From f29607cc902218e04154a380a6c7ff18065c57e5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Gr=C3=A9goire=20MUREAU?= Date: Thu, 14 Aug 2025 19:44:24 +0200 Subject: [PATCH] technical note finished + graphs added --- docs/backbones_performances_comparison.png | Bin 0 -> 24123 bytes docs/best_model_confusion_matrix.png | Bin 0 -> 76897 bytes docs/fpn_vs_unet.png | Bin 0 -> 20760 bytes docs/fpn_vs_unet_data_augmentation.png | Bin 0 -> 36456 bytes docs/fpn_vs_unet_fine_tune.png | Bin 0 -> 30142 bytes docs/performances_comparison.png | Bin 0 -> 124184 bytes docs/repartition_classes_jeu_données_val.png | Bin 0 -> 68961 bytes docs/technical_note.md | 82 +++++++++++++------ 8 files changed, 56 insertions(+), 26 deletions(-) create mode 100644 docs/backbones_performances_comparison.png create mode 100644 docs/best_model_confusion_matrix.png create mode 100644 docs/fpn_vs_unet.png create mode 100644 docs/fpn_vs_unet_data_augmentation.png create mode 100644 docs/fpn_vs_unet_fine_tune.png create mode 100644 docs/performances_comparison.png create mode 100644 docs/repartition_classes_jeu_données_val.png diff --git a/docs/backbones_performances_comparison.png b/docs/backbones_performances_comparison.png new file mode 100644 index 0000000000000000000000000000000000000000..df1be462edf16094d1d78e636f9f7c74c11d867f GIT binary patch literal 24123 zcmY&<1yoes_cq{2C@Co2Dbn2xQX(xPAk6>+(lB(6lr#zgLnBB@ceiwk(kb224c{H( z{r|qTX3ZkbJ@=lS&wlp4A!;h}IQPizp`f7PC_IySfr5gzjDmv7hKUaRCG0et76k<# zML|aDr5oyYBhD~Im;3x=BPaMZ?ESo#3mx=L`%8nftpg~(;Y@%>?#B%H5 zlAZYU5iF~VZi*T!i?Rp1xlP@0hpx@0T+gLM-HsipsQQXsi#6{e+_S4)tIducpc3H! z&nJNtRd|_Kx;RKS-4bM4jQOqw4B7^N*3<^cq_=^VqqS-dv+6M4`C+~TM_|>EO$$hk zUODxHRun5RmEQVM94M%LRQk6e9DzUV)K5~nwP7C46(-w5%ektts<**}Mo07a6GNY# zlhji>puiCJUnn_( zV%4hj@*cQ6UwN7TO`(9muy&C@x@~hFZl70z$rlS2rZ@;{i=RxvdfD@F(;EIl)(9Vs zY~O!4-$3Ws?)XB9EUe`StD81W!l{zw{~iW-s>i_LAK#Nj-Vyku+k#A^fP+57?4~V# z%Bdj#_h2l-sD*Ky?idPr3r48P+d9&u+*GWr%sr2W%SWw05rr24!&#X_uxb6xf z&xy-EzyiMG!%fh7AN~zye{Y)0i#o}KhQq9eqg9%UE65r74h9Yr4fuSHof078w}KG`5|v{`Fg(skviu{G{1 z60cTz`o*hW*M)sXFvKO1#p$L~bR537=#{3D=KU|R0n)wY%7I^(0sg@Jut3%_1; z=i=9J!qVLYEHHQ?NrG1t8} zX19T`9i%ZYM++8qDZVLoKG88q=*pu?p@#O)xgd6boIogXr2VXQN4`2O)QcLXd1J{h z?0b2PMhQ3dWXDkyO!7f9KifSuIsX0i#X7B?JEkrT=(MHmHq_v^yc*aQQ)8}?$yzMp~Qmy=HYwx(OOz;Tj|$9Z?lw{o%?jIfFXk(LFOW+u2Ep!M9>@drS~2 z?DQ_3j;OkI) zJ2MMQOr&NcUbgGK#xt`nrB{PqL6*bxx>cjX$%S{W8*nCEDLLgh2@+5Mr4jnEzRx6R z!RZ{9N+-lonA>lkYq{L|Ra&E9a59<@b=b$OcKfAsN>Y{Q)lS=2(v|7B@&z~7Cv|6C z4Fm=Grj7?|$*y4S$jC=`mLxiG$HT5L=V^9Ff1#gm6mY`=BJQ77{*WfMRqC5FO6c^v zs8=>^dh6B;vh;KqRY-B%Otm9k!7(%M!x@Z!5l$<**6%{q8pLeh-W;}%9~a3X(G3fr z?<=hIYzyby8d1+`%3wPc+U-pi;VntVGs2p_S9{^uL%#LYrz+~&pVUS*6nh4PNf0+~ zyudrc`)ifb?pMCml@Fd&a%19OpAKKw)hZIt4+%+ssr2%vR<-xZwAf|L9(fcTtlTlm z-O95Nt1I#LfyM-#l>yekunP}nm+=taYT%Mjmo*FZ3B{1n^5wWr^=U^~7-z89?j-J= zB?avtx9#DI6_bZz+c}1-i$a64#CY!R**mi0zVUifFJk=FU7H%Y_2tnQ$3w6#gK6zF za>|y-$9KjZUC%{tM%gZC?aCu%!ML@ZEibWtnWN;KQkYY>v4M6!_w;A*LOCYKHt>w9 z`sGf>b4e&fCGYg{u%V}X z8{dm|EP?+D)Seh2h8an}G>IbNN?XC+O!Cpa1a*hVQPyYr(Zq+l2(I##ZRXWh)>STh z>MU<%^4Ws}5Auh7TyE!Oi!te0b_tKDwAC198_FYio;{2A>z6j%wE0yw*3j)hu_gJ- z9Sy79ZctkST$$2rf1^rnCGg&ksIuwVMyc&ry;WmE{|!ig;!GHBqhb?vn}oq;8Bv70 z7)IH(or6t=50UV44c`?53#VXmaO{8pOWIQ03eVaJ`ovbTq1VJ)obggU4DnINe$IQ* zrTMCD#~&kYa_VF+hB6J)Awyg5TE7_j97dCN7Pn5A`$pg25vbK_zHh?$I~(uukGxOOB2R)R zDA6h1l6PzE6U4S`cG@seE-`Aaae4>2<} zV!>AS3RjY*SYB%q3@1D3Pbfe2Ynf!PaIX(QlLs`bD?T9(TqoCk6;hWdJky<%Ts*nb z>goMl2CsX{(yZs(d?Y*NcI3+z&mcw(&vHJB4eJV9ggJ=4aAk6w$D1zD7rWJtI&O?W zaQ9W<4`bj>n4U+qOREUZsuw|Smlj(&BgkF!4)j<>@Pappx3&qrw6m|_8>w#Vx-P0`}m?pRHj;+Ad=ivZCqDRXMIjAigzdm#}IEMP05SQ8ZIk8#jQrR zvIs9j{8$L+34ifEY7pxBu)XSLcQ&%4Xk3Ls+~=k&WNvY-Wb@)({kHsy*zO}Q@$XTG z)4mR$E3H-Oui4Pdne^-8D7&(s`NTJrhlst}BUuk9E-Qre2ob1Ek-OOL>Un*?6|FsB zqPBh8i9I+T{)>$FFjdb#|J+C6BD2u9dV9*LkH$MXzNZR(M}BOBl&&3Pq`cEU}lkAzO?5@5xg;kypYSu&?U%ITLL&ehDyh43dZln7@w1l`pgcT#vp#x3|0$%@!|3a0Y?Hzg#w>a zB@V?F{H2K~h_o)EfkmZi#Zh6+I^k=9_HZcmthvM(ZqMgwCj|m?%ptYXxN=wfG&~p! zzKBoW6GNA{uBCNs?8Yw=4LsexvV#!sgn zNk|yD6n+uDwcOL|^M5=LtVWTT&Z8uFLtJ7p&YWu!GNJ z_R`eN=LwIcR8txc@45!%xXrb_7eTzR#wQ<|$ANVK95y(mO3n9Pvh4R|z+=YxHq|sC zvlhiGKY=HHndr!mV zEV*;%KyrD0r+IR0$xQ2oq#o%j55Z@_0gt78|L4rp0FZ?!) zJJW@}T_YGv(WvH=g_YL0O9{#I!Pn>~?3W}C%@I>krtK0CqnZ0V`{>z}&ESL+&x5bq zFO~2(DuP`~8`w$8`|;p-tguv$+OeEpmIIHMrr-I9EC-9jX34jw8kSDJSQp(g^K)G8 z5O2zzV25Kg8XI0I@>g9$jih~i@I*yVuvX}>uSUJEPkLysrcBL?>MO`EE)9FJT#oyO z1_x67$FI=0Ci^E!&pJRnmrao`FzgQ`d0K>4jP(#wm#yQYNtoeaFzz|#ub0j|Ah(Ph zUipohl5AY+C8e-}L&HsoS3>k$cf_Qh%N5!2Hm5Aj?NY-c9)1112qG!6)IQc-dZB6l zBBj?oh2Dw!VDOtlhH~l5ghJ4gQ^#aq6A!B)2dCp$<*dwz`Shde%9D|3%tHBit zJCi}qtB~llsV>8CzsxP)d;&b`n?A2@YKzSBhV9q7TOtJ6F{nxXCy=n_dVnPO!v&ml z?j0uA21zD$yXAm=NSRlyc_4GIV3r*|)`S8-QEjp%h(_Os?eu@1=T@ve$KQuOI=3XF za(rEQqH|zyt*Z0g>A}(mieJ%wTk*<6b`|3SHxtcbs=3SuQv%tvc0A2x-^O07`TJa& z;`=Dpn0F{C^#+VHP9=_;4AXF>&;PU(9?Z806yWc0@8O01&xrohRCv@F+Gnji|i_$M`@rAfoD!x9N*i@II zdgB#Cv#vq40PS>jp!byATodC=K%B^WxX72yZ$XT)rx(;wzJ@85*m<^H#N}0mb+v2L z!3B}YEae)Qf;`_9r;WX^1YoQ~6-M{_xEF+0TCZN7Lc(0IPPikCv3PW-GL+@N?{x<` zlf=>7aenJ#0%`%E#dCebHU(JCOi!YQRveN;dZ2f;ij+3O9op_Qz} z>atn-umjXi+KSW9E@I3`O)k?mJg!YhgDNCCy@uhI{ZH;mrK#ogNmL5Qb~OzMRIO~S z9u1Wpoe$$VYw649(vM1$?mEnjq4#lhC_U0(VsX`~J~=d_6|4*_dzy~DY<96bY)3m# z+_RRtra$(mig?rfRB5Q!IN5TNCp4^u0ZC9W==VH=>pW;Vvc4VolJ&39ZYcmt^|XiX zl~4YX7s?DYNwQ$jD}Xy_x)<``FMaWc#4z#zDqq#0$}FHz@Am^sTFFAw;}VJfvJg+v z9J}xDvuGfT`(73B1^)*>o2(x^9@rp0SSN}D8Xa&gO1{kBBELljYh7`g@T)F#@eWQ( z!>Iw3i?>P{_dHw_Jn$dQ@DBVK3wyaS{@dGL7RKNP9(_jH92xMye0Gb1j&uYv6 zj|hVMognE3d>{o-IStqUJ0^G(%VGdFD&Nw-omL|)!Q1z}1R!JRG1qS<-`U2!r{khT zd(A6OIrzrxAy9aIiDr=kD4XXXp3@=LJa&CR9!NRRFwz8z$!5I!w<$m^NrTN~j2Zx` zM8)T1h5QeFf#kZDqwxa1=meVm56|-QJ@`kHAwzIOXr__~a7?AZ7Hf|6a!Y4caJ}Fs z3M45+@&umm-TVyqT)W<|4Y=*5jFABG(PYKz9G@6=hJg_=WKD z>o~3;V_JeA^yzTJMv0hCV9gI&wNF;oAusb(Za*51CQBRm8>DuW1st4a@@+p&N2jj~ zGdnlMxe|NdNht^|5iGJYvnR!jT_@9})9fAQbsnKzi~bV7^{upwo++Jx(rMV!856rO z5B+j@{iQlmp61FlYtcimQw}PN6><)aL-_uq4@nSypxAc+s-j96`L2*d?)#Iu>I6Kx zZ7r5}9W#GX*!;~Jv$2pkb1q!_)8l0Oso|N7ry3+UcbW4Tx% zMN*rE1vr;Q&Tkk(m`UXqEv_M#smG9hSy83H^+8&qa85%M5D!128VrMUR;T!J1tN(* zBo$Gs{sK@ydKsX1t*Wi88oqqK$?~C_GxcT4pnQ2FaBzbM`tv1jf??RV z1n~3l|1+lwq=p8iLx-1_35GRPj&qp>+S3okS7Qse;^ z&t;5OSFcP`(s3#e=B2uJNYu;Ae>V0k@3|^YQ4YmHD`*l;keU|G-EQ`(Z-bUuxCo160KOTuK z(;~X;U&rAeNBxZc;UoAr!eM&LjrwQz{`fTCTd;ok5w5#__AAj6y>mm7-Ht)1(zSggmP5FtmLbxEJxJuT{8Z9;{2Y&MuF{6bl~Um$+?>$jll0s+Rs3-| zBUfLPxVcsBYk)D$6+yKsvVVU*g^@Z{kC$zs$w*^C2zLO2s07Cc{^*#-I)fYW%WUV> z$AP=pHy`S+-krhLqyo^BaT=32g6HgB#7Yh) z0mQjBl2E4DiQE6C4KW*bqy+IVl4RIj2>D@4^*!jxX_t5^3ssbmkQ2brYYJiBB{ zW7Zu5#*;#a6eq+4*quAYUJHo&xxSjG3YgC#o+APB#%|2PzevD{Hm0`|?kQ2Rn(W@{ zwJ|8184ujF8yVNa)zGq^ftCNnw*F{8{u9=NA=SnNcke$v7szA?W6=xLhdJb-rNk?Wct>U4q(*N@~p!0x9B(jX8 zhJTDv-Y>SBtzD=BYDvY2?V^UqJisRZebT8w_b44j1ziVUAEGOXPrt6pDIFIeM0<@X zLb(0rB}m2(MD%AhlT!LHt!rQ3RtoP`#0XB2nZZvbcion4Vdw~RL1sr1Iw$By`Mb{M zzmLHe0CpN+gLNl`$;QP8f&J5DpO0d^kok9Oqffwn5455ruLokfh>OJmO4tRv8-fUV z!?H-H#*4-y|8FH2REAt?E%o(p!UBU>Wx>6GbG{4!XGjkoFD`1mni`AT)3d+Pw(5TJ zZQ#Z4yaDKU{yIU(x^Oi~$b_E;O@mQwJz7;W#+Y0~{C8}CI}$`!3+>+w^A2?od_g5h zV1+*oPTp!4Eu=LBO2i1>9KAlVP9BXP+7U=QX$i;7)%hD#5zx+eUbGa;-a( znMeHkM(;_J(TItyN+TS_*CQnM^amR++|(~#M;7Sllrz)dkjWXb1Sf|tgby7G_MYpm zh@D7L1$3ng5|D&|9jSV3NJBoc#>atqS`@#e5fK9Z#}0omuYI5L;1j3w&kuF+w?BJ) z4-0I%dP;g8M8p0*3y@qB9-#^qkG^>`>;edis%4w2#DTJ8VkfYq;oAN(-8&!dxH#|40GWzbJkA-cfl_5>VU^`j4_UN{L zNtAe|D&>CEA<1R?;Up)FtnoiX+Eg_v8M?-JqVMZbrUnurSl@`Yo2;}?b3U2$GD|k9 zU;7kh*qw7KGFRoj=pl3p#s4Wu{5B>nVstVm{OZCvTO+7DlagkIWkq!VK9A`XL^P8|OH7A@7nQq#C!Va|+7)<%Om!2k6}Q^lNih!{^K} zypvIh&6$Vsl1F-yE1n-SGObeF(=~+2Ck@Ht2E>vb#I`ATI%h2|+|+}Ap|l9BDZ!Gr zpZ>7+c{XbBSJwGpu!sxOf(Ua|blq#Zt7d}byiFRUv4^L-4z(-rA&8Tg&ifZz)L{qj zb1PlMDVMFa-CGW?MAuMR&cr0ia)4Ce~rCqWPVwdLvU)wl4e$uV;k-?L$8O?tvJwE#Y1LZ-hOA=b7<%7LvqdYIVImJ`B~o z{lCz2M2BLSrA4p;#cVn4rNDW_4(mSutRfT;l_Bj?{V8m1-Hom(9+%;?AA)F2OxCj$ zDf-Smibgp#|Jf-;;ZR+q`5a+7B}3W-J_xFqO~`9v7v_t;?NK>+>f;hsSMBmd5lV6H zxpd$bMS12sm#AC*^E-X*JbT&d$C`rKes9xR4Ik=(M$=^Bz_a{d)+|fFiT-rjav#Ih zDLNAA5V<zxKp4(%@M?r7_-urd&{G>s_l`1y9;IDq+;~Hv*V*1G(F0$qeVlAFDi{z?2~?{GN=Ags zQ+CvChd(OKeBQe`bF|u_TFrQCmt;e`D=3C97JV>P>sQ2$S5i=JMQsL;ecLUDy}e&o`}b~ut>yY2}nN09fBtvnaa;mH>F)p zFu0)=k8D_YsLOBmi$_gMi^Wh-==q@eWxHww#eXEiJvj5+N(l6kP}r?aa$3dQq{`?Q zuD`lJdCx!sW=1vr*SHnx1Xe_R0RHF>n_Bi@CZ`&Dih&*F+`_{(*y=1QEL)_4>`fn@MK4yCB1 zvQjxHq$L4!p;L@W;Q>7wJ>mL#w3CADNnd1g>ki2WMkabIZgkXm>#Yih6YRm_*)jby zeA$C|`CP$qtHT=c8ZGx^SNn~1jzvP$)d;e)E`{h@JR0bowoCl0M_X?O7vgF+GnN5+ zsQ1dqm^Z0^-4id={*B_@B|7vRNSm+F9x$PqG59?(CjIe2b^4eIHEjHj?1kn_!pwB(h3s8+GGPq_%7UArq+7(ITo#v_Brg}@Ul_hsiK5>XoPQ)VBJsPO3AwYP zZd-D{>^k0#U7Kb;fYY6)2tdh5pe%*C#{nmS)wdcwoRxxA}q(!Y?L@#$~O43<2u18 zcyA%mbOe8MQ#5{V>=UkrGD^w=5Pb35L!eW97%7+{k4-Ka9Jbh|UIUgf-bHX&g@^OUjrv*@_#Y>k&ksr_4V!*NKpFxnP^7 zyij7Z>A;Towxv%x*}b5><-nTQn0|#P0=4X#`XTLX^^l_y)JQC=eC9z-z|vLfc>y8X z^oa+9OQ~)5mobA~{mP5JghftSpn;i-ikgDTzb=DN6F~ducsEF^YM2(!`-5x4MgTAS zvK1#%#y{w3B4mwbKtau&luWtxCCj@ z2Uav-Hl%C4r}U#K()Dtw;Z(TpUK$xoDTdVzu{ufml5Axbm}vPxr4s#M7y=7@O7Po7 z;i;f0ii3&k!Lbo#Mn!3dKY!