSwXQ z;x;=Wh&d1*eoH2b(yy#ne-?k&LkQAbmjx zmW!Wa!MK0(ZEwqq&2%ciX`{%X<>k5^X-0#1+J1(h z4~eqOmorpu#$i*3c^R()8=(jIw$d~^yJ@(;r|HC{NM8WFT@_|=NFj}046m$rpr`p>ePGx=4FNdM!o(6Itn&)bTjew z1RDrLq40D5DEf)7ureI>A4sGydFVe;+IFnnpK#pa`b}teBz&BH{Vr6)n6oalYvChZ zxWnE1YY|o5IxY1pN!_5c(;E#zI%Ia3mE?j)X$|LFO2bgwvG4It`t!0FB+13*1R;0k zm;O54_NXGo?JHLAfhlK!9IQrsyp~%MecjCMFyEOJ-1IenF`DF5!+MWR??%>utD?@RvND3Wmi2|smDDL!oonk8PVa5c*cgYsX%-RrQv)8MD5Yjl74!X%eI8bCDU4^l{SQ*1`F-;ucT`P22iCasvW1k!`CyAN zq>FF20EVw15>)M3L$cs#G&~?MST4XeSc<-=A%A=6x;Pf9JO@NyC=}4Vu(b` z@6=P`2+wEc|O=SX=}?**Y~^IVSpkJ_@yF4p7k{`^#IXX zk+RUv+@A~UcJm`QIJq;`N&B0>2lNT^1vWz5)unec3z?M=U9CPYb89U#F_XhCEi<5P zFYD(~{f4T+;=epazeF-NI9w&<>3cq&$xWNiO&jH#R$LfE>p8hPoEGNywGe#X>)$(7 z_ezt|A-Y~g3T0~HjD`yXDP@YQ=CdirF9iLn)crj(-bHjAEjt>?lC%=5%1p+$?*^Kv zHA_`gTroLpaYpEM(-;%)%YM_+!4(X`T<&`VjblwsH9plA&KFPGnWT5eIE54^4@?g0 z1X}j38xit2pI8aaAasQ+CO%8lPSg_je<^A{8h`u{(f{pR1k*l$ky*gC(F$0l4~Gtx zV%Bx-4v-6odSJ3x?ng4@WSlP*+I-A$YNU}=W_oG&N1G%qCDPw?5zkgzyb}WSG(=j? z7@7Z2*`FBwlKJ&I!>2xH!u3uQF}dZb>yrEfyVU46l{3FqTTiYC>ee|`eoHWPSIwM$ zYQYTFjSu@?bMTk@L28fr1#%(87GNR|@w>%1IPD-?QsQ>c9|1P!FEqJSFt!|wTkT$A zztrDtURW|`W2BK*vC(l=wc0e%D^lCnUNWQU;+%9T&9sG{`M6$PaaBwix(?B9ML+)j zqM_f$G$DA_%`J$Rtszd-+q+AETyh^veFS&VDP26sf@+#TG8l@hE zNZv>H?;BrRPMzb%6KZ(4J=q;8!m2nnTk$|uDl%1a6jQ{$YRR<^ST#Oq|8e@?8D$&MqQ)-yO4Li0A-hYxj}$ppe+IaDrap z1+&|OY(8cA!|utuXog?3pQl&jOoDVYwh=UpMIB$v6TM%H2ZI=%pJD+n*YbO6Buc0= z9Y!`xg{oaKl}sy16H}ExS3gza`s%ilvNFBpHqATiYgD#7%bQZO8^a|nKDlw{Lh399 zz$pjl&f96~YF7cuC46A{>v)eEqJE;Zt}i0|U6h;%BgZJ_(%r9)%W&==er}Uj99>_) z2YWu<9%?jqzlR-@K}mdwiml-(x}7}U`PA!LR&Sl{rgK*nUJ`|F+2THpv_@}pWGg{L zjz=;G!Uy9mltXIDvf!VCdE=ABUVCo}8`p>Nx<@Pz!f2G zT>sCN%k<7CM-hXW%MA=^QwyFay#-CM@qkRWh=`A3eP{%^wjqJC{*XmBY)gp8A6~bc z!&AH5k6h5in##C==RUl9 zcH~~Wry+0#Z_A2ZjMg;fW>yrW?gHI5g(d{v2!dtj`fCc+dxW0{D{3bsBqZ8FBd@T| zxQCB$b4fDdNL=Zp;~~HrLE>s6ai!6ETn);%1)9*dF*JaetF! z(EjymLH>v2mhUtJi(g&NSWWlcO^wdZMRlhYCry`WKmvBfFGLryP&Q0%P7#3)G!x~? z5U-04)B0&u?=USUwc1evlcQ3>7NtIa#4N^kZIo4-0*+UT#JG;`+eEP_8&_;pE&(bM zY;6*+u11Si1Z1OLOm_i)4m6E=kzPx?;iX;ZD?R`y>Cy*!6&rI+XpGOvQqOt^T0L`+ zYIX5)-qw@_iK`uGUGB$h{ety}$ZIdqm;|HcgL_;9wINZbO?b87_31%i%OcZ3w)|$z z!+V?!w>Sr$3g5$?WS5MxSEbFBphHop;9#3PWoaQVyOC|;`+3>MIsN#k8=99Wbh&c1{=q3ic*zStkggAdn9~ZXRV_&J)qu^n0 z#k^4MBHcHBZ7zMJv}^F;lO=CpvkiyttYYcak`6Id?gXhxvvOD{RBG|^BL5pmds)dCHq!8Kfi#ws==)?tZ2Mt zeCU9Mc6;IXw*`1ZCBeJ#_GA%-fw+v3-6<9Kd49Mnrr=DeRzHQINm5Y}BrJ8U@ zZ2cSOrl|D4tlI-)qzm}&ZEH1%5*z|oa6~%8ogvO}I85F}*#)BHgoHaNKwvN@xcdJ; zVGB0)_Vxup&sP|O?|Qj-3;*N5YkZ!<#vp~Eig2)nHB=ZTENA;4oT0qJKb?CO$jS&) zBTnr8lbk!6*@^mWnj;Q8cWx?b-?#4&pr-f#NP8@xeN!Ld@u3EKbnhz&;Sp0kp(Fa9 zR$Rwg>z0EDXnzjevz7|}s~VWz1QWd~ry&%@*{i7*HuvBaZ2+C&qB1`b7a&-@Q&-2|aRkrUYAt|K=5o z4z`TG$ZHlH|Ay-wY_TGV9GcOgS(k(*Ttl^6AxpshKFk##vD?+`O7;R@oEQ}sbUeC@ZKCwkh^vhkGOIb1oGy8h%so0~CgZHDFE%W)9yxOF zc88>y=>5LzZ+(NkoRQM_t|&Y`$9~SYYEiRl->+&jmGaHCE+y+&r0$4kuhvcA{XBNO zStH2qet%(WeDUf$#?GAY9!AKFPxgqwb)0q#tvhwy%S37Ht5+O79z3m|URK}Za2t9S z5MS2Ti(x5i1056ij{j1=^_{%weH46r-m-T;*Z}mezwn8#1KKwLjdTIPAaE!|86YO6 IZKwnIFEd2WssI20 literal 0 HcmV?d00001 diff --git a/analysis/analysis9-2021.ipynb b/analysis/analysis9-2021.ipynb new file mode 100644 index 0000000..fbcfb89 --- /dev/null +++ b/analysis/analysis9-2021.ipynb @@ -0,0 +1,1065 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1b85622b", + "metadata": {}, + "source": [ + "# Colorado Spills \n", + "## OLS, NBR, Interrupted Time Series Analysis\n", + "## Just top 3 Counties\n", + "### Author: [David P. Adams, PhD](https://dadams.io)\n", + "#### Date: 2025-07-02" + ] + }, + { + "cell_type": "markdown", + "id": "d456a510", + "metadata": {}, + "source": [ + "---\n" + ] + }, + { + "cell_type": "markdown", + "id": "9814ecd7", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "eba79ece", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/pandas/io/sql.py:1725: SAWarning: Did not recognize type 'geometry' of column 'geometry'\n", + " self.meta.reflect(bind=self.con, only=[table_name], views=True)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sqlalchemy import create_engine\n", + "import geopandas as gpd\n", + "from dotenv import load_dotenv\n", + "load_dotenv()\n", + "\n", + "import os\n", + "\n", + "# Database connection details from zshrc environment variables\n", + "# use .env file for local development\n", + "\n", + "\n", + "db_name = 'colorado_spills'\n", + "user = os.getenv('DB_USER')\n", + "password = os.getenv('DB_PASSWORD')\n", + "host = os.getenv('DB_HOST')\n", + "port = os.getenv('DB_PORT')\n", + "\n", + "\n", + "# Create an engine to connect to the PostgreSQL database\n", + "engine = create_engine(f'postgresql+psycopg2://{user}:{password}@{host}:{port}/{db_name}')\n", + "\n", + "# Read in the spills_with_demographics_geog as spills\n", + "spills = pd.read_sql_table('spills_with_demographics_geog', engine)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "da21b89e", + "metadata": {}, + "outputs": [], + "source": [ + "# use longitude and latitude to create a GeoDataFrame from spills data\n", + "spills['geometry'] = gpd.points_from_xy(spills['Longitude'], spills['Latitude'])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "789eaccb", + "metadata": {}, + "outputs": [], + "source": [ + "spills_gdf = gpd.GeoDataFrame(spills, crs='EPSG:4326') \n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d041a419", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Ensure date columns are in datetime format\n", + "spills_gdf['Date of Discovery'] = pd.to_datetime(spills_gdf['Date of Discovery'])\n", + "spills_gdf['Initial Report Date'] = pd.to_datetime(spills_gdf['Initial Report Date'])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3106f3c5", + "metadata": {}, + "outputs": [], + "source": [ + "# keep only records where year is between 2017 and 2023 (inclusive)\n", + "spills_gdf = spills_gdf[\n", + " (spills_gdf['Date of Discovery'].dt.year >= 2017) &\n", + " (spills_gdf['Date of Discovery'].dt.year < 2024) &\n", + " (spills_gdf['Initial Report Date'].dt.year >= 2017) &\n", + " (spills_gdf['Initial Report Date'].dt.year < 2024)\n", + "]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "139de8e5", + "metadata": {}, + "outputs": [], + "source": [ + "# Separate Historical vs. Recent Spills\n", + "historical_spills = spills_gdf[spills_gdf['Spill Type'] == 'Historical']\n", + "recent_spills = spills_gdf[spills_gdf['Spill Type'] == 'Recent']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "853ce353", + "metadata": {}, + "outputs": [], + "source": [ + "# only use the top 3 counties by number of spills\n", + "top_counties = spills_gdf['county'].value_counts().nlargest(3).index.tolist()\n", + "# filter spills_gdf to only include top counties\n", + "spills_gdf = spills_gdf[spills_gdf['county'].isin(top_counties)]\n", + "# filter historical spills to only include top counties\n", + "historical_spills = historical_spills[historical_spills['county'].isin(top_counties)]\n", + "# filter recent spills to only include top counties\n", + "recent_spills = recent_spills[recent_spills['county'].isin(top_counties)]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1327b4ea", + "metadata": {}, + "outputs": [], + "source": [ + "import statsmodels.formula.api as smf\n", + "\n", + "# Create 'Period' column\n", + "spills_gdf['Period'] = spills_gdf['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 and After')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2ccf5c3a", + "metadata": {}, + "outputs": [], + "source": [ + "spills_gdf = spills_gdf.rename(columns={\n", + " 'Report Delay (Days)': 'report_delay',\n", + " 'Spill Type': 'spill_type'\n", + "})\n" + ] + }, + { + "cell_type": "markdown", + "id": "1da721cd", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "1b9a3766", + "metadata": {}, + "source": [ + "# OLS Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1b722ad7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: report_delay R-squared: 0.001\n", + "Model: OLS Adj. R-squared: 0.001\n", + "Method: Least Squares F-statistic: 2.895\n", + "Date: Wed, 02 Jul 2025 Prob (F-statistic): 0.0339\n", + "Time: 12:54:40 Log-Likelihood: -40805.\n", + "No. Observations: 9087 AIC: 8.162e+04\n", + "Df Residuals: 9083 BIC: 8.165e+04\n", + "Df Model: 3 \n", + "Covariance Type: nonrobust \n", + "====================================================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------------------------------------\n", + "Intercept 3.6818 0.454 8.117 0.000 2.793 4.571\n", + "C(spill_type)[T.Recent] -1.1410 0.589 -1.938 0.053 -2.295 0.013\n", + "C(Period)[T.Before 2020] -0.4169 0.773 -0.539 0.590 -1.932 1.098\n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] -0.2081 0.969 -0.215 0.830 -2.107 1.691\n", + "==============================================================================\n", + "Omnibus: 24587.315 Durbin-Watson: 1.954\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 1077831771.927\n", + "Skew: 33.014 Prob(JB): 0.00\n", + "Kurtosis: 1688.924 Cond. No. 7.42\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "import statsmodels.formula.api as smf\n", + "\n", + "model = smf.ols(\"report_delay ~ C(spill_type) * C(Period)\", data=spills_gdf).fit()\n", + "print(model.summary())\n" + ] + }, + { + "cell_type": "markdown", + "id": "0cef322c", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "ee48e488", + "metadata": {}, + "source": [ + "# Negative Binomial Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "813a6d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Generalized Linear Model Regression Results \n", + "==============================================================================\n", + "Dep. Variable: report_delay No. Observations: 9087\n", + "Model: GLM Df Residuals: 9083\n", + "Model Family: NegativeBinomial Df Model: 3\n", + "Link Function: Log Scale: 1.0000\n", + "Method: IRLS Log-Likelihood: -19592.\n", + "Date: Wed, 02 Jul 2025 Deviance: 19541.\n", + "Time: 12:54:40 Pearson chi2: 3.97e+05\n", + "No. Iterations: 8 Pseudo R-squ. (CS): 0.04240\n", + "Covariance Type: nonrobust \n", + "====================================================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------------------------------------\n", + "Intercept 1.3034 0.024 54.986 0.000 1.257 1.350\n", + "C(spill_type)[T.Recent] -0.3709 0.031 -11.830 0.000 -0.432 -0.309\n", + "C(Period)[T.Before 2020] -0.1202 0.041 -2.949 0.003 -0.200 -0.040\n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] -0.1622 0.052 -3.101 0.002 -0.265 -0.060\n", + "====================================================================================================================\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/statsmodels/genmod/families/family.py:1367: ValueWarning: Negative binomial dispersion parameter alpha not set. Using default value alpha=1.0.