%GkH-CNAe?A6xbA|dp3^6RTh+UILjDUMqHi0wJ=F6M z{9mXm-k7KN6Z{LR_;3aMgb)1!!3`Qox-L7lUm1NRVtP(}wc8t%5=>?I+Hr7$tW;Lt;1nUn6>lAxs#~m zt32uKbFtXGtd$oYY@p?{$h(;VO3{9{se}PfM(DV>P&ENbt;+xis2T_y1^jl}P>CMr zWhs;;r9*cX!f%zxF%ftf!LT%B(nIFr47uMwC6Ad$^}jX!zo&v&jU>ZG6onmFabIr*MmH83Tz$X@?w zm)C88x$Bwd%sS&=nhV&FkS3imozU;K==)<*M&N?l^`FGa-1XAb+06|m{RYA-@X!-y zS{l(m$gNijrAc0x==~!`Cbcy67wge>a}Jl9gNPls8#j}U^`HLR1UJizJxgKZJQ40} z?JywO{82u<2`e`pnf9}gc%>qidoQ(lf6$r9eV}XKmHhv3;h)>c(E-@oNnob3A94mZ z0-E`599P@4zts%;0Ve$;hri!kPtaUm;oyzgW=N~3>*cql37LwKC-a~3awcU1>;qs1 zp?*{U*dI+0mwy9mVE~pmrQ>D;>}c3&aSgZK=dq5)px1xT3LrpCRK#O62=j2fw8Y6P zMzw!fH~kZ6#w_nAyQ@UR6Qp(W!BcV1t9I^>0~M1!dTZf5(MJa3#Rb>{O*0Qar~E}Z zFs5jcO2gCtSWPU+RH zb}mYM#Ac}t8(slK^}{q$k91e!ykvCzgv}bn8wfqjK=X*ARYo&~4;AN=1Af(5!(HJ$ z*@Y9kxSRTUvG#XQ+c96B!dPwOABrpktwsu!CPAQC<+~EdEU(Rs9^X`fnU#PU8|F6{ z=Xe}k0r)gmvQgbTL9f@lRTxxux`#2e26c@bS)aEaJbsC+8FC1zbWYzz^v`A%K6L&1 znx)zcG&TW?FglNY5+=t;Id0avbc|0Qm9ds2bSwk1D{)0+$CKO&m5o&<^B(@PyR9o_ z($7cxCV6{2O?4}9vNF>d^(ooq`IjkV2-pai?!F;YX;XF*5Gmwz9?PEhBy)5aER@gK zdZ?s@PCRg6zP~XTY~7KYfJe&xPQy;cgpXWqaB{1Ff3HOdM>n8b-mw09|Mre&CXnU0 zsL%p&&)pKEiT*R!P{K2f{tvgKVeuT(n9!@9&}q73*>o7vQGJXLmw_pUQBDUc-3l9r zK+%vtU zvjh;m(86BBoA&YXHmqCtt^MVa>+PaE_2r@Y+(WZUOrK(U=XtsEoghzZA7ph-y)QDeQBey^0zKbcSj1? z?Z)#Q3I?hOo=)qML9rGH`YJzOJli8U6G4m49D|eDm%pCX{|+f7`V{lg0;W6AcKyOo zusj-}%J*{#`_G+_}_WnWnFR5Xi*MY-d;MLWD}bszcf8#U1gJRu`=>h4v;oDp z)K#7wb!UNIb-+l^znbzHSR||^0JFt1IeK~O9Z-M$u4DjAwQqFT(E|zl)i-cm;kB`z zu?7THQD{{;_UK=RM<)FWWH0}u`NKCLK&Bfb13Pw@>(E+UPDL_8@S&H2+3#n8GZ7BI z)Q|BrtO^6`{LYPCD&ss+iwBkU5B0^MDefryje3fM;)mMV1)U0<$ZHa4QTYMm`E8co z1c1LkHby3w!8%>iA#|XkG7wPygF{dWSOihobsoFkKC55E%zgC(>j>6ux$td7ddLCC zU4X4s9h&;D+I$&|A~9bWS@x}h8qK3~Gx$SqY%*9i*z5n0%d0?u{Mu4XVcc6J%VX96 zlo>>$W)A&qUH4Hrjkd1-z2;H)k8a!Iq!A!oh&6Xl^5Bs{1OSfncaF;?gY$?!F&nj! zP0K$nJ4!)86;D$JT0JgEBIzIOV2P3`tlTPBeC2g@_OtTh1yrl5_rJ`Y%K}`YS+T^L z<5FOsA#J<1ItbJ(?+V;+J`$&jQEQF-UnfTg%jiL2K|WGka1Nx?h%CN$j`}qOuXxpP zzcrD`_elJ9J}T`phx|6zwIJ$cI_F?$}ZoI;|rCJ|EpOR;l;aPR77FZFT|vR5~N1RDVS{U#4$RRGcgXN;`J zPfiWHXT$^+VsPPUN7c03h=}H;CQ}Y8F&xxCvHD!GN|&DGa~L_5*7NLCoszVz6eGYok$4Q9E{8VIIg>vGF2xr$WB?X=Up`*^E; zLF4am(NY3RY<%=-n3noc-lk?+OPLirxz*TXA};$~&Ja~p>c})Q?ze~DciT?e9~&+; zI8mjojn!NZiB~x&dcACR)nNb_d>OQI`$&gC8@kPo)h3DqTwh#RkYxxqlKqtd24ai+ zAd#ep6V}r_X;Bc5-`G$DKOw|P55r!18USs-eHVypPw!7kVobI0tAgOw_ifZ`VX`9UqLV{B><~B#H|5-R!VFgG_ST@eK0agfaJFfB$sP6K$+{3t;fl zzk!mkW72P@!d4rz=i@n0u0On}CBV$h2bgDPBqh92Rn_Uchd#wKO$8KM@M>XyQK5mF7*C)%|tgO?;NuC z4aIcO_epKuy!wZykbONcb;gf8!OP0e0Az^%oEe;2{=OE~;dX^_`+BvY{-gU1*bW&8 z)LhZZR6*tnV2LTV4b@s3?*IX_h0hj6InpZZstq+~2SBJIC-^3b@qt%`=N=sm?GPjC zKQ7>RB;mS?b}*8SQY)tXEM}Deh@^H@k964n0bw;Ln!nFFm&LhAd5p~x68JTljkkFl zU%O54+FWfuGjYP~e(^W7CQ!nqBw-{KSKDkFeVPnNG`?h$;!a~nF`5vsI{uGXSBe1- zA^I#?GpmrgG{Qt;j8)2NLo<4(>WzagFhFV1PH8^;yD7ew3PjoYdOf3;m z-YjM})!&Wr;SLXgoHn{RR|i>i_JPM(eU13-(1~5xfE}p__eE;Z_Waj%#79*H1U`(9 z22|HU6REr!Tm6n;m^M8c*)0F265<6tnh3AecLa|tNRAE(FJ62^^6>*V1ZrJEy(Qbv z$YQe(`o|C-gZzl{I8h^ZFHQ>C6fs|ZtNwvN9HqL@4Z9(C1_$=3SMBP#St5h4G});{ zisEa05@_O|SPh=U`mQZ`Ud6wwhhRcGW(LgI^DxCd#|jaTY)jlvu`6Q7v+DM4n)~A= zf4^xIX{d{rbF|&*nOyaN`a$?PU-gN6>#uhJsr;P)uUXOH3*(a*f3}|gs~?6f&@PC+ zlw1PE_Lvs{b%!{s$96L`1|ho}S))2@r9d1^@KZ`-Mb#h33Du2oX7sx>8W%G|7J6VU zw7bMnk+|;KiDk}fZy^@4#6yd(YLam5halNb=lA+}^nvy{7{sKQzVKXNGKf(hG=;e! zG2tSXatGNCRCE7(Jpy|U3C{MemKOc?)2FW@T#MTG7o)rQceA62o6|!@pxUlfJW9dD z2VP0BJs7wWZd_b*8E(2SqW7k|y-4GnAN#}itDfuQYU9>Xtok5_&}l{&&-T3>kc3Er zAYOfRTp2I~0q_z3Wg2|=Hv%NpCEUyAb5epQvX>fMZuu**9=3n&He7={QfkK>$v*cr z%^gV!))EBRaj_pRczr4+{UyunH7L`S!aH8_#%hwH^M)<5`gaZZ?lQt5n-r=d3s5|V z7IqwUZkX0r%w*`Co$pWX%2XmdBL6rdtVXQ~Grm;}GlJe6-Nd?3I2oXyAJv(8h)wG`Sfw zhKa@maQ0%(&LkxL*LVvx}$?2kY>YG-A9Nw+uNnGYb*@_b! zQ1bwk;w5ypP|u|dNEzi+M~xr1>IZta*pgSswL5j3Bx7_#GW*=B@y)Yzf}O9~D!Aoo zz6|U~QWMP-+sk=IL`cNPYcT|y#VcE39Gj=(=t&UDI&tm`O*}AfN30&Iy4NAlqg z7OxA}bMmC^hY{I-s)#?|Twn_OoxHhrPt=FsE9o+T1MV)hYEQj03w$rNA6P>gO zw>mk>eU7Bre(b?qr=EMh4(PZCw(I2%5n(UR*?5U7Z%9+jmiLZDc)4+|`>-@E?vwnY z1yv;^eNeqGFf6ee=x98o?XT;2q@5<5B({Al`tD z=$OJUS49XI8G!~Wz_kK!Zm`br2H3l@LL&5i_I>F=dci23ZW)b<1o|w ztxkfNxf&A#afN?qi`1Rbj6--+abV97@ybcCnc^6iRibJ5(vGiYz&`%E5(NF6fJzsd zw$gsbHv_~wnq&`AiO=PthAWC2n2-W5rU(h-ZZ-4u00sy%q8!69o*oQrKip@=V7jea zex25KCtzH3`Ix;cQMm%HBCypdkhn$)^&5=hif}+LiV3z&Go`?z^z`?+(o7g|6Ed!A zBf&HRM@WUrC?%i_!m+Ap_W!X%A^=4roTS~>Z|B04u+J#8*`H*-U@b=JP=zI5k$Knv z(m%w*_j2pzoc5Cp)G@!rHsdbA-r_MJ%9Xwd>{G+X!?LfFOmz;Ieso&Uu1ZLP2e*`U zOh_vx++a41k}7OO zPp?#CQk_53Q%a(A_uY20 z{68-IkqJnitXX=*UxAYYg7ww{53-T%B$3D+SUmhX<)MD0o8LL#4~fT6?tq4sTQ zUD~J33brZkEx=SlpOSXhe(3no9*{m zU(1^&%)!S@JV-E0RS}`TyrVLS7m`78=w(mNAmW)kxM5*0hv%UvF9UuI=*B zUTOHh67wDS7WDE3GV7OtJVcf!+d}_ui0}7vgvW!mf|GsE+M9LP?4l0s7Ttk{8Y#(d zgrB{o`2RDTG-!>OFz0UMn=+k=%0vs{lj6`!;?m~GF6?)EsbL&G@clXrUDrEiX_zll z{Em?I1`>MT``yG6NH$y!p!fKb_<&j68KY$3_IY|J_=>2ngzex>~}dRpLrLAS~kbjq5(E#NT9?v1U@@D#8#Igp3&GCz-I_K_->@rfd^_5hZ0VPfq~ z8w-(sECskHBQQwVkVOf}=VE;M%H^9PaFGZoEANlS9>co1pOnTo=kh=^NA2+i10mVm z96p2$C@qAs93%e&;8@T``CUp7Kb{7A)rEfHM;-_8(N+%sB}}qL`@0QsS0kIK0`b=aR=r#Id{od{!W4ZF;QR^6qw>^x0z9;iO8GMPQm%ViMhMXPmtQ^J1-^4EOs`&%A-o;03(i z{q|K*TF(>E{|%PKy)55XkSC9&KGUa@9(;2SAp+n%izIyE>BK2WU-Gul3HoPgD8aCp z(pQlJpUqy{V#BoFPYHf=vPN$~1*M%{#5mUAg_B#alX4~#8RQ`7Taeye=eSqEH{_*&(k>ytdL4SrE90Mb{mvUM>x^@_M=Bo#>(1 zD6%vWxNE<@M^2?nJV0guxIv%uFXccAt){;sQR$?X`IS_;duwp~6c-8HbA^GcUU<^+ zpxa8*N`iE0IeN|0pewb7`u3}+A^+eNJutL3IPH2p|8q12Z}NNSduLy2fmuts@?%}6 z`P*x)t0Cy^M@gL{U?fq^7_D5(+r_D@yts-OS( zQ1)9$257*4_wU8=A?^O}d%-S$R6s~elkw*wX?)-!5TEA%_2B@aFv2}5*@GJlt{+?d z2RDHqSmglr@~eo_ra+iq!QZY4&@7aMKNnfP@bSII$Y%R9>72ldiX1oQl1BRo>ps4| zA&n#fC_8#!7V@|olkpF`nEndHx)F^xdj~nCriO-=Dfy!BGpCf`^S|Cziad=#>;r&W z;bKS2tUrnwf64wgV1t`M%h9Kb&;L=wNQT7=l%KQ7>>4?(7hgz?qyo&bZ~q8F)Iu|t*v zU+)=~bBsek`@W51cUM>0s}EGy#J6uDOMKxkxU%W*aMeBc5-G>h0~!iZLdRXf$=Skj z69y0cNsg&hO&H{sgsNj4K#zvbM27#Zc7XF7Nz<_N@&@Zk>c*YG>Ha7M_|{~i z$;s|*)VendU5(y?_B|iDeeo2;qzYz#2lmJ8=Co3SLX|&i#C*;;!v~qKM&o5z8GrOJ z0Bu=n8q2f(9$I5n0{cv2iw=?TwvYWd!p8jGqnIBdZ7>vOBwm=%F3QO?!z50 zI9vqW!x*BD`z*d4E~M=AJU6VV{2A4|5jG+=sU(x{^@JVI!aWGr^-UfuS%l)&W;=Vh zI=DZ-YMZ~%Esm2dkUh{3BEA0*l%`C_9@me{a_suCHEnZ^`vZ*v}aUT(lP`kkO9tz^Q=xqKhr2FwLxN zzM4GVxRxil0OzuY8E5BW?^Hm1<|Dxnd1Ujo!}U=^Z*MVcX0pwVp5nIkQfV_rCWEi0 zw}Jo3((8bhhL=o}nk#j)VFZ^FrBMPRRIZ|&Y8(>tJZr3d*&9Z(=1P$IXOgYrQGHbD zR@S;+sU2+gLpe9wd;Q0l?mKJg-1{$33?Dhu+&5d0Hx+vSMRh2Pv?2Oc(w2aY)H|Cl zVT?l&TjA6vYY%sWn{H6T^S7g212Q`jP*h3Qwo}FuPYrAA&kdzEKPoNV?G!#F`qu2S zFy}p1+27bX$?SHJp)_43Nfn?~=2JB@)i-~`a<8ceX0d(2I!$7BIM>OIL1A$Q5M+xrCx z%{zrpUBex^w9z*{&l`;f6R=5}^eNm|`JT4a!wBgoJtZJS+^GZ^{?;D!b|tM z_*d0?pS12PWjafogD} z8_^oO`CFg!6}#s9=0)v2%bW)=53Yr|@bFr!joJajiKtQu^j>50vSer5Cmd(R+(3Ox zF7#O}!@=Z{i2A;z%HtKxxkpw_ava}T910}FFf$VZ-DB8T=y8mm3OLkxMyy=*=+ZK? zRx*Y#2*R8e+fKcM6e_SFYgQBxVotC5X89{+tA5`hU<~mUFu1iI8dsSU?qpc)=C>G# zec6UlU$DLL_0lS24fXkf+$v?Cy~fgcOn4v!9pdMb*dNAbUlU1DqAD172QN)UW%+BF zre}#F&eM)*P}gIV1PCr)@9CqOsjN<$4Lvz1xd%JSIr~dY$qkBbQVav6GF?L;UbJ-m}@N_JHf$ zNX0E-omLfpT~iHhm9NvE=S-_Fu_TcrDK{vZdn4mVY^Ikxw)ptOZhs(Ws*+gVWN?tuZA>{&Al*h*ji~B_4#1d$05-y4Fr;HVQ z*Bsr91qJU8F7}8RmqmtSn-_G4tHhSCs;4ewn{ZCSgBv_^Z=X|-x}1_JD}0;dEBR62 z;mont6;$KExJ$~sTc0QQX$svP* z6<4Vzyb*XzGlvvQ5}}`5g_j1$Lq>Z2QuAj;IP++z{{N2?89ufoMPbO2B5N_Wv1Q9v z`IH#TXfR|OvSv?_jFIfjph!w~*|P7<7((`aE5r4uavW9d)asp1 z^G-dJ=GP!dS!V7wsO^!}bdLo>8pBXu*(Ip36FAG@eYV;An7eIGNQF&IDOx2JPWETH z2w`jY19hhE2^P3AUwaCB;`w$$uV^7^#qdvQ6b`d9vGFVI+eF&u91BHX;_=H8Hz_x- zA>gk9%fFV)A>|{zau))p%-bT#9!_@rb1`!Q4g$PbdRa}L3$rXJ(sRqr2EL(<6170< zvr}8fgKyT_x-TVWmvxC4b4S}O>Eh#}p=)Z!x7Q80b@S`9?@jctJ{#TWJ5x3<@BQIj z`sH^4E|5s94DbaRWfCzZ^T`M}ud0ho;n%W;p2(>r*OPzR$4m*JYfx0cFPwKbKZIYx zq2v8&_UdWa9}yvBp<_Osqe>yC&{+7hGsDQrEqF&ORC8fM^densEbnVIx6{joP9|{y z1%>0%rLQ^Gv?<|3HP_hZEYNeykG$Lw=Ecgf&q%QP7nv?!dcDWT6Z~67{08UhhyBmI z}?`)fBitpm_&GcAuUya;GM-OGUr>S|QRO2ebVDL?ktPpNLi++pBwO?QnL{In zp)&I7Qf0LXcF(Iod>hYuOdl#kLd}y6W*GVtiE+2xzx^yB-^X#6^xASkw=l^|0#kcB zY`nS?W#@^XB4sdz!oHY%y1n)MHt+ARIf_1`@@zs++&y`&?z+N$)Ww`_%BvW59lLa9 z{q*?E)!`o@5;^vJOrQprd4WQWO-_ncAXqwLIG+wRs5rFZH_65e33j};5yWfC3loeD zFhd1_BRC49FXZ35cBXc-IYZ&QY8_u|S6liKE%qL&#$Cr8t+40aU^2BOTN}S(cqn7@ zfPh-MaOq@wpZmam)vQ3Ad9l07#5h-c`x=k8>Ig_EiFDz7wbMnU@lC84)+Mr90VUB$ zy5Jw@Y*CyOx2~WjX+|y+6SeI$VLm>e4Q4SN-b)|EzEI95cXBdl2{I!|DItZ-w&3QzLEgoe-efW}dLCS^xe_3X`z zP|X__ahEwzQ!>TMirjv-vuMbGANtxn=kf2TB~L54T`Nh7%E1$!uCsmc#vD0V0++Fl z5_c6xMM3K2)jN?FO{dPohCFs(SIjJDPWPQ&c3qC-;Cq;GB-DGU<|v()-{O3=UX%ig zYT2UL9ALfWa~Adp0h&D66EGNh1N2bLLCpJAaA|`Ij`>e2XPtqa>LOw(E^67-2+9T%i>v@8SClt z#Rg+&)FfwF`7Y(T&o*z_TQ>0{FZ0ntUhR1ptxzI2opQI;Vtyx=Zsur>fq(oEW)HRu zR}HaPg-NjU1o(SsrcFzJUkv~W;+5|w;G>h>#brUL>^}{%v&>061At)}G-~gD zbUXZ#q$NdW?8P4px-$aZc>@M^0%qfsfGs64Sdsba+aqawiBTcQ0j4Lp=Wr8wbwH|+ z-d-`|>y8@NLE7zIyr0FmNo3l=3_0M)<36G`k9WIkQ0Wx;)woCZk=kAKwf)};?FgRsY~{3v1&0Z& zPF9sC+*(JRIx1!;tLm27v{$$G87N2+^x_TE;GaBg6)d}bTd9%!l=PX|qH!_=)d7ik zTk(ct(dH2u*z!yJ!8=Y0Tq}~|&!qT02XC#vUlZKCOmJqw40OdW1d^V+Blr-8YlY(r zGuQ(G7lV-3G?o*=Sft+kPKQlpOSJ<^YMNb*_SeJl9i093{KDZiyTG@g5tRua{;){o z0?+FB9{9V}bPxqNE_Di^7v9EO7}0@#h6U_-u*x-eqnk7cnh_%6mUK%v2IUj{=zgq|pzzkfCzmM}wk(%N4q|}FqcL*fF>jTx%^`WR$?*B08vP-_ z6fCE*1Bdua6=`%paVF_iCL~{Yg0%U~N-gtlaYW~6U+xoG2I=};^Cad}(58pX_9Kj0 zaK17ObKsv_%ac`aLrP0*Dz#??$?&tmE&GycF`(2)3N-W?ouI0XBkYJ=&ptm=)(X9; z>mR0{#D^Cs4uqK}Ng;mQ0jKkyhR0R9v+D?;6Ow@mqYP4nEl5&>S=D(&G1n{ggK7qwnL>wWbj$6;D* zCg{HCh)<(UHh^PmV0Y+G?NtIPO|ql-!GuKn1KEgL*1q;=x92R z>OZv~RJygFPg8%N|62CIiCn#lQIC&27Q%afu3no2UmDE!GtNZIn0e zGwFSxp8EfdRu30F0{V;2j(1^yWr8psPRF;g(un@2^)>YEIsSh?j&&mF{ijf@F2{JQ zQ`b=^vb#Hqvro&#z16cbK<)t($8SCLsH=U#XKLQdf35@qh3Mo^{wD$330hO>ad)Zu zg8Dqu?+B#mTde>o#9>y`sd zsgV~>k>da2{U8kOT8M3hscN>4$W&sn{cr}1z+&AOc8D7V>T!p`X-LK20Sr5Ay)6v! zwenO<95wO@bQJX6#(T0=NHQ*U%h!tj9KGzJMgdb7+71)KeL4%=C*Q3kj`v)%JRjgx zmVL4Se`lt!uJ6;qw_oZ$S&WDd(!^D5jHruxKuf}0f$ko>pT7L{BxhliR^im2I>mei z0GH4syt(cVkz^>MlFMTA`@CPvJCp(F82I)&kbnQMXy9(o>aHjU#=r^|uK+=^W)Iw+ zS2;iiR1-~>SGGOH#w4XoCt3H0n_2s91={s&7tarU`K@y6ZqF~)7-OyugDg=XnfqSv zuaN_k#gL0iN^=sIdQ#Jir$dXM&Pxa(MS~i@KJ&>Jn(c~D zm7?~Csk4L|KZYp8S0#jdz4ID50OkuV_vr(GR*Mf%L{@;5@2_JleV&gPRW`mlc#qP< z=gRO`*^QRC@?V<;zmk;zFYMrxy)}cnvsVR#zGs3s2mZ$X9wRcSU_x1m??XQqTD=xd zU00Rew)0{u`c2GhzS-jrocn&UG=E9;#js{(pt-uUEe948#i!-vE$~alMMJVy-n$16 zLt3INy*YD2RH>?_u3Gm$z}s;Bd{)b=C3#^?m6L}KH}QIZtbpp|%sExe(aF>;TDgzT zE`NG|EeE>VR81)zz3i%=JMOiQzZX&|vtIGm0e2vb>q1$U+x&!LwEINO%9ug*Hn5XpOe+W?#~GK&Xj~G8Qmn9bBK(-d=Y=hVfs*NEDx$HH=W?jk6ro@ z9r?t{@c6|#4*7HK(|v*9eXUfu+?u8`yMWZBSTC@J&tXbs#E~rzScz#N)&3o8W+fwl z!4w0Ek{gA>YhExWU_x;zIxS5655S5GEwhhq0?&kj6Gfyzv5BT$t;>xN0%MC}5QkoU z*i7XuJ~oR%i|-j_A5nhmvA7&&uo8K04zD-_8&WQ6^-nm$4VkLTQ$-w@ z?FbM3p2nkXdxbZ++*^ESLE`4P2T+w!x=C>BZDG2lRsTV88j5RnNBL`|b0dR69mOqf zY{obE#VD*^r_XYZ3X@&4ohK8e>^mjV}#Uw+!d%gO_##l}IuGhK$|Ir3~bMWvgsOY#up1`e`8yx|=yD z0Z=Y^*I2@QvV)I{JM}~f*&8t81mQ5DMXA2_b~-g`!D>y>XimFCR-Zqj(I2~$g{4QG zPqLzw(NM|~%WuJkMtT?~h=rl^NyPCM_oq`eWSGej*EmU9( zm>xL@n_)GTf-N&{Op)|K9(g$o_;MvqwE9&zKulYDkd zi`1t$ei3fF`TMI5L@<|7`hFz_1`WTV$nn<6dF@-`JsdI(AYOn|r8M`CW$S#=AiA+%Db3in9stL%9ZrXy@a3w@2iBqYzWJ8ewek@98&eZYW zpZ7TUO3{DV8T%YcBWh3W*l@oC^lZVV&(uiVGp0rk)yPd1zRN&v!_a$7M_y@8B3eu?JO=Mqbj2D!8i;u6p_F_&CK3_IL__Va*#t=A<4d zAXYy$?I%RfNxfyL`(APz0gz!C)Y?L!HXrMs{b-ZA_o^8E60e!3HlP&gC-F_zAW9RQ z6*yihkU%b5UNt3ny6Zyu8P=BHV$63J-nT6!FJ(E_#z~FTYvA%=+{qINm#J1Vck&<* zVs0!4<{envi76dQJ3+~v&a?P>nbz;_{3Aue%mYd6m4<{DPtM)UZZHrZxd zLgGHpcg~-a9{0O+2tAOs#s1S9AjS6pIShTH60ARf6gYXrt490qB>7L^lOHg!Ki}A% z4Sa#%nn#o+rX5lHm6<@T{FtZVZNj=7yAWTJ0yn2a^nF?)HYxz^_lyD=%d z)>z_hQ`rB$K8%>*sI}yWjeOf=3Q~m zA;4o#9J0%<%wP{d*gDL?MpjA23P8@~Kf)VYN(W+Q1v z*dTgu0rp;47uDNStav8@AfO@UPL^>i=d-lhVt2v^`bjBC5wc%9&aL!EX-*j#BH&7x z4b4CyoHPSits+HI@bQaq^sVm+5Tk@l*3m;jRsC%P`+LK9Hh_f|gyI-F7sr_Cj@xm5H0G?;aC7;#?V*K@%QWucFSXmW$fjL@AeJ?$w zU1h9CW&L_=m`CobMntaMOQ~;Hrz-3iI>s*Rsf(IqH2U#+s%V;6Km7K0uWKZFuaLRm z^xwubqvJZV{?41^82M8CL(!i}3l*Gt_49DUt$fL~Y9+vv=T-v6cZ=Fwi{C9TfT^WXU?iyT|#mlyf zge-a9EmWUTi>kj_z3jTO{H8xb3&csa)tW;^{>L4-1Ajn&D^?ZAJ}6sJOND}whh7Eu zoT*#;KGd0-M+$*7w}t|H5DFC}X9qu%NK36c2UW>ucd~rw?and%wlMk!2xJ2euo3m* zr)eSu|8XTnHPq$E@mWgRsVj{?;Q1AdhE&=SQ&{3->b5vfh_p4U^p8cl`5)97m(-zn6DzxY4uJUCSV literal 0 HcmV?d00001 diff --git a/docs/best_model_confusion_matrix.png b/docs/best_model_confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..94b5e1834d5e4506a88ffbae330b32529d58efdc GIT binary patch literal 76897 zcmc$`1yq*nx;BbB)n#I!A|Wau5`sucTZn*wq%_xkr9d;M#ianAY2VT?H@!pHZ$?-TcZ)$@8>k(1o9m1Zji1;q}jOBWO= zDE`o*pxDsyk4^XqckIqU{7>k%gxYN-OM~0?*RAy_WUt@8WoCKX%=pG(JAG>#V@nGj zPVSSOCpiuq-M)RxMu>~c{GYGjw6r$l3baSEg!ODxILDzo4A#!DqLz{@QrE(Fl!cvaak%Vf1%BUXK&Ug1>8yXs6Hl zfA^+wl8lO1+qF$%Xq@uH@|i2|Ig&pt+3xKBYb3nc(9rHtxZ$`>n#7$uci!QH@pbJ~ zaNo|qzdf9A{m#&Vk>q1Op zie}umZ&w1u`-dMqdSo*4J)P}p>I*F`E#+i2?rZ^;BPg07LV^hzFZfk2(erq5r`}~x|kt0Ve=_87Zi#JgoN>+@K zF8lmhf>|cGzR+o|(t2mHiSEx)iNfGdz5OnEIvegLsD}wtP>jcpw&ql{w~Mx9wCCH0 zjg+{S2eJw|&%col=153Ze_LW4&Y_+Wf3wWrpGjC)IN;NS7&VW9S6@{)yHrMYw(3g} zhnxEP%<}T`qn*XNOLOB*p8ME&ZTc?9Tz-B^;YQ1w>-YOApEF7&sw4$V2OfWopE3{F z9DCS3J~EPA;4oFPsCIAt#v2?3qhNqp@yX2YpSCl!K%BYu)(hXYgn90lB$${sDNdv z^TH&netDpQ;A7dWv|nqraq^aQlB`G9tu^VoN%_Bc@k05{wf9D&olV1h6wlUUE!RX# z1zapDDrzZm$uC-695(Wma6SJ_$ks&EVX`MB;$vy4WT_ARlQ~CkS^=Ng6AsoV-Bz6$ zn-z_vK8b+!EFopeuwf`YKLb`R%;aB3^2=@crbY6<4%<|bJ8mJhY& zq@`--8)O>S#d>39>rDq5w`Ql*^qw}6I(zfz>)V61L*LV*qMJejQN0Gp{nbQDcw0=o zHLPxYa)2u`YunbXwO$8#l+$!X_i<{ejg5_&G-t%vjkfHITj?GjPs6TH!2Gi*$3Lav zH;bniwkybRK_Lw0)J{Am8~UZaU7M`9?h>)s-buKiG7O3atC9=*?G5n^Fgd(~4DNq=S0;`eM62KS`2!vR@q6Xoo?X>OjvRlHm~FPvRlj4PG#95^^LxwKa7 zS+THJ-Qq`YFSC@8>+(CRw$@DJy(w*mzka+gSsJuumbjXx)9}~54JugIxp{esC=N6y zuidriC^(qXo+RygNaW6|-HaFGO&SudZETcqapVT6W3Kwe+)GVO-HNH1pXm0UijxZ$ zTI}`}_sX8g4GtG^P(*DF&d<*$1?TnTInFR!KLxykhC<*f>~2#)a+0mLmwJmqgP~3jA|lHzQ1|BpG$`>Wjn{vu)Cv3 z^wp5R7U$;&S}luJ25VzTIpZ^LQFdEhh&v|t!YI>?Rzc?JPI{qe*Of)G40sGGpHi*q z9bv94+IaWD8A?bROi~vxa(X(DO5vg(n+hAYw?w|6 z$gLlDF#|EA4CdqS$AWqKbeGFQ zZwRU1Osw)RMYe9)Qsc3gr9MSd!22N2#T~T#&Z9On!%fxm6cK_p27;$g$Lkimrj7iZ z_$tt8gqq?XZPuJo_Wu3Z{;Kf0AMfwmj(3R84AgW7RnMU89%MK)+?bL?#j5zJWh^ej z)iZshT6|4;ZmfMDHT7{?TH4;PVOJ>+iF_*yV6mO-ky=^kk02GEgM%Y7#U5{!Wznu7 zCnqQU{8Y?Xdwv}0lK7hcrjv0~%E7_mpg=vgwO@F6I2!HD5dGX%!>Shw6~QO=(a~`j z8XE57P`l#l>MCT_^+4{$>DR+eX~RirMUJEVv2x)i(==Ar)+pu+x4TPrj5fcO#Ja4> z>2ys(Wh+&)#Hwt`HV;GjV%F5uT$rCXnjLB0x^3H&n*3qyJz2?I*{O>d043abFWQ~@ zTZ6(`(ftfoqHaekc94m9_3Cicr^7Cb)6x-Qg)hZi5>d&d{jK{d6Hq=2vL6hj6|X9y z!R*_$>+t5yoA({Raz?A||; zmMqgn?3S6&2Xu{aO@MhdLF`w(J`GDUxZF%O)zgatMj67Z@^1b7z&>YccC_LH!C8+f z8Ke~pq}?mi)4JGEbAfG|@P|DB9g@C>2C)WB&=63?W6%MlJl}1yAFP!?IkU#RtS&Fu zt}NP~(8#=m*ERspphE8&?`Pn?@jx|Ii&d&TTsY_4`SZUQHJza1%a<={PTl;XS(r-J z^u*@_B?nFn*2Ohp(CcGl4xkeiHt_550AdhK<1p116cyF2Y0mh1_5=mfACB)R+>c}= z{X+Bg()a7VfUESe4M$%d`uyZTMpjmXKeJ5cjn7+Ae`FLdj6cgVZIbq!znBmBSK@eo z(~jB?54T0lv^_mqv@e3+JhU-YJBh(8a8Vf(82!$r4# zo&zZRqSoIZ;ns-T)T;7c#e-*}cb$D%zEn7ZQQ$MdZ@mI8a6*j1C==Y}tFVE#jeY!fH! zvC{N1%lsH0Yvfp*kOCwM_M=`(>vCKrOrS-OUj4>NtF8+>(1I}mr?Q(9lvqw^z55lU zf9&VapI8g->({Rj1e!Dd{^o4b)wD(oeh{a&kf__LR@6mrNAtGsQs0oAoSfv8l&m`w zH&WE!Uc~6BmiaUH_V>qe>y>=Udl?rOhh5J|NlD3=aPZI}i|I)B;Vd)E292m=Cci~n zJeD+VcZFGJk+v^`creu**-PHaug^VHo9n#4nUY-UXiJt%7{B=`=^gj~{FB#Z@wSv_ zqv>cbljF@vUX!qQUjQQk`@UbDuw7eqLA5o)(4le%EKUzHvPOQY z!)Pg9P`v&9&GoH2cd7zFXX=&iOwlRS(9AYd0J=oK=*?lv&vlwh6%i4+X=<9Jk!4~$ z)%Ud}&o&9ji;=afWhT22g{{>N;w%w&>Q%ydOLg?V=I8+|QPP#st7n2m$hP!PzdiD^uvye@n*TfOQp;!6# zV{IN+w{P6G-%FKom5toK>-e|V_qkQiV6w;{$VP~@yR)3SchlH70jsY~Ee(6pKbl4U zCAC0cx(6NA6@N1C_(Um!ho&b=8A^>9_^$7pS-^cBWoKvKxOuZFYGaynQGEMAU9{9x zxgFOMu%owSNSJ`71(RuVa&mpXy=9cPS?~I)s;VJ;evR1B*D~?7<-PsXUF97eI*Ol6 z0k{%ZSC=d|ZrqpvESdp zLmL1>>Dsj)?0dIP%;;7}=_gu-GWO~qkAV>;{bJd5GZZ;*YZg#s zJ&`>ie^COhX#X=K&2OoP?FMT<-w|&}(QKM85h?0F3lgUsCr2-}TmPE{acQ!*0Wj^CrD_QuGDsVaU-zTh9p9KzTt0siPybBz0$o^GLcN1+pK(;9A{rh>7P z7X5*5Pq^(+z2DonZ=>DMzF{oRbYB$e8bXDtM{Tw3t30@Z^5TEg$F^r_5tVX6&R@cF zaV^EBzpBJG2m9SpTbe4&ac1b?2BTu{2Q4`iPp=$jUBBx*mZA#y0Vy8Bb|X)pJb6NT z4QTf#Y8Iwi5NkfYlI^2yxk?!LClhByCu2{ig5vLvvr{O&<^JNUgy*~K@#y)P*?tVQ zA3l805!}@iBNL+2{Dj4%cA$4pq_5cGB^J3C?lTKagLU%aF1=HQ()D}7zx*Msbz#&z zfcRS&>cs1;u$&$=6_)5b#xH|!i!fLT^ zd7``YqQ}RI8)54G7-lfKmlHYn@82iNMvjFx>VL_*L8s>d0RfA%qe(~3KQcm<5xPC_ zjaJVoV9jy0z&pNlwAUsT7htKihBup>n+stgf=DB6DFhSkLPx%mWHW^{+u-0}YdbsD zGiS~eRNrqZtUj7EqnoymO9m*!ijhs?69IC7GXr2dTX*d6w$mvTS<>oJJM6cm=F<%y zml^)ZB7qL7Zfs{ho4!iw)^|XZnxb=fIUo41cEKG5NIl%EIYlC3SG6QY%@-!Ez67xN zmdzS#t>qL;pBvMpxbzQ*OrH_~$XnhT`VyQ1O+v==c(aErNEv9O8514Y4HGc1y1IJd zWZ$H0mxdet%tr$)aU%^)OUgtlSJ6oCyAK~fdb`X{=Ct_Vm_Fv<;1x1|XW`=E?AlkrSw<_1Gc6hVPiDtE)4=q~ zD=K74eHofCex&1`PW|mXx3kO&4|(3T>_9sq+fp=Qt7Og6le?>PwBT#jQO=`j8!-zR znVDXyT~m|EHu4c-LD7Fi46W#+wsRGyMeYmyE%a&-#v5d&G z8%@M~Hh=&A1Su-4Px=f6DNQSuzT@d9dkL>N_hI9iWQaP)Oif80 zE2m!TQc1za^9@766%DL_`bI?lJc`J)WV<5+ra`bM<@C$`hJadGQshl+AKlfb$nn&HO?_ zLeOOD%x7|*s zRMhxV)F}~#=~%1Ix%AA;`lmATS3zp0+wD6K zR-m=*GGBh#G-GD;?bW@B)i5!aJO#1IAMZDGQ@6IZN;*X_u|Q!_DRi7+k|?NNdqOJT z4wQ-RO-`tXC9~M|(XY=xHu>;i%jBtG9F!zzQ)buRKT zQz?xmeKBo-6zM&jla`hy19Fu^i)2-dCaP7Ib+7bjd;V3R|AzVmrKlNx zYC-F0)nqjyvJ_iadNr}CBnA>e6jk zfgI|!&z_e7he5DV03+z>?vBc{9cF_Pkp~FNO>Kq>Mi#@J@o|9!jjTihjUZnbz5jD# zN&R1|tE+5RUft!UzXb)w-n{Ld0>owR*dH@uMq!9Zu_&RK0$YN{Q0i6DX9BtPE`lA(p{Z~iv^^n^6L4Oes25OaFyi`x!otJw zS0Mg-^GWHk{r8pL5U=o&y7hQmXKlfz+2}Ov=(4Ef$ z9h5aST~$?8CDJaI#xbZmsER{1QIcy3BG-Gq_z@=NNyQoon_?KkDk@S)(c%#M3H6Lm z^RuljEgBG!Rk00%Fe%uH@=!ZfFoV3eew-z$;n#4;9h9S zTlcXUk==!x$V||#2x5;zX-I-PC><`8#i?7Aj2<7vs&sKLiyUvP2Opo4lhX;E0yTix zV8~fmm_dw^JHcm9Hd@Dnxtb2uCnTz+NB(*LzAenN_ClwtWN~AdBI%2-4t5mg!+|iq z?B|SnE+{0F2<#1+TK&)I9*2mV<$+R|uGQ*R?#~NT{L&$uDWG=)fW>@!MC|PBOi+q( z6Z7RZT(yrGT;s`wLe46G#vKI}iOtf|GKfQ65srf*B!W&MekGlXE}Il;G3R$=H)9Ul zi`_c!RDC(*dhpcEZ?Kb~I<0eXa;ktVh&s^#HWazzSU8WN94QqjFiNm7$Q@z~34Paf znQ71*4|!nV=|UD75gt+fl&)NPN-U_AaksTPflg;Ve`#AsM)M2XIL`?d~Xj0)=% z%76(N75J%IK~6IW&dhkHE(*QEnKO4WT;30EqDThE6Ex0-IC%!LR3XEBqZD60ylvYy?RU4% zqG|+C%{70gpjh)gM10yarFg;B@P0No(mbWwO5E3UZ*=p|Ee5c2E{46Us^1d^I*nC*1!a$T7`3$JPKA{9q&iW4Sw>QPQWtDj%G~|3*>BjU|V=RniG2`>WF|ix!SmEqz6A zw6L%!vH4`E{j4g&Z8ZV!NHly>GEfoXup>(yRsdg;0NdHn`-xji78(`<3d57E6(|{A zb23D7#0sZ22jkAV_I^F_BBA1?B z{~dL6Tbm!k2=v>=tRWIuT%Bq%kBEyf)W6i!C;;peeHX=!U|FKYLnCVhDzSyDu>wIy1858)&1$R9 zdWysQu}lwp$OIho23^T=S+a9knQ5vy)Cz@@i4|Os6kx#*GLr=b1-zCWB2tQw#-Mx% zJbd_Y@CjGZw|g5l6KZAz#E_;{48n+VdBdw0BEXd-)f6TvgbVb&O2NcZFqUNq1z^=X znR`KwBKnff!aUZXp0*fnD;xvQ;4IB0bd!jg2VB{ykk?D2Dq1Jr(dX zas{?yZGvc37qE##m`LG**c}8pqyOdU*&NGG zAG_{Rh@AjEU&_m+nWY2WZQBXH`sBVl5u1!