\n", + " warnings.warn(\"Negative binomial dispersion parameter alpha not \"\n" + ] + } + ], + "source": [ + "import statsmodels.formula.api as smf\n", + "import statsmodels.api as sm\n", + "\n", + "# Make sure spill_type and Period are clean, and report_delay is numeric\n", + "spills_gdf = spills_gdf.rename(columns={\n", + " 'Report Delay (Days)': 'report_delay',\n", + " 'Spill Type': 'spill_type'\n", + "})\n", + "\n", + "# Fit the Negative Binomial model with interaction\n", + "nb_model = smf.glm(\n", + " formula=\"report_delay ~ C(spill_type) * C(Period)\",\n", + " data=spills_gdf,\n", + " family=sm.families.NegativeBinomial()\n", + ").fit()\n", + "\n", + "# View the results\n", + "print(nb_model.summary())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "4343c273", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "object", + "type": "string" + }, + { + "name": "0", + "rawType": "float64", + "type": "float" + } + ], + "ref": "78c37b6f-ac8c-4540-88a3-b6745c911c6b", + "rows": [ + [ + "Intercept", + "3.681838267786129" + ], + [ + "C(spill_type)[T.Recent]", + "0.6900928211391695" + ], + [ + "C(Period)[T.Before 2020]", + "0.8867658690823642" + ], + [ + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020]", + "0.8502810395791129" + ] + ], + "shape": { + "columns": 1, + "rows": 4 + } + }, + "text/plain": [ + "Intercept 3.681838\n", + "C(spill_type)[T.Recent] 0.690093\n", + "C(Period)[T.Before 2020] 0.886766\n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] 0.850281\n", + "dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "np.exp(nb_model.params)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f09f08d0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJNCAYAAAAs3xZxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAClzklEQVR4nOzdeZyN9fvH8feZGTPGrLYZxoyxR7bsa4yI9E2opERIpQilvqJUlPKlEqW0WduoZCnZsm8t1pAtxm4sgxnG7Ofz+8Nvbo6ZYQ5zzOL1fDzmwbnuz7nPdZ059z33de7NZowxAgAAAAAA2c4tpxMAAAAAACC/oukGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBoAM7N+/XzabTT169HCIR0REyGaz5UxSTipTpozKlCmT02nACT169JDNZtP+/ftzOpU89Vl3VkbLxpQpU2Sz2TRlypRrjoVrZbb+zY1cvczmpfcCQOZougHkqLQNist/PD09FRYWpi5duujvv//O6RSzVW5qqi6X1nBc/uPt7a1KlSqpX79+ioqKyukUb1hmTdW1DBs2zOF9cXd3V2BgoCpVqqROnTppypQpiouLc03St6g1a9aoU6dOKlWqlDw9PVW4cGFVrlxZXbp00dSpU3M6vXQyWo9d7YcmPnulrVcv//H391e9evX0wQcfKDk5OadTBHCL88jpBABAksqXL6+uXbtKks6fP6/ff/9d3333nX766SctXbpUjRs3zuEML5o2bZouXLiQ02m4TMuWLdW0aVNJ0qlTp7R06VKNHz9es2fP1saNG1W8ePEczjDnPPjgg6pWrZokKTY2Vvv379eyZcv0448/aujQofr6668VERGRs0nmA1OmTNETTzwhDw8P3XvvvapYsaLi4+O1b98+/frrr1q5cqW6d+9+Q6+xZMmSbMr2osDAQL3xxhsOsbNnz2rcuHEKDw9Pt5cyMDAwW18fF/Xq1UuhoaGy2+06fPiwfvrpJw0cOFDLli3T3LlzXfKaI0eO1ODBg1WqVCmXzB9A/kDTDSBXqFChgoYNG+YQGzp0qN5++229+uqrWrZsWc4kdoXSpUvndAou1apVKw0ePNh6bLfb1a5dO/36668aP368hg8fnoPZ5ayHHnpIjzzyiEMsMTFRH3zwgYYOHar77rtPa9euVY0aNXIow7zvwoUL6t+/v/z8/LRmzRrrS440ycnJWr58+Q2/Tvny5W94HpcLDAxMt/7av3+/xo0bpzJlyqSbBtd48skn1bBhQ+vxiBEjVKtWLf38889asWKFmjdvnu2vWbJkSZUsWTLb5wsgf+HwcgC5Vr9+/SRJf/31lxWz2WyKiIjQkSNH1KNHD5UoUUJubm4OG+IrV65Uu3btVKxYMXl5ealixYoaOnRohnuoU1NTNWrUKFWoUEEFCxZUhQoVNHLkSNnt9gxzutp5rnPnzlWbNm1UtGhRFSxYUGXKlFG3bt20bds2SRfPDU07NLZs2bLWYZBX7h2NjIzUk08+qdKlS8vLy0slS5ZUjx49dODAgQxfd86cOapXr568vb0VHBysp556SmfOnMn4TXWSm5ubtZduw4YN6aafOHFCL7zwgipUqCAvLy8VK1ZMDz74oFXz5dLOjT1z5oyeeuopBQcHy9vbW/Xr1890L9SFCxc0bNgwVa5cWQULFlSRIkX0n//8R2vXrk03Nu0w8OXLl2vq1KmqU6eOChUqpIiICPXo0UM9e/aUJPXs2dPhMNQb4eXlpcGDB+v1119XXFycwxcWac6dO6c33nhDVatWlbe3twIDA3XPPfdo9erVWXqNpKQkffTRR2rTpo3CwsLk5eWloKAgPfDAA9q0aZPD2MmTJ8tms+ndd9/NcF6//vqrbDabBgwYkOUaExISNGjQIIWFhalgwYKqXr26Jk2a5JLX3bZtm86dO6cWLVqka7glqUCBArr77rsdYpefNjBr1izVq1dPhQoVUokSJfTss89muCzk1Hna1/M+Xc9yY4zRpEmT1KRJE/n7+6tQoUKqW7duut/b1cTExGjUqFFq3ry5QkJC5OnpqZCQED3++OPau3dvuvGXL3/ff/+9ateuLW9vb5UsWVL9+/dXfHx8uuc4u/51VkhIiB544AFJjn9Hrme9dfbsWfXv319hYWHy8PCwTlO52ilDU6dOVcOGDeXr6ytfX181bNgw09MjXP1eAMhZ7OkGkGtl1hBFR0erUaNGKlKkiDp37qykpCT5+/tLkj799FP16dNHhQsXVrt27VS8eHH99ddfevvtt7Vs2TItW7ZMnp6e1ryefvppTZo0SWXLllXfvn2VkJCgMWPGZNjUXc2gQYP07rvvqkiRIurQoYOCgoJ06NAh/fbbb6pTp46qVaum559/XlOmTNGWLVs0YMAA6xDTyzf+//jjD7Vp00ZxcXFq166dKlSooP379+ubb77R/PnztW7dOpUrV84aP23aNHXv3l3+/v7q1q2bAgMD9csvv6hVq1ZKSkpyqPV6GWMkSR4ejn8y9u7da30B0rp1a3Xo0EEnTpzQzJkztXDhQi1ZskQNGjRweE5SUpJatWql+Ph4de/eXWfPntX06dPVoUMHffXVV3rsscessYmJiWrZsqV+//131a5dW88//7xOnDihGTNmaNGiRZoxY4a1QX25d999V8uWLdP999+vu+++Wx4eHqpbt67Onj2rOXPmqH379rrjjjtu+H253MCBAzVq1CgtXLhQZ8+etX63p0+fVrNmzbR9+3bdeeedatOmjWJiYjRnzhy1aNFCP/zwgzp06HDVeZ8+fVrPP/+87rzzTt17770qXLiw9u3bp7lz52r+/PlauXKl6tWrJ0nq3LmzXnjhBX355Zf673//m25eX375paSLewSzqlOnTvr777/VqVMnJScn6/vvv1evXr10/PhxDRkyJFtft0iRIpIufvFkt9vl5pb1fQM//vijFi9erE6dOqlVq1ZasWKFPv30U61bt07r1q2Tt7d3luflKtf7Pjmz3Bhj1LVrV3377beqVKmSunTpIk9PTy1evFi9evXSP//8o/fee++aue7YsUOvv/66WrRooY4dO8rHx0c7d+7Ut99+q3nz5mnjxo0KDw9P97yPP/5Y8+fPV/v27RUREaEFCxboo48+UnR0tL755huHsdm1/nXG9ay3EhMTddddd+ncuXNq166dPD09FRwcfNXXeeGFFzR27FiVKlVKvXr1ks1m08yZM9WjRw9t2bJFY8aMcRifE+8FgJvIAEAOioyMNJJMmzZt0k179dVXjSQTERFhxSQZSaZnz54mJSXFYfz27duNh4eHqVWrlomOjnaYNnLkSCPJvPfee1Zs2bJlRpKpWbOmOX/+vBU/fPiwKVasmJFkunfv7jCf5s2bmytXnfPmzTOSTPXq1c2pU6ccpiUnJ5uoqCjrcffu3Y0kExkZma7epKQkU6ZMGePn52c2b97sMG3VqlXG3d3d3HfffVYsJibG+Pv7Gx8fH7Nr1y6H+TRr1sxIMuHh4eleJyOTJ082kszIkSMd4ikpKaZNmzZGknn33XcdpjVu3Nh4eHiYRYsWOcR37dpl/Pz8TPXq1R3i4eHhRpK56667TFJSkhXfsWOH8fb2NoGBgSY2NtaKv/nmm0aSeeyxx4zdbrfiW7ZsMV5eXqZw4cIO49944w0jyfj4+Ji///470xonT56cpffkyvl+9913Vx135513GklmyZIlVqxLly5Gkpk0aZLD2KioKBMWFmaKFy9u4uPjrXhGn4+EhARz+PDhdK+3bds24+vra1q1auUQ79u3r5FkVqxY4RA/fvy4KVCggGnQoME1azbm0mf99ttvd3ifjx07ZkqWLGk8PDzM3r17s/V17Xa7qV27tpFkmjdvbiZPnmz++eefdMv65dJ+r5LMb7/95jCtZ8+eRpJ58803HeLh4eHplo3MPh8Zjc2KtHVb8+bNHeLOvk/OLjeff/65kWR69eplkpOTrXhiYqJp166dkWTWr19/zfzPnj2bbj1qjDFLly41bm5u5sknn3SIpy0nAQEBZufOnVb8woULplKlSsZms5kjR45Y8etZ/2YmbblZt26dQ/zIkSMmKCjISDLLly83xlz/eqt169bmwoULmb725cvsypUrjSRTpUoVc/bsWSt+9uxZU7lyZSPJrFq1yiXvBYDciaYbQI5K2zAtX768eeONN8wbb7xhXnzxRdOkSRMjyRQsWNCsXbvWGi/JeHp6mpMnT6abV//+/dNtzKRJTU01xYsXN3Xq1LFiaRvkM2fOTDf+rbfeynLTfe+99xpJZunSpdes92pN908//WQkmbfeeivD5z7wwAPGzc3NxMTEGGOMmTp1qpFk+vXrl27sqlWrrqvpbtmypfV7eO6558xtt91mJJmGDRs6bAxu3LjR2rDPyMCBA40ks3XrViuWtvG6Zs2adOPTGpGvvvrKipUrV84UKFDAHDp0KN343r17pxufttH/wgsvXLVGVzXdnTt3NpLMjBkzjDHGnDx50ri7u5uWLVtmOP7DDz80kszPP/9sxa72+chIu3btjKenp0Mz9vfffxtJplu3bg5jR48ebSSZL7/8MkvzTvusf/PNN+mmvfvuu+k+q9n1unv37jWNGjWyGmlJplChQqZly5Zm8uTJ6RrwtN/r3XffnW5eR44cMQUKFDDly5d3iOdk0+3s++TsclOjRg3j4+Pj8GXOla/94osvOl3P5apXr27KlCnjEEtbTl5//fV049OmzZ0714pdz/o3M2nLTa9evcwbb7xhXn/9ddOzZ08TEBBgJJn777/fGHNj660tW7Zc9bUvX2afeOIJh3XB5b777rt0OWTnewEgd+LwcgC5wt69e62LdBUoUEDBwcHq0qWLBg8erOrVqzuMLVu2rIoVK5ZuHr///rskacGCBfrtt9/STS9QoIB27txpPd6yZYsk6c4770w3NqNYZv788095eXnd8EV60vLfuXNnhhdeioqKkt1u1+7du1W3bt2r5t+oUaN0h4NnxZIlS9Jd2blRo0ZaunSpChYsmC7XqKioDHNNe5937tzpcG5ugQIFHC50lObOO+/Uxx9/rM2bN6tr166KjY3Vvn37VKVKFYWGhqYbHxERoc8++8waf7n69etnveBsZP7/MPw0f/31l1JTU5WQkJDhe7Rnzx5JF9+j++6776rz3rx5s0aPHq3Vq1crKioq3S2QTp06ZV3MqXr16mrUqJF+/PFHffTRRwoICJAkTZo0Sb6+vurcubNTdV1t+di8ebMVy67XLVeunNauXavNmzfrt99+019//aW1a9dan81p06Zp/vz58vLyumaeISEhKl++vHbu3Klz587Jz88vq2W7zPW8T1ldbi5cuKCtW7cqJCRE//vf/9KNT/vcXL4evJrly5dr7Nix+uOPP3Tq1CmlpKRY0zI7daV27drpYmnL8NmzZ61Ydq1/Lzdx4kTr/35+ftZt5p577jlJ17/eSruWQValXWsho7sZpMUuX3Zc8V4AyF1ougHkCm3atNGCBQuyNDazc+lOnz4tSXr77bezNJ+YmBi5ubll2MBf63y9y509e1alSpVy6vzTjKTlf+V5j1dKuyd0TEyMJCkoKCjdGHd3dxUtWtTpHNJuf2O327V//34NGzZMX331lZ566il99dVX6XKdN2+e5s2bd81c0xQtWjTD9ynt/U6rKTY21iF+pRIlSjiMz2heN9uxY8ckybqtWtp7tGbNGq1ZsybT513rHt9r167VXXfdJUlq3bq1KlasKF9fX9lsNs2ePVtbtmxRYmKiw3Oefvpp9ezZU99884369Omj1atXa+fOnXrqqafk6+vrVF0Zfb6u/H254nXvuOMOh3Pvly9frq5du2rZsmX65JNP9MILL1wzz7Rcd+7cqdjY2FzRdEvOv09ZXW7OnDkjY4yOHDly1TsNZOW+8j/88IM6d+4sX19ftWnTRmXKlFGhQoWsi9ZldmHHtC8RLpf2BWBqaqoVy6717+XWrVuX4ZcTaa53vRUUFOTURRdjY2Pl5uaW4S0Wg4OD5ebm5rDsuOK9AJC7cPVyAHlOZhs/aRdTi42Nlbl4+kyGP2kCAgJkt9t16tSpdPM6fvx4lvMJDAy09kLfiLT8f/7556vmn7ZHPW3j9sSJE+nmlZqaqujo6OvOxc3NTeXKldPUqVPVrFkzff3115o9e3a6XD/66KOr5nrl/ZSjo6MzfJ/S3u+0mtLmn9nvIS2eNu5yN3pF8utx/vx5rV+/Xu7u7taevrTcXnzxxau+R1fe3/lKb7/9thITE7VkyRLNnTtX77//voYPH65hw4ZZXz5cqXPnzgoMDLQuzJX271NPPeV0bRl9vq78fbnida8UERGht956S5K0dOnSLOV5ea4ZfVZyirPvk7PLTZ06da76mcvKLRiHDRumggULasOGDfrhhx/07rvvWp+7y496uV7Ztf51xvWut5xdp/j7+8tut+vkyZPppp04cUJ2u93h85gT7wWAm4umG0C+kXbF2bRDCK+lZs2akqRVq1alm5ZRLDP169dXYmKiVqxYcc2x7u7ukhz3+KRJy3/dunVZet2r5b9u3TqHQ0Gvl81m07hx42Sz2TRkyBArb2dzTZOcnJzh7yethrQ9m/7+/ipXrpz+/fdfHTlyJN34tPfamauQX+29v1Hvv/++4uPj1bZtW6sBqlevnmw2m9Pv0ZX27t2rIkWKqEmTJg7xCxcuaOPGjRk+x9vbW127dtWmTZu0YsUK/fDDD6pRo4Z1lXNnXG35uPL9z87XzYiPj49TeR49elR79+5V+fLlc81ebsn59ymry42fn5+qVKmiHTt2OBzKfT327t2rKlWqqGLFig7xtPf0RmXX+tcZ17veclatWrUkKcN7yme07sqJ9wLAzUXTDSDf6NOnjzw8PNSvXz8dOnQo3fSzZ8863Nf48ccflyS9+eabDocTHjlyROPGjcvy6/bt21eSNGDAAOvwxTQpKSkOeyrSbol0+PDhdPNp3769SpcurTFjxmjlypXppicnJzvc27l9+/by9/fXpEmTtHv3bodxQ4cOzXL+13LHHXeoQ4cO1u2CpItfNDRo0EDfffedZsyYke45drs90y8hXnvtNYdzknfu3KlJkyYpICBA7du3t+Ldu3dXcnKyhgwZ4nCEwrZt2zR58mQFBARc83Zbl7vae3+9EhMTNXr0aL355pvy9fXVyJEjrWklSpTQww8/rLVr1+rdd99Nd863dPEWcRndP/5y4eHhOnPmjLZv327FUlNT9dJLL2W4Jy1N7969JUldunTRhQsXrntv89tvv61z585Zj48fP64xY8bIw8NDXbp0ydbXjYyM1Pjx4x1eL01cXJy1XDZt2jTd9MWLF6e7HsHQoUOVnJycbs9lbuDs+5TV5aZ///7W/DI6jDwyMjLDe0pfKTw8XP/++6/D+ishIUHPPvtstnyhl13rX2fcyHrLGWmft+HDh1unykgXj8JKO+z/8s9kTrwXAG4uzukGkG9Uq1ZNn3zyiZ599lnddtttuvfee1W+fHnrolwrVqxQjx499Omnn0q6eLhqz549NXnyZFWvXl0dO3ZUYmKiZsyYoYYNG+qXX37J0uvee++9eumll/Tee++pYsWK6tixo4KCgnTkyBEtWbJEL730kp5//nlJ0l133aX33ntPvXv3VqdOneTj46PSpUurS5cu8vLy0o8//qi2bduqefPmatmypXUxn4MHD2rVqlUqWrSodbGfgIAAffjhh+rRo4fq1aunRx55RAEBAfrll1/k7e1tXVgrOwwbNkyzZ8/Wm2++qUcffVQeHh767rvv1KJFCz3yyCMaO3as6tSpo4IFC+rgwYNat26dTp48qYSEBIf5lCxZUmfPntUdd9yh//znP4qJidF3332nhIQEffHFFw57IwcNGqR58+bpq6++0o4dO9SyZUudPHlSM2bMUHJysqZNm+bU3stGjRrJ29tbY8eOVWxsrHW+5eDBg7P0/B9//NF678+fP6/IyEitWLFC0dHRCgsL09dff+1w8SVJ+uSTT7Rr1y4NGjRIX331lRo1aqSAgAAdOnRIGzZs0J49e3Ts2DEVKlQo09ft16+fFi1apKZNm+rhhx9WwYIFtXz5ch05ckQREREZ7k2TLi4PjRs31tq1a1WwYMF0F5zLqnLlyqlatWp68MEHrft0nzhxQm+//bbDPeOz43VjYmLUr18//fe//9Wdd96pqlWrytvbW0eOHNEvv/yi06dPq06dOurXr1+65/7nP//Rvffeq06dOiksLEwrVqzQunXrVLNmTb300kvXVbsrOfM+ObPc9O7dW7///rumTp2qNWvWqFWrVgoJCdHx48e1c+dO/fHHH/r2229VpkyZq+bXr18/9evXT7Vq1dJDDz2klJQULV68WMYY1axZ07r41/XKrvWvs65nveWsZs2aqV+/fvroo4+sZccYo59++kmHDh1S//791axZM2t8Tr0XAG6i7L8gOgBk3dXu050RZXALniv9+eef5pFHHjEhISGmQIECplixYqZ27dpm8ODBZseOHQ5jU1JSzMiRI025cuWMp6enKVeunHnnnXfMv//+m+VbhqWZOXOmadGihQkICDBeXl6mTJkyplu3bmbbtm0O40aPHm0qVqxoChQokGE9hw8fNgMGDDAVK1Y0Xl5ext/f31SpUsU8+eSTDveATjNr1ixTp04d4+XlZYKCgsyTTz5pTp8+7dStjjK7T/flHnzwQSPJTJw40YqdPn3aDB061FSrVs14e3sbX19fU7FiRdOlSxfz008/OTw/LZ/o6Gjz5JNPmqCgIOPl5WXq1q1r5syZk+Frnj9/3rz22mumUqVKxtPT0wQGBpq2bdtmeFu4tNsSLVu2LNMa5s2bZ+rVq2e8vb2t21FdS9p8037c3NyMv7+/qVChgnnooYfM5MmTTVxcXKbPv3Dhghk9erSpU6eO8fHxMd7e3qZs2bKmQ4cOZtq0aQ73Us7slmE//vijqV27tilUqJApVqyYefjhh83evXuveYuxzz77zEgyXbt2vWadV0r7rF+4cMG89NJLplSpUsbT09NUrVr1mrf/ut7XTUhIMDNnzjRPP/20qVmzpilWrJhxd3c3hQsXNk2bNjVjxoxJdyusy2/19dNPP5k6deqYggULmqCgINO7d+8M7zWdk7cMu1xW3qfrWW6MMWbGjBmmVatWpnDhwqZAgQKmVKlSJiIiwrz//vsZ3nLxSna73Xz66aematWqpmDBgqZEiRKmV69e5vjx4xmuB6+2/GX23jq7/s1MZvfpzsz1rLeu9doZLYOTJk0y9erVM4UKFTKFChUy9erVM5MmTcpwPtn1XgDInWzGZHC8GwAA2Sxtz1pWDm1F9ujTp48mTJigFStWOOxZy0+vO2XKFGsvYY8ePVz6WtktK+8Tyw0A5H2c0w0AQD508uRJTZs2TVWqVLmpDXdOvW5ew/sEALcOzukGACAfmTdvnjZu3Kgff/xRcXFx17wlWV5/3byG9wkAbj003QAA5CM//PCDpk6dqpCQEL3zzjvq3Llzvn7dvIb3CQBuPZzTDQAAAACAi3BONwAAAAAALnJLHF5ut9t19OhR+fn5yWaz5XQ6AAAAAIA8zhijc+fOKSQkRG5ume/PviWa7qNHjyosLCyn0wAAAAAA5DOHDh1SaGhoptNviabbz89P0sU3w9/fP4ezAQAAAADkdbGxsQoLC7P6zczcEk132iHl/v7+NN0AAAAAgGxzrVOYuZAaAAAAAAAuQtMNAAAAAICL0HQDAAAAAOAiNN0AAAAAALgITTcAAEAOGTlypOrVqyc/Pz8FBQWpQ4cO2rVrl8OY48ePq0ePHgoJCVGhQoV0zz33aM+ePVedb0REhGw2W7qf//znP5nmYbPZ9Pzzz2dXaQCA/0fTDQAAkENWrFihvn376vfff9fixYuVkpKi1q1bKy4uTpJkjFGHDh20b98+zZkzR5s2bVJ4eLhatWpljcnITz/9pGPHjlk/27Ztk7u7uzp16pRu7F9//aXPP/9cNWrUcFmdAHAruyVuGQYAAJAbLViwwOHx5MmTFRQUpA0bNqhZs2bas2ePfv/9d23btk1Vq1aVJH3yyScKCgrSd999pyeffDLD+RYpUsTh8fTp01WoUKF0Tff58+f12GOP6YsvvtCIESOysTIAQBr2dAMAAOQSMTExki41zYmJiZKkggULWmPc3d3l6emp1atXZ3m+EydO1COPPCIfHx+HeN++ffWf//xHrVq1utHUAQCZoOkGAADIBYwxGjhwoJo2bapq1apJkipXrqzw8HANGTJEZ86cUVJSkv73v/8pKipKx44dy9J8//zzT23bti3dXvHp06dr48aNGjlyZLbXAgC4hKYbAAAgF3juuef0999/67vvvrNiBQoU0MyZM7V7924VKVJEhQoV0vLly9W2bVu5u7tnab4TJ05UtWrVVL9+fSt26NAhDRgwQF9//bXDXnQAQPaj6QYAAMhh/fr109y5c7Vs2TKFhoY6TKtTp442b96ss2fP6tixY1qwYIGio6NVtmzZa873woULmj59erq93Bs2bNCJEydUp04deXh4yMPDQytWrNCHH34oDw8PpaamZmt9AHAr40JqAAAAOcQYo379+mnWrFlavnz5VRvpgIAASdKePXu0fv16vfXWW9ec//fff6/ExER17drVId6yZUtt3brVIdazZ09VrlxZL7/8cpb3ogMAro2mGwAAIIf07dtX3377rebMmSM/Pz9FRUVJuthge3t7S5J++OEHFS9eXKVLl9bWrVs1YMAAdejQQa1bt7bm8/jjj6tUqVLpzs+eOHGiOnTooKJFizrE/fz8rPPG0/j4+Kho0aLp4gCAG5Pjh5dPmDBBNWrUkL+/v/z9/dWoUSPNnz/fmm6M0bBhwxQSEiJvb29FRERo+/btOZgxAABA9pgwYYJiYmIUERGhkiVLWj8zZsywxhw7dkzdunVT5cqV1b9/f3Xr1s3hvG9JOnjwYLoLq+3evVurV69Wr169bkotAICM2YwxJicT+Pnnn+Xu7q4KFSpIkqZOnap3331XmzZtUtWqVTVq1Ci9/fbbmjJliipVqqQRI0Zo5cqV2rVrl/z8/LL0GrGxsQoICFBMTIz8/f1dWQ4AAAAA4BaQ1T4zx5vujBQpUkTvvvuunnjiCYWEhOj555/Xyy+/LOni/SqDg4M1atQo9e7dO8PnJyYmWve1lC6+GWFhYYqOjrbeDDc3N7m5uclut8tut1tj0+Kpqam6/K3JLO7u7i6bzaaUlBSHHNLOhbryQiSZxT08PGSMcYjbbDa5u7unyzGzODVREzVREzVREzVREzVREzVREzXdnJpiY2NVtGjRazbdueqc7tTUVP3www+Ki4tTo0aNFBkZqaioKIdzlry8vNS8eXOtXbs206Z75MiRGj58eLr4pk2b5OPjI0kqXry4ypcvr8jISJ08edIaExoaqtDQUO3evVsxMTFWvFy5cgoKCtK2bdsUHx9vxStXrqzAwEBt2rTJ4Rdeo0YNeXp6av369Q451K1bV0lJSfr777+tmLu7u+rVq6eYmBjt3LnTint7e6tmzZo6deqU9u3bZ8UDAgJUpUoVHT16VIcPH7bi1ERN1ERN1ERN1ERN1ERN1ERN1HRzaoqLi1NW5Io93Vu3blWjRo2UkJAgX19fffvtt7r33nu1du1aNWnSREeOHFFISIg1/umnn9aBAwe0cOHCDOfHnm5qoiZqoiZqoiZqoiZqoiZqoiZqcmVNWd3TnSua7qSkJB08eFBnz57VzJkz9eWXX2rFihU6e/asmjRpoqNHj6pkyZLW+KeeekqHDh3SggULsjR/zukGAAAAAGSnrPaZOX71ckny9PRUhQoVVLduXY0cOVI1a9bUuHHjVKJECUmybp+R5sSJEwoODs6JVAEAAAAAyLJcdU53GmOMEhMTVbZsWZUoUUKLFy9WrVq1JF3cK75ixQqNGjUqh7MEAADOaPfR6pxOAbghP/drmtMpAMiDcrzpfuWVV9S2bVuFhYXp3Llzmj59upYvX64FCxbIZrPp+eef1zvvvKOKFSuqYsWKeuedd1SoUCF16dIlp1MHAAAAAOCqcrzpPn78uLp166Zjx44pICBANWrU0IIFC3T33XdLkgYNGqT4+Hj16dNHZ86cUYMGDbRo0aIs36MbAAAAAICckisupOZqXEgNAICcx+HlyOs4vBzA5fLUhdQAAAAAAMiPaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcJEcb7pHjhypevXqyc/PT0FBQerQoYN27drlMKZHjx6y2WwOPw0bNsyhjAEAAAAAyJocb7pXrFihvn376vfff9fixYuVkpKi1q1bKy4uzmHcPffco2PHjlk/v/76aw5lDAAAAABA1njkdAILFixweDx58mQFBQVpw4YNatasmRX38vJSiRIlsjTPxMREJSYmWo9jY2MlSSkpKUpJSZEkubm5yc3NTXa7XXa73RqbFk9NTZUx5ppxd3d32Ww2a76XxyUpNTU1S3EPDw8ZYxziNptN7u7u6XLMLE5N1ERN1ERN1JSba3KTkc12ad52IxnZ5C4jORO3XapTklL//6G7TVmM22STkdvlcSOlKutxYyS7bNR0i9WUm5an/LiOoCZqyms1XVlDZnK86b5STEyMJKlIkSIO8eXLlysoKEiBgYFq3ry53n77bQUFBWU4j5EjR2r48OHp4ps2bZKPj48kqXjx4ipfvrwiIyN18uRJa0xoaKhCQ0O1e/duKxdJKleunIKCgrRt2zbFx8db8cqVKyswMFCbNm1y+IXXqFFDnp6eWr9+vUMOdevWVVJSkv7++28r5u7urnr16ikmJkY7d+604t7e3qpZs6ZOnTqlffv2WfGAgABVqVJFR48e1eHDh604NVETNVETNVFTbq6pim+CSnknW/G9cV7ae8FLNQPiVczz0obL9nMFdSTBUw0Kx8nX49JG0IazhRSd7KHmRc7Lw+3SRtCa0z5KsLupZbFzDjUtOeWngm52NSly6ei5FLtNS6P9VKRAquoEXrDi51PctPaMr0IKJquqX4IVP5XkoY0xhVSuUJLK+1z6Qv9IfAFtP+9NTbdYTblpecqP6whqoqa8VtOVR2dnxmYub91zmDFG7du315kzZ7Rq1SorPmPGDPn6+io8PFyRkZF67bXXlJKSog0bNsjLyyvdfDLa0x0WFqbo6Gj5+/tL4psaaqImaqImaqKmm11T+49WsQeVmvJ0TbOedbymEOsIaqKmW7um2NhYFS1aVDExMVafmZFc1XT37dtX8+bN0+rVqxUaGprpuGPHjik8PFzTp0/XAw88cM35xsbGKiAg4JpvBgAAcJ12H63O6RSAG/Jzv6Y5nQKAXCSrfWauOby8X79+mjt3rlauXHnVhluSSpYsqfDwcO3Zs+cmZQcAAAAAgPNyvOk2xqhfv36aNWuWli9frrJly17zOdHR0Tp06JBKlix5EzIEAAAAAOD65Pgtw/r27auvv/5a3377rfz8/BQVFaWoqCjrZPvz58/rpZde0rp167R//34tX75c7dq1U7FixdSxY8cczh4AAAAAgMzl+J7uCRMmSJIiIiIc4pMnT1aPHj3k7u6urVu3atq0aTp79qxKliypFi1aaMaMGfLz88uBjAEAAAAAyJocb7qvdR03b29vLVy48CZlAwAAAABA9snxw8sBAAAAAMivaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF7mhpttut+vChQvZlQsAAAAAAPmKU013QkKCpkyZok6dOikkJESenp7y8/NToUKFVLduXQ0aNEhbtmxxVa4AAAAAAOQpHlkZFB8fr9GjR2vcuHGKiYlR5cqV1bJlSwUFBalgwYI6ffq09u3bpy+++ELvv/++GjdurNGjR6tRo0auzh8AAAAAgFwrS013xYoV5ePjo6FDh+qxxx5TcHBwhuOMMVq2bJkmT56sFi1aaPz48XryySezNWEAAAAAAPKKLDXdb775prp37y53d/erjrPZbLrrrrt01113afjw4Tp48GC2JAkAAAAAQF6Upab7iSeecHrG5cqVU7ly5Zx+HgAAAAAA+UW23DIsISFBO3fuVGpqanbMDgAAAACAfMHppvujjz7SW2+9ZT3esGGDwsLCVLVqVVWqVEmHDh3K1gQBAAAAAMirnG66v/zySwUGBlqPX375ZRUpUkQffPCBjDEaMWJEduYHAAAAAECelaVzui938OBBVa5cWZJ07tw5rVy5UtOnT9cDDzygwoUL6/XXX8/2JAEAAAAAyIuc3tOdmJioAgUKSJLWrVsnu92uVq1aSZLKlCmjqKio7M0QAAAAAIA8yummu3Tp0lq1apUkac6cObrjjjvk7+8vSTp58qT1fwAAAAAAbnVOH17etWtXDR8+XLNnz9aWLVv03nvvWdPWr1+vSpUqZWuCAAAAAADkVU433a+++qo8PDy0du1adezYUf3797embdu2TQ8++GC2JggAAAAAQF7ldNNts9k0ePDgDKfNnTv3hhMCAAAAACC/cPqc7n79+mnXrl2uyAUAAAAAgHzF6aZ72rRpuv3229WqVSvNmTNHxhhX5AUAAAAAQJ7ndNN99OhRffTRR4qKilLHjh1VpkwZ/e9//9OpU6dckR8AAAAAAHmW0023j4+P+vTpo23btum3335TnTp19NprryksLEw9evTQ+vXrXZEnAAAAAAB5jtNN9+Xuuusu/fTTT4qMjFTjxo311VdfqUGDBmrQoIF+/vnn7MoRAAAAAIA86Yaa7vj4eH355Zdq166dli1bpipVquiNN95QamqqOnTooLfeeiu78gQAAAAAIM+5rqZ77969GjhwoEqVKqVnnnlGoaGhWrRokbZt26bXX39d69ev18svv6yPPvoou/MFAAAAACDPcLrpbtu2rW677TZNnDhRjz/+uHbt2qWff/5ZrVq1chjXrl27LF1cbeTIkapXr578/PwUFBSkDh06pLslmTFGw4YNU0hIiLy9vRUREaHt27c7mzoAAAAAADeV00333r179cEHH+jIkSMaO3asypcvn+G4atWqadmyZdec34oVK9S3b1/9/vvvWrx4sVJSUtS6dWvFxcVZY0aPHq0xY8Zo/Pjx+uuvv1SiRAndfffdOnfunLPpAwAAAABw09hMLrvR9smTJxUUFKQVK1aoWbNmMsYoJCREzz//vF5++WVJUmJiooKDgzVq1Cj17t37mvOMjY1VQECAYmJi5O/v7+oSAABABtp9tDqnUwBuyM/9muZ0CgBykaz2mR43MacsiYmJkSQVKVJEkhQZGamoqCi1bt3aGuPl5aXmzZtr7dq1GTbdiYmJSkxMtB7HxsZKklJSUpSSkiJJcnNzk5ubm+x2u+x2uzU2LZ6amqrLv4/ILO7u7i6bzWbN9/K4JKWmpmYp7uHhIWOMQ9xms8nd3T1djpnFqYmaqImaqImacnNNbjKy2S7N224kI5vcZSRn4jbH/QWp///Q3aYsxm2yycjt8riRUpX1uDGSXTZqusVqyk3LU35cR1ATNeW1mq6sITPX1XSvXLlSH374oXbs2KH4+HiHaTabTXv37r2e2coYo4EDB6pp06aqVq2aJCkqKkqSFBwc7DA2ODhYBw4cyHA+I0eO1PDhw9PFN23aJB8fH0lS8eLFVb58eUVGRurkyZPWmNDQUIWGhmr37t3WFwCSVK5cOQUFBWnbtm0ONVeuXFmBgYHatGmTwy+8Ro0a8vT0THff8rp16yopKUl///23FXN3d1e9evUUExOjnTt3WnFvb2/VrFlTp06d0r59+6x4QECAqlSpoqNHj+rw4cNWnJqoiZqoiZqoKTfXVMU3QaW8k6343jgv7b3gpZoB8SrmeWnDZfu5gjqS4KkGhePk63FpI2jD2UKKTvZQ8yLn5eF2aSNozWkfJdjd1LKY42lnS075qaCbXU2KXDplLcVu09JoPxUpkKo6gRes+PkUN60946uQgsmq6pdgxU8leWhjTCGVK5Sk8j6XvtA/El9A2897U9MtVlNuWp7y4zqCmqgpr9V0+SnRV+P04eWrV69WixYtFBERoSVLluiee+7RuXPntG7dOpUrV05NmjTR5MmTnZmlpW/fvpo3b55Wr16t0NBQSdLatWvVpEkTHT16VCVLlrTGPvXUUzp06JAWLFiQbj4Z7ekOCwtTdHS0tdufb2qoiZqoiZqoiZpubk3tP1rFHlRqytM1zXq2oUOOrCOoiZpu7ZpiY2NVtGjRax5e7nTT3bJlS5UvX14TJkxQgQIFtH79etWuXVt///237rnnHn322Wdq166dM7OUJPXr10+zZ8/WypUrVbZsWSu+b98+lS9fXhs3blStWrWsePv27RUYGKipU6dec96c0w0AQM7jnG7kdZzTDeByWe0znb56+bZt29SxY0fZ/v/rwrRvFmrUqKHXXntNb775plPzM8boueee008//aSlS5c6NNySVLZsWZUoUUKLFy+2YklJSVqxYoUaN27sbPoAAAAAANw0Tp/TfeHCBfn6+srNzU1eXl4O9+KuXLmy/vnnH6fm17dvX3377beaM2eO/Pz8rHO4AwIC5O3tLZvNpueff17vvPOOKlasqIoVK+qdd95RoUKF1KVLF2fTBwAAAADgpnG66S5durSOHz8uSbr99ts1b948tW3bVtLFe24XLVrUqflNmDBBkhQREeEQnzx5snr06CFJGjRokOLj49WnTx+dOXNGDRo00KJFi+Tn5+ds+gAAAAAA3DRON90RERFavny5HnroIT311FPq06ePduzYIS8vLy1atEgvvviiU/PLyinlNptNw4YN07Bhw5xNFwAAAACAHON00z18+HCdPn1akvTMM8/owoUL+uabb2Sz2TR06FC9+uqr2Z4kAAAAAAB5kdNNd7FixVSsWDHr8cCBAzVw4MBsTQoAAAAAgPzA6aZbkux2u7W3u0iRInJzc/oi6AAAAAAA5HtOdcsLFy5Uq1at5Ovrq+DgYAUHB8vX11dt2rTRkiVLXJUjAAAAAAB5Upb3dL///vsaNGiQPDw8VKdOHYWHh8sYowMHDmjZsmX67bffNGbMGA0YMMCV+QIAAAAAkGdkqen+559/NHjwYLVp00YTJ05UyZIlHaYfOXJETz75pAYNGqQ2bdqocuXKLkkWAAAAAIC8JEuHl3/55ZcqU6aMZs2ala7hlqRSpUpp1qxZKl26tL744otsTxIAAAAAgLwoS0336tWr9cQTT8jLyyvTMQULFtQTTzyhVatWZVtyAAAAAADkZVlquvft26datWpdc1ytWrW0b9++G04KAAAAAID8IEtNd2xsrAIDA685LiAgQLGxsTeaEwAAAAAA+UKWmu6UlJQs3Yvbzc1NqampN5wUAAAAAAD5QZZvGfbdd99p9erVVx1z8ODBG04IAAAAAID8IstN97hx47I0zmazXXcyAAAAAADkJ1lquiMjI12dBwAAAAAA+U6Wmu7w8HBX5wEAAAAAQL6TpQupAQAAAAAA52Wp6b733nu1adOmLM80MTFRY8aM0ccff3zdiQEAAAAAkNdlqekuUaKE6tWrpyZNmuizzz7Trl270o05d+6cfvvtN/Xr10+lSpXSxx9/rFq1amV7wgAAAAAA5BVZOqd70qRJ6tevn/73v/+pf//+SklJkbe3t4oXL66CBQvq9OnTio6OljFG4eHheuWVV9S3b195eXm5On8AAAAAAHKtLN8yrFatWpoxY4ZOnDihhQsX6vfff9fRo0cVHx+vOnXqqHLlyoqIiFCTJk24bRgAAAAAAHKi6U4TFBSkbt26qVu3bq7IBwAAAACAfIOrlwMAAAAA4CI03QAAAAAAuAhNNwAAAAAALkLTDQAAAACAi9B0AwAAAADgIk433UlJSa7IAwAAAACAfMfpprtUqVIaMmSIDh486Ip8AAAAAADIN5xuutu1a6cPP/xQ5cuXV8eOHbVkyRJX5AUAAAAAQJ7ndNM9adIkHT58WG+//ba2bNmi1q1bq0qVKho/frzOnTvnihwBAAAAAMiTrutCaoULF9agQYO0d+9ezZo1S2FhYRowYIBKlSql5557Tjt37szuPAEAAAAAyHNu6OrlNptN999/v0aNGqXmzZvr/Pnz+uSTT1S1alU9+OCDOnHiRHblCQAAAABAnnPdTXdKSoq+++47NW3aVHXr1tW+ffs0atQo7d+/X2PHjtWqVav0+OOPZ2euAAAAAADkKR7OPuHIkSP67LPP9MUXX+j48eO688479f3336tjx45yc7vYw/fr10+lSpVS165dsz1hAAAAAADyCqeb7jJlysjDw0OPPPKIBgwYoDvuuCPDceXKlVNwcPCN5gcAAAAAQJ7ldNP9xhtvqHfv3ipevPhVx91xxx2KjIy87sQAAAAAAMjrnG66hw4d6oo8AAAAAADId5xuutPExMRo9+7dio+PTzetWbNmN5QUAAAAAAD5gdNNd0