`6gYD*bk36qMa?Wy9gAq1#IB1nyM_e@ z9YZJ6&aamho8{Y7e>GVaK_@g-A8y@8I>v3p4%Vg}XQVpY7G6;Kl0=qE?X}JurR` z6^XinF@*Fk*jq}(F;7xG(QU=W#pN>fRe<;Yb*9%)G##p>_*fYlGT+^ ztk^U%<3S$daLEVFA^4bz^b=LGoA06+KVBtOBU4u5b#SWOg;nYRr`E|?ZAka}#s??T zCt&^tFg<+mzzE$SO>1quc#Xef38?g><1r{|>QGz*nV@*THyR%ph`;{vkufT5+K39X zM8O&eR1$>WAyBnI>>4HsValUv3Z%(kTKS-*cU!TuCmESXh`X(}tWZ$=)f)MD8wHcq z{{8!jB~DBYV!&a{6hEEb0={HzZyyp6pyV|}yg97+ves5jet!P)5Uz-V!on;_)AS;D zu2h6@T}2RqSqgSg;{jb~QlNkjldir06MoU3gt-9E5|J7L_H$^wuJ=+-^WME3&P|# zG>u-2Bfwldq>7AepB24x2&AMlm^LKFKrty1oPFm>x3}cOhjUn~jpz=1q+|-)T?U&` z%rF%TD=_0zoH3UpS`nCA3<`TWa0>t`4B>hRi?%=hT1S8+@kOb) zU1b5Lv9x6Yq=~=lxICY}lR+%`<73KU__2zhf7(@)I^dbS+9$qde1~mJ)be6rVw_sttA`5GSA2Tb~Bu}t}T~iv2$K+uz z25}vjn~<7A*#u4MUh_PAm9pq(Uks-c8(b`gm2f3nUS!hDg6%Ox(o&8cS-d=1;pVyn@r+vH5o6(feJQG`cwx^VNEGol;X@~a z5Ew!3CJM-{TW=7XF-cw{l1`xvDl!xNFHA)19WGxut%P+W@`i-W2`O$zEBuv=zjCIL zLX?k{0Pt7Cy=j4bOTE`i!_+6hseGq!NVW%r|VV<-n?}coSCtLO& zI}UjaSb~`PQKGZIex4`X5e1P3lVWOl4Q$-&W{qKlODuZfAR-Sm@UmBzr{w7ctuLT3 zc}>tkkv!GG1y2_3Hn$6_12v-bnenkxHHzR=#9Sq~4LleT9LjEkRe&zy*hRY^67Vb3 z{SV`40R8WxU?t?B-r-?(*oN$r2Es7pAQij>s64iL^W(K;8q`)aqqjyCAPteIsuwha zf#k?dV+WQv?AgEHfJt6#aez@JO-Ebt!coGtNeP1TMMI=06c%2`X(K{RVEC3l=ZV8O z9YX|Bs>UgYic{;f-2GbVn$8fvB`(FDyX9C3eP8^}qo6jSZr)y9c0kXRg&F=DpG`Gd zc+mD*Pma~Vw<82>fQ9=G@vGqWUY12sq|!~8-|jiRi)$NnQE)E8HPBa#VXKjt67m%E-J6Dbt^d5F z5Fu=`MWM%A$@xNumb9neAMP4E5is<=W2xzHWy7HBCoqnLP))Gpig2pHJf?=*;*(~k z(QZA1*XRmm;2&sUE~C`ciWjQ=LJUtrT?)GBLuY)MvIy9bdP|6)P2U&9!7Db?j}!vFS*O$&ZAGV7OmMIX~B&#Jco9R(-&u3JyTS(^%7L!+}?#qNyD$wI}M;0nR>Vh8A*y7wc7i(mkl$qY8&k{Y!7Zfkl8q~)t zqzCVjAhrXxv?-!_1hNvgffe!xtM>+qyT1n&asiLU7@_Y{@N5i{%^?W0BZUDTN%SWT z^k?>*eA6aQkcM~#M#4}0kCqr;svLBRnl&NF7oBSV=y*u01byZ#%z|_a9uvx^-yIh| zJ%r>-uo&8Wd#+9CGxL4`)Qe#uPS-yj6A@{n-qsH^;JM$er`r#j?yg~eM67$j9nfLv zPv1HNGNB3=g}X45%1V#E`Q!1S9XV9oA7yU}%0Z6kpq^^|1-)MH)Ok;8U!%X7saK=$ z&)$O`vt#Y1mFpW&J&X#^>saKYLFt`oMNO9+F5JD4$0#wXuBgW4tr`;X2X?NGe{C zk^&?o5gEKla`^ck_5IUbpSQ_|3pJ>%PJT5xN1Pq2y=3QgAN!p)M~*1kU5D4Nj{Csz zD}Ox;wZrnMiH+N_ZCf3BruU#d>JrUy^odKK-SkjA+Ao}H~N-|SD4pZenm zoCV(716O39ojeP>1X7(6h?G}{G26VOnC?+ImwFs-7#kZ;i!C96n@1dhh zMi?p{f(Zd?e##mJchb3aWKlo5i}tSd!jV9@>Ntc#K#VGDbL0dT`$v2`l%&Mo%LK3feKzK_He!Arq)~tCmFL0SgxAyM2TH zj+* zHDywdc7Ohi@JdiElfUk+3q5)LPXY>%u%g`(1}rs*GUqj`1s#Up@pOU6&eDq7SlOgQ zqK-tXCdo^Z{XwxG1bBcB?#nMbgU|OGEzwIh#?_Al0>5su;4(F$D4)^ zs<>?}KB^wPzqc$vl6VP#xB7rzB-`eB$!Z9!kBe7+qJgKSX^#NN-oH#f| zg|VQbQNV_O{rm{u-Jg!0-g{>AcIs<%#8lRE=((GP=^uhfO0Ao5>c7io>PVOe_4+7G`zG=%?A-IF@AHUc}cp?yeLyn~`VVscLhH7J; zfDFgM3!yDs-b!`+8q@W46esx*Z#;7fWN$}zNw4gd5NOI*;LfXJtcaC^=!gn19|85m zAH#*qcwRbw8IBHe_QVarG|xZ)HNyD7czH}fA*ydNH~00en7UeQ3KhI}b8G7`z9r{T zQ1OWvMZ_(QC8T&zyXkvlQN{^>_q!G&+nPoP$H?Pp) zQqWjb;;)4U}27;$- zw{txiX+O$ZvR&Mdc%RcnLUtq1{Irg1=Vg*6hbV(Gt5R$|kdMBhAxT4$ORU-S2~Kbk zp@T$AX>4rFyE73Rv88;>M#Q7+klObCQWH&upVL$q<|81CsS z0QofCuhld)!k63tXXmIvCCIr{ZZ}O^$K}| zazJ5V8Y0$4Wx2quh8ok0dbhoDd2*7JpiN0%N`W_Ny8AI<{zo_U>0mPwClQT>qdy`!ql} z?{KUPe{{$RfddRjAhXPV$cb09^KNt7UxM55`%mFYT(kb?cmE$9X8Ub*T>Jm`&62;; zQ(UfiU-&rp{24kCG5*hOM{rq({T@7g947q7r?XpWx7j?tWdy4;A%|9C0!sqpobN}Z`NA+?ib`d=IYltNd-m(=dJRL}Q0 zG5r3=e?1S#{I^HMBvGk&Q}zGJ8~pP?q2BhtZ^r*<>_dKbl&jxg|K-GCRP;Z{kM2gh z8^8YQSxEW&_y2Xq{EzHrf4b(j=|Bt-EKTlI~Kl=MzrPS`ab7A{L|L1W_ z1;sze#hy|8l=;oza|gB*zR20jEhD63Kt2Y2NC7$@Mt$nrx#joonNH&OW(YnI*uV$u zaVG_xUj&*V(-q~uUY(O+*_8tcPD`bOE!he~b+MsL#zWtN9i8vo$c!*7b#3t4oubz+ zmufbcH5pQsS7_*EF}f-xK5cw_+r^)9C+)}XBuF;NC8}iyny92jdh9J>MQF4!d)3u- zadvneTUV&=%ceADYh;wuw^C9zO?Sq|tIn{oX}4*64>i?n^0oC~xOM8Ym81BrQ75-g z{c0&{Manb7^~!@?V|*5z*|bL;qiG{iAgt_{f9ahwzU`8vin7TqE%NbS`wF1tA*Hh7k!Q$ z(UXi!ucg%4iHVwL+oR2aN zkj-FGiTtAVitXT|9M$pDyY+-sRf9FAOb;xG&4kDl{$yKPpjKh?lXq!R=KGi=eQ0rJ zECJ`wjO(()L%9uK+Ksm)NECCq*Nm;YSY{bDs;LI68o2LKZ1ZjCdblm~yf2&y+E7us$P--%_dOuM)*VEB%81|wY&xP>i$_QaiJvX|P5kc#M^wG(f zCt3Pa7iB|*&THC@sAkg%)~DH1qCvBqi~cL$`+>}QllHtUWbHt1YnM&(WG~k%hEln2l7cqK zd`k0~G%A({%H_F^CLTO0uX9>%d~>SHxbHk&(q9Me4K>6?v_07$06~Sutx*{nKcSVm zgin+r&poQGG_tI7X?V?&KRkT$1sS7JVdo>;wi$PJh#I(yETlvD{1C$)bi!#?AX~f8 z`k_Xaahz7JO+^iNjN|MWd-ZVB?Y`+wk6o<4EEs?K-`#&gBYF?BbUXk(jiB|-%u*85 z1+*B3iAo|=M1{govLfn7j*>AABAI8>_AXuUoct9o!+e*Bg```n95ul)a)YnZisBRA z7bicN%65*}bXBt&9ge4O+7Jl>jBQAQp6ZT-~?xXAv=~cnN*hTE*)I?D{FjZcZ8lwj?M-?(}~=P zIpnFykp?fqFAQ|AI5ynUkiBPcZ)j!@^k{s3nF9#7OF&E*b*)pHa)CJx#pt1 zdhb0=M@lN)hyFCEIieqK3mzI4&$ zy_W0?UX?+fo0oo_4iNUKTe@f3xzug$tAdpA#hnb1=N>+ZzvJP*g@&=q{snAhyxkDq zE=KNzZdIXuImU$w1a;V|S8W}WR%IWyfk{U}Zd-dhfaei%?hYnb-%j@T3u4=@ye;BU zj=AaD{(a(ppSMLEbC?e+Q~4df;Nbm3wFUmM9L-DRqd2ji;86U$Je1Wt)oelMkW#+s zXjOoJ^wV$OH|uapW2_@arL>T_A?_L57W=?+47(B)~QE!;#pnF zZ&^uK`BwXN_Z~+UTCCKA`%DJ|9s6NBT<8x#w4wI=9Kxmu!31i<`Qg;ukJ7xG<+ZPV z&h8FM_;5zWLg1{J{POMo)xF&llM+*3sv0#m%N4mkdc3V^e6X%6VCL-Sdu+|ilG?cr zy7##LocT7lVA^zkSx`7G2Vqyoa%Q1nR4;uN7 zD(fY;{Kt?p7L~H$e3xjRZ6mNfujS7hF^HS{9hL3qvU%~MPH4DH#ynzvk0q)WQpw`FV1bEi#c+vjfN!wxhvH*bKo0y04&ZN&VvSM&IQOHUaJQY@#k zE6Fg4**5TNaJZy%hV4LOkzUBY#YZpMWKH)g^=)74Y{=Aj{-==ZSnP)nU*3d;J_!pO zYcEVH^>y*m@5j-=)Ha8}4>c2frbp91_p8l}G)hzibNFOKkUYoV*yypx)Vkz z;o)^I`g-Om&u#kHWoi09?G$MCthRzRTnD)8Reb*U`7;Mts7#Os!kU|#S?ymIY$qq77 ziud!fZg-`18~E%|T=ofas)-C0HjIUAp9Uj|v>(Zx42qx2RVo+u_;38rX%;IrnTp+! zXE&2rva+0n%!y8p`ZG0WAEmc_C$ehv!sXUnNP;euPcPKW+)U-QqCQX2`b)JgmX>^p za|s0&oxx0e<{gSM`%eV+&kUoqrRuWyTt#u~9a8;L>9@YGv`Nq42XuOnqXbkKBH4oA z@fm$PY&+Vb0+qc1Ry7gwK~&={JBtWw&ppro96D9js$=RgN{iR2C)ftF=k#o;3(mxG zcJQ~{ln#;Zpo}O{6Ht-f+*|dsWtwO1w`pd<5JIk)x20adFx}H(z>-{n+@gGWZxQG<}q;y+M}8fxw}va;@9emQykOa z7mqre`fS`GFR!;;cI<2D@Xz~8i;*t03rkB0cRUnBe^uO^`eSE-9><4+KaWdU-5S3> zwrkgBUtd{ndxE4dF{VN zzn=@jBq8P8(rZuu@5sP@Da*c?xh?+|_i{-5H{ARCJ9w=(|Hr;ZM|>e}6mwN9a!^Q{U=qslJ`-tbWXX-EZ^w?&*0wBR=x~tvh(^|8U=CC`tSK zUz7smU#9E^3=X;vCfv66eZXu={NG}ue{xWN{G9w-8^9g@EBba=+OzV>zZ>ny$S?o? z4Z#1n{>=z7x%(fTBDogw^)H`%^Ut+@*6ZgDoqtDbcQH%!{i_@QC%0Bm`1ibc7l`$N zf3eR0lOXQ7Am!&!^YMQ^iRV9=_u0UI{RaPYqingc{lLGxZ)wlpLvhJ7{`fzM^IiK6 z^f%In2}3|cvCk8a0cU~O(v5T2|wV`Go5YM{~p(?|Jbrc z0f_^0Y;zbIWy?FOC>)afk1&-kOmrm@Oo4z-LR7#o4LF`&NyEb|aWX&OzJT}oh_8@C z*E@s*RkEEo&M?fUyucBJ8oSRKpEa`Yye5YVwjbn4RDYssGT~qfPLvt+r8jv&H`qP9 z5?P$=#^7?EYfq&6q?7JtO|gz|mUA3ohz^pp7|zjdy3yV^o5pth$=map`uwWFi;kZU zrihLOT}wM6m~TD!r|Xh_0jF->VVqLf$F8m+y676iTV<@9TXlb_!=yF2DAc7xZf&^! z#O^5BB2HbAxPt+1jX_WP^&^fx49zr(GDvADHR>Plk87@Tt-0rtKeN2RvyV$%b)|?t zwchx}Uh#pOLqG0`^O}7VVAIJ6bfuY_VsBko5N+zwb#3fu&!2{t9>l3Bcm9!Y;9H(j zHtx2asF=E%#mC^CLq&tYZE3 zW8tlQHjBz2*)lkKsyu8*U;j>uhv$NK2y=}3??-^Z`Td=N%E}5#Nl77(FClaikM>y{ zi1MvR>{?0@scn@k6O|OLTtyf@r!*_eiXLyPOtVb0u(p>N862~$udWB>3PA5Cx3We5@p?Y zQ`OQN8dD)5o|LT#9oyswpOgzWyfW%j%b6+rE*@zf*Z5Anr~5$k$^izZNzit5%W2up zF>6+3HPf82hGqTXo~7@SdrQ3>M;!xLmYHN^k}i1ek&h6m5pc;%d}Vqh<$ETWb@=O< zq+sLDRCDeYxfOk{s&KIwkGg)--V#yi!JcSt#?4_EHRIK`W}3M=BmHW>Zg2Ba-vtG? z2%&`LsRPDKFIVscgW6y3JDJV}K8+R=%`Zo)i#BJpF;YLtcBMr{_QkHLsS9_Di-odH zV_4*!f&VNXT?)u?Ep%ejE4kc~X&z@#`8=*Y-_E3FeA|u8)_lX9SlRGo1#zE-v6am# z3D)}vbVU%yz+K3}b6C)Jw$gaVg59gU+v72Xn|%^HuXdVLQg#macobLe;`7gdk(q$F zoko#!E`(KR?2P6(u@3j75p#%8>YkKBWKOGIikik6F+RPea3MCCM5VRfy&*yrED;%h zxcgB!fFfbqnyk(v`%(mPQ>3#=S`G%Ms>dE?5_cqLL`W(XCn=P{2oVMPsy2s2wgMD$ zk{Jd6lE#6|IuI{rDdHHD$Tb3MMCK()YmH2!*YK)XYIRQf8p=l`zIqboi0A?pD_sz4 z-R4B4wAXU0wjvi>pY&G~pl!{rb%C6A#s3^8`x+pYRqk?_oV-rsw34PMw~`6%Ubxx# zvtO%*<3RAa4I_MS(%;H9oC(q4;@2-Z2qi9p^1Z6c9JUR)%%aU@w}Sdpj1gN zkGXDMKQh{yU%K6oMSMaq?xmPR13N1%{XiG3yY&H7W5`?4HO?nZMEyae9%LCJ>OqUMexf-@@ltW7myVTWd zJ~DF`wtdF2J2q_>i5nayn!-*_&1$U!EkQC{Xc&%Wnl-2*c4lS4Fr(JoD*Odew-7F? zUHC z*vr#6B!G0D6wV5fR5%VYfSa9=s)g>rhj=vEE{Nxn2QGPW%HiONGLAw7BJW9_>DQF{ zS&Z|dqU~y%`U%}^HTt3vx^8Z;;s*P_nua=JqROebBDsV!Rhq^Mdxs2)LJN8hKY4p! z%xdY3&0MLgP9|%}`R2NqZ~o`k3am7>lX@FpxCl_uNgo({fKWh!pPp;uy%i_rd}~&| zL=|Gci$6)`uTu{-UmDA%#_;mKf{ zq7EO@rOo=Q!)r2Pp43lNaQ5xos379eOFK}%c1%}ib-z$o>rg$UKIw3cB7@azpj~tlEvIWe_A3uJaPFs4vnSr_($J?Ym<4-(k3uY?3vwPy}8th1ttS8THLkF(K zIpKX&RE5b$O*jzlD#dHwZJo z`}x}06~{#DEcr~Uxw9!PnKC{;I252(X~krrRU9ij+!Sv*e$T+2*TF_QNTbs?JUXD% zC*F9JZSndify4=8ZFTk15&inCxih`x0rKranaYp%?+9!WOcASmp`xnl<+PSMDEFOQYhi1v`Qe>MDs+kf;-{3)8WZ5P+ z`hj8KmkPtiKOPpPpXliD(0gn<=Mz#i(5T6(B*g0S$ZJtIZfsF+oKw_$@`Mu<&SO3c zI-|uSiMI#qiVdDzI{r|MGcmy?#OUML$Iw$w={VySHGS|@iBW$bTUOD*)%%TR?P)Q? z_VHG4RULo0a5ZM1OjAx!8eU>3F`8RF-%_CGtC4NOIPPR0+ zIrceyoN9@_)_u~Sj!y{naUM9OFXe|v!YM{ydX4-m`{Bc9$dMpC7m&aO$UJ9|jV7^f zoq{{R4+V4yXCM0u_J`&sofqwdQ@I9JQ|x`__uFP()D=IrJ_Gcl?HrT zC|X*om)gNF>0RQrBw;(u=d7QP$F@*!N&9hllaB1AjXc7vrY%%Lw-yvKd+FI+qaDYd zH{32i5?;Lb?H@<^8?<-^ePt;39=&{FH;zla`8Du-?Z=O2{T_3L`HM?Ex}gG70u5;j zXJ<^6zm3srW|{pIacO>JOt)9#+miz=*~UoiEqm#g`W^~2eeJ84De5x$j`QWx8uzxU zh!sr~sPcf~GdCW1-kBes=MEROX_;S|?u>(LMIP)H%AMHLJ+8#UYxYZkhG+FaLrUkj zwx5Uhb6QyB+0UgO5})M`4i~n$m}}jyuvN0u$Xr{y9XBo5J&x2fJSLroTc6Lh4)rhr z(a)!g4=iRSg)S}a(f6p;V>ro-qqF4T895O}j;!GH8X$owf@|)iCE(E1 z;?KtnBw@Ah__dB|873_qoOhwavlHro(eVlze_1I8{fj5^|V~{*TD0sPp_4 zas(PZ$b-?%?Ey}y)Z3qLcq{J)M#EXstzEnvk!{(|Aq77RCsf-~l~`8ElST=Ep>NGe zlx`UEptsBT`G3*&9#B}idMHB-_QV|6d5Ks{m5RjZfMU)^}K(Zw&iXeJP zN)RPy1PPKA5flU@OO~7@=Xn3Qp{l;_@w%(O@!t4*j2c?iaKkzK?7h}pGf=T?{LWmk)1p@|hK=-&)fS8Bg-^SVFc@KiR{{&^wi>$L4N z${RMYayfPyV=(e;9tAKyy1IjHUY2K}09N&SY*LwM2ZgW?p%BVLbWQB!6PhQS(1s;PY*`QgN;x;w~o;LOig01Fg z%dO9<@fdxJm%G7Y(aZISo|Uo-_CbVNf;zn7_hl=&AokI|;Es6~@kimq)(0j^7&y9l zU(3X|-pP3YE-1W6;-QNy#0UJxC9|>EI*Y1kW5?0oUVinT=0_d>E>P5jT-+mG3-)S8rj~Yk&AUN-@$O{Xvx8=yv_45p%I}fWFJ8 z&fD=~{fdnDR!C!R{LH=dKwA2?a?hUQ;LI7940*Us`OEF;Qv@&PMwHrH{UpnQPcD6_ zJI%KozWzhw8cm6=yjbDe_eTk&XTp$J+^}!&hJ_uf|$&*v-|@?`e#e&zeo_5?7}o2^!(p| zSpPquV60bH(Z2n6=-;0x*xl#b>oWge0Ls-tA)o*D1@^Q3J)XQ8fb_ow>i$QY{U;dz z{|r$6CL??8ZxK$KZT}wH_1wzD>FqtX)0V-1;k7qmEQLh#7Lv7-nYxb0YSqJK64%9V z8{bpA2kz2dv4qy+d|&SYNdI@x?*I6UYcB!cPk-Zl@c8dxPx*fjd;Yaz@(%qyGW#2l z*}whb{|TA>cfjhZzXw+D9y%P!dW`vRG3ozsY5p8itWJCt_FrIctg8R*#XX$#_ZRm+ zV9I}8+;bxT3QFe@%U*&2XWbs&UtQn~N-QKIy>9g{Kq!Vg!}Z>wMO64b|DAh}9}%)I zELga$b_{wstz5V?F5WR#{NBO%=ImtTmYGZyZ7){MbL)F6E4?LmZQghG9N+C98x^AE zrL=Ndl%ZPH%TJ1ol8g2&^kR!jiS_Nv(<<1)TG(D7(7dwl*z4p0!yOR@>^9NTZ_D$w ztAXw&NLWnw(*@BnndOXIUbgY!(2%d;poSNAh(}!a8kw=Ytc9v&Z*@wv(xHkQ<3b9b z%0G=+zZI=Zy`i-Kyq_JJ)9umVkCaW5okuJFh~*P1dR?O_43knKS;XncY@Z@p5uH65ACrst=<*u08jJ z$NF*KI0vXtIg&3zq=h1*jxjY05qM&15} zwl}`1x}nA^C#w4E8}=T2uwZY)rX6;%?wv(=Sn10}kaIY9dA!DrpYFle^mM!~(43u_ zbgXnYon=V2>$z%Jnv!J8rkaF9@Cz_B513fxMRIE}VaXZkp*BIStn1d+rO z4!l@7d`f~*G|}}Fp)QtwA*`TbVfzh=;;U|5-(Cy<$uD_*b~%xLNTU44m)=6IsR-8@2iOekF4+!EemlVy)U5z`p^lgyXwDZ zSv@dk`>?Z1K8K}CKI407qyoE7^qG(O0G}U{NP+B+w25z?PV_fwKltnsIHgWK;?K`) zHF~8kNtIV?x=KQ3-RHS(e0)UB-2Ge= z@`0*1rgAE3=Pz!*-S!}y$0kO>%{MS#S1rTHo?EZFd}_9~B79_WRPKSRzx3+<+-dVd zf8NKSI2j&d|Ixa{AbVV^%>jCj(EL$Zrw1E+ytucVIT%)|R?zP#4?aqqRz}p_BXRl1 z&KGzVdJ8zC8}oR&?`-+Ba!KUf<=R5wxZ>e=j~vNwMz>d}^=fYc>$AMB86{w2yM-*} zX*o16nV3AC7^n?>|NfV4?3%|CK8k`n+B6>+a!7?)oft4coG(W6AWVxQs&gYZ-o&ghM!I+@X`>-DgpD{O3m%9OztwMhmnrK*yk%|?DEeyCO&!(pDL+HSrIkwnP$I@ z%?0TF19=Uj*3eEXGl?HtD9h;WsbD75$|&V01~&_~hK=XdoT#?v5Ode6qe8m@$&W>n zPUK0cM+XIKa`d?cWjwAIR|Sa)dzo;A7-#p!4~ou5Y!sY3TGqO}N#V;xpAWI30`f*Y zpo!)O8jy&y_t#*tdjp}xb&S;Q2SF)#{=jG7ajG$We}6x~z^!e(VD*Rolu1wFgPS{= zMb5f;=oSbh51WH)ht}dF!ZV**VQ|qb_oG7gRUI!jIYmlk%VR0kG`mL=gZ0s+zC0() zO&+=hHp3gf5rCy4-Kksm(msk&>;hLt)jr)e6REb|LQnZDt;NF!TNmjBi-V{#AvX{FPMWZI;)a)5 zp)QS`bdD!tluujj5jYm(6I#10j(N;hS$re_Lyr$uGd>!FCu z#ORqHNRv&F)$w9cQT5}w{nW&ICF8itohFMfDIpgq`qeR!5ZrgeP{bR?o=|v10X;5i zZq`Z-y0~!)Wb_@4^lkgeRw?d=!=Jbw?x-((DUbnwANs?*qnPq5+ZHq405(+?`j{$I z2j7Kv#7kx4@f$qa@(+uN6MMAnjcvC~tKJ1VGSyP<{Ja@c8Fl?i=&d*0-U{q5C7eqe zd5SDIohW!hUyWMKjVCKCR3tCw8oZcw4L<_Lo$6aiOi8G&d|@t@!nj{a=|p3Ot&%&# z?2aM=A*rX0vWToXuU!kh(pb%~wy&TCh0TW}w6H@$uijfy^{8=*DwpB4C*OwG;Akxj zV2(fHFLdLO?ZjB5QR9sBu8-$_v~Dlrwdia%FD&C!Rm1BCxSRQtaYsw;A0$7lN}G8P zs1!D=eJm)dbLr?L=N-?lTaFMvRAdMdpG-W+#NY>-Jr6*gkjourU|PTlMyNO1XR^=sEt{%X%in2n3_P-))yXdv3J1M zHrg~xy2FCM^+9~u4M~g6F;+w697PVz%x{CEUA-bd)+)rQHhz89nw^?TC&H_^mi8-Q zM?cuWz$#I6&Hja$$(enx=^9dkvi0Q7D0)N6bIM0mkt2jP8ZKLnN7g^?n|$p?9ktx# zxLiXWaQ=9>G>C#%$q@YDdi}o2M>&jQYA1{<#|@OmE8c0Lkh#(M z*~91853PkZ#u#gfZr=q4$A&Hd9ZdHF$CTRx5D~!9jZwSy-s&wx21|SjP#qBuC5M@w@Y}{27^M@@S2lIQ7Dmbur+@#| z7jiIHV-7g?k^82H)GA*%n-Xm$(UyYWLY*GZ>Jz7ZJjKJx$jI0_*hq8yJWObl&Yrz% zfn&X_BK-6j+WC`~cMno$-io@@$N8t38T7i=n!e;+NtKNBd7=>M=w9_q`AHQpUD%9h zc(D$fCK=k5MMh`;Y~UWgE43o`V`z1AY<2sBMP+hXO}afbl5g&fRCrv2ToK*Fe(Z-%sY|2;Do(EU^E_g)rekXF_^#At6%x3ok;glA8>EBfv&>XNO)k7{Ws=bQ zJT%B8cEb2}q0oCRN_&El+d$K>Y_dz)%B%B9M)tu1n@gqwfl*lrD`c7R^74hrdt5(U znfa-U5<;l!aHvKq&@ua=GfCq=`**i@Kc{RCJ|`R1EkO--S(p{-&C8(%pQ2J7@oUB7 zLm%wz%d*{oCCg`?W0joJNwoe|`oY1A{vpo}Jcv>aeQ5p%0!A&3{Du0^Kr3y{wyJ1p zq4hs&&I<~aNJiU>PP>hcomglmGDY9CW_Lef|YxR?jBAKM)SwWo;4n)JYM$6+HK+m5=d!v~}W- zn{;w2_N&h{c5$!M23@jy>M2|2hJ7D~zAOoN{z)07oXD_5+FH^p{kz8euht%fw!g)T z_WoBwo6G+iFS@wa@b6KNZT|%};gtB-)_<|D|K<6PzxZhXx4_K*gwp+~T)PXZ;NM@E z{{VUXb!Gn(koFhW2gcjqQw9GcEF*sPP|vXy&%Xxu3lor(MI(8T{Q09Su7#`~jB|_# z-PXI>ZopRSp0l}B76U-jPyMg|E%Nez%Ha0qPjUU9A8n}VIZOdyuN4nXr83mO#4HlN zS{rr~uQf8ABn>GP4cFZ~{!pWdJ-rXf#uhCczTT);iL{l3>=eSVy|Xkh9v+yaxgmu! z8Aua82D}+aE!bmqlm1T(_cq7Z0DdJRz9wlnVkBFGQ4clZe`J11#QaH{96SY}q%qrG zjf_xX6+~D-a3qs}og+yPgCIC4*$R0wXupcL9{z(02?sdJ_d_C!{Somxf)-y6#RRM{ zLWvm?PDO}-U8)5oeYuFu3-4L4KgEzkdsc1S=)-6aM{69W9)eRpmZ341gG&~V`L%>U zDYs45sPlXn!E7j0_J+z7M1SIJjUv3PP6!HJBK7^cDfo}b#M7Iv=?xE1^9oin*uC;( zmFtB=NB%LiG_YtV83dg92E0qdAyxP1`MT;jKG z)odS*CV(gjh!1k@)#O#~^cE|`&YpggcHkGv6BAQwJFSrDiGW2(X&raNBDgP{wve^) zW=v1aLiVb)ZT>b4A#WsAkI!6??e95XygPT7;ec#;!#>6xapg--_dk)Q{|Bmd>RjZA zKm85z(JOjQ?0??xqyLm3`6rwE>HUcRf`5Ldxa|LXSpLwV|MnUW|M%OV_qx`rf2&vB z^xyVDl}mE}#OzH-6@TY1Xs-&B67B^}*q);3i-i!z_t2Y=A22SIgG*rXZjvnu;{CN@ zsdqOaEh4ZG)c%ZO$8VGn8~a;h-7>@gl6c8mxE>@78?1fq4=F-RD$ffP0%KrA%k2Y zPlnecB4&)a(HCBB*fS+u#pYd6vuq|SMFZx)VRL*k76uARpAwm>vPNms?fVq>i##I4 z-&fKAdzDoKoE;wjj zBmb~p=LW-=HrmY1eI1PKqg^G{>DrH7c7DR!oKc^ zu8|QATs1S%8+LcOM)H-uBgANJ+3Z9mhmd>KH=4527edtU;UM4W&cs-onX-qB-YAVI z@}bIsQ%dlK(cc1H$NC!OjvR@rOFG=@DDNIe6Ubbb;=UlH4`{gVM}kzvjbfRUpS(%7 zT^sDVU&W8K7l-4$zHYT2;RFyKtF|lEpgHLNXtGhizT~vwgG8Ou*8nLav<3%&Gy4#B z)vB^z2jgx}nhcMP$>SVi5<~y`48{@9F0%qzB4LN|{h*~wEX}$zfSv?3J5n_$w_xc< zv`08BWD~A_s)X4F$dBR_WHkgqE2{^~LE^qc@G6U+-(_&jab86nRF(@ZM;y_M!q1hQ zQP4;R13oaoPC#sl(Nhv5Ws=56oRC2#x-~mtNU|b?gg83At0sVNnpPoFQP_IaRQvh2g(B0ltu7}OeJc42 z69{Kj^{u{$YYI4U9vQZr_MXRmK-HH|FxwU?6(Fi~MC+JvyO+Nnba-{4trhOovra zh9iF*xS9cIt)yT&c=7ownBVQPevnEtc<(VDv6P6{g_x{~iAjvcuUg?) zGlfXEBi`c84zrRlaC}V2v%u}XfJjdKCPCM@MP0C8&mh>K%mEe^Y=DU=3Q2#(q(Y2c z@m#|tJL>!-@tGxlpE!)z5ZjBoMh+AZvXZcCNsvbX4H_e=^yW`L59vVSu>@u*2@0-E90C1lqAkVN02N7e&{Rn!j<5)0mlL@6R& zHwoc!0fP2?nzN(!<}Lp$ZZD(jRTk`R{#J(VXg|`py-W5)|K4|Sx@OV{V zsu4RgbNGprwZP?oW+;67RHfY6{Tzyhu5Z{#HXl28!3_Rx(CsS1F40Y=X>x!~IR7GN zo%aznO{~D)sf1u8vX%GbNEcR&rWbl14t&0kS)xmOmOfe^8+IWN{H*uV+SwXe8?a{D7*#!MDGGqqDWXn zk!V(8(gf`_F1SP;LdI6C+wls8xgMnbu!VKVOl25M_W@vM01Az38JyYADDP;Mc`aFJZp#xIAH^$*2S+&5uYLeevD!uug$bR<{+7R zc+6F?2UWm^ib=%N_j`SP5t0^&MJc?k4oVa$b$LUe4(0vY0@hA2f?0qYigE-Z5~8T2 zWWeoF7}gLQ@^Ub7@nR$i*>E%>j)kr|hZCFmG}wBt*5gO1BdY7ZP$m*riGq8%XEspC9`J6lu$1x>vx!q z_cn<{SKD+4`=@Q@9%%0dJj&)}8e*L0#~7e^tHQ{i>}Me=A9udC(fu{igLmSqvLw#me{k<}VV$b|tm9!w zJqbJ3y0vdtAMbul1%}fGA#_i&EM~KR&inSDly4N+oQ&czxA~z;r{lGI2&!}ZSCvFx ze)=ED}sPMAM24L-h4UKg$&TP;?cp8bIfJbJTJpp0$ePTCBtpp zL}E-xI$p@bYenx&+erS&N#j1E+dvcL1tPb$3P`f!Ff=9ieP@vRB{+4(LFtN+hh0U9 z*XOAo-(hVG&j8APo8qryG`MihE)Qz`yR9qG=Uro2$9LZS+`_;Nc zdS0{7MSWC*0TjXXhdH;7b2I6+v=|$0`Q*WzUH9%vmTIz*-|2tsQ#3s#<>tp#1+C&zv>q zKH>AHK8?=_=ki*N+_SkgeOADBTrRR)NBfk+TsMv63oaQCN59Br=cV=XW2Svi*glvT zIB5N1hvq>4$sG3=2wVsMm^(yRQtG+&R%(5$>KnJHU_U82B;*5(8jI$s`89wQ|^#VPAK8 zCzKYd6C)tJ-!>udVDBsQ_}*k$1hSCCAY{CLgP&O?`iPp6?ORn;$Jp>l8@ofS+|Ae|s&78pv@ax;UrL5}RBUVtTDzyU z6dY^;>y8AoCnCji9sP8%{$Lwc< z*{u8y1coo9kN$WO@{qdx?Fw%B0JCX@&{=wowDE4YdIR-OB5E6C8K`j=Fxe$8io>1z z1%}5J>TXdBnlzlxn_8ICQw=>&uNwG`^-@D)@;iy&Q!X{IYRWb|RvZ4c|FIm`J6cv* z7yhJ8;&1kHo?Vq-PyMC*!95@*lS~KUnc1z(1|4iOYL68x4Tq8{>Ty z8q0DlW&BF(MbeA&*Z0W>cQUidrDS3Ztq^lgtSU}PD^Bf%A8%bAvqDrQO$m*0;E86L zNICl{hy7v{M*X@NaPHZH4*T)sn|VH54TQjA;G5KwCts2;56kj0O6vDK9rE6{C-aaF zyv8t>w)9M;B9bTf0q3Kr9rO2zVLS2s0SH4lwIsb%z}6B*WW1{VCy}QE_um%%*Q5|Y zA3;oKOBZ&9>o9#s#~)MC4KU)5d&$$=1tHp(4U`)SU;d=Y|J6nV&naeYA9X+ z%ilsojWpbV#D1HR-{)&^l#OZc!OIMMuH`jlUcYAhp%Ac_zZ4Z6zgb(w?lTV41aV(3 zm5@N*xzRIT@t4Zf_nj@{mulwFd{vS2a$V}z{u0B@*RIR%{i!^!kUR8Rdm9~H(9_Ay zpMO8YAa(md=g>qtQQNN0w&O>=r-;DIdtG1WLB2J7>Y#WUMR zdfywTQtgGGlWCk;M@evB%>vtU+m=3dt4Uin`I9Z)D+-usIs9w7X^^I3m_o;+Kl7m< zP=2n!MURkIj<>(BtYE#wLYaM3WSkRBxleu4TOaLQ9jmh2=!KWpnUt@;(RF1y%&TgR z55!@fpkMcuSDeE5C{*~@p!RujALy8(9jOb%ehIfR1je#aa2S9UTFXkIQRAzgCMswJ z3HS!jI&v=B%#1~nSZ5qtqMuc%9=LbWWE3D^o1&R*7YSHR55Ehz#|wvZDCn-AF-!wE z2b0#Z1wfE%dzT+_dQWsojiHfsvjPu?A9ag zBq9)BnZ%iO<9NN&2kTwZWWdSLK^D_|lKMcRo-vTRLQ4zUFSswx2B|PphFgElQf_Yy zIr?$mNlW1AsI^)qdv3Y>n@d-U1Gt4@g=m&x4%7L$SBkOq;uK$=sOZtI+|r{aqcavd zuMbwn1eyD1W@T~ftRQOAITw3{E}0JWx=sWl-zSb^O^KDyeFQLLD* zs$$yw29uaVbk#Rdx-9xSC5cUH`>@unnMyH*c$Feb#?!saSKQaV?W}J$o#=u*UU@8& z2~0TibuXa4E%{I6n-`qqk5HVC z31nDSW(#C6W~EK+KJ`W#A}a-0pvP&Z#mvu6MA)p4vrjlotsjiw9c+}go0)J368o6W zH)(l2vK92{=|m>D_xX}orl~IBnQ?rhNX14<#xEk76R~s68;Qfm=d!lVI_~z2^w7p# zBIfgU(`Lli9?pLu z8r$PYoSDG7g6l7BP~6r&F@V3ZJ)Rj^~%A>9GG$q1a+y3lNb zagz*FO9j{x68FJnE7q;5F+v(KF?}Qw10o59%{Ib1gn(Xh73M_W)1Ud8Mt8z8L|-8~ z;@TJbs*wsF{l-pErW!9$lu(K&_$KKcFj$ko5>?O>z2L+s)|h_lse5WFo}JiF5{~i@ zTz4McZhQ5(VJE#C1HX8neDv6aa&mR}Gx}&LjSTjajOW0D_Uj+~QJ;}>TM_H& zlodO2T^cbMIed-RFV0`TEVi+9V`=A#3Kq3i$w5!6je3RNw~v<;#CIKGMdxAF*pOTJ zK+T~}we+Q+jL(Mt_CYEjVV^43+Gdr5L+3h2Lf4YVsUrMhUUL|%s5B*GE=xsMxH)-h_tW}zwHPJZVSJ#!Uiv3l#W!l&=9xOy3~e*KyO$<(wEJCFe|TgwFzSI z9-aH4E8%>HWzFiA8Cr(#b>IBF=-pV7GC)g9OBxWI)+C-zvfMIhcAsLDycp67%fKTWhn4Bhbt_1gE|`73 zCryLkk*-a7zxXPrzpCtPU0^@*8Du7;M8<-d6N!t@(s`P zx3r>kfPPvATr6T~IzG}Nfk-Bz<$;;%W!GhkR*%0N^}#6*;l2z!U6mlaVbsILCVAHc zoPupBuC*9BH(cx7Eps~ph{Xd`znt?Y7r)R$krl%9k+qM4$q)nDQ1a@O5IpJR73*>w zb5_6_9*$JHXhY#$ER9!