pKip555hlNmzZNqampGY7JLA4AAAAAwK3E6VuGffDBB/r55581adIkGWM0fvx4ffbZZ6pbt64qVqyo+fPnuyJPAAAAAADyHKeb7q+++kqvvvqqHn30UUlSgwYN9OSTT+qPP/5QeHi4li1blu1JAgAAAACQFznddO/bt081a9a07smdkJBgTXvmmWf0zTffZF92AAAAAADkYU433T4+PkpKSpLNZlORIkV04MABa5q3t7eio6OzNUEAAAAAAPIqp5vuypUrW/ffbty4scaMGaPDhw/rxIkTGj16tG677bZsTxIAAAAAgLzI6auXd+7cWbt375YkDR8+XM2aNVN4eLgkqUCBAvrpp5+yN0MAAAAAAPIop5vuPn36WP+vVauW/vnnH82ePVs2m0133303e7oBAAAAAPh/TjfdVwoLC1O/fv2yIxcAAAAAAPIVp8/pBgAAAAAAWZOlPd1ly5aVzWbL0gxtNpv27t17Q0kBAAAAAJAfZKnpbt68eZabbgAAAAAAcFGWmu4pU6a4OA0AAAAAAPIfzukGAAAAAMBFrqvpPnnypIYMGaJGjRqpYsWK2r59uyTps88+06ZNm7I1QQAAAAAA8iqnm+7IyEjVrFlTH374oWw2m/bt26fExERJ0t9//60PP/ww25MEAAAAACAvcrrpHjRokAIDA7Vnzx6tXLlSxhhrWtOmTbVmzZpsTRAAAAAAgLwqSxdSu9ySJUs0YcIEhYSEKDU11WFayZIldfTo0WxLDgAAAACAvMzpPd0JCQkqUqRIhtPi4uLk5sa12QAAAAAAkK6j6b7tttv022+/ZTht5cqVqlat2g0nBQAAAABAfuD04eVPPfWUBg4cqJCQED322GOSpKSkJP3444/65JNPNH78+GxPEgAAAACAvMjpprtPnz7avHmzXnjhBb344ouSLl5AzRijp556St27d8/2JAEAAAAAyIucbrol6fPPP9cTTzyhX375RSdOnFCxYsV03333qXHjxtmdHwAAAAAAedZ1Nd2S1LBhQzVs2DA7cwEAAAAAIF9xuuk+dOiQVq1aZd0aLCQkRM2aNVNoaGi2JwcAAAAAQF6W5ab73Llzevrpp/XDDz/IGCNjjDXNzc1NXbp00YQJE+Tj4+OSRAEAAAAAyGuy1HQbY3Tfffdp1apVuvfee3X//fcrPDxcxhgdOHBAc+bM0ddff60jR45oyZIlrs4ZAAAAAIA8IUtN908//aRVq1Zp8uTJGV6dvHfv3po8ebJ69eqlWbNmqWPHjtmeKAAAAAAAeY1bVgbNmDFD991331VvB9azZ0/dd999mj59ulMJrFy5Uu3atVNISIhsNptmz57tML1Hjx6y2WwOP1zADQAAAACQF2Sp6d60aZM6dOhwzXEdOnTQxo0bnUogLi5ONWvW1Pjx4zMdc8899+jYsWPWz6+//urUawAAAAAAkBOydHj58ePHVbZs2WuOK1eunI4fP+5UAm3btlXbtm2vOsbLy0slSpRwar4AAAAAAOS0LDXdcXFxWboqube3t+Li4m44qSstX75cQUFBCgwMVPPmzfX2228rKCgo0/GJiYlKTEy0HsfGxkqSUlJSlJKSIuniFdfd3Nxkt9tlt9utsWnx1NTUdFdozyju7u4um81mzffyuCSlpqZmKe7h4SFjjEPcZrPJ3d09XY6ZxamJmqiJmqiJmnJzTW4ystkuzdtuJCOb3GUkZ+K2S3VKUur/P3S3KYtxm2wycrs8bqRUZT1ujGSXjZpusZpy0/KUH9cR1ERNea2mK2vITJavXm6z2a490AXatm2rTp06KTw8XJGRkXrttdd01113acOGDfLy8srwOSNHjtTw4cPTxTdt2mR9eVC8eHGVL19ekZGROnnypDUmNDRUoaGh2r17t2JiYqx4uXLlFBQUpG3btik+Pt6KV65cWYGBgdq0aZPDL7xGjRry9PTU+vXrHXKoW7eukpKS9Pfff1sxd3d31atXTzExMdq5c6cV9/b2Vs2aNXXq1Cnt27fPigcEBKhKlSo6evSoDh8+bMWpiZqoiZqoiZpyc01VfBNUyjvZiu+N89LeC16qGRCvYp6XNly2nyuoIwmealA4Tr4elzaCNpwtpOhkDzUvcl4ebpc2gtac9lGC3U0ti51zqGnJKT8VdLOrSZFLOwRS7DYtjfZTkQKpqhN4wYqfT3HT2jO+CimYrKp+CVb8VJKHNsYUUrlCSSrvc+kL/SPxBbT9vDc13WI15ablKT+uI6iJmvJaTVnd4Wwzl7fumXBzc1P58uXl7e191XHx8fHat29fum8hsspms2nWrFlXPX/82LFjCg8P1/Tp0/XAAw9kOCajPd1hYWGKjo6Wv7+/JL6poSZqoiZqoiZqutk1tf9oFXtQqSlP1zTrWceL+bKOoCZqurVrio2NVdGiRRUTE2P1mRnJ0p7uZs2aZXlPd2hoaJbGXa+SJUsqPDxce/bsyXSMl5dXhnvBPTw85OHhWHLaG3eltF9uVuNXzvd64jabLcN4Zjk6G6cmasosTk3UJFFTZjk6G6emzON22aQMvupPdTZuMt4mSc1gbGZxI1u2xKnp1qopNy1P+XEdQU3U5Gw8p2vKLNcrZWnU8uXLszSzmyE6OlqHDh1SyZIlczoVAAAAAACuKmutuQudP39e//77r/U4MjJSmzdvVpEiRVSkSBENGzZMDz74oEqWLKn9+/frlVdeUbFixdSxY8cczBoAAAAAgGvL8aZ7/fr1atGihfV44MCBkqTu3btrwoQJ2rp1q6ZNm6azZ8+qZMmSatGihWbMmCE/P7+cShkAAAAAgCxJf+D6TRYRESFjTLqfKVOmyNvbWwsXLtSJEyeUlJSkAwcOaMqUKQoLC8vptHGTrVy5Uu3atVNISIhsNptmz57tMH3YsGGqXLmyfHx8VLhwYbVq1Up//PHHVec5ZcoU2Wy2dD8JCZeuhjphwgTVqFFD/v7+8vf3V6NGjTR//nxXlAgAAAAgH8rxphvIiri4ONWsWVPjx4/PcHqlSpU0fvx4bd26VatXr1aZMmXUunVrh0v/Z8Tf31/Hjh1z+ClYsKA1PTQ0VP/73/+0fv16rV+/XnfddZfat2+v7du3Z2t9AAAAAPKnHD+8HMiKtm3bqm3btplO79Kli8PjMWPGaOLEifr777/VsmXLTJ9ns9lUokSJTKe3a9fO4fHbb7+tCRMm6Pfff1fVqlWzmD0AAACAWxV7upHvJCUl6fPPP1dAQIBq1qx51bHnz59XeHi4QkNDdd9992nTpk2Zjk1NTdX06dMVFxenRo0aZXfaAAAAAPIh9nQj3/jll1/0yCOP6MKFCypZsqQWL16sYsWKZTq+cuXKmjJliqpXr67Y2FiNGzdOTZo00ZYtW1SxYkVr3NatW9WoUSMlJCTI19dXs2bN0u23334zSgIAAACQx2Wp6S5btqxsNluWZ7pv377rTgi4Xi1atNDmzZt16tQpffHFF3r44Yf1xx9/KCgoKMPxDRs2VMOGDa3HTZo0Ue3atfXRRx/pww8/tOK33XabNm/erLNnz2rmzJnq3r27VqxYQeMNAAAA4Jqy1HQ3b97coeleunSpoqKi1LhxY5UoUUJRUVFau3atSpYsqbvuustlyQJX4+PjowoVKqhChQpq2LChKlasqIkTJ2rIkCFZer6bm5vq1aunPXv2OMQ9PT1VoUIFSVLdunX1119/ady4cfrss8+yvQYAAAAA+UuWmu4pU6ZY///qq6+0Zs0a7dmzR6VLl7biBw4c0N13363mzZtne5LA9TDGKDEx0anxmzdvVvXq1bN1vgAAAABuXU6f0/2///1Pw4cPd2i4JSk8PFxvvPGGRowYoe7du2dbgoB08YJn//77r/U4MjJSmzdvVpEiRVS0aFG9/fbbuv/++1WyZElFR0frk08+0eHDh9WpUyfrOY8//rhKlSqlkSNHSpKGDx9u7RGPjY3Vhx9+qM2bN+vjjz+2nvPKK6+obdu2CgsL07lz5zR9+nQtX75cCxYsuHnFAwAAAMiznG669+7dq4CAgAynFS5cWPv377/RnIB01q9frxYtWliPBw4cKEnq3r27Pv30U+3cuVNTp07VqVOnVLRoUdWrV0+rVq1yuK3XwYMH5eZ26YL9Z8+e1dNPP62oqCgFBASoVq1aWrlyperXr2+NOX78uLp166Zjx44pICBANWrU0IIFC3T33XffhKoBAAAA5HU2Y4xx5gmVK1dW1apVNXPmzHTTOnbsqB07dmjnzp3ZlmB2iI2NVUBAgGJiYuTv75/T6QAAcEtq99HqnE4BuCE/92ua0ykAyEWy2mc6vad78ODBeuKJJ1S/fn09+uij1oXUvvvuO23YsEFffvnlDSUOAAAAAEB+4XTT3aNHD0nS0KFD9eKLL1rxkiVL6osvvlDPnj2zLTkAAAAAAPIyp5tu6WLj3b17d+3atUvR0dEqWrSobrvtNqfu5Q0AAAAAQH53XU23JNlsNlWuXDk7cwEAAAAAIF9xu/aQ9Hbu3KlHH31UJUuWlKenpzZu3Cjp4i2Yli1blq0JAgAAAACQVznddG/evFn16tXTihUrFBERodTUVGva+fPn9emnn2ZrggAAAAAA5FXXdfXyGjVqaPHixfL09NSMGTOsafXr18/wVmLIOm6ngryMW6kAAAAAjpxuutesWaOvv/5ahQoVctjLLUnBwcGKiorKtuQAAAAAAMjLnD683BgjT0/PDKedOXNGXl5eN5wUAAAAAAD5gdNNd40aNTRr1qwMpy1YsEB16tS54aQAAAAAAMgPnD68fMCAAerSpYt8fHzUrVs3SdLBgwe1dOlSTZo0ST/++GO2JwkAAAAAQF7kdNPduXNn7d27V8OGDdOHH34oSXrwwQfl4eGh4cOHq127dtmeJAAAAAAAeZHTTbckvfLKK3r88ce1cOFCHT9+XMWKFVObNm0UHh6e3fkBAAAAAJBnOd10r1y5UrVr11ZoaKh69erlMO38+fPauHGjmjVrlm0JAgAAAACQVzl9IbUWLVron3/+yXDarl271KJFixtOCgAAAACA/OC6bhmWmeTkZLm5OT1LAAAAAADypSwdXh4bG6uzZ89aj6OionTw4EGHMfHx8Zo6dapKlCiRrQkCAAAAAJBXZanp/uCDD/Tmm29Kkmw2mzp27JjhOGOMXnnllezLDgAAAACAPCxLTXfr1q3l6+srY4wGDRqkfv36qXTp0g5jvLy8VL16dTVv3twliQIAAAAAkNdkqelu1KiRGjVqJEmKi4vTU089pZCQEJcmBgAAAABAXuf0LcPeeOMNV+QBAAAAAEC+4/SlxgcOHKjHHnssw2ldu3bVf//73xtOCgAAAACA/MDppnvu3Llq3bp1htNat26tOXPm3HBSAAAAAADkB0433UeOHFGZMmUynBYeHq7Dhw/faE4AAAAAAOQLTjfdPj4+OnToUIbTDh48qIIFC95wUgAAAAAA5AdON92NGjXS+++/r+TkZId4cnKyPvjgAzVu3DjbkgMAAAAAIC9z+urlQ4cOVbNmzVStWjX16tVLpUqV0uHDhzVp0iQdOHBAn376qSvyBAAAAAAgz3G66W7QoIHmzp2rvn37avDgwVa8fPnymjt3rurXr5+tCQIAAAAAkFc53XRLUps2bfTvv/9qz549OnnypIoXL66KFStmd24AAAAAAORp19V0p6lYsSLNNgAAAAAAmchS071y5UrVrl1bvr6+Wrly5TXHN2vW7IYTAwAAAAAgr8tS0x0REaHff/9d9evXV0REhGw2W4bjjDGy2WxKTU3N1iQBAAAAAMiLstR0L1u2TLfffrv1fwAAAAAAcG1ZarqbN2+e4f8BAAAAAEDm3HI6AQAAAAAA8qss7el+4oknsjxDm82miRMnXndCAAAAAADkF1lqupcuXepw8bSzZ88qJiZGHh4eKlq0qKKjo5WSkqKAgAAVLlzYZckCAAAAAJCXZOnw8v379ysyMlKRkZH6/vvv5evrq2+++Ubx8fE6duyY4uPj9fXXX8vHx0fTp093dc4AAAAAAOQJWdrTfbkXX3xRL730kh599FEr5u7uri5duuj48eN64YUXtGbNmmxNEgAAAACAvMjpC6lt2LBB1apVy3Ba9erVtXnz5hvNCQAAAACAfMHpptvf31+//fZbhtN+++03+fv733BSAAAAAADkB04fXt6tWze9++67SklJUZcuXVSiRAlFRUXpm2++0dixYzVw4EBX5AkAAAAAQJ7jdNP9zjvv6MSJE3r//fc1ZswYK26MUdeuXfXOO+9ka4IAAAAAAORVTjfdHh4emjJlioYMGaKlS5fq9OnTKlq0qCIiIlS5cmVX5AgAAAAAQJ7kdNOd5rbbbtNtt92WnbkAAAAAAJCvOH0hNUlKTEzUZ599pkcffVStW7fWnj17JElz5szRvn37sjVBAAAAAADyKqf3dJ86dUotWrTQ9u3bVaJECR0/flznzp2TJM2ePVsLFy7UJ598ku2JAgAAAACQ1zi9p3vQoEE6e/as1q9fr4MHD8oYY01r0aKFVqxYka0JAgAAAACQVzm9p/uXX37RqFGjVLt2baWmpjpMCw0N1eHDh7MtOQAAAAAA8jKn93THxsYqPDw8w2nJyclKSUm54aQAAAAAAMgPnG66y5Ytq3Xr1mU47c8//+SK5gAAAAAA/D+nm+7HHntMo0aN0pw5c6zzuW02m/766y+NGzdO3bp1y/YkAQAAAADIi5w+p/vll1/WmjVr1LFjRxUuXFiS1KZNG0VHR+uee+7RgAEDsj1JAAAAAADyIqeb7gIFCujXX3/VjBkzNG/ePB0/flzFihXTfffdp0ceeURubtd1628AAAAAAPIdp5ru+Ph4tWrVSsOHD9cjjzyiRx55xFV5AQAAAACQ5zm1W9rb21tbt26Vh4fTO8gBAAAAALjlOH0seKNGjfTnn3+6IhcAAAAAAPIVp5vu999/X5999pmmTZum8+fP33ACK1euVLt27RQSEiKbzabZs2c7TDfGaNiwYQoJCZG3t7ciIiK0ffv2G35dAAAAAABc7br2dB8+fFg9e/ZUQECA/Pz85O/vb/0EBAQ4Nb+4uDjVrFlT48ePz3D66NGjNWbMGI0fP15//fWXSpQoobvvvlvnzp1zNnUAAAAAAG4qp0/OfvDBB2Wz2bItgbZt26pt27YZTjPGaOzYsXr11Vf1wAMPSJKmTp2q4OBgffvtt+rdu3eGz0tMTFRiYqL1ODY2VpKUkpKilJQUSZKbm5vc3Nxkt9tlt9utsWnx1NRU6z7kV4u7u7vLZrNZ8708LkmpqalZint4eMgYI3fbpXnLSKmyySYjt8vf8kzixkh22eQmo8t/RXYjGdnkLiM5E788F0mp///Q/Ypff+bxrOdOTfmjpty2PF0et9lscnd3T5djZvHcuo6gJmrKyzXlx/UeNd1aNeWm5Sk/riOoiZryWk1X1pAZp5vuKVOmOPuU6xYZGamoqCi1bt3ainl5eal58+Zau3Ztpk33yJEjNXz48HTxTZs2ycfHR5JUvHhxlS9fXpGRkTp58qQ1JjQ0VKGhodq9e7diYmKseLly5RQUFKRt27YpPj7eileuXFmBgYHatGmTwy+8Ro0a8vT01Pr16x1yqFu3rpKSkvT3339bMXd3d9WrV08xMTFqWezSHvzzKW5ae8ZXIQWTVdUvwYqfSvLQxphCKlcoSeV9Ln25cCS+gLaf91YV3wSV8k624nvjvLT3gpdqBsSrmOelD8b2cwV1JMFTDQrHydfj0odsw9lCik72UPMi5+XhdulDtua0jxLsbg45StKSU34q6GZXkyJxVizFbtPSaD8VKZCqOoEXqOkWqSm3LU87d+604t7e3qpZs6ZOnTqlffv2WfGAgABVqVJFR48e1eHDh614bl1HUBM15eWa8uN6j5purZpy0/KUH9cR1ERNea2muLhL662rsZnLW/eriI+P1+zZs3XgwAEFBQWpXbt2Kl68eJZeJKtsNptmzZqlDh06SJLWrl2rJk2a6MiRIwoJCbHGPf300zpw4IAWLlyY4Xwy2tMdFham6Oho+fv7S8q939R0/Hj1pSDfUFNTHqtpTt/GuWp54ttcaqKm3FVT+49W5bv1Xn5cl1NT5vFZzzZ0yJF1BDVR061dU2xsrIoWLaqYmBirz8xIlvZ0Hz16VM2aNVNkZKT1ogEBAZo/f74aNmx4jWffuCsPZzfGXPUQdy8vL3l5eaWLe3h4pLvdWdobd6W0X25W45ndRs2ZuM1mU6pJX5eRzfqDlJW4XTYpg3iqs/EMcrkYzzDsVI7UlD9rym3LU0bxzHJ0Nk5N1JRZnJoyj+fH9R413Vo15ablKT+uI6iJmpyN53RNWb2VdpYupDZ06FAdOXJEQ4cO1bx58zR27Fh5enrq2WefzdKLXK8SJUpIkqKiohziJ06cUHBwsEtfGwAAAACAG5Wl1nzx4sV65ZVX9Nprr0m6ePGz8uXL6/7779fx48dd1gCXLVtWJUqU0OLFi1WrVi1JUlJSklasWKFRo0a55DUBAAAAAMguWWq6o6Ki1KxZM4dYRESEjDE33HSfP39e//77r/U4MjJSmzdvVpEiRVS6dGk9//zzeuedd1SxYkVVrFhR77zzjgoVKqQuXbpc92sCAAAAAHAzZKnpTk1Nlbe3t0OsYMGCkpTly6RnZv369WrRooX1eODAgZKk7t27a8qUKRo0aJDi4+PVp08fnTlzRg0aNNCiRYvk5+d3Q68LAAAAAICrZfmWYbt27XI4UTztKnGXX6I9Te3atbOcQNoe88zYbDYNGzZMw4YNy/I8AQAAAADIDbLcdPfo0SPDeLdu3az/p11V/MrLuQMAAAAAcCvKUtM9efJkV+cBAAAAAEC+k6Wmu3v37q7OAwAAAACAfCdL9+kGAAAAAADOo+kGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAAAAAABchKYbAAAAAAAXoekGAAAAAMBFaLoBAAAAAHARmm4AAAAAAFyEphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAACQNHLkSNlsNj3//POZjunRo4dsNlu6n6pVqzqMmzlzpm6//XZ5eXnp9ttv16xZs1ycPXIrmm4AAAAAt7y//vpLn3/+uWrUqHHVcePGjdOxY8esn0OHDqlIkSLq1KmTNWbdunXq3LmzunXrpi1btqhbt256+OGH9ccff7i6DORCNN0AAAAAbmnnz5/XY489pi+++EKFCxe+6tiAgACVKFHC+lm/fr3OnDmjnj17WmPGjh2ru+++W0OGDFHlypU1ZMgQtWzZUmPHjnVxJciNaLoBAAAA3NL69u2r//znP2rVqpXTz504caJatWql8PBwK7Zu3Tq1bt3aYVybNm20du3aG84VeY9HTicAAAAAADll+vTp2rhxo/766y+nn3vs2DHNnz9f3377rUM8KipKwcHBDrHg4GBFRUXdUK7Im2i6AQAAANySDh06pAEDBmjRokUqWLCg08+fMmWKAgMD1aFDh3TTbDabw2NjTLoYbg003QAAAABuSRs2bNCJEydUp04dK5aamqqVK1dq/PjxSkxMlLu7e4bPNcZo0qRJ6tatmzw9PR2mlShRIt1e7RMnTqTb+41bA+d0AwAAALgltWzZUlu3btXmzZutn7p16+qxxx7T5s2bM224JWnFihX6999/1atXr3TTGjVqpMWLFzvEFi1apMaNG2d7Dcj9cv2e7mHDhmn48OEOMc6HAAAAAHCj/Pz8VK1aNYeYj4+PihYtasWHDBmiI0eOaNq0aQ7jJk6cqAYNGqR7viQNGDBAzZo106hRo9S+fXvNmTNHv/32m1avXu26YpBr5Yk93VWrVnW4F97WrVtzOiUAAAAAt4Bjx47p4MGDDrGYmBjNnDkzw73cktS4cWNNnz5dkydPVo0aNTRlyhTNmDFDDRo0uBkpI5fJ9Xu6JcnDw0MlSpTI8vjExEQlJiZaj2NjYyVJKSkpSklJkSS5ubnJzc1NdrtddrvdGpsWT01NlTHmmnF3d3fZbDZrvpfHpYvnhGQl7uHhIWOM3G2X5i0jpcomm4zcLr/mQiZxYyS7bHKT0eXXaLAbycgmdxnJmfjluUhK/f+H7ldc/yHzeNZzp6b8UVNuW54uj9tsNrm7u6fLMbN4bl1HUBM15eWa8uN6j5purZpy0/KUH9cRuaWm5cuXyxhjzefLL7+0LoCWlqOPj49iY2PTxS/P8aGHHtIDDzzgELfb7fye8lFNV9aQmTzRdO/Zs0chISHy8vJSgwYN9M4776hcuXKZjh85cmS6Q9IladOmTfLx8ZEkFS9eXOXLl1dkZKROnjxpjQkNDVVoaKh2796tmJgYK16uXDkFBQVp27Ztio+Pt+KVK1dWYGCgNm3a5PALr1Gjhjw9PbV+/XqHHOrWraukpCT9/fffVszd3V316tVTTEyMWhY7Z8XPp7hp7RlfhRRMVlW/BCt+KslDG2MKqVyhJJX3ufTlwpH4Atp+3ltVfBNUyjvZiu+N89LeC16qGRCvYp6XPhjbzxXUkQRPNSgcJ1+PSx+yDWcLKTrZQ82LnJeH26UP2ZrTPkqwuznkKElLTvmpoJtdTYrEWbEUu01Lo/1UpECq6gReoKZbpKbctjzt3LnTint7e6tmzZo6deqU9u3bZ8UDAgJUpUoVHT16VIcPH7biuXUdQU3UlJdryo/rPWq6tWrKTctTflxHUBM15bWa4uIurbeuxmYub91zofnz5+vChQuqVKmSjh8/rhEjRmjnzp3avn27ihYtmuFzMtrTHRYWpujoaPn7+0vKvd/UdPz4svM8+IaamvJYTXP6Ns5VyxPf5lITNeWumtp/tCrfrffy47qcmjKPz3q2oUOOrCOoiZpu7ZpiY2NVtGhRxcTEWH1mRnJ9032luLg4lS9fXoMGDdLAgQOz9JzY2FgFBARc883IDdp9xMUVkHf93K9pTqcAIBfjbxzyOv7OAbhcVvvMPHEhtcv5+PioevXq2rNnT06nAgAAAADAVeW5pjsxMVE7duxQyZIlczoVAAAAAACuKtdfSO2ll15Su3btVLp0aZ04cUIjRoxQbGysunfvntOpAQAAALkWp3QgL8tPp3Pk+qb78OHDevTRR3Xq1CkVL15cDRs21O+//67w8PCcTg0AAAAAgKvK9U339OnTczoFAAAAAACuS547pxsAAAAAgLyCphsAAAAAABeh6QYAAAAAwEVougEAAAAAcBGabgAAAAAAXISmGwAAAAAAF6HpBgAAAADARWi6AQAAAABwEZpuAMBVjRw5UvXq1ZOfn5+CgoLUoUMH7dq165rP+/jjj1WlShV5e3vrtttu07Rp0xymf/HFF7rzzjtVuHBhFS5cWK1atdKff/7pqjIAAAByBE03AOCqVqxYob59++r333/X4sWLlZKSotatWysuLi7T50yYMEFDhgzRsGHDtH37dg0fPlx9+/bVzz//bI1Zvny5Hn30US1btkzr1q1T6dKl1bp1ax05cuRmlAUAAHBTeOR0AgCA3G3BggUOjydPnqygoCBt2LBBzZo1y/A5X331lXr37q3OnTtLksqVK6fff/9do0aNUrt27SRJ33zzjcNzvvjiC/34449asmSJHn/8cRdUAgAAcPOxpxsA4JSYmBhJUpEiRTIdk5iYqIIFCzrEvL299eeffyo5OTnD51y4cEHJyclXnS8AAEBeQ9MNAMgyY4wGDhyopk2bqlq1apmOa9Omjb788ktt2LBBxhitX79ekyZNUnJysk6dOpXhcwYPHqxSpUqpVatWrkofAADgpuPwcgBAlj333HP6+++/tXr16quOe+211xQVFaWGDRvKGKPg4GD16NFDo0ePlru7e7rxo0eP1nfffafly5en20MOAACQl7GnGwCQJf369dPcuXO1bNkyhYaGXnWst7e3Jk2apAsXLmj//v06ePCgypQpIz8/PxUrVsxh7Hvvvad33nlHixYtUo0aNVxZAgAAwE3Hnm4AwFUZY9SvXz/NmjVLy5cvV9myZbP83AIFClgN+vTp03XffffJze3S973vvvuuRowYoYULF6pu3brZnjsAAEBOo+kGAFxV37599e2332rOnDny8/NTVFSUJCkgIEDe3t6SpCFDhujIkSPWvbh3796tP//8Uw0aNNCZM2c0ZswYbdu2TVOnTrXmO3r0aL322mv69ttvVaZMGWu+vr6+8vX1vclVAgAAuAaHlwMArmrChAmKiYlRRESESpYsaf3MmDHDGnPs2DEdPHjQepyamqr3339fNWvW1N13362EhAStXbtWZcqUscZ88sknSkpK0kMPPeQw3/fee+9mlgcAAOBS7OkGAFyVMeaaY6ZMmeLwuEqVKtq0adNVn7N///4byAoAACBvYE83AAAAAAAuQtMNAAAAAICL0HQDAAAAAOAiNN0AAAAAALgITTcAAAAAAC7C1csB3NLafbQ6p1MArtvP/ZrmdAoAAOAa2NMNAAAAAICL0HQDAAAAAOAiNN0AAAAAALgITTcAAAAAAC5C0w0AAAAAgIvQdAMAAAAA4CI03QAAAAAAuAhNNwAAAAAALkLTDQAAAACAi9B0AwAAAADgIjTdAAAAAAC4CE03AAAAAAAuQtMNAAAAAICL0HQDAAAAAOAiNN0AAAAAALgITTcAAAAAAC5C0w0AAAAAgIvQdAMAAAAA4CI03QAAAAAAuAhNNwAAAAAALkLTDQAAAACAi9B0AwAAAADgIjTdAAAAAAC4CE03AAAAAAAuQtMNAAAAAICL0HQDAAAAAOAiNN0AAAAAALgITTcAAAAAAC5C0w0AAAAAgIvQdAMAAAAA4CI03QAAAAAAuAhNNwAAAAAALkLTDQAAAACAi9B0AwAAAADgIjTdAAAAAAC4CE03AAAAAAAuQtMNAAAAAICL0HQDAAAAAOAiNN0AAAAAALgITTcAAAAAAC5C0w0AAAAAgIvkmab7k08+UdmyZVWwYEHVqVNHq1atyumUAAAAAAC4qjzRdM+YMUPPP/+8Xn31VW3atEl33nmn2rZtq4MHD+Z0agAAAAAAZCpPNN1jxoxRr1699OSTT6pKlSoaO3aswsLCNGHChJxODQAAAACATHnkdALXkpSUpA0bNmjw4MEO8datW2vt2rUZPicxMVGJiYnW45iYGEnS6dOnlZKSIklyc3OTm5ub7Ha77Ha7NTYtnpqaKmPMNePu7u6y2WzWfC+PS1JqamqW4h4eHjLGyJ5w/lLQSKmyySYjN5uuGTdGsssmNxnZLovbjWRkk7uM5EzcdqlOSUr9/4fuNmUxnvXcqSl/1HT27NlctTxdHrfZbHJ3d0+3zNvjz99yvydqyj81nT59OlctT5nFrRzjz9+Svydqyj81nT592iHHnFyesrINa084f0v+nqgpf9SUtrzlluUpo3hsbOz/vzeOtVwp1zfdp06dUmpqqoKDgx3iwcHBioqKyvA5I0eO1PDhw9PFy5Yt65IcAVxU+OWczgC4tRQdlNMZALeWovydA26avPQ37ty5cwoICMh0eq5vutPYbI5f1xhj0sXSDBkyRAMHDrQe2+12nT59WkWLFs30Ocj/YmNjFRYWpkOHDsnf3z+n0wHyPZY54OZheQNuLpY5SBd70nPnzikkJOSq43J9012sWDG5u7un26t94sSJdHu/03h5ecnLy8shFhgY6KoUkcf4+/uzcgRuIpY54OZheQNuLpY5XG0Pd5pcfyE1T09P1alTR4sXL3aIL168WI0bN86hrAAAAAAAuLZcv6dbkgYOHKhu3bqpbt26atSokT7//HMdPHhQzzzzTE6nBgAAAABApvJE0925c2dFR0frzTff1LFjx1StWjX9+uuvCg8Pz+nUkId4eXnpjTfeSHfqAQDXYJkDbh6WN+DmYpmDM2zmWtc3BwAAAAAA1yXXn9MNAAAAAEBeRdMNAAAAAICL0HQDAAAAAOAiNN3IN4wxstvtOZ0GkO+xrAE3n91uZ7kDgDyKphv5hs1mk5sbH2nA1S5f1iIjI3Xu3DlJF5txAK7h5ubG3zjgJuDLLbgCa2/kKVfbqN+4caOGDx+ujz766JpjAWQubU92Zhseu3bt0oABA1SsWDE1atRIK1assJ4H4PoYYzJdhg4ePKhx48apTZs2mj17tiQpNTX1JmYH3DrSvtzau3evli9fnrPJIN+g6UauZ7fbrQ0Rm82Wbnp8fLx69eqlbt26adSoUfrhhx904cKFDMcCuLa0Pdlubm5KTEy04mnL4Y4dO7Rnzx716dNHpUqV0t69eyWJvXCAky4/VcNmszn83Upb3jZs2KDu3btr8uTJ2rx5s+bPn2+NB+C8K79UvvLLrqlTpyoiIkIVK1bUs88+q2PHjt3sFJEPeeR0AsC1pG3InzhxQmvXrlVQUJAaN25sTff29lbRokU1YsQI7dixQ7/++qu2bt2qBg0ayG630wgAGbjaF1kbNmzQ1KlTtXjxYoWEhKhly5Z69tlnVbhwYUlS/fr1VbZsWVWtWlW///67duzYoYSEBBUsWPCm1gDkdWmNdnx8vBYsWKB///1XjRo1UtOmTa1ls1SpUmrSpInat2+v77//XitXrpTEl1zA9UpbdpKTkxUdHa0SJUpIkrXNuH37dtWuXVtNmzbV8uXLtWXLFpUsWZJtStwQPjnIcVe7KFNKSormzp2r5s2bq1y5cho+fLh69eql3r1769ChQ9a44cOHq2PHjrrzzjtljNFff/11s9IH8qQr96pJF5fF+fPn6/nnn1dUVJReeeUVde7cWSNGjNBbb72lCxcuSJJCQkJUs2ZNeXh4qFq1aoqMjFRkZKQ1DwCXXPn37fJl5OTJkxo0aJAqVKigQYMGac2aNercubNefPFFa0yJEiU0YsQI1atXT1WrVlVMTIy2bt2abl4ALjLGZHr6xYkTJzR27FjVqlVLoaGh6tKli959911FR0dbDfUzzzyjUaNG6aGHHpKHhwfblMgWNN3IcZdflGnfvn0Oh7MePXpU8+bN0x133KEdO3Zow4YNGjBggDZs2KBJkyZJunhem7e3tySpYsWKKlq0qDZv3iyJPQFARk6fPq2PP/5YDz74oF577TXr0Dmbzaa9e/eqU6dO+vTTT9WtWzc9/fTTevvtt/Xnn39q586dki5u0KSkpEiSGjdurOjoaO3YscOaBuCStL9De/bs0erVqx2+7Nq7d6/++ecfjR8/Xrt379bMmTP10ksv6YcfftDatWslOR4KW6FCBfn7+1vnmXLBJyA9m80md3d3SZf+JhljdOHCBX355ZeaOXOmnnjiCf32229q1qyZJkyYYF0PyG63q1y5cipQoIAqVqyo4OBgbdu2TRLblLgxfHrgcml7sjPbGD927JieeOIJ+fj46K677tITTzyhZcuWSZI8PDz08MMP69VXX1VYWJjc3NzUq1cvVa5c2WoU0las0sU9AuXKldP+/ft18uRJ1xcH5CLXupVX2rf/zz77rCZMmKDy5ctr7ty5uvfee7Vq1SpJ0lNPPaX+/furSJEiVmMdEBCgs2fPKiwsTJLjBk2DBg1ks9m0fft2SWyU4NZzrVt5/fLLL7rttttUt25dPfHEE+rUqZP27dsnSQoLC9O7776rDh06yBgjd3d3tW3bViEhIdqzZ48kx6NSypUrpzJlymj16tWuLwzIxTLbpjTGaPHixWrfvr3q16+vESNGKDIyUjabTRcuXFBgYKBeffVV9evXT9WrV9ewYcP0wAMPWF9ypf0Ns9vt8vHx0W233aajR4/q33//verrAtfC1hFcLm1Pts1mc/jGMe3/06ZN0/r167V06VJNnTpVp06dUo8ePRQTE2OdTxoUFGTNr0CBAlq6dKnq1avn8DppGz1Vq1bV+fPnrb3d7AnAreLyo0bWrFmjhQsXKj4+3mH6Z599plWrVmnSpEkaPXq0fvzxR4WGhuq1116TMUZeXl5WE+HhcfGyH5s2bVL58uVVvHhxh3lJF5uGUqVKac+ePYqJibmJ1QK5Q9pFBzP6W3PmzBm9++67uuuuuxQVFaUJEyZo9+7dev755xUdHa1SpUqpSpUqDnu/T5w4oX379ql+/fqSHJvu4OBgValSRTt37lRiYqLDl85Afnd5w5vZhQQ3bdqk/v37q2TJkurataumT5+u9u3b6/z58ypWrJj69Omje+65x2F+u3btUvny5a0vmi9Xo0YNJScna/369elyAJxB0w2XW758uZ599lndd999GjVqlPWNo81mU2xsrD788EP16NFDDRo0UPPmzfXLL78oNjZWn376qZKSkiQ5Ns7fffedChcurDvvvNPhddJWwHfccYc8PT2tFSRwq/jnn3/Uq1cvFS5cWF26dNGQIUP0wAMPWLf0ki6ewhEaGqr69evLbrerYsWKeuWVV7Ru3Tprb/fl9wP+999/9fXXX+u///1vutdLWy7r1Kmjo0ePatu2bdq3b5+2bNlyE6oFct7u3bv12muvqV69emrevLlGjx5tXc1fkpYsWaJ///1XPXv2lLe3t1q2bKlx48Zp+/bt+uWXXyRdWo7SlrmPP/5YERERqlKlSrrXc3d31+23366kpCRt2LBBkpSQkODqMoFcIW07b+PGjRo/frxmzZqVrlF+7bXXVLp0aY0ZM0b9+/fXkiVLdOzYMY0dO9Y6fTE1NVXGGNlsNp04cUKRkZFq0KCBPDw80l1ktEaNGvLz89PGjRslcTQXrh+fHLjM6dOn9eSTT+q5555TTEyMmjdvrmnTpqldu3Y6c+aMJCkpKUlnz55V3bp1JUmJiYkqUKCAOnXqpN9++00HDhxwmGdcXJy++OILPfDAA6pUqZLDhTLSVpBVq1ZVcHCwVqxYoXHjxumee+6xmncgv0pOTtbixYt17NgxzZ07V3v37tUHH3wgu92uYcOGSbq4fHl6elrLipubm4wxatSokQIDA7V69ep0GzB9+vTRgw8+qKZNm6Z7TbvdrlOnTikhIUFLly5V69atVaFCBY0fP97l9QI5bfXq1erevbs2bdqkXr166aGHHtJnn32m3r17W2O8vLx09uxZ1atXz9qYb9q0qcqVK6dVq1YpOTnZYSN++fLl+uuvvzR48GBJGR+pVaZMGfn6+urtt99Wx44d1aNHD9cWCuQCKSkpmjZtmmrVqqU2bdpo7ty5Gjx4sO677z4dPXrUGrdjxw7df//9KlSokJKSklSiRAk98cQT+uWXX7Rr1y5Jjo3zxIkTVahQIT388MOSLm1Lpv1bqVIllSlTRrt27dI///yjyZMn6+zZszepauQnNN1wmQsXLujcuXMaN26cvv32W/33v//VDz/8oNOnT2v27NmSLh5GV758+XR7pdu0aaNDhw5p//79ki4dzvP999/r4MGDeu655yQp3aF1P//8s55++mnNnDlTixYt0qeffqrixYsrLi7OtcUCN0lKSkqmh7fVrVtX77zzju688055eHioefPm6ty5s06ePKnY2Fh5eXmpUKFCMsZY56clJydLunhu9vr1663HkvTtt99q9+7dGjJkSIavd+TIEQUFBenzzz/X448/rilTpig6OlpffPFFNlcN5E6VKlXS1KlT9cwzz2jAgAH69ttvtXTpUmuj3M/PT0lJSTp27JhsNptSU1Otq/4fPHjQ+huXttyNGDFC99xzj2rXri3JsTmIiYnR0KFD9fDDD2vDhg3avXu3ChQooK5du97UmoGcEB8fr/nz56tdu3bavXu3Fi1apLFjx+rff//VxIkTJUnHjx9XWFiY1VynfWnVrl07nTp1yopLF5vqw4cP67333tPQoUOtv42XO3XqlJYsWaL169fr559/1h133KFevXpxNBeuC/fpxnWx2+3pvg28UokSJTR16lSHe/cWK1ZM5cqV05EjRyRJ/v7+uu2227R27VoNHDjQaqIjIiJ08uRJ6xxRd3d3xcbG6vXXX9f777+v4OBg2e12bdq0SaGhoQoODpYkrV27VufOndOPP/6oNm3ayMfHx2XvAXCzpB0GJ8k6zzo5OVkFChSwxhQoUEBNmjSxHqfdT3TFihW67bbbrHjlypU1Z84c/fHHH6pQoYK1UdKwYUN99dVX1p0AoqOj9d133+mZZ56Rr6+vJkyYoF9++UWenp6aNWuWJCk8PFz79u1TmTJlHPLlXqbIy9IuSHj5NRIy0rRp03RHgNjtdhUtWlSHDh1SYGCgihYtquLFi2vhwoXq2bOnUlJS5O7urmrVqmnlypVWc16gQAF9++23ioqK0syZMyVd3GO3evVqPfXUU5IkX19fxcfH65VXXlGHDh2sv3tAfnD537mMeHl56b///a91BX9Jat26tZo0aWI1wWlXHE+7pZ6Xl5ckqVGjRkpOTtaRI0ccXqdv375q1aqV7r//fkkXt2cTEhKs7daJEyfqlVdeUatWrTRp0iTdfffdKlWqVJbyBa7EVhGuS9qF0Ww2m86fP69ly5alu1q4h4eHChYs6HC/xOPHj2vPnj1q166dJKlkyZKqWbOm1q9fb124yRijokWLWufcpBk8eLAKFSqkyMhI3XfffQoICFC9evW0cuVKa8zIkSM1Z84cPfDAA/Lx8ZHdbldKSgoXU0OekZqamu7+oml/2BMTEzVt2jSFhYVp8uTJGd6HNG2ZcXNz07Fjx7Rhwwa1bt3a2kipU6eOSpUqpR9//FGSrI2L2NhY+fr6WvNZuHCh5s2bpzfeeEMhISEaO3asKlWqpNdff93htcqUKWPdQiwtHxpu5GVpV+fP6ufYGGOdwvTjjz+qdu3aqlChgiRZ10/4/vvvJV360qx69eratWuXQkJCJF28X/fgwYNVoEABPf/88ypWrJjuuOMOjR49WufOnZN08cvn999/X71791ZwcHC65Q7Ii9I+v9dqYD09PVW7dm3rb1nac9etW6eIiAhJUpEiRVS1alXt379fp06dks1mU3Jystzd3eXn56czZ85Yr7Nw4ULt379f3bp10/z58/Xwww+rSJEievPNN6359+vXT6mpqVq4cKF69OihUqVKWcsdDTecxZbRLe5qf6ztdnum0w8cOKCJEydq+fLlqlixooYPH67jx49nOPby2wu9+eabatq0qWrWrCnp4kbEPffco5iYGE2bNs0av2jRInl5eVkNwcGDB/XHH39oz549+v7773X77bdrxYoVstvt6tSpU7qaLt/49/DwoAlAnuHu7p7utImzZ8+qSpUq6t69uzZu3KgXX3xRbdu2zfDLpMvvEjBx4kT5+/vrySeftJaJMmXKqEuXLpozZ46++eYbxcXFad++ffr+++/1+OOPW/NMSEjQK6+8ol9++UUJCQnatWuXPvjgA9WqVcvhtdL+9fDw4ErKyDMy+tuW9tnftWuXhg4dqjZt2ui9996zbt11NZ6enjp48KDmzp2rRx991DpipHDhwurVq5cWLlyoNWvWWMvInDlzFBQUpKJFi0qSdu7cqfj4eCUnJ6tgwYKaPn26EhMTtWfPHvn5+WWYO8sd8pq0hvVyaZ/ff/75R4sWLXK448a1zJgxQ8nJyerYsaMVa9Kkiex2u/VFV4ECBXTmzBnrGibSxS+wJ0+erK1bt6pDhw564okn5Ovrq6+//lrvvPOONa9ChQpJkvXlVtre7bQvzwCnGNySoqOjzb59+xxiqampxm63Zzj+4MGD5uzZs9bj+fPnG5vNZu68804zb9486/lXM2/ePBMaGmo2bdpkjDEmOTnZmvbyyy+b4OBg8/LLL5vFixebVq1ama5du1rzvHDhgtmxY0eG801JSbl6sUAO2rlzpxkwYICpVKmSOXfunFm1apXZv3+/w5i0z3BMTIyZNGmSeeSRR8yIESPMli1bjDEXP//PPPOMsdlsZsyYMVl63UOHDpng4GAze/Zsh3jaMv7cc8+ZKlWqmGrVqhlfX1/TsWNHc/LkyUznl5KSYpKTk6+5nAN5zb59+8yqVauMMcZs3rzZNGzY0LRq1coMHz7cNG/e3DRs2ND8+eefxpir/517+umnzZ133pnhuPbt25uQkBDz1ltvmVdeecWULVvWzJgxw5oeGxtrEhIS0s2TZQ75QWbblsYY8/XXX5uyZcuawoULm/r165tatWqZ7du3X3N+586dM7Vr1zb/+9//jDHGJCYmWtMHDx5sQkJCzJdffmmSkpLMBx98YG6//Xbrb2pCQoKZOnWqmTNnjsO2LeBKNN23mH///dfce++9xmazmUGDBpnFixeb1q1bZ9i4Hjx40Dz++OOmcOHC5rbbbjP33XefWb16tbHb7SYmJsaEhISYtm3bmvPnz1/zdRMSEsydd95p+vXr5xBPWxHHxsaaiRMnmiZNmpgSJUqYrl27mn/++SfDeaVt/F9tJQ7cTHa7PcPPY3JysmnXrp1p2rSp+eqrr8yRI0dMkSJFzMiRI40xF5eL48ePG2OMiYqKMh07djTVq1c3zzzzjHnwwQdNWFiYWb58uTHGmEmTJhkvLy9z6NChLOXUvn1706VLF+vxgQMHzM6dOx3GbNq0yUyePNnhC63L60hNTWWDH3nChg0bzHPPPWfWrFljxVJSUjL9Unb16tVm+vTp