@&DDWPe3||&WZ7`8S;D{H)04smrS6+aqWFd!J-5jRp?_!) zaaUvjqzgF;7Otn9S+aC7C5FD0keriXK*}w^tt5Y`fd_I%P9q`l)jpW5f0|kv!2U8C zER-i?ZfYunO%OE_6X6G<%)0W0R_@_M(znI0@yl>65?2|;u=?e|t$;Gt$5ApRbM~UV zNTjm_Hp!rdS064T|Dhmg+oDV3FL%;_2%pbcn2E+_9Rw5Q`L+}|FIHk}Z13p-btGM6 z`o=llmfY`$7T+O{VQx3|ia||W6_^BzA03%Yn0v`AWp}ZOQNXW>)5?iME#6C}1DM@$ zfxV_Xzs{*lmn&a%=#8t=8Sf{*TsZ04I9IKadjuC2rqk2IO0!7?kH&X5TQ2q5H1B!28z{cfhGmu^BQEbBsX zva#V+!win6Gmyb1$U@=7-^^^Giz~Vwk)N z29Gt^T@GkiVg7<;-7mCq$!=v~m(zz$UF5A+7GukZ1cn?$1iJuzkI}jDA?h7IaU^Di zoXH6^%!{viI_4xwcVb42W;s?l;Vc>~V&skPo1u*dSE&bWHnH_b2|z^d6fOv;$fJt* zU!tedrbo^R{&$BL7_|hMxDr+xE}{g5?1-2f_Mi>GQLo^NO(a)@LS~{^fj!tsNV+lZ zFo~4|SXaQZXqfuTW!2RgmkVwY`$E8cktiD2WJ4Y@vZ6X5K81iKH?`f9NGdR~F3{yF z1c-w!z7X5&m+gxmWYb^+e7@1ndxw~`6?#I@jnm8BG=o$8-60qfMyg`Qd2%yI0sk>5y1KX4qns)YMdm=?+>lF@t|JJ`uK#ivfHj zQ_X{srvdU&kPr)&Ii==}8^2`r24yBw(2t*(;Yq}(EFm(VEX z$On^;RaHP-gBLzDawtidD?;{ob1lIGy9At{DtCJE6aC0}d|(^@uxPg3G_JIuM>1`P z-fMF*awjh0*hGU7UK)wZaBRoA5!jt#1AYBy3o|j|Ik<)m^gQ|w(fWOus67jWS4%?RN(a|%}162vnb+j@I@ zdkCHt;yY4ixb)%PUxmd8J5E&u4V=7L>!alm3DRmewpUVLVh;+(lX#xJA zR*Lm+Zo0$V$fKToYZX;rjJ?RJfdwDmVSZex_WQj-4`TKY;FUxgFP1ZX_%<>|CkmDH zuu0${7bB@5=;y}pSyt8Gwz1Jigtp8=%i^W|#hb9%ao~w6JHXZ+#fk(4S3VSEv2)Rl zEM8lQxi<+Hh5y2il$(Sb4ka_%$b(`efu0y?ynp{*cWHO|bW4hfvH& zhlZ@8DwydkM+h3aG;-&X>fB^E`e2^|bSj1UQ3b>VNnoxceM%EYM>)VCQ`HE|0;rWwX%H2NH81b{rXA z_UC_K%;Qu~H+G%Xes{=7Z<TGzEj9Wc!E|xcYpCq`j zbMu=vV9Zv9097Ozi{lW&cYctXlK~oD-aCz%eT#L~opS~#c}T(v9u6khvJ+81q^&aK zu(_J|a7XH{&^<>exrzKspJeqXFiMjh=54_E_%zg=m|)#B-Dxo zLjh9pDbrn-x&W{jc?L$V^~^1l_rEzmAP@5IXKwXB-q@7$WB)*1I!kAA^3lLDTjTjz z(T7`RJWH>j)LGsW@RMqPAa8ZNQ`&iV(l@B_{pJxI(h(RSIzEcLoh6^T_D2oq? z{=RhYDmZtnGhNt5`wovOT(*dq7)Ql{%&Tm50_r&O5qfd(%jKipgjzH;bmjY2agscO zbAD^v<)v5n+Jow{f(TxI{=8Xksm-OEfL1@`M286IQ?dvc%dJLA`HO?c7JvMXGETK) zBr37JUzERvf--{4i}0YT<~U@b$frpeAk`|K97(#pi@)+vkX^XJ@zZi-r=ZB|yVzuu zB;kTY&^Yuqx;U;-B3gV`uOfR6+>i+x;IVSa%zV=>KuE|o(kDd_wl*Ixg{f@TAvK5N;1D7 zDN2ZFg@~xpam`XC_Ff%xl`wEgxgxE^H+LgZv;s>Q8v?!yW{O~~+lKU!N0?+| z{#7h_I5`Q2WEtXQUy$SQ$AuQ^^5~D~CBGNj$`ZT}@q>6vEJn zZxLk}=Bp%)&^ng`O55jxbv5@~Im0|~D)rW?hj*7*ogzg+g!DAM_lAGSJZ<{YgdcVJ z_3qh2_|JP4WDO(`o*-=5kVGm2)sLCp8_p1FJ$QGp2VeqLkAajL?gtW+D^bK?6U^R` zY_O$qV+as{xVSjd;UZ#+QAkMWkJdU$GbB*8B7-~8S!WP}B4cAFUK0lL81O-^c zVw9Jstb=e`MPe|74aWyZ76KVDi4n66v=!qy)On6SAESzg6Nh*odEzue%6A;zx*Jsw zB6GZvJBk__?E)^)NnTz(?DaI>HAo94y_cJ0(qCmco_7OmK*-7s#gJYv(Nf!Us1EVs z(D5D-TZ3dO!U`oDFgmP*YnR%|y(!qoP+~P6v(6|Rc#^1J#fDff5t7;mhAK%OCt;|_ z0Ifu$Prya&RKBN{+T=|Z7iG6{LqQcucm^myNbAxt_6@ZakyS1Bp*q;C0R4DkkA*$e zWy6MdGN?+GZ~=(BAL2&+{-7g2q-~O10jg8~s=lwjCTR$p5%8+;g&P6Gf&oPtpctAT+*h3L{#7*y=yyZ^C^Wo{@A zbHd#tPXv(=VqkNn4~@AOv-BR16-z(7Nev&E`J)hHI1ZXUIGqDbb|M1|Ox@SGi5LW3 zCHoSi9za6X^jneSZ2jwV8KQJ<*?a^xE=aT{0(jVW#V@V}35XI2^QWkyLJn`cK}{3M za5y3*Q3<;Ku`&MAiTv353qE*dH9!(d0J*MK#wlD}He(A=0FhmLQI+BbvWH17ojqHY zo^f_?)iCPc+*V3JP(}i);39jZrdoYJ7F@<+Wo4zJ^68}WQuV)ynI7@WJUpD@eivNM zyT5FiSC3_90kOP}GW4@A`Y;^bLil=PJcS)8!BvD{hl z4N2x1h1d;%>GY-j%pae6I|7kNF+oVrL_ksa%|wlFq+74DAjPVj-P$8>{R& zuo9}Vx3PjzLarbxJNJJ&uoh2N#W?jy9>g+m>0WYm`lCPzC(I~x(KPu6*x%gA=7S@mAcAZ@$Qj;w7v?ZgfLz{_7B3@%s%kR+%9^TP{wl*Pb)~B^Ehj)uc)w71b)4qw^?fykAKMbhw8vP~RR)&uhc{W|c1^b@@NfhM z3&m-Aq81wQVF~XH$dN6-_Qj$t*SIe2`lCG=&0g9ro>4VnZwuug&&@Dwol^DlDX#K* z%e<9-M?}MYmuN}%ed3*-xnFHPhcrwzqWI6JMh?3gQbJz+;;7M-sO-)WNcm7G{^GHs z{Od3c9YX_#mbd@l$h>7yZzeE1A9VKaUC&4p-feni2g(g;%x_5TuBjaUsE~AS=XwT) zg)2&sK6`Wc2TS%T>gT#nvuVVYudGj-pOrlPl3y~_NZkWe2p4ab*q8IpuoO*7$XffT z1PCgZ-kdTCM8Te>5MVPtu0TDLn7BqLsXcePxo7s%+H2Zd7D~Nf9;)b@L{Dq(Ct#mg z9jp0Tt}9+dnHFAQI*+>yx-6BZZ`-n(E8ei^ZqNv_dg#fg6X3F!eQjbd9@`~1V+mKCOwb=i}zG^et^ zJ^hD0w{5<>8~tocdsXZ5(Xo-xz@5S8sM!KuIj7I`f49BBVW*`#bVtyaTRTcL%gP@L z{1BSvb!Cu|!Jt+FCRFN9GvhKP?q=|#r)+l-G~GF*z|m2vb*X-mzVb1xacSfWIc~Fy zQ`*Vq8PVH|1EXt4w?|%ny}vHOFnVUP=k;O!2^PKbYxvC;)nj@Q{^lK3-u@;~bfpuO)@Urg`l(PpTx^9lF9+NNF z28-(1^`Cp6zC3#?hz1_I0XV7G$eQ4^rQ9+C7}yA6p0cA zGJA%UBZN{KF0Dk|mB^+*J^2Xa427}pV=s1 z9`eO=pSCEsZi74+#M3`+IOJH!*;)+4|?)X{$efvJ}SzHe9P3nCmuXmh9#f+JIF4HgW zCGS3l(i_{qzrFWm2VIoJE?O3)s)JXG<^%$}hpQ^s8Zt9}Qh2}Y(^2&r6g*OXO=74| z$;NUvQE(w7nZhW|WP6@@+s#U`fg6sBx+YI~t(eZdO@3QrB~im-uGqDz?^n$%*?g2|c`$0VC)@fBvo^LJMXkn~FjoCC3Wz2$B(*4i8VgnMrBj{4TR`mPQ z%Z63WA9qf+y1BA{SN)k9%Q@-S)UiwL#?Dndk-=v*bIOal+_gDJ@e4O41`g zEAMd&iY|EogAgio3$5Hri?Ck}EQTrwoZ2y@M#)YP3BKDyuTZIM+p!~pgoz`zi}2ks z+=)PodQSHS`WqM!_yUP$#GOSwDh`!|M|8Bo_ZbqIiDnMq!wb@qiMk2eaZ0R<)5r<} zZ#!D9X5d*|bLKGf&X}0W2pHI(e~^=5IgZ0qBeX<=nq@H8P+Ngk@l~BgpWnV?nS*sz z?5a6OM$Dtky!7jGtWx215>2iE-y3o+QsU#?m+zNUADA~4K5u0t8{pmVm2+FgTF^d5 z+ct%Th2_%528SAB=gGomj#l9(J{(Q-ej$VN&w745SLfh0I!H5=D{*2nPT^T+3taH+ zUb4S0ki#F5VMS-X28P@Q0-88d+xYhM7v|u7$ln zV^%jymHqy)peja$-M%Wrc_6)!Q!VpRBhLM#TV<#0=Zil(HpJN!OIOBx3fFHAyU*ss z8YY9I`yuBRuYKAFkBh9y^M?Z@BHOnR=?m`VC4g?@QwcqLo}6QCF~bzzZRc@OGD3$* z?!9pgl*!1Q%jCytNImPXeNZVx`{%V^WDSN2M{cSBEQaw2BN7#WD4oSdvN3f4TLMj8 zn$_S-#D7Pl>vYb-o!wr&>oXjaFe+PL--I@^JThYQ9~-^v-WA=-G`~R@&PzgTa9SUv8_{Kl^vGlsCZPAzV-(Jz`Ml z8AJ36H{b5Z6T7+1rfQ<(f?cFuo{a0|78LuI)!TZPzlKBa!}ovaH^e!QY(E@}!Zxby zhbdq7jpzsVwU^@9w@2M{vq?;xac&#p(3aiX8JB)UDW#m->y&oN5WB1BPGMpBS65cn ze&=UVn8++toY*3exoJA)K2zOaVl9lsz|{Y+jI}ykXPe*B6{3 z>wUT8O4QS+rWuX=DS9;%v8vhnSx@}=;vdP~&~N=tgM_BU7yFlAH6rsng(y!V0l^(% z2g!mU)nDq|%U`8IXh>il!6~Nze}67CbmU%RdRqbE#>MTgm@;>{GaUmwlgls*!~+8$ zniNUUCF@cQqn{l(P`YNAP}QOjIZ7PLJ@sVIg31Bs9N0N~OdTA0^0Vw|Jf@pD+eHZ-SDo@y}hV82du#D!Y6D}x); z;uKsiTt9DmOPp2AW;$1CVuNGVmf4&kg^{h)ta^j1lVjB)*7MdHB5K8t-;@Yiv#HeA zeW}amxv5fKxpQpjY&+A24Uy%M7sF|;3@+1}VPhOhri5J3o_T)-SKy3_|J!Ko$@t0~ zTmJE%Lh?9q7bZ9E7biJ##tefdMRu84I!AYSvH|IN3Hm`$__I^(_j=|h`ouJ{Z=W&X zak%}a!HOqFEjH}1kizeG?=y*QV^>lDi#*x3AmxqD8+xbPm*%AjRRc{d5O^612}-e_ z?r<(R8>T^>7v^{35@WuR1uS_v>wGK=4|>C@US1P?t9 zyBIj{?wB{&l%N4;5BXxY4u!Yk*0EEjFDCkHLwywr{W!j#``LQmoNn9wHb$|EaH;Zu zdPm)97j8ziLqA&YkJ1U`ipYf(FI)zWv5?spcEFj+wtW4nRp0K9c0r+Tdi>mrsfILD zmFUikmkRc^ePmLbo42#*{ZV3aptbqkke^wn+ieeD9^vau78j39);rp#o|+qdf;msS zKfl(`fz$go3 zBi1J8C#4uJr5xjC64RVC>iO3G^2*yy0-3kfeNJ%5Ub>T`Dd-rp%T|#czvo@YompVf zrYcE4oy^$NX19E-yi{6(_N(ma_w3fT*7_ZZ_u1r=@>Z_w5c%3(q;-1v+HKVhD#zQq zx|mb>QN^YQ zc?gvOOOsu!a47X_Fe8&hX9S~|-Tp()Jz4xx6$hm&lO~^3bQ)%S+#PPHcH&Fv;C;I4 zNE)LI;#BjYwd49@-UOKY^z(A-1cgak5Bi&}ca-vC(-3X6ohW;?kOk;KiwP{~vD(oc z2Uxc^WLYchnH%k^Xg}NR6-= z`SH><|Ah3$zSRDpJ4y?_$6h&sh%X-@zudmg{!Q&9>%K&ZUKS>cb+*Rq>?;n8Ys7mV z+nrtZ$!%?tvHE$HdM25;C`qsJ{-kgFevj{%96O^d9eUS|zh|zlw(dk+@Xen;y@Kro zI$|on0jhe#9ib>r**Y@uLEcH<*yd;dDLc`Xmc}(PtlA$_c7xAyOj#vTG2j8+Q1K3+ zKwsL1mx;+9D`@vUbt9p()IUaXJc{j+laq_rq3GY6T{#CgFm0~5QBw6T;ebN4stCEV z-hnAHeLR6;l!5fLFTgM`*^#g5?ZKKsH`MZMuaje zdlxOUBqEa0Qb_|D86|s#>^%w*QMSwwviDxUC^lBc>I2U{{Hwp?$0~x z`FdX0bzbLroX2?_19`VbhmIfpB64Eqv%^d(<@XM~o%$|rYOl!PNuSCw9#6Sp?`zbG z4q8d*o~cjC&D2S$v#_&Q;dzMn?bO4_Yx@e$qo^BbhZ)&pRJFbaXs zJl6eUUd-MFKR{y3CYCr|?v26s2v4*UgykpO1XT%T9_Pg!6TEa!B#5{Q@kk?VJ@fJ?tfHvclfi{0Y>%M$)p$`g%89DmX*T72GhSMl#u zwEvN)hD0s-Yqypa{^ahx0Ji0dmJP%BJcRc!P!LR}(80+8)7m&>a^w7-HQv7*`C6Z# z9a3CX#n(FrrWLV7!Hn~1GO_^poQx$C^dAJMBz51v87D(x1_oh7abw*!fqR_wS+?nB z-wXZ0;(|AmHkyv|`00dmxhsm7v;Fma%u=fNQx+aY10wr~@4?qsYh54fR@t~$en-Rg z<*PRk?#p~n%%F(>FWdP=c{hL!RFKXZzH(oy9}1#Bo01*}bY*VbxZ%Zrw7U(UXIA9O;zWALsQxvWt1bV2NGlc;<7sFP)y|-6j)kkbLwy|T+rReOZi&Ba zA!%OUrx}uwv~Y{OE>Dcm3Y+=hC;-5 zX?;S~4!`s`4(x;_F@6O&yT=r0v_M0+b?j00I!>qNUmUG}oj~q?9&XKJ-LndR@9*D8 z>QJm-e%#|v&XbEYpwxBzPon!rH*C<@^atz7C3(!h{}caHsq5An=;{3VagT6t{P6?- z*VS14`_=ec>uWKzzJ9yj|3svJTs@DDzJ1GKxA6A{{S~Md<>dY6S7{pj_E-J0I(zrV zar|-bN&kG<-K~fcYZ(rz3p}>!YRO&MT@mjSp~?|y?WbJR>s0}bF#2;arjh4-aY${< zs78LOJijVJgQ>4Evv>*ho>K!)mE2eBswAsglz3B5nYsq~RmTu91m$RDQ`@=>M>}Ej zoKI!DuP7V|oiEMJ72jC2p$6R}FIJh^#y5t~Rg%!a`T$Lr*ur> z%AZ3WMzWP0cTK5;9Ba86)A{+8#*Xeh|H%Tcgqzn_9%(vqBKZ)N>cYW|xz!ezG&Mb| zZG!b@Bz_dt*|k(>awR^$o5fgt;)>RTAM@)rNBMk_(5Mjfy0DohIIKx-%M%Gs&HZvj z*(X&ozv_+YQsd^Ns@cVR&X=Y7T}A!$QZPX&Rq?n=s2)rrhXQZhUEaEvX5VhJ?n+jg zecZfZ_Bz3zoka!5w|)r-7Wwhz-BQiWVSDPN`oRiK=zxn-Zsw}u3M~yY$-YfLU$UOK zbfA?ejKMFJ=~23bYXgfpwZ}USM`=dJ4VXyS=Q?0mrPL8;G7Tf@|xH?^ssv_uiJg0V%%6O z@yCp=z#~wk>(2DB-8o$T_E~D(Nj&9^qPy{2|s42i5nO6uzGhT=c9@{I> zSt(fXbbA>vhcFp;qYlaqu1%v2K0>B%gl9-cqpiI?TzGC}_@&RndXLvAek$GbLh`Fv zsZ9UbQ0`{N%E%hgG`op#y{Nh4+vwdZb3?O?4o&ZQnL2+I2v-5uTsVWhu*z-UE+*ri zcS?-5JoYiKW+sb!^4U2p=1y*0t;%i%sosn9s#0 z5iU!ehr6N{5bf?S;Z9(fDu-RAHm*w(=NBo`y6Y8 zDky-S(ykaO;WPgsPxQwz$WVb1Ou{N6OhO_PMA+g%Qq*U%YzY5YVOj%2+m)cO@acWp z0@9WY2oVYx>@jc6qcE<0D@v%XNP{-{q+c?vi8-Uv@k!%5Zur_bo8_y!qkVj|vqmYC zjoaC(%sY}R(oEaZ?x6oU*?D*MDyv}E;G!3Ty~jE=nG2w-UHD8XSK{QTq0i^{O*7Ne z-Duay`0c#=we{qufNQ6uOLsA|IPdwJo|2O@BMc*jW-9 zQFY0in=OO3aij}1YSsM6!3g!Fd)|i(U(*)YbL*!#J{`)OXyRI;%xo#~GIK~?#LrgA zTK|G^a7Wc@HvJIgI*VPyD|zSidcW``?>RRRA0p>p@R@15&a5R?W3N(@FOnCwt`f_t zx~j;F#>Rwo@59%T$0ksd4GAl@i2}w;qYq7#!);jkjFr^{Eidy}79RCI_P+fH7>i|+ zjJC|A>cw79Hp%W##4;-F*S!Pg~QpTj5BBkKYcJlnEt>h(_yE=@h1Q~F< z?^7z}7;54A>?cw&LD^|o_|^qg3gh~hBdouL|5sk<&vRAs9QY`*Ln<)6l1#Xo>75F` zQc|=x@ws^ILGgMu_lb83-h6Lwr=6+`U{5|WpV)YrPRU5QlioX{RqFD6KZE@5cISJ; zsM*vaUZ~ERr0SKtj3I(#*1iv$#s(Y>7|Or&O_Q8>7z#9)@-K^TkJvhW5R$$NA4h(!2gYJk6TwJ|U4 z{GcGad28Oy4-V4MPC(C7JJ?+@m1m z=bd~xxQnL~Ca1kbUL<{dn;VzC-K*gbG$z@LY^O`;Rk)^H`qS2xQ88&5l{8VVUN?2= z=x0{;r+ZbRhPwH`syLnYjyRPnv{2ho@U^@r)H|@1fMLf5W6LjeII=z}N>~sYmR`c|8J;Devb@&@Ibld4!(u)`Ksi(9|aTYtO<}S|a=o zBL3S6+DZauVlG=li%p&>#SIox5aUZv1P8hBCeOYKpOzgqu*{s~m5Ze-I*D@MNwPrT8+d0OwCwku~Whrk4_?ai?-(DKXWjE_4| z=rQ!+(=J3u9Ds7P^e@h8J$vzhigB+}2gec`L7IIEM3Jm9^%|6wg{=p_-6r=uNV*T) zXQB1fgBIQ}0vtFlq|`>CUW7&jhX2SEzZkPh>UE46Ym_hR_GMUC)_iW755RoS z;O7UUJ^1K~QE4oeJIfxHj>W(lWq5qJyqv{}nEy4VU;lwC&*;nBSQg904{4>SB^8kW zSxk=_s*st(xQk^NLN;$N+6WS^7RdcdXb}+V1+b%&Ac3kO%di0QK?chq^FRh7EkJCg zN-_Zxe>vqQ1GqyHK@?DvRRBw^-6l}^_@*J<@1Vrw_=X0HYtOT@vzf!M)%1h*Q+>-W zvwf;T$t(V1Sr|91^8K>zlJg(lKn6lD$Vk=pn(tq_1_GyInzn~V`5YouQiS5p*&V5C z8TiUTaFZ zt4T+zf8E#?6m%V z`oP2VG_4Llhr<;_Idx}qs<`K^=58x4&f^?ESiO)%-FmN*ZwnKX@Zj_f-(c~h8%*V> zMGn_$3M{FpzroV~jHUXuytV9u^_TuCb{Fmc59aVg!$jjxkc0Ea_zfBx{)iZG{2noI z`-LkyFM`|LZ~w$UHTaglp|ZjqD@3109KV|xV#T1rqJih6VAPO)P z+$O&e;D4#RZ}}g3-2kNSUyc1UAZ6&!`A1CkfV{%RKZ7V6|I6#u;6C|#%;#Uv>$&Vc z&5<1Q!+xz)m)O^-+T`$Wv=jN6)c|{jUwMz7uLv#HJlx zJZDl?1LOsnQ;+Dq6N(5@XQGx)NXh62lJSEmo$RLbLkI5v0_Q25civvx(u%=uG7;1e z2iYkyot9=j76EXd{nDkLw-y9F$E5G4ZF*b&I=;88I#Ht{TXhHNloca%n4fac@*~Lk z&717Jyp_9#{)VuJiU`V&VP?odN}>9i{C0f><@J%jh1i!|e7G{^#bLBpkY|JtK}xM~ik=8}k)cAoS0fDgkQS#yfcqMW zz%qkazjecPw^RI7B1a2FG|EMg>rzJE7H^>}ns z%HIE_WwN7`9poNp7f(H_e{&|i`b62R;C8-WpW+3g6wmZnjgI>v6KyiZSnmG|J3lNg zG|2@3Vu{nu$-&#xqrD+)8;c^YM0JD6?JXwG#Q5yoSj0x7hSyKo+*tj&vJE0Hsl~j2 z=$%vB2K%dTS|3PKF&bQ55RTAD^+nryZ=K|>iqKTpC%$67?K*_QR8n1! zzt5D}^f9I{TIijh>jm}u}@BWxc$ZAlWG9ofn0 zyYO-ohjzp>kiY4%<0BS!F*f{C`=Ow(QKmKibe z6{A(XbfCHS-n&}AP1yXXQ^)5j-{rE(ug~s0BV>Qd*4o_V+IVk-YG#N-fSgc(wea7# zr6uL2Ncomsby>!co#~BvR$n z93Ht}V9z+l>HhrgX?@G`XZ3bUBcdW~k{y+GLV2L8K0P|=T!Ip{Nuq(f=|xQA zmIo|rJ!qYhhbZC^hDIw98b<$$NlmS0RsCrkD*SsT+E8Plsu+MM*iuc!aPS1iXbz|q zZZiFcqrC1Pj`B?0Ur6B-hU!S^iVjR}hd~4;VBO2K!n4j#x6XehK;hQV$-5UeiewCq zsm$MTs0>{=3Js(a$PJb6{$z=Jt*Q@^^%H#_Qljkt{x}&k0yltFvhoWhIwe>P6-w~;0#Kz!l|K+RPl(9;d`$yXPw{6gSr8A7C(Y`4J$r~ zUEHg+H{EqlV$F;En`7M;&e7>N463`Cy1%5HNT|0S%#&=kNmlx7JKNqqBO{yatLU(c z{{$oNeA@il$@;Mv+wV0ZdB!Wm8|+ywGM_&G4#TYp=kr&S`J>JIPJbzMVInBr5&LR*^%YfS&^sgccg`ll$_P3Xu8;E-I#_f=f-I+|YuLNZJ>-91JMU&oLqGSKNvzkwPB9J#v?Te&*76{JvAI$uK&>L#5rqY z5tEqj9|MJ>eh6m26b{xpbmd1pS6#lCvQ@!k6GvN9R*drZwiB*FZ@QF>3L5rVrxT&r7BTyI}klRsqli&ZS!u)LuF%9(e_iTkJ-VpsoA7adFFF{*!izC zMomGtPiM6ba@EeZivkTQ5?34PH8Y3f zMgwoo6-eD4X`%-9Q>^^_ai_iq{F7EUi$8v3ZHU`o!quy-t=-~*3bObktIf-3sOb#b znFzkvUcfs4O+8<(CR)1;?n_nSmnNvL#G8K2p*5oT1%qIiXK4Y~pFg`{H#O<%H44hpG{p2WqmDd^nZZo^-2fJ-0u6@qVTh zScjSJvrB8TCkALSF&G9KmG@xZhHZy!PM2sVl&fXl{DGo1KA$pA1shHjS%k{#ql*d1 ziOGygBo>gqS)XJFxh~wxUZioH^a;uqEa+H+ipwkw3WOR^<%<`d4?g(HT{JnskXb)I zC&|2@;a9BF`N^$qOegJ_b4N6GRRn9vZCmKeka+s?^-$pb9?uJspSI|>ZhSc+?Mf6e zF8?^&INwHf(vN?SN5CD{*`XOu0M?=_>Vsil5I&I=CM<$^hCcl%MLjnb3E-6iD#j<6P6;}s! zZ{0*Hn%+iWzoY+7WY;j|deL#P1f<$ZARz0KKh+m#fgu{M6ud6mxLbMnhKUxViAnG& zTDyPt4VNUC%#cu9P@7^m&quo3ZA=5ckB!4X-!s5&hIUV~WHr=#cN%q3S ziXjQ7T%w-`;Wq64*7`~_ZYt<>NB`p}XWC3dTWN=QkGkUR(_4)^X!xptJkj3gug%n4%Dm2&1ZHpM8B zw>p!q3gKur?b%$uHx$Qji~SoroB9hoV*z#sRL#7vuIlXshGo<2=DeW{Zj@w2%l>N{ ziR{xp98;EihF5p`GT-Hf(Yy60U+q_IE_p=_)z){;d##UZYMPhs0nqM$cV%Jq2MJk^ zxiAcfcnO|9R^j4D6>c+i?@ZdZ&9(Jke~e7Ce19<-6Bp&JD_k93Y#$*TA7`WxFO||a z(jmo_{NUBVAtvdfc3%k}ee=pg&3%=l8y{TY={**6_8nr5T9fvI>;3F`+ia`brxvUa zG#mg`&z*&xCt)#(*hpfl!1*C6Kd!{Bf$080O2?IqC=fUW7*`GOlUy2ZaNE^DDj}R| zzRR^=&JX!0&Htsa>h*sptjcL6yEF3{sso0}@=9#0fMn@~dMNl?iNVvJEnEBBA8-0!OvhI-w z46a;uDxFHe#Nf{Z=)*6Gb@N!mFmR)_#lPc8ch|eQnR8IBSz^&S&RFEj7rC5Cb}Nn= zZ^kvwRP#5OuV$~}crIz&v#BOyEW5C&T7qXKpMs-}#zk~!T@OvI!a_E*JP&-oLSJ!%$!FH=FnxmBd7#Udhb`YZ0!Gm zSEo7DW|o@Xtkkx&msBcbNtU6TqB;n324`ou7qepKM=`7^rV6hJ>ZCrv; zbTvUME+%c$0jfCOVJ;m(1m-eu(N3#kW4gcl!&U&^6F|KJ+G-5SywjI z=zy4Ms!HeEbL|+uBizi4g>z8TfYH+{fptcU6tr{_e%q?VDZbvAu5|O%s<{7Vb z!?O5-m$h!}Qz4$mu3jDVnRu{H3IbA@K~OGe%wZkN z<-U@tc$MXi6N3t&+&$(k9pYzFrsSV~>`k;T-(2)!cWS@zaCxY>+K<_im9ETt3Yd%9 zXFIm&p7aw-EV6r3lrK`QX3YLzhHmW)XT=cZ6>7VK^FC;F7&X+oM5y$YjK#Ev8ds*3 z=+uZTV3F`%T$wF;%0&nHS8LeEad5-Q9}Em_I4)@s|2 z`F;?LW_8OiE8m$%-*3~p9*P-6I<_(0-b(W?<$(zW#SM~=;TI1Mp9)48l@pCrWPc5} zKkQsn2{?-7IK>*k4Kz$Lk6Ksa|ET`;-v{^970t)q$&wOlwVw3&07Je~!_+U{$A28_ zj;;XF=Z_!-4Elb{6#A*ZHALRh(IpqpuG;)(j17p%pQteR9zu-ak09O8Rs0jEc=2_>?_b$J zub&R-R#~}dj(NY(+P6dt<^=0=Qfx2wESStaw4;^~vV2|lo1eCMSH)%b_WafRR)IM+ zfKnpGCFQ!!V(QKO#i`2f*`h$nZay*#CFi zZGDB9)}H{nI{@fde)n7E9INXz2;OQL*Po z`4kVKWS^KS>gLZmK0Yq}DVE_6qyB!$ePxNyOJB}$HpF2P!=k55>xlIjw|=1``dtOQ zW-pvTqmE>)(6hUmPT0}j+$t!^+_M*Cbw9f(!P`VBxJc#G7UNdvsatTqIC3((IR(&> zpgV`sDccq6REm_tnJ%ZBHnJHvzCDG8x=M5dW8}b&&Fv*RUx@qySYzmCj?J|?)ODn3 zG-+!WxeGppzQ>kDfWSk;dq8LZ;^Oic1E8vqj!TqLzM{mB(s&rrWD|czP+; zCp%xgtzoP_cXzzMHsF&+{Bd>5)*m~g)CF|fLO-j$vRQ7?H@ti;;}>yEX@%RgcT*?% z@#wxmGLvY~u7@U?VR_+B&8(|Q*5j7k1<}j`cc&**ATN=4;qziL#M7+Z2y%yJ;!NCy zl)g>2*+LCBAq$ddps2%l$@YBdRoW;zM1k{I4b0{jk2p#0o4Xl)C3m;CfW8Y7j!O*>cY5>d-uZBH-NJ*`p}+@Y zxvtB-4_dmIwa=^jRL6J}-)ho~*Y(`G)m77gisso5U!_RZ`LHOhgN99a^36&;&J@FW zEypes&nybTIdA-xo`QDScKZCb1cP^$0`~oH=98^6%Y#lvqHk(&G`p!TcIK91sPu*V z2DHiOKFu~(n(TqmOxt9#&e{;%vUW0pVw&l&!CYuN$ zx~++6YWz1QSNtdlv}8(f7m0r!lE@ih7rF08CFAF+pksPtF*C8J=7vtcW0d-`h+-ql z@dX9QpF;gT<7zSK6k|HO2jEZl*Z5F4(L@3yGRnEN7zL9DGtp0j(9oKhPtY+`hC&q) zgdt)FByh~z!vOd-FX z@3DSW{`G1yE(hH4$zzgqu2;;zj7G=!0G63eE#`DJT8fqSIcHhqUY-6L-$^JP35IRc z_H(_n1A38|e|76@%g}qc;rjS>%~ZX+zAu?xT^L|L6XHws)FBj5^x=cVNuT6Ou<$IJ z8ynZS?7s5q^Q-Qu_|S+m*)Dicw_Un2D&g9)_6-@^&(-&7*(qj9oK$%&PyKa|bilzr zfg;HB<;CXeJrm@9RLZYwtQ&RvZkB3v!woXhHNH)Nn0VOFniiAaJdTH;&TliHt5Z=4 zQ|Irkt4T4uwmic+SY#oCVdnO3GwxKs!`DY2f@mfVkp>=}*YX{1(v_**lGE4gEizZH zQOS1iwD|r(iS9{xRDqp9TSssP-E+z5uTNFX40^t<6tHd!UvgJGv1QaY(f8(^i%!8? zTHmoR1`&;sNZzenw{=x=F9agU&>8T&U@-WIUPN8GWekxXL!l#Skc;tsA|FenZlF!9 zf+hoz7c5Cw*-;f#)hW}lWh$TFWL}I-JIxm;(qXBBb$u0W52%!*&sVLgZ%FJuMzTz6{qhQDyEiFcnH(UCGDPO#%PYw7rD=r@ME4Tv|V;HJFw6q&+Ma@@2`?Jtk9S5e>P%R;PHeQ zP+s2=u)6RZ8qp2~&?j+b~jN?s3MKY-(rJ)RJG2T4ikFkSR*x8p=2`=CLOnazf zKy)u{G?s>8zWgA4K{!Uk1pD;#(3iD!(|pCX zG%-Yt|BSD)7DIN#>pL1RKhX)V*LS`;^{l%(Dv|+M8VVlQAdKq%0OtaVsoBxmnGrC- zErc);^qf_o=|vzxXm#Ab)CNIa1?XTB_Xfg9Ls5#pzGHIJ&Aw-{l|d48C4T(Ucke$_ zD{Wwuto=|^ASu1=dGTPfV>=ieL)Tw=em#GZgMdm6th1YSA0;1>ZPI3(w_SK^?&!^X z$sg$MQ|a3&f%?g(B2H(y+3{ajj_=&3?8^N3?uL3SEU#S=$DG-B{i;Y!iIY9bDo~hD z8|!C0r={cf5Gt+DpWCEV=Nm#^n*NaWJ$l~DZ{S^}DX?|6WOJWjn0(87BgO2bB2Tu6 z<0G9$!wDK@QZkO(m!10O^8Qca+Y^rPt;(TSB{+}tZn|y4FV z4023!HX$3ND0^kd31rQt8S?dXWwZ}>C00Uw2o8@H4Bp9MJN!4nRRL}l$S8l zQT@-n`b5p)RbWCWVb)DZNa%gy(B#ksU8qkroIS^H_I%7-dCt4zMFhhvdAct#2429DwzV)XyRar@B0lg!25`K77&*;sFW z&(-2&-y5%ObOsa(SVF5hp9>jj2@lf<-)$*LQtO{78nAe~+ax=h_hX;(G}HE+okKfY z&MyJql+yERIAjX%X>-_5OlZ@U`!EbRJ3C)3M&fXi(Lm@tC?aO=5#fr7nsuox=g*it zQVz!yBv->gNllHUtJ?vV&DWIv2N8{GRC{XbizvxrG~xt&c8bla5wdJ;YNW5PZ-Rae z#=D+>dpXnR2A|s3(V5d9L9Q(ik&SuUXx&xYa(8%ah$7jTWH%fmLqiG?QhGdh+QHWf zzxLp|nfZz6aEq_H?t$mPCmnGF|2vjJKLL_+cfWNu9~4haV_0e z5Oy;rYfbBw#bb~3DsQv9h}ck2@O3}-@l=HppN?uNb=N^ToeYnG$m|cwqf~2LYKo5r z%U)q*Xld0^x3=;)CVY>QVzW{hJoa$og`zLmjpG^t1tubp*wz-P|9Refz87C3jtg)P zcyEiDu+ibc!BrE>MlcDf=OhyS;*f0s6r|u$1Qn|4YU)eZueE>N6ZqI{rvB)?c(1>$K9;%-Md$0ux71gBh~6h zHaPDJ;gAyLg7uS zr1>sUx)XaMCTRc2Y%3x7hYK=>xR6s3I#=e$4xRYyoyyxYa=s;rl8=7lR+_1$t<8)x z;YU5PWeT9^%dT=j@W`O`Mt1I{rgRjWX$vuDL=@^EHWC5tKBDtMoCM)~Xb1q3M0Cia z5rsxfj}=xQoMq%8EL}f8KU_qi$drlS9c(ZXzBH+yYH4LjyihEcX5N1YNal~ac1i)W zv(JjMw((9(y4mA*EL-JvtTgiSr{ zZAYp1P6&SzILMvdP9D}mEYc?#s;Z{0>A$z_=osrMdY`h~w1}39itm!L992Jv^Beam zDpPipxTMb4cg7Ad8xUyFU@)?V963~LzrR`IijgYDjXS`trmPWr?MG|Vya7E zfdf13eO=-qGm^b6l hprmMlpnA}QtbA&$WzjtMicQ7wumRr*cB~-Xfs2(*OC=NR z0x#7@8jaB#O&KzjXr<)6zv=RJepK3`1X28s|*J#(P*)+HFQ>+@SEv*%y8k^PB4{~ zXkmsGP5cwk^pdewI!IWoPZ&kC!7zZT>|G+!h;t)3c^NBAlm$=v37;WCq!4}?{i^Rr zH0L{-o~YNPNEk{hN)7rrS+!j-X)+NU^@*r{!=Al4%bVNKE#rtEyYciIqlzr2ZeE)a z=G=u~zwJ%go2#qU#3j1Z4QVT5RctltYs04ZjE(9Z(#v(^{2h($KNGPc4daAx@10=C zNo^FMn)KaAo9dm(=h(OhO>Tno*5j@q5SULyYt=q)xPAA5QB#A4(ZbhI>p1~=ezT6s z$6rU>MgpI4(Aw;BMVfeW=1T0QPhQcR#x4QVRn3?2s6OiH;u>_*KCP>&{#wLk2bu1= zbiWTaJW@^CuZpx@JBNJI-h0zp?!|HQQq~$ypV7%7CU>qg9H$x1q>U-p^dBkNY`#mm zKeJ7_zt2=)<44o!X`hzqE8{0Dx&|F)XYsR7eZBehv&_DKuhU0Y%FynIJtWwdbFvYH<6QNwe=76}#kH=DXA=S)_g(=>3}&phh=@^I$BT_y0qA1ZO<)_@5Q|3(6z^x@ZwI z^Y7@0{}8+WGl=;Qz3o4s(*MP3I~NkIqVk=KDArMIesKog%eC20Bm$Q+Enf63ck=0y z6K!+X9IvtWBkOxe)bgOPqA9RphbYKM@r0I)9x1V4Zp^r$1ncMTvYYoWE)7h1c431( zd?VQQ@0VY3_g%UF4*J6dt&)8j}CRnqe9SpqyK&ca8KP#x-_NYdbx?k>l0D#h6(_>k*T{Wq1}a zg#uR7ZP{ym3J znacW$IS`X)T%}TYvM;xnuH@K8`3;({p6-OYI|_dh^ncpG6t5=1d~UbKK82lq#(q7KvTN}XG9Eu zIS?m9aFilZagv)pI5)RhT}z7{2{-hQpF`3(8l&^l(>*rg4TJqwBw2?*5k#lL;`B-) zU|AK8X&jGrR4#>>$RVbS(7a*8*uJlvsTAG=oCJ}DF|o6=6TNGw%gf^*!BV-j5T86 zgNI(dkkE*N8dB0k{4D88BOAmy&~(iTZC#JI1eum1EFc-nyR~>JX-*M+Cj8b8bq)24 z*$aT1$k&Ne118Bh)^CI-^e(me}<`D^vyg#6%VsypHa=#7JTnjn^t2kn9wU$Jr)gcRJm2Ko#Nw%2_ryq!pnm zNbnd`O){{pHq!mLpO#SKh*ub7VpXv?5TQ&o?@}aJJmz2BASDLf;b>41fk4%jx3ps5 z;7V8eK$a2+KA0n9kuHaZd?duM4InM-N(6E%D)R5l&u5OnrbPFn>v2%pD=;rl9A{u> z83|iXY@X%K3Z^;f-)rGzSP5eWK7%huL8$yfq?lpa#$lbe@ACy5T=|Jvk zBN~OOpn1KJ(zzq-XSE@WrUqWT8<=v^MC1gG#3&*#2)SR^Ahdli0q7tC(BxO7 zUpJP$za~$sfqRE)rfgC#d>o1TFO-$WN)9y>b41i^Al z*4JyHqK5{;XJ|)jS^W4SiWxOm@a^$tb_bS8z07dPxM^mE&NO(HJ$Rs>wh+^3-G|{N z6ID(K({DdGzwA@bfc;i{J~jM&Ibr-`{Fb;tV`B6R@_#=2c^kat3Z{xX^G!