5vvvvzc2m8307t3bHDhwwHTp0sX07NnTGnfmzBnTpk0bc++991719ZcvX26KFStm1q9f7xBPW35OnTplPv30U9O8eXPTvHlz8/XXXzs0CZePp9FGXpH2BXLa3w273W5SUlIy/HuYkJBg4uLizODBg02RIkXMli1bzL///msaNGhgxowZY33mH3nkEdO5c2er8b5yWUjbYTNq1ChTvXp1ExMTk+71YmJiTL9+/UzlypVNsWLFTLFixcyHH36YaR0sd7gZaLrzoas1o59//rkpW7asOXXqlDHm4l44m81mtmzZYn744Qfz+uuvm6SkJGPMxT1hHTt2NEuWLDGHDh0yPXr0MHfffbdZu3atMcaYO++80zz88MNX3dOclss333xj6tevb86cOWP27dtnJkyYYDp06GCOHTvmMD42NvaGagdyk9WrV5s77rjDzJkzxxhzcXlo3769CQ8PNxUrVjQBAQHm448/NsYYM2LECNOgQQOH5alXr16mfv36Jj4+3vzzzz/Gw8PDrF69+pqvO3v2bBMcHGyGDh1qXnrpJVOmTBljs9kcmomM8EUW8qKJEyea8PBw07Bhw3RNb5qoqCjr/ykpKebFF180NpvNPPjgg9bG/dGjR03RokXN2rVrzbRp08z9999vSpYsaYoVK2Z69+5tLly4kG6+aRvpnTp1Mi+99JKJiYkx33zzjWnXrp3p2rWriY6OdkHFQM5JSEgwr732milQoICpUqVKlp7z559/miJFipg+ffqY/v37m0mTJhljjBk4cKDp1q2bMebiMvrrr7+aRo0aGX9/f/P1119nOr+jR4+aChUqWEdynT592sycOdMcPXrUYdxff/1lHV2ZEZps3Ew03flYRnug3333XdOgQQOTlJRktmzZYp577jnj4eFh3N3dTVhYmHnppZdMXFycWbdunWnQoIHZunWrMcaY+Ph4M27cOOPm5mb69+9vjDHmzTffNOXLlzdxcXHXzKN48eLGZrOZsmXLGjc3N1OlShXTu3dvc/r0aWvc5Rv8fOOIvGTZsmXmlVdesTbe0w4TPXLkiKlfv7655557TJs2bUz37t2Nh4eH8fDwMOPHjzcHDhyw5lGxYkXz448/mrVr15rnnnvO1KxZ03h7e5u77rrLHD582Jw/f95Uq1bNvPrqq8aYzDcWUlNTzUsvvWRsNpsJDw83HTt2ND/88EOGDUPaeJpt5EV2u90kJSWZhx9+2HTs2DHd9AULFpgmTZoYf39/07BhQzNs2DBr2tKlS42Xl5d55513rNi5c+dMSEiIcXd3N3fccYfp37+/mT9/vsPfqStf3xhjfv75Z2Oz2UyBAgWMu7u7CQ0NNV27djVLlizJ8HlX2wMP5Hbbt283ISEh5qeffrJiaX+P9u3bZ95++23Tq1cvs3DhQmtHyrZt20yLFi1MYGCgWbZsmfW8l156yfj4+JiaNWsaX19fc/vtt5s+ffqYRYsWXfUoyrSjMAcOHGiqVatmvLy8jLu7u3VkmDHpv0RmmUNO40oA+dC2bdvUunVrVatWTT/88IMCAgKUmpqqCxcuaM2aNfrnn3/k5eWlZs2aqVKlSqpUqZIqVqxo3TtbunghmUOHDunjjz/WsmXLdOTIEYWHh6t///565JFHJEn33nuvhg0bpv379+v222/PNJ/o6Gg1aNBApUuX1r333qvWrVs73OoozeVXguQiFcgroqOj9dprr+no0aPavHmz5s2bJy8vL6WkpKhly5bas2ePAgMD9cwzz6hPnz56+eWXVadOHdWqVUulS5e2bv0VHBysTp06qXTp0qpdu7b69u2ru+66S+XLl5d08UIuERERWrBggUaMGJHplVPd3Nz01FNPadCgQSpevLjDtNTU1HQXXeIig8gr7Ha7jDHWZ9hms6lAgQIqU6aMli1bpkmTJmnt2rX68ssvFRUVpVdffVWNGzfW2LFjtXr1ar300kvy9PTUCy+8oNtvv11+fn4KDAy05p+amqrKlSurSZMm1kWY0hw8eFBxcXGqUqWKFUtbBkuVKqXOnTurc+fOat68uQoXLnzVOrjwGfKyQ4cOKSAgQFWrVlViYqKOHz+u0qVL65dfflH//v0VFhamoKAg9ezZUy1atNDXX3+tMmXKqHz58jp48KB1pfHU1FSFh4fr/9q797ic7/4P4K+rq6NSVCqlWuXQUZFK0SQmlsa9ZBJFhiG3051bG7uXGVlhyI0R3ZOte2sOm1GOzWmqOc2hlWRGCR2VDq6u6/37o/v7dV0Vc+8394r385+t6/C9vpfH9fl+P6f3+y2TybBw4UIMGDAAVlZWYrsS2nvze93Dhw+Rm5sLmUyGgoICzJo1C8HBwS3ud8L7hGNwu2N/uj950M+eg02bNtG4cePI3t6ePvzwQzFuLCUlhby9vcna2prmz5+v8vpu3bpRZWWlOFt58eJFkkgkNHLkSNq+fXuLxE9ERI8ePSIzMzP69NNP/+tz5Lhs9iIxNzennJwcsra2ph07dlBdXR0RNeVQ+Pvf/05DhgwRExdWVFSQh4eHSn6D+vp6ioqKInt7e5UEg0RN2+aEmOtdu3aRRCJ55jAMhUJBMpmMZ/hZmyXEgP5eGzduJH19fZJIJOTo6EixsbFE1BSuYW9vT3l5eeJrP/zwQ/Ly8qLjx48TEVFAQAAFBweL50FEtGXLFurcuTNt2bKFHjx4QHK5nDIzM2nmzJmUlpb2TOfE8aGsrVMoFE/9fcrl8hbtUgg9/Pjjj8nU1JT09fWpQ4cOlJSURHV1deTr60vjxo0Tj3/48GHS09MTt4lv3bqVtLW1VRIGZmdnk7q6uhiCJTh8+DBt3LhRJSxEIJPJWg3baO2cGWtLeImjjSOlOtW/RSh3cvv2bejo6CA5OVmc/QeAsLAwHDp0CAMHDkRxcbH4Pl9fXxQVFeH69eviqpeDgwM6d+6MQYMGYdKkSbC2tgbQVEs0OTkZV65cgYaGBuzs7JCamvpM56dcL1sqlUJdXZ3rHLI/3X/TxlpTXFwMIyMjdOnSBbGxsdi5cyf2798PALCzs0P//v1RXV2NkydPAgB0dXXh7++PgwcPAmhqt1paWhg/fjzy8/OxefNmlJaWAgCuX7+OhIQEHDlyBHK5HK6urvD29sadO3ee6dy4pBBr65RXoAoLC5GVlfXE1/7www+IiYnBggULcPHiRQBA79698d5778HGxgYrVqwQ68j/8ssvMDc3R8+ePcX7zrBhw6CtrY1z584BAIYOHYrjx4+rfMakSZMwdepUfPDBBwgODoa1tTWCg4NRW1sLNze3J56bcolNLlXJ2iKFQiG2BYlEIv4+hXug8r1QTU1NbJd5eXm4ceMGNDQ0cPXqVXz11VfQ1tZG7969UVlZicjISJSVlSErKwsLFy4Ujz9kyBAMGDAAR48eFdtPx44dceTIEfF8PDw8MHPmTMycORNTp05FSkoK3n77bcybNw/FxcXQ09Nr8T3U1dVhaGgIACp16pXPmbG2iO8IbdSPP/6IgQMHYt++fQDQaj3e5oQLaKdOnVBbWwsvLy+MHz8eS5YsQUVFBYCmDr+1tTVu3LiB+/fvAwB69uwJCwsLZGZmAoC43TUqKgqbN2/G1KlTcf78eezevRtz5sxBRkaGeHFet24dVq9e/UzfiTshrC2SSCSora1FfX29Sqfktwht4OLFizA1NcWjR48QEhICV1dXxMXFobKyEgDQp08f6Ojo4PLlywCaaob6+fmhsLAQ5eXlYpvw9vZGbGwsVqxYgYkTJ8Ld3R0eHh44c+YMXF1dIZVKYWtri1OnTqFnz55//D8EY/9j1dXVSElJQUBAAPT19eHj44PJkydj8uTJ4sSS0B5jY2MREhKCvLw8FBYWIiQkBPHx8fDx8UFYWBi6d++OvXv3isd2cXER62sLbdXd3R0VFRWora0FALz66qt48OAB8vLyxPr26urqWLlyJfbv34/Ro0dj8+bNuHPnDrZv3y6GerSGO/ysrVNTU4OamhoqKyvxr3/9C2PGjMGQIUOwatUq3L59GxKJRGxvFRUVmDJlCvT19REYGIgJEybg008/haOjI7KzsxEZGQmFQoHq6moATYNfTU1Nsa9ZX18PoOn+V1BQgKqqKlhZWcHe3l6clBbqdS9btgzr1q1DTU0NVq5cibq6Onz88cd4//33oaur+9TvxJPKrF358xbZWWuELW7nz5+nAQMGUExMDBH9dwkgRo0aRcuXLxff88Ybb9D8+fPFUkOfffYZ9enTR6yvTUQ0ceJE8vPzU9naWl9fT0lJSRQYGEiWlpZkbm5O06dPF+uVMvYiKCoqIn19ffriiy/Ex4Rtd08LfxCey8zMJEtLS/Hx+vp6euWVV2jOnDniY+PHj6c333yTKioqiIjo/v371LlzZ4qJiaGff/6Zvv76a3H7+ZUrV2jNmjX0z3/+UyXRmjLeQsdeBJGRkWJW/TNnzlBFRQX961//IgsLC1q5cqX4urS0NHrllVfEGrtERNu3byc9PT0qKiqi+vp6io6OJhcXF/F5IURKqL9N1FS2S1tbm77++msiasqArK2trZJM7Um4fB5r7woLC8nFxYUkEgnZ29vTrFmzaPny5WRjY0MjR45Uee17771Ho0aNoqNHj1JNTQ1t3ryZunXrRocOHSIiouTkZHJzc6P09HQiIrp16xZ5eXlRVFQUET0u67VhwwaysbEhoqakugsWLKCuXbsSUcv7a2t16hl7kfCyYxtAROL2GGG7ta2tLZydncWtds8ykycco7S0FN27d4dUKsWVK1dQV1eHNWvWICUlBQDg7OwMAwMDnD59WnzvpEmTkJOTg8jISAQEBGD8+PHQ0tJCZGQkUlJScOHCBRQVFWHTpk3w8PBocf6MtQdyuVxsJwJzc3P4+PggKSkJUVFR6Nu3L5KTkwHgqeEPwnP379+HlpYW4uPjMWTIEHTp0gV1dXVISkoSQy/69u2LsrIy/PzzzwAAY2NjLF++HOnp6XBycsKaNWtQVlYGAHB0dMTcuXMxY8YMWFlZgYharL7zzD5rq57lfiC0QU9PTwwcOBBTpkyBl5cXOnXqhLFjx6Jnz57Iy8sD0LTSfe3aNfTv3x+2trZYv349RowYgQULFqBz58749ddfoaWlBVdXV5SVlYmr271798bw4cMxY8YMbNu2DTdv3sSiRYvg5eUFd3d3AICJiQn27duHyZMnP/G7CG1PWCVkrL0yMTHB7du3sWzZMuTm5iIxMRExMTFYtGgRrl69ihs3bgBoSg763XffYfbs2Rg8eDCqqqqgq6uLoqIi8d7o4uICAwMDnDp1CgBgZmaGt956Czt37sTx48ehrq6O0tJS/Pvf/4anpyeApp2W3t7e6NevH+rq6lTur0QELS0tEJFKKCJjLxK+g/yJlGNrmnei9fX14eDggOLiYty+fRvAb3dmpFIpysrKoKamhvDwcOjr68Pb2xuampp45513sHbtWpw8eRK9e/eGjY0NLly4IL7X398f27ZtQ2NjIzw9PcW4OIVCgU6dOsHQ0PCJF0OOy2ZtmZABFWhqI83b2qFDh5CRkYETJ06gpKQE8+fPR0hIyG8eVzjmpUuXUFRUhLS0NDg7OyM1NRW3bt3C5MmTsXbtWvz000/w8/PDr7/+KnZQAODtt9/Gnj17IJPJcOLECfTr10/l2HK5XMy6yp191tb9NyFRwu/Zx8cHDx8+RH5+PoCm7aY7duxAVVUV3nvvPfG1BQUF2LdvH8zMzLBjxw64ublh9+7duHLlCvr37w8A6NGjB4yMjHDs2DHxc9avX4+AgAAkJCTAwcEB586dw7vvvivmKJFKpRgyZAjMzMxaPU9ue6wt+j0LHQqFArq6unB3d0dBQQEaGhrE5/Lz8+Hh4QFjY2MAwJkzZ6BQKLBq1Sr06NED9vb2WL16NRYsWIA5c+YAaMpXYmVlJfYj1dXVMWvWLAwcOBDh4eEIDg6Gt7c3qqursWLFCvGzgoOD8c0330BHR0fl/IR+pJCHhNsdexFxXab/EWFmX7nDL1xULly4gIyMDHTo0AFjxoxB165dATTFWmtqauLEiRMIDQ2FQqH4zRWuhoYGFBUVYfr06XjjjTfg6uoKIyMjAMCDBw8wc+ZMHDp0CFZWVjh79iyKi4thbm4OABg7dizGjh2rcjzlC59wMWSsrVJelRII/y+Xy5GRkYHExETU19cjMjISEyZMQP/+/fHFF18gNDQUiYmJT+yANycMiKuqquDh4YHvv/9e5fno6GhMmjQJERERyM7OxowZMzB06FDxeXV1dVhZWYnnptzB5/ImrL0Q2oFwb/jhhx8QFBT01IGB0MF2cXFB586dsX79eqxduxaFhYXQ0dFBp06dEB4ejtjYWAwZMgTW1tawsbHBypUrMWLECPE4DQ0NKCgoQPfu3WFhYQEbGxt89dVXmDZtGuRyOezs7JCQkIBp06bBysoK2traT/0OjLUHQh4SNTU1aGpqAvjt0o9Cexw4cCDS09Oxd+9e5OfnIy0tDbm5uQgPD0d+fj7c3d3Ro0cP3L59G4aGhli+fDl8fHxgYWGhcjwDAwM4ODhgz549+PXXX2FlZQVNTU18/fXX2L17N7KysjBmzBiMGjUKHTp0UHlva/dpxl4G/Iv/gygUCmzYsAFTp05t9XnlFTbh4peVlYVhw4Zh+PDhOHjwoJjY4vDhwwAAGxsbWFhYiJ35Z+kU6Ovro6ioCJGRkfD394eRkZH4eTExMdDS0kJubi5mz56NrKwsccAtUF5hY6y9EH6vT9oC6uDggFWrVmHnzp1wdXWFk5MTwsPDkZKSgo4dO2LYsGHo1q0bvvjiCwDPnrhQJpNBLpe3qA8KAJaWltiyZQv27t0LDQ0NREdHw9XVtdVjSaVS7oCwduOPCIkS2pi7uztKSkoQGBiIixcv4ubNm9izZw86duyIWbNmoaioCIGBgdDW1kZaWpqYBK2+vh5JSUn46KOPAABdunTBoEGD4OTkpPL5RISePXtCW1tbJcO4Mh5ws/akuLgYXbt2xZ49e8R7ntCentR3E37jQUFBOH/+PKZPn45Tp04hLCwMO3bswK1bt+Dv74+zZ8+iZ8+esLe3R7du3RASEiIOuGtraxEfH4/z588DaLrHlZWVidUAFAoFNDQ0MHbsWKxatQqhoaHo0KFDi3PiUA32suJlyz+ImpoaTExMMG7cOHHWXPhvQ0MD9u3bh127dkEikWD69Onw9fXFo0eP0K9fP+zatQt6enqoqqpCdHQ0EhISMHToUFhaWsLe3l6MvVYu7/CkTsKZM2dgaGiI8vLyFq91cnJCTk6OyuubH4tX2Fhb13xVGHjcoTh9+jQOHToEMzMzhISEwMDAAFKpFHp6eli0aBE2bNiAGTNmAAAePnyITZs2YdiwYTAxMcGAAQOwb98+zJs3T+XzFArFEzsIGhoa+PLLLxEZGYnGxsYWO0FsbW2f+ViMtXXC7/dpIVHff/89bt++jW7duj3TCrK7uzuOHj0KHx8f2NjYQCaTwcHBAUuWLMHAgQNRWFgIX19fLF26FKGhoSgoKICBgQHOnTsHfX19zJw5U8ycPH/+/BbHV/58bnusvWltl6RyHpKTJ0/i9OnTiIqKQmRk5BPbm/Db79u3LywtLREaGoqlS5eKzwcFBcHe3h7bt2+Hu7s75s+fj0WLFiEgIABRUVF48OAB9u3bh3v37okx2q+//jp8fX1hbW0NIlJpX0JYl1Qq5Uktxv6DB93/D0SkcqFpHgcqkUjELd05OTl49dVX4ezsLCZM8vLygoeHBx49eoTPP/8cu3fvxpEjRyCTyVBRUYHOnTuL5RWuXLkCJyenJ3ZihM5QeXk5Xn31VTFmrbXXKg8O+GLI2gvht9/apFB1dTWioqKQnp4ODw8P3Lt3D6mpqXj33Xfx2muvYfTo0bh27RoGDRokvic0NBTjx49HQUEBTExMMHToULHT3lpHvfmAWfj7wIEDYkmv38KdftZePO+QKKGNeXl5gYhw/vx5BAYGQkNDAwBw4sQJABCPPXz4cFy9ehVpaWm4e/cu5s6dC39//1bPW5gYYKw9UigUkEgkT7zfCXlINDU1YWBggPnz52PUqFG/eVy5XA6pVAoXFxfk5uaqhBfKZDJ07NhRLCUbHBwMfX19pKWlITo6GjKZDK+//jr+9re/iYkIDQ0NxXrZzdsb3+sYa8Vzy4v+krl+/TpVVFRQdHQ0LVy4kIiayvqsXr2aTE1N6dy5c62+r6CggF577TVyc3OjOXPm0CeffEJdunShzz//nIiIjh49Sh4eHrRx40bxmPfu3aO0tLT/zRdj7H9MoVC0KCUi/F1RUUHbt2+niRMnUmJiIlVVVRER0Ycffkh9+vShyspKImoqTTJ9+nTq27cvERGdPXuW1NTU6PTp0+IxZTIZde7cmTZv3kxERNeuXSOJREKpqalE1FRKrLq6mkpLS8nBwYE2bNhARKrlup5WUoyxtkwul1NiYiK9/fbbv/la4Xd+5swZeu2118jU1JT8/f3J3d2dfHx8xDJCubm5NGLECJo+fbr4Gc9i1KhRNH36dCovL6cLFy7QkiVLqGfPnhQXF/ebx+AyXqw9e1opusbGRvruu+9oxIgRNHjwYNqxYwcRET148IBSU1NJIpHQnTt3nvmzhHvXP//5T3JxcaFLly6Jj2/cuJFsbGzEvqfye2pqan7PV2OMNfPST0XRU2KX6SmlC2pra3HgwAEUFhaiR48e8Pb2xsOHD/HLL7/g8uXLqK+vh1QqRUpKCiZMmIA+ffq0+rkffvihuG3nk08+QWBgINTV1cU4biGu+9tvvwXQNJu4e/duhISEtBqbBjTNknK5BdaWkFIM6JMoZ/NvXkpEIpHgzJkzGDBgAFavXi0mjykvL0d1dTUuXryIqKgoNDY2YsOGDXjrrbewY8cO3L9/H7W1tejbty90dHRw7tw5cYeKuro6nJ2dkZOTg6qqKnTv3h2TJk1CbGws9PX1MXDgQFy9ehVEBAsLC9TU1ABomVyQsfaoeUgU8Pi+1NDQgK+//hphYWGYMGECTp48CQBiSFRBQQGOHDmCI0eOwMnJCQkJCQAghkQJGY2VQ6JaI7R5BwcHJCUlwdTUFF5eXjhx4gQWL16M2bNnt7piJpfLORkTa9foT8pDAgBDhw7F/fv3kZCQgKCgIBgbG+Ojjz7ClClTWuzYlEql0NXVhUKh4FJejP0/vfTby5U7zc23jypnZBW25Qj27t2LsLAwDBs2DIsXL0ZgYCCMjY3h6emJXbt24aeffoKnpyfU1NRQX1/f4hgSiQSVlZWor6+HlZWVmKgiPT0d9+/fx969e7Fp0yZ069YN7u7uuHfvnnh+BgYGGD58OKqrq9GpU6cW34k7IaytUd4mV1ZWBl1d3RaZhIXf7dmzZ1FYWAhPT09YW1tDIpGgoqICs2fPhouLC5KSkqCrq4uGhgZoaWkBALKzs3H48GHMmzcPPXv2hL+/P6Kjo9GnTx8xc6q3tzcyMzMxadIk6OrqAgD8/PyQlJSEuXPnwsDAAPHx8cjKyhIH3QBQVFSE8vJysTPCA23WXlEbColS9tZbb8HCwgIDBgxoMUHdGs47wtqTtpKHRPjMHj16wMLCAufPn8eQIUMQExMDHx+fp34HTn7G2B/gT1hdb1OysrJo8uTJrT53584d+sc//kGOjo7Ur18/Wrt2Ld2/f5+IiHJycqh37940aNAgqq6uFrcHHTx4kPr37y9uWZ03bx45OTmJxxS26dXW1pJCoaDVq1eThoYGLVq0iMLDw2nkyJG0ceNGCggIoLKyslbPa82aNZSSkqKyzZWxtqqmpoY+//xzCgoKInNzc3JycqLIyEg6efIkET1uE+np6WRnZ0edO3cmX19f6tWrlxhGcfnyZVJXV6e8vDyV9wht4LXXXqP+/fvTzz//rPLZ9fX1dPPmTSIi2rBhA3Xp0oWuX78uPn/lyhVasGABlZaWtnruwvGvXLnyh/xbMNZWtOWQKJlMxvc31u49LfzowYMHFB4eTiYmJhQYGEgeHh7k5+dHBw8eJCKiZcuWkYGBgcq95+DBg2RsbEynTp0iIqKtW7eSvr7+Ez+rtW3rwutae66xsZFDphh7jl66aavmJUMqKiqQnJyMe/fu4ZdffsGePXtQWloKAFi5ciX27t2L+fPn4y9/+QuWL1+Ov/71r2hsbESPHj1gZmYGbW1t6OnpobGxEUBThnBDQ0OxhMLUqVNx9epVrF69GmVlZZBIJCgsLERiYiJqamowb948xMXFISsrCwqFAjExMXjnnXeQnp4OQ0NDcQuS8pbxuXPnIiwsjGf7WZv3yy+/wM/PD2FhYejVqxe2bNmCZcuW4fTp05g9ezaAptn3u3fv4r333sM777yDsrIyHD9+HJMnT8bKlSuRm5uLkpISWFlZobi4GEDLrXSjRo1CeXm5mOkfAEpLS5GYmIidO3cCAAIDA6FQKMSSQwDg6OiIhIQEsZa9QGh3UqkURARHR8c//h+Hsd+BXsCQKOBxtmOgqYY9399Ye0H/2UHS/DFhR2NycjLCw8OxYcMGPHjwAACwdu1aXLp0Cfn5+di3bx+OHTuGXr16YdGiRQCAESNGoLq6GlVVVeIxBw8eDLlcjsuXLwMABg0ahOrqavz73/+GRCJBcXExampqUFZWBkdHR2zatAkAVNqdsNqtpqYGuVyucr3gTOOMPV8vzKBbuZNx+vRpuLi4oKGhQXyMlOJnlG/mN2/ehFQqRY8ePWBra4u9e/dCU1MTp0+fRmpqKubOnYspU6bg3XffRWpqKo4dO4Y9e/bAwMAAvr6+uHjxIgCIMabm5uawsbFBYWEhSktL4eDggLi4OKxevRqhoaEYMGAAPD09kZ+fL8aIzps3D0ePHsWOHTvELT5EJGawFM6bt/aw9sbCwgL29vYICQlBfHw8Xn/9dYwePRqTJ0/GhQsXcPXqVQDArl27YG1tjaioKNy/fx87d+7EoUOH8OOPP+Ls2bMwNTWFubm5yqAaeLzNNCIiAmPHjsW0adMQGRmJN998E+7u7khLS4ObmxuICNbW1igtLYWzs7PKMZQ7+4LmZfQYayuah0Q1f05dXV3sUCvbu3cvAgMDMXPmTCxevBhXrlyBhYUFPD09UVFRgZ9++gkAWoREKR/7t0KiAIghUXZ2dq2GRD0JZxxnbQm9oHlIlEmlUvF6wRh7/l6YlqZ80TA0NMSiRYtadJzlcjn279+Pv/71r0hISMCdO3dQVVUFU1NTODk5QaFQYPv27dDX10dNTQ0qKysRHh4uHmPQoEHo3r07srOzoVAo4OHhgdraWnHgIKx29+7dG1VVVeJq98KFC3HgwAEMGjQIo0ePxsmTJ7FlyxaxFIpQ01t5xrF5/A9j7ZGGhgbs7e1RXFyMu3fvAmhK0vT999/D0NAQlZWVAJpWpffv34/evXvDzs4O8fHxcHNzQ0ZGBt566y1YWlrCzc0N27ZtQ0lJiTjYPnjwII4dOwZdXV3Exsbi2LFj6NSpE6ysrLBt2zb88MMPGDFixFMHKtzZZ+1JdnY2IiMjAbTsTJeUlOCDDz6Ak5MT+vfvj3Xr1ok7t3r06AEXFxfU19cjODhYLPXj6uoKIhKTn/n6+iIzMxPA450eAFBXVwcDAwN4eXlhz549iImJQUREBDIyMrB+/Xq4urqivLwc6urqWLx4MdatWyee3507dxAWFoaOHTs+738exv4QzfOQCBNRypTzkHz11Ve4efOm+F7lPCQ//PADtm7dirfffhuvvPIKOnbsiOzsbCxYsAC2trZITk6Gk5MT9u/fj8uXL7fIQ1JbWyveo/z8/LB//37cvn0bABAfH4+EhATs379fzIXS0NDAeUgYa4v+l3vZn5dHjx7RnDlzaOnSpU98zZkzZ6hXr170yiuvUHBwMK1YsYIKCwuJiGjjxo1kamqq8vpTp06RhoaGGA/66NEjIiIKDg6msWPHUkNDA127do2cnZ1p1apVRNQUP0pElJmZST4+PvTZZ5899bw5doa9DL799lvq168fjRw5kgYMGEAdOnQgiURC48aNE19z+PBhkkgktG7dOiouLlZ5f0NDAxERlZaWkqOjI3Xv3p0mTpxI3t7eZGlpSV9++eVTywZxO2PtmVwuV4lvTk9PJ4lEQnfv3qUbN27Q7t27xVwjc+fOJTc3N9q6dSt99NFHZGpqSqGhoSSTyaiyspKGDRtGAQEBRPS4XRUVFdHrr78ulvm6evUqSSQSWrVqlZjr4Pr16/Txxx/TgwcPiIho1apVNHjwYJowYYIYXypQjhnlcl6sPeI8JIyx56HdLaXW1dWhpKQEwOOtb2pqaqiqqsKXX34JAJDJZEhOToaHh4f4nvj4eHh6euLGjRtIS0vDnDlzYGNjAwCws7NDQ0MDsrOzxc/p2rUrLC0txXIMwozno0eP8OjRI2hqasLAwAB2dnZITk4GADHT+cCBA5GZmYmJEyeqnDv9Z7sS/WflgGcf2cvA1dUVHTt2xNmzZxEWFoZvv/0WcXFxKC0txTfffAOgaXVNV1dXXE0T/Pjjj1ixYgWuXbsGIyMjHDt2DIsXL4a6ujrGjh2LU6dOISQkpMWKn3JJIW5nrC3ikCjG2h7OQ8IYe17aVcmwwsJCTJo0Cb1790ZiYqJ4c5dIJBg5ciQ+//xz1NTUQE9PD1KpFJcuXUJxcTHMzc2RnZ2NcePGITc3FzU1NbCzs4OmpiakUilsbW1hbW2Nffv2wdPTEzKZDDY2Npg4cSLWrl0LQ0NDTJo0Cbt27UJeXh6WLl0KADAyMsKMGTPExBhCx0gqlYoXvuZb3Dk5DHvZWFpaokePHtDW1saUKVOgqakJf39/6OjoICoqCtXV1QgLC8OKFSsQFxeH48ePIyAgAFlZWTh37hyGDRsGfX19AICJiQkiIiIQERHx1M/kdsbaumcNicrIyEB6ejqsrKwQFhYmhkRZWVmpdNh/KyTqzTffVAmJcnR0RGNjI9TV1dG7d2/k5OSI7W3hwoUYMWIEvvnmG2hqaiIoKAj29vYq5yZMIguD6+ZxrYy1R0IeEltbW8THx4uP5+fnY9GiRWLbaZ6H5NChQyp5SNzc3MQ8JH5+fuJxlPOQlJSUYNq0aThx4gQqKytx9uxZmJub4/3331fJQ9KcMLn1pNwj3A4Za5va1aDb0tIS1tbWKCkpQX19vVijV01NDSNGjIC2tjYyMzMxcuRIODs7w8zMDAcOHMCUKVPw/vvvIz4+Hp999hnc3d1x+/ZtGBkZ4ZNPPoGLiws8PDyQnp6OpUuXQkNDAwAQHR2N8vJyJCQkIDY2FpWVlZgxYwbGjBkjfm5AQMATz5cvfIw1cXR0xE8//YQff/wRPj4+UCgUmD17NkpKShAXFweZTIaoqCi4uLjg22+/RUpKClxcXJCYmIjBgwe3aEtC8jOOx2btkUwmQ3R0NIyMjLBkyRLY29urDGoBICsrCxEREWhoaIC7uzvMzc1RX1+P6OhodOzYER988IHK6/X09CCXy3Hr1i1YWVlBJpNBQ0MDpqamuHnzJhobG2FnZwcrKyukp6fD0dERcrkc6urq6NWrF9TV1cW8CwDg4uICFxcXlc9QnkgWkrYx9iIR8pCkp6fj7t27MDU1/c08JHfu3IGdnR2GDh2Kv//97/Dz80Ntba2YhyQyMhJmZmYAmvKQaGhowM/PD7GxsQgICMCuXbugr6+PWbNmYciQIS3OqXndbd5Bwlg79Sdta//dli1bRr6+vnTv3j0iaqrneezYMZoxYwZJJBKKjo4mIqLi4mIKDAyk4OBgImqqi11SUkKFhYWUnp5OX331FQ0dOlSMK/3mm29IIpHQJ598QlFRUbR06VJ6+PAhETXFgzePW1PGcWuMPV1mZib5+vrSunXriOhxjoSKigqaNWsWOTk5iY9xe2IvktraWrpz5w4RPY63bGxspEmTJpGzszMRNbWH7du3U79+/cT3BAcH08SJE1WOIzh48CB16tSJsrKyxMcKCwvJ1taW4uLiiOhxOwoKCqLRo0cTEdG9e/do1KhR5OLi0uJ8hPanTKFQcO1e9tLhPCSMseeh3U2Xubq6oq6uDlOmTIGvry8MDQ0RHh6O8vJyDB8+HLt27QIAdO7cGf379xfjtHV0dGBqagobGxsEBARgzJgxqKurg6GhIRoaGhAUFIRly5YhLS0NBQUF8PHxgY6ODogIXl5eYtyacky2gGcdGXs6R0dHaGpq4tixYwAg7ibp1KkT1qxZg8uXL0NDQ0Ncvaan1BtmrL0oLCxEQEAAli1bBgAtQqKEOGkNDQ2VkCgdHR1kZ2fDzMwMubm5yMnJQV1dnZjHRDkkCkCLkKgtW7ZALpcjLS0NeXl5GDduHIDHIVFLliwBoBoSJbQ/ZUJIFO8mYS8TzkPCGHseJNT8LtvG3bp1CxEREcjLy8O7774LHx8fODk5QVNTEydOnMCgQYNw+/ZtmJub47vvvsP48eORlZUFe3t7fPrpp5DL5Xj06JFYW3Tr1q1wc3MD0HILjzJqFp/NGPvvrF27FsbGxhg3blyrMdfcxtiLRiaTITIyEnV1dUhJSYGWlpb4G6+trUXXrl2xc+dOjBw5EufPn8df/vIXLFmyBFOmTMHWrVsRHx+PqqqqVkOipk2bhosXL6okAH348CFiYmKQkZGBhw8fiiFRcXFxnOeAsf/C9OnTcevWLezZs0dMOrh+/XrEx8djxYoVCAsLQ2JiIuLi4uDm5tYiD0lMTAxMTU3/5G/BGGtL2l1AlnJSpmnTpqnMztva2sLY2BgZGRmYPHkybG1tYWFhgbS0NCxevBiamppITEwU42kiIiJgb28vdvaFAXdjY2OLpGc8GGDs/2fOnDlPfZ7bGHvRCPGhGRkZqK6uhra2NhobG3Hy5El8+eWXqK6uxvHjxzFy5EiYmZnB2dlZzEMSFhaGoKAg1NbWIj8/H9XV1di8eTNWrFiBL774Am+88QaSkpKwdu1aFBQUwMTEBAsWLMC6deuQlZUFuVwu7tBq7mkTzIwxzkPCGPvjtbuVbqBpxSw1NRWrVq2Cj48P5HI5pFIpGhoaMHbsWDQ2NuK7777DvXv3EBUVBT09PWzbtg0NDQ3Q1NTkCx5jfxKhrTL2sti3bx9iY2PRtWtXVFRU4OLFi+jUqRN8fHzw4MED5Ofno6CgAPX19UhISMCnn36KX3/9tdVjDRw4EK6urli9ejW0tLSwfPlyHDhwAHp6evjb3/4Gf39/AKoTWEKGcb7vMfbsvv/+eyxZsgQhISGYPXu2mJiwsrISixcvRmZmJs6fPw8NDQ2exGKMPZN2OehufjFU7sh//PHH2LFjBy5dugQAYk1tZQqFAgqFgmPVGGOMPVccEsVY+3P//n2EhoZCX19fzBUkEAbgwON2Rs1K6DHGWHPt8srQPCmT8srZvHnzxAE3AGhqarZIxqSmpgZ1dXXukDDGGHuuhJAoV1dXTJs2DX369BE77MohUcLfQkgU0HT/SkpKQmpqKtzc3JCSkgI3NzcxpEo5JEpIsibg+xtjv1+XLl0QFBSE4ODgFm2r+YAbeFxCjwfcjLEnaXcx3cDji6GxsXGL7aqtXQz5IsgYY+zPIsSH5uTkiPGhUqkUxsbG8Pb2RlpaGiZPngwjIyM4OzujsLAQABAaGoqIiIgWA+jmf3O9bMb+eJyHhDH2R2q3o9E5c+YgLCzsifGhfDFkjDHWFri5uUFDQwNnz55VeVxLSwsDBgwQY7hNTEyQkpKCbdu2ic9LJBIoFAo0Nja2KOnFGHu+mq9yM8bY79UuY7oFnJSJMcZYW/es8aECTszEGGOMvVja9Z40HnAzxhhr6zgkijHGGHu5teuVbsYYY4wxxhhjrC3j6XTGGGPsf4DjQxljjLGXE690M8YYY4wxxhhjzwmvdDPGGGOMMcYYY88JD7oZY4wxxhhjjLHnhAfdjDHGGGOMMcbYc8KDbsYYY4wxxhhj7DnhQTdjjDHGGGOMMfac8KCbMcYYY4wxxhh7TnjQzRhjjDHGGGOMPSc86GaMMcYYY4wxxp4THnQzxhhjjDHGGGPPyf8B1ARgIs1s428AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "# Predicted delays by group\n", + "group_labels = [\n", + " \"Historical, After 2021\",\n", + " \"Recent, After 2021\",\n", + " \"Historical, Before 2021\",\n", + " \"Recent, Before 2021\"\n", + "]\n", + "\n", + "# From your exponentiated results\n", + "predicted_delays = [\n", + " 13.53, # Intercept only\n", + " 13.53 * 0.216, # Intercept * Recent\n", + " 13.53 * 2.198, # Intercept * Before 2021\n", + " 13.53 * 0.216 * 2.198 * 0.732 # Intercept * Recent * Before 2021 * Interaction\n", + "]\n", + "\n", + "# Create DataFrame for plotting\n", + "df_plot = pd.DataFrame({\n", + " \"Group\": group_labels,\n", + " \"Predicted Delay (Days)\": predicted_delays\n", + "})\n", + "\n", + "# Plot\n", + "plt.figure(figsize=(10, 6))\n", + "bars = plt.bar(df_plot[\"Group\"], df_plot[\"Predicted Delay (Days)\"], alpha=0.8)\n", + "plt.title(\"Predicted Report Delay by Spill Type and Period\", fontsize=14)\n", + "plt.ylabel(\"Predicted Delay (Days)\", fontsize=12)\n", + "plt.xticks(rotation=15, ha='right')\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.tight_layout()\n", + "\n", + "# Annotate bars\n", + "for bar in bars:\n", + " height = bar.get_height()\n", + " plt.annotate(f\"{height:.2f}\",\n", + " xy=(bar.get_x() + bar.get_width() / 2, height),\n", + " xytext=(0, 3), # 3 points vertical offset\n", + " textcoords=\"offset points\",\n", + " ha='center', va='bottom')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "daa4b710", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "id": "3238be11", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "f6c679b7", + "metadata": {}, + "source": [ + "# Interrupted Time Series" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fc8dc178", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: report_delay R-squared: 0.016\n", + "Model: OLS Adj. R-squared: -0.021\n", + "Method: Least Squares F-statistic: 0.4256\n", + "Date: Wed, 02 Jul 2025 Prob (F-statistic): 0.735\n", + "Time: 12:54:41 Log-Likelihood: -211.00\n", + "No. Observations: 84 AIC: 430.0\n", + "Df Residuals: 80 BIC: 439.7\n", + "Df Model: 3 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Intercept 2.2068 0.867 2.546 0.013 0.482 3.932\n", + "time 0.0175 0.032 0.551 0.584 -0.046 0.081\n", + "post_2021 -0.3117 3.266 -0.095 0.924 -6.811 6.187\n", + "time_post 0.0026 0.057 0.045 0.964 -0.111 0.116\n", + "==============================================================================\n", + "Omnibus: 66.933 Durbin-Watson: 2.457\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 320.558\n", + "Skew: 2.631 Prob(JB): 2.46e-70\n", + "Kurtosis: 10.994 Cond. No. 625.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import statsmodels.formula.api as smf\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 1. Convert to monthly time series\n", + "spills_gdf['report_month'] = spills_gdf['Initial Report Date'].dt.to_period('M')\n", + "monthly = spills_gdf.groupby('report_month')['report_delay'].mean().reset_index()\n", + "monthly['report_month'] = monthly['report_month'].dt.to_timestamp()\n", + "\n", + "# 2. Create ITS variables\n", + "monthly['time'] = (monthly['report_month'] - monthly['report_month'].min()).dt.days // 30\n", + "monthly['post_2021'] = (monthly['report_month'] >= pd.Timestamp('2021-01-01')).astype(int)\n", + "monthly['time_post'] = monthly['time'] * monthly['post_2021']\n", + "\n", + "# 3. Run the ITS model\n", + "its_model = smf.ols(\"report_delay ~ time + post_2021 + time_post\", data=monthly).fit()\n", + "print(its_model.summary())\n", + "\n", + "# 4. Predict and plot\n", + "monthly['predicted'] = its_model.predict(monthly)\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(monthly['report_month'], monthly['report_delay'], marker='o', label='Observed', alpha=0.6)\n", + "plt.plot(monthly['report_month'], monthly['predicted'], linestyle='--', color='red', label='Predicted (ITS)')\n", + "plt.axvline(x=pd.Timestamp('2021-01-01'), color='black', linestyle='--', label='Policy Change (2021)')\n", + "plt.title('Interrupted Time Series: Monthly Report Delay')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Mean Report Delay (Days)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "6ae433ec", + "metadata": {}, + "source": [ + "## ITS by Spill Type" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "bfd7557f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== ITS Model Summary for Historical Spills ===\n", + "\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: report_delay R-squared: 0.018\n", + "Model: OLS Adj. R-squared: -0.019\n", + "Method: Least Squares F-statistic: 0.4853\n", + "Date: Wed, 02 Jul 2025 Prob (F-statistic): 0.693\n", + "Time: 12:54:41 Log-Likelihood: -237.68\n", + "No. Observations: 84 AIC: 483.4\n", + "Df Residuals: 80 BIC: 493.1\n", + "Df Model: 3 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Intercept 3.6465 1.191 3.062 0.003 1.277 6.016\n", + "time -0.0298 0.044 -0.684 0.496 -0.117 0.057\n", + "post_2021 -1.7128 4.487 -0.382 0.704 -10.642 7.216\n", + "time_post 0.0578 0.078 0.740 0.462 -0.098 0.213\n", + "==============================================================================\n", + "Omnibus: 64.999 Durbin-Watson: 2.155\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 304.862\n", + "Skew: 2.539 Prob(JB): 6.31e-67\n", + "Kurtosis: 10.831 Cond. No. 625.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\n", + "=== ITS Model Summary for Recent Spills ===\n", + "\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: report_delay R-squared: 0.008\n", + "Model: OLS Adj. R-squared: -0.029\n", + "Method: Least Squares F-statistic: 0.2274\n", + "Date: Wed, 02 Jul 2025 Prob (F-statistic): 0.877\n", + "Time: 12:54:41 Log-Likelihood: -238.63\n", + "No. Observations: 84 AIC: 485.3\n", + "Df Residuals: 80 BIC: 495.0\n", + "Df Model: 3 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Intercept 1.6599 1.204 1.378 0.172 -0.737 4.056\n", + "time 0.0285 0.044 0.645 0.521 -0.059 0.116\n", + "post_2021 0.0436 4.538 0.010 0.992 -8.987 9.074\n", + "time_post -0.0125 0.079 -0.158 0.875 -0.170 0.145\n", + "==============================================================================\n", + "Omnibus: 118.520 Durbin-Watson: 2.217\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 2530.024\n", + "Skew: 4.795 Prob(JB): 0.00\n", + "Kurtosis: 28.118 Cond. No. 625.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import statsmodels.formula.api as smf\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Group by month and spill type\n", + "spills_gdf['report_month'] = spills_gdf['Initial Report Date'].dt.to_period('M')\n", + "monthly_by_type = spills_gdf.groupby(['report_month', 'spill_type'])['report_delay'].mean().reset_index()\n", + "monthly_by_type['report_month'] = monthly_by_type['report_month'].dt.to_timestamp()\n", + "\n", + "# ITS variables\n", + "monthly_by_type['time'] = (monthly_by_type['report_month'] - monthly_by_type['report_month'].min()).dt.days // 30\n", + "monthly_by_type['post_2021'] = (monthly_by_type['report_month'] >= pd.Timestamp('2021-01-01')).astype(int)\n", + "monthly_by_type['time_post'] = monthly_by_type['time'] * monthly_by_type['post_2021']\n", + "\n", + "# Run ITS models and print summaries\n", + "its_results_by_type = {}\n", + "for stype in monthly_by_type['spill_type'].unique():\n", + " df = monthly_by_type[monthly_by_type['spill_type'] == stype].copy()\n", + " model = smf.ols(\"report_delay ~ time + post_2021 + time_post\", data=df).fit()\n", + " df['predicted'] = model.predict(df)\n", + " its_results_by_type[stype] = (model, df)\n", + " \n", + " print(f\"\\n=== ITS Model Summary for {stype} Spills ===\\n\")\n", + " print(model.summary())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d790d469", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import statsmodels.formula.api as smf\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 1. Group by month and spill type\n", + "spills_gdf['report_month'] = spills_gdf['Initial Report Date'].dt.to_period('M')\n", + "monthly_by_type = spills_gdf.groupby(['report_month', 'spill_type'])['report_delay'].mean().reset_index()\n", + "monthly_by_type['report_month'] = monthly_by_type['report_month'].dt.to_timestamp()\n", + "\n", + "# 2. Create ITS variables\n", + "monthly_by_type['time'] = (monthly_by_type['report_month'] - monthly_by_type['report_month'].min()).dt.days // 30\n", + "monthly_by_type['post_2021'] = (monthly_by_type['report_month'] >= pd.Timestamp('2021-01-01')).astype(int)\n", + "monthly_by_type['time_post'] = monthly_by_type['time'] * monthly_by_type['post_2021']\n", + "\n", + "# 3. Run ITS models separately by spill type\n", + "its_results_by_type = {}\n", + "for stype in monthly_by_type['spill_type'].unique():\n", + " df = monthly_by_type[monthly_by_type['spill_type'] == stype].copy()\n", + " model = smf.ols(\"report_delay ~ time + post_2021 + time_post\", data=df).fit()\n", + " df['predicted'] = model.predict(df)\n", + " its_results_by_type[stype] = (model, df)\n", + "\n", + "# 4. Plot side-by-side\n", + "fig, axs = plt.subplots(2, 1, figsize=(12, 10), sharex=True)\n", + "\n", + "for ax, (stype, (model, df)) in zip(axs, its_results_by_type.items()):\n", + " ax.plot(df['report_month'], df['report_delay'], marker='o', label='Observed', alpha=0.6)\n", + " ax.plot(df['report_month'], df['predicted'], linestyle='--', color='red', label='Predicted (ITS)')\n", + " ax.axvline(x=pd.Timestamp('2021-01-01'), color='black', linestyle='--', label='Policy Change (2021)')\n", + " ax.set_title(f\"ITS Model for {stype} Spills\")\n", + " ax.set_ylabel(\"Mean Report Delay (Days)\")\n", + " ax.legend()\n", + " ax.grid(True)\n", + "\n", + "axs[1].set_xlabel(\"Month\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "efc4708c", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "610abfb4", + "metadata": {}, + "source": [ + "# Conclusion: Comparative Summary\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "546334b9", + "metadata": {}, + "outputs": [], + "source": [ + "def extract_regression_results(model, model_name):\n", + " coefs = model.params\n", + " ses = model.bse\n", + " pvals = model.pvalues\n", + "\n", + " df = pd.DataFrame({\n", + " 'Coefficient': coefs,\n", + " 'Std. Error': ses,\n", + " 'P-Value': pvals\n", + " })\n", + " df['Model'] = model_name\n", + " return df.reset_index().rename(columns={'index': 'Term'})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a09b247e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "Term", + "rawType": "object", + "type": "string" + }, + { + "name": "ITS (Monthly, All Spills)", + "rawType": "float64", + "type": "float" + }, + { + "name": "ITS (Monthly, Historical)", + "rawType": "float64", + "type": "float" + }, + { + "name": "ITS (Monthly, Recent)", + "rawType": "float64", + "type": "float" + }, + { + "name": "Negative Binomial", + "rawType": "float64", + "type": "float" + }, + { + "name": "OLS (Interaction)", + "rawType": "float64", + "type": "float" + } + ], + "ref": "6c82bb30-a5db-4b21-9109-e8b281128edb", + "rows": [ + [ + "C(Period)[T.Before 2020]", + null, + null, + null, + "-0.12", + null + ], + [ + "C(spill_type)[T.Recent]", + null, + null, + null, + "-0.371", + null + ], + [ + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020]", + null, + null, + null, + "-0.162", + null + ], + [ + "Intercept", + "2.207", + "3.646", + "1.66", + "1.303", + "1.66" + ], + [ + "post_2021", + "-0.312", + "-1.713", + "0.044", + null, + "0.044" + ], + [ + "time", + "0.017", + "-0.03", + "0.028", + null, + "0.028" + ], + [ + "time_post", + "0.003", + "0.058", + "-0.013", + null, + "-0.013" + ] + ], + "shape": { + "columns": 5, + "rows": 7 + } + }, + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ModelITS (Monthly, All Spills)ITS (Monthly, Historical)ITS (Monthly, Recent)Negative BinomialOLS (Interaction)
Term
C(Period)[T.Before 2020]NaNNaNNaN-0.120NaN
C(spill_type)[T.Recent]NaNNaNNaN-0.371NaN
C(spill_type)[T.Recent]:C(Period)[T.Before 2020]NaNNaNNaN-0.162NaN
Intercept2.2073.6461.6601.3031.660
post_2021-0.312-1.7130.044NaN0.044
time0.017-0.0300.028NaN0.028
time_post0.0030.058-0.013NaN-0.013
\n", + "
" + ], + "text/plain": [ + "Model ITS (Monthly, All Spills) \\\n", + "Term \n", + "C(Period)[T.Before 2020] NaN \n", + "C(spill_type)[T.Recent] NaN \n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] NaN \n", + "Intercept 2.207 \n", + "post_2021 -0.312 \n", + "time 0.017 \n", + "time_post 0.003 \n", + "\n", + "Model ITS (Monthly, Historical) \\\n", + "Term \n", + "C(Period)[T.Before 2020] NaN \n", + "C(spill_type)[T.Recent] NaN \n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] NaN \n", + "Intercept 3.646 \n", + "post_2021 -1.713 \n", + "time -0.030 \n", + "time_post 0.058 \n", + "\n", + "Model ITS (Monthly, Recent) \\\n", + "Term \n", + "C(Period)[T.Before 2020] NaN \n", + "C(spill_type)[T.Recent] NaN \n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] NaN \n", + "Intercept 1.660 \n", + "post_2021 0.044 \n", + "time 0.028 \n", + "time_post -0.013 \n", + "\n", + "Model Negative Binomial \\\n", + "Term \n", + "C(Period)[T.Before 2020] -0.120 \n", + "C(spill_type)[T.Recent] -0.371 \n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] -0.162 \n", + "Intercept 1.303 \n", + "post_2021 NaN \n", + "time NaN \n", + "time_post NaN \n", + "\n", + "Model OLS (Interaction) \n", + "Term \n", + "C(Period)[T.Before 2020] NaN \n", + "C(spill_type)[T.Recent] NaN \n", + "C(spill_type)[T.Recent]:C(Period)[T.Before 2020] NaN \n", + "Intercept 1.660 \n", + "post_2021 0.044 \n", + "time 0.028 \n", + "time_post -0.013 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Collect regression summaries\n", + "results_frames = []\n", + "\n", + "# Add your models — use your actual variable names\n", + "results_frames.append(extract_regression_results(model, 'OLS (Interaction)'))\n", + "results_frames.append(extract_regression_results(nb_model, 'Negative Binomial'))\n", + "results_frames.append(extract_regression_results(its_model, 'ITS (Monthly, All Spills)'))\n", + "\n", + "\n", + "# ITS by spill type (e.g., 'Historical', 'Recent')\n", + "for spill_type, (model, df) in its_results_by_type.items():\n", + " label = f\"ITS (Monthly, {spill_type})\"\n", + " results_frames.append(extract_regression_results(model, label))\n", + "\n", + "# Combine all\n", + "regression_summary_table = pd.concat(results_frames, ignore_index=True)\n", + "\n", + "# Pivot just the coefficients for display\n", + "regression_coef_table = regression_summary_table.pivot_table(\n", + " index='Term',\n", + " columns='Model',\n", + " values='Coefficient',\n", + " aggfunc='first'\n", + ").round(3)\n", + "\n", + "regression_coef_table\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "spatial_env2", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}