=D;CF(V zETrRP+=Hy6YLsR;b`I>ODj@$%Jf@@V^+x+G=c1K~83md8z{w<{{arW?gpi3N7dSQ2 zSzJ@&dC_UP&|gMTIN`Y-BrgZH)RGlA-1#{MQbvWae}ZE}89o#T^}h83E>}h0P^?|+ zj`+M>^tkY8>(E!(IsotF^lsvld;L5fw0Py$6bD@!01RO(or9{Q^lieMAhKxCPohA@7SdA|Dz%ud3g)<^hM)4lPZ&A%5?6VvE& zpMf|iwM4+m3B^|pc5>>#((|`mcfF{@)ntJi5bJTI*RchH+ToCZh&g&Q5?6bEeUc@Vnctm#IG9Hr z+tWBj{BjK--Hn@D6+xydPFEJgEXp|fHF!d-?qSH8%ev~7`iA4cUKQ4Oh`Bt30x}>C zF@17^T8g$JuvNk841;<`z!i>%UlV#_E*OF6&*hu^b`3%dMFQ>x< zhsgNB$m8UY-@CgbV4dKwwzmJF{q-5B8}TK8y#0yboqCRZu(ZQ#n9 zyfeVMW5pT?#p3-gL4ourq3918 z3vH7<39KycEOr`kYv{ky6dibCtaovZ*w+B(y=*&axQ{U(zaGM?LGRr=Bf!()apj^~ z5`}+kP|$Iw(gCVxr6y_m9rKMmmKAi?QHf>$z;^MMl(ehafByWILszz9 zZlIez%T@N|NtRu^?%-9$L+u9M&eH1YTi}J$68KD5Oh?BLf?jbK3f6rpDXBUWy?%h% zOOd(g_^DG*yD#n$7JdZ?_yF8{7XkEq!GCQx(nDe}l#-sl^b3qfh37_9|Lhi{4zG929k5ORJrr1F3`xBK8h51iSs^ahzw-pkU`(k)oG zpx|I`jI(2a;oYHT8}ZARIiN-V81_-{CqiH;z`nq1h`h(SaR)0a#nFvPAn?Z8%~=EP zdFbi687-#s7?>Bb9$m%A$cW_5^xCyHkbjU9%bz~|rgWG+SZ7>ks-1VAtgI{zEiF_N z&wDL+LTo28 zriP2T49fzRJ2*IS=w$h#DYxV;bg>>eIhkI+9)jPEhxNy0M_p@uh;w`^J3OY14#=^m| z2DBusUp`Xsx5>$p_|xXCT9GHDr75ta%Rzp9ilvGO?l0>0jHE^q_7;YM92^{b zIXEsNg*|rsIDV@r+yz%rQR(9*h6&kKB$foj>*!{W!JSk7T68IdxY44sMD<6-qhE?| zW4c_Q^dupH*TPesb#8bj0WPQLCwU3oIDlUj@b>L`=$m4z8#HC`uUN4nub`lKY01aywO>-P|@nVK5JS;%kyI18xAmj*gC$w6p;Ey)Ta3M2eVj4hddEis@2( zCSC**SOBj*?B#tk6|oJkM!`3dhDGaKMb@ptVAzg z?v3fEf0V7-73PQv`|3c`5nQXWNl72->b&8Ahn<}Zx#~p*bx1I2euc~7?D_Nf z=*{*+Lqn(q?}M|EkdW}@%a?BmT3hJpk@;-iu-YNw+!;N+-N^9~IG_9Zea7~n<1^YI zAtBLiOY43NuOBfXr(W03*4DO*c*1^olKb_m*W{$t!7B|9eS8=eA;pJU+rfwd7v6_& z4m&zJn!~Mk>;?wDkQLLx1WXj(D&eY8^yt{;l$X<3)my$Xr!c``#uoijUd~n_r8a9J zlg$upD}t@?0laQJ^1G@kcl_3KCMHxlNNo|v3Xs&(_p7}vA5cOl2iIF4D*kS6ZY0{H z!2``^I@pGsN9vwaUzU)cpZ}w)3-3`>TYEdItg{Fz<+UkGGHj-3tZrU`*JwTpD#*TX z$G$o7N{9}nEHXfc(9k{8)6)l9r5>6w-*(!2C@n1w*ScS8>v`;pubDRwEnT_pB68vr zJ_pxA_!NjL#kzI#DognkxHqg`j(k-Y4^SC>#>dxpD{}a!QBj9hQLjV&QqlkgPhgN3wuO>GyMUlX0!@?d`F)GuNwlcUh$`>jdPXk!r?rq2TFp z$Wg!dSgok8UI?lJgi$+jVrO9-YyN{&_3O@FzWfQ>zzU%Rm*`GDK6gaR=g!VK2$2t; zJXwBGM&`IiqR~b~*#Ky=MNm$m?EqUrajcKZ+FTs7lgPGGahH30dm|eR{?sFd+Xo*D z-}fC+Xbl*w8y}%MIlVFMn55(d6BD^}=XUDYj=4YXR(f7psf-v|8?R6G;lqcZ(9q{@ zZh81@bo1qTL-BOXFPe%)$^J2=(P-QDxC zRcg~Mxe&dU*fkzKIcs6ZuRMVgakh*1@n5Y}7z`brQ44C|9PA=#1B*!U9m z*(4lSv8@j{51?X&xVShP*G145QemgU_3;D?U<$+Ksx0V=2B6S|j`&$4BQ_>yHs_~L z*Wn}hW4l6X;DWL76DKE1)C^#pI^tgW*4CE$_FQfXJV8+jcVIoq7ockto<1uRjCSSZ z%*;{~E`ddeW?>rfyP;$M=>_*)xM-c%*OwF(U5o~_%|xSRwl!kMyrxXBD`LPRXHQR( zeehe4?nMOXL~^>~HLwjhjVhwx$6igfojC~V!#5w3EPq^U-5lBFaU`7%oLn7^`N;jVMC`GuvW9e{msJ6C|zi~#>YFFM29`|9}cmp^{`^!+ZC z@KH52PhfH+&K=NQ-O|$X30_+$oriIo!e>25-^m*ki9lsG$0twn^YWHqvIx5S_#f>^ zQ4R|TAa&l3aQOgv1hN7*TzljdL8~~gwpN`lZh6x_COCk6dM$c)3$MX?VA1qoz>8II_40CzkLN)G z5Q@SV|6qo~lR#$8tbFltaqn@T;lc3HG_viE;Jfs3L&6yR3EKJ~9t3*tX2;uI9c&&! zWABgq3GZt^A0Nx!y{mA5EIgH2Ukcrz!Mj1xBq}3Q6eAIH!cX`m?3GIf| zXz}v$BINHla^xj4i*sks9+i<XWibBBkA=jG?SI6EJO(fSrh?|Mf@``V>iug*d7`0(*#W_ET; z8rU>5`sw(4}^`hh(Zr}K3B5f=@NjEWv@HTt)z#I%0JvKOmk@M)WxrHZ zpke-s)C2er_4e(hNN|UShXYW-!A#oO%S#%;B1m6$Ionz-r1zw#K-9t2@dR*C%fP^A z9L1^edK2yg2X=9CKEZX5*p!b;FbqzOX~i+hj~+cz7H>B}9_sJE6Px@yu4fbvgGk_n zjvR@Ni#v}8$9ttjV)6L#WA!W>ek6=$rt0rjQ&QqBbO6K>vYUMYB=Z1<^%lVd=QI4b z$%A8W!)(nNanmz3WwSjMuz)rkG59Mz!%aoORmChQ=z|w^;q2KQoF?T!uH5(UNf5)1 zS+rHeZYx5`C!Fc6XC7udFWV=UQGjDvfbyJV@PHp*ym;a4;_?njn;nli%o8b)^BTQL zF+;+}yko~Lpvu&=wBlHosqfF_UhrMogbmP&lIw+!507yjFOc+70GX_8Z0|pQbi~7w zXi2ac5*tA$a`yHvLMSz?ir7fSD4h5C^E0vpn>R~h#lRj7h0SWYR_GEuh!f6cghUr7 z#F|htx+06lABCZA&Zke0aai!x4=JW?lfcPuC$n3*t+;>4qN z0Ed6feH2`6-@e^K3AM=7)D&|??xUmT@HCadU{>Yn%t(h z?cGvH<%?Qb9R}JTf~6;Jv4;;I{t}}j0{yhAGXd+}?~_-kFC%x}>CvOYqN4NIZ9uD5 zBK_Qb%6C-`vIBJ(EMvfOEn=n_b<7F?9Hji&CU||ne(6@6b7f0^NbhPPi8+oR_Cgj( zM@I+C`$bqN6jvNf&Xqg%?0JCHp{=(U(ZcrDLi&C#4vz2m7gF@$nFElAV5?m8s#`tU z`;~_zwP=8^TDvwFNQu>r8?h+UfiIzq--Uh0#LRpT$yz*$R#bRPy@_uLE%{bWyFL-M1&D_D{26R zy&Gt>=htFCJisSJhJ7zOdLPgRl+q8eXsJ7Q99!;^bNt~1A~FrKmJ7(P5e-P~4H!2c z&q8;^ns@M^IRzzUTW#zGUjd8NM~)mx{Svk)yLag@P&dNxJmo$EP@Q`H2>h>d>j$O#x#=gcXOuD zq}eYBqp#EoFq zot-c;U0*@Vr%)0gB5x-r9Kv?cq^ug+{>ag>r6(pk1RV&JM2ptb(S4*6nau(6RD5qA z3kyqJPzXJ|72;6%oWF44Yl>;0QT~QoNbj*1x@u#Ykd5ei-+J`O6h()MRclMjZ886| z!1%Yo35Pyj0Gk*R$B0E$T9;YIiqnyEci~E;VPyP_t`5bTHOhUSuCDJ7Gay5 z8N@kkn5Sq2oKOlsIyE&#^6!-^SE3&Mh=Q}Ojvj>-DU4B{Apo@EH(}e50A~1u^%%d@ zsZ$?-C51erRJeW7*Khs6ZTrmUyhfFKdHMLJ@P4dDI@Tgv(}f1`B6K@^z^q2y$CWG1 zuHLmk{7t3hRha#cTjgZ{;^zhWr8N zTmmut#bMK3*fboP2~t&CXVEFy!oUz2a<3itA+Cd!j5e>6Cgka6heK{Dh6f?6+H&lUKzWXa)R(vC#Bn|xA3r_@U=kY`a92?O zFnbg_gJw{#BvBV<6&N@ZF1OFZGmlYp9WZS@R+nrdhotz%;J3xNF(RC-C@CqC?y$)Q z%sa?rtBK4{GA&FNi0tR(%|j-NvJj8}c0(X;iJW>?4`g)QDD8r`?f+jgB z2;j@^^7i;z2%YERmGIk4?iZOGrG;>;K3*@%ivuumL((-kF|lXgzIDi|;0t&PP*CNW z>%j_jg7b*Zq_{_z#fB{`EQAbm-aX*S1gxylu`j`J=j~+C(0iQSO7udZp`q81^)JGi z1}M80Sz$gZO|+8BfW082pG4P6e(wfkus~+MTb^5fW2}24L{#)3KS6@%mMsrmT&NM8 zF6!yEc63Of*arM^0cGsu)Rc7XF1(1$owuFV4?IMLAiOYp4XvjoIV8Lzq#&nR(QG%v ziI*P)91B=Rpo2sSFM~4-D+OWMXzBmB4*h<}bbyHPI9R1v(+C{pi9kKB}cf zJ}T0@MM3(a%a!(Sz#Vfcu}B_3xR;lgm6g@t?9{bIkDom0YD_Zud-m^lMqkRb<^6JmXE_8l zL>>bW48=TAT;b1uO)#V-RUaV5xLq#vfVqay-Q+=~fW$>I^wi74kgvd%b@AfGx9Bt| zDk&M(C4{HRM!6xhAHFfn3{L~J>Nn#)0*sf36zK)8Ar1JXOPaKW>S}A>8kFtQkeM?H z!imG%Sig1aC$w`_nADK%+gC-(NF*wAAe`*lwTmDaAins&e!a*+Of>y^-ykrq+S(U@ zaGtxki2gsloqIsf_x{IQZHdETQ^q81h}^|erbwDr(&g*cSRB+uy3o2f6=Nw=O(t@r zRNo|XTbn{oZK9G((HD({lq|=oC{p?Md%V7F`|JGi`|JEA^}T#PpZDwidOvTU_Xh}4 zm$|90ZS>1H+r?Ii9(v8rZR(E3<`*w6{_=}91{y>c0zPcw#GP==1cW+%!IM*UVYoBF z3WI91XTnsO+bDlp!VkC!{u{(6RFlgoHYtcR7;TOV78v45BuqPNP|G^VS!dbz-~D;k zXC59u1lE1pyLWG`5Rf`W_K>0Z@r#PD*h!h|KmNu!brg*$Iwod0)yE&SQT&-Fx6!yE z9IFr5(x?{mye&t&V!Na^BlW5yJ!R0b5K zI9XPq$RuM>HEIDH0mz~lG>20)7Q}OBIh2xeY!C#Ip zhr(2yUT+GRp^E$U?_UJkuncdXOzT^Tv&W*WgWKX{XZI#L5l@g>lBlo#r=zp;BN(RQ zsK;)3>P2S1(h|eg(aE~+bNI5u)$4d%7t{zDl0?Dg=@E@_53n!iQ2S`d-%X49e*pWx zE149dN6b5L864dN=eTiWmxW*T1Of|ef>i3A5*~&2mtFtn3U(faPls%q5T)MSy-9uX7<>YC5kROg@Huj{kHjb8+rMT4S zd_e)QiNpj+hC13TS2m!nX*rWqwbX-7cpg%rGj{A)h}i{Z1){qwloMB6WPRwtc4C zv4x>b4Ql9*&;zi4(9rNHC`Q&V^hN`G1fH}p@3%Tx4sD}@zmtn&S{wJ^-ao%jNc;R= z_)8Du(MXq?(nz_?91fxGcAs}EPZAe@jp6_vj+c@Fk zq0KdKF%XYfr?Dzr-P~*u1CmrR96ev(ma{U}Q7-@P>m7R1j=a6omCD&nBSK+AhYr=^ zcu5+cr?&tiel97ArifV9M+1)J{Ua?V&0MNyQnYdQK^K393A(p~wVWs5(Ug{Xdly5+ zXqo@=xtEbK3|DWYnOTCe@@sjo-RXo;v-!9BZ_3yhW9xsEpdjzH@EZcg8$q+-l0Br1 z=m;QlES=4W=I!I zv8rCYjd4!C`|G>5bXl{fRe^ZH*RNk6Icn6w;Kpj9!T{*IckkZL3-}NjSF7d8Eq&k$ znWt~K@nheS0h+IFoQ56ES0|HeGU0N30!j#JZvoqUMeQv2^17Hd`lkU|p?S*Rlkac0nnGHRmn}0%|CFeAQl(lx4e?Kl+?!sS(zJyY@ zwY5!v#UndSu&}_KF;cq4K!dbk!U9!W7tNZbu9T)?8@=7s`yj`yegRU0Re)X|)YcXu z3UDLJ+aOM!1{6=2PButlu2dC7+Mu@p0S}*D+kN;krDmEU?I|f#L=5&to@7(t|3Dks zDFY z@w7+x*Hx8%_W?gOZe?lkCl@NlknO=4?(XkylKRKGWNJRXeKH*fTvPvkGqne3-hh$~ zN1o~LKLHOb+ba(zMH&I(<&=dZWh6|Bx^{L?xSpV3R&Jo*UMvha!Yr5ty!Io%>K)YC z8OQ#b&$gYt?-7*~QqQQwu<*FBr3A-nuK}eA-RHSVGrHX`*K@s^v8}r;$RF)2cNNZ- zW7PaLZNFxs{q;)Ci2m`%k=`uLf4gRC971+t=-__+e#VMloFCF`95GfdNVHq`mGNmJ*PQd^Qx9bOffN6}wV|HXJso*J zWaGwn2MxN!a&FIWREvK1JVe3(1H`d459THo2byYHTAKP{p%R&4ZFT-YU*D%T^SABX z>6%oGy;f9N*)s23qMWAPC{1Ir&6=rD^k*{lHn#3uc!!yTSX|GFUGV;?jLb|SD&&l! zmCE5XSucW^SfN=jSXF+$a-|P!*CTgb?74H(sn-R*kt~}mNfLQrWVot&y?WI!(X+!L z?NM}#>0vFY__!@k@9bft%u`O9rMNtG=Ay-mLF^)@Sz_js{qG~quKN55dfJY`mI+*f3icsFaog;6cudZ<@rU}iKCak8 zF-vD>q@58l3C+0#_`2qipY+tV_gR^rr<(KxA!GHmn zj9ZhFje31uWAPI1`Ad0ulSMAX7{O;=SeR8sMTMvnuuf^S1QF(U%-uWT4LlTP*=6Kz zmeb{^St77)LRUm0umvXy5Me)2RPO!Q=34Y5Q4`tqZW--X6mnTx2$`XY^vUn@foK=7 zCe}WEK5vnSM|MMpIp_WfW>Z<`m~rFcppENUCJ+sz6JaC`L+)pJlg6@pw*d@%|MZQ9 zo6^!gKo1U8cUqz$eqd#_4>E}1b>QCg7vznoM16`e{W8_dFRFvq=Z01A@K38^7^4NvtMq}G&Z}pMjNS~9e4jsUGh99 zCr3nMqz@5+6=tDqZB7_RyIQvgC%%G9osp4IPCbK-inkd@WQ8R&i=GjsbzQV*4mV(- zrR_3v(aK||ez*~P+n&7K3|+D$W<(S~rW85~(q=$l;4e3CCL+gW+3t_5XRTlLg3RD~ z6a{39nt%U$iI=CNW7(wm<5VRZQC_M%;xh8Y$&;?J|2hrC@UzaP3bK8>V(wWPZireAY5ddiZz%nvG2>JKk@Qa1Xu# zl5K{#+pAYk#D!5=180cvFh51~fpQ;$o5_RZNa?4hr*AdUWK&) z(uT80Q_ZMfo{!pCatrUM$I;6$5G7m$D@3NchyjBc#ZG|VMs`@A`SR%{hE5S56cluL z>Dd>4&N=P3DkcF02;sdpyNwW>h6zjYVpP77#bG3cx3so)`7Z5hu(7XqQBtCy<9|dEp1JXFE^}E}+ffG~(Xzu^4)&a{|;qDS4H#kV6=+R@Fr>{*! z=TvUcC4yFw7qCKgje;nfT&22o%bP5p)BdSDF&lp%954M0l+7N#XdSw}-=o@fFu&?L z8VkHhPqekS%N{Ph`}C=xGGpI+wNM$p0LobmU`d)5JPw5Ig%%@=12X9HHETM~rbwUx zAM%0mtH%o7$j!{w(BjT3Pd#WVsl%~HFfml8u%~x-oV@S5{vL_NRE62;uvRl(w-O8_ zooxO3=QbOhWaY~5$XI=hb3dpnJ(Q3D%HNcNUo#bENd)_NY+gat8gg%XA=7-b6wpXa zK=--sVb5w~vMtBWpxi}@A>?ghX_*8letYoL8K|61AMGc7;>`^_%x)d_Ui^&xE9XK> z$!IHH-%zP8l$ZBKJ4@KL%VEwO7o&Q7|7GaUcn04lB)GkuQt7vb^S|mjS~lIbEz+}V&y91R#;;notm$m=8SowrQMWp7oDYr*v3LTfkM!qy zz9ZnEV^%jP>4OI>`7Kzf7o2I>@Zrs{V)U4SHW437V`pdzJdXCL*45IYp6ihuq=Nwv zZg4*lJYWu~RD=igVF`o)NM^B+pah$a8WjV)OM{p}Q6eHDxWo5rCXR$&*mEM=+mWlc zn#i7@Xd-=LRk79e0dDV@ghQu=afa6216)W!?@UazXL+a03ifSR9DtHz`C3s*Vi6JM z4P=W1x&0dEvN?D90)j(->8K@u3*-j2n#Hi~rG$ahPWvYJRJtARwUDReltG8Zd?7K`(s<7p zXMwgXmlLB9;wc|L|A--r;tIAWfSu^z2+SlEI@GsbK5u02mcbSlxs#^*Xbt%|WCkAtvmiP}w0^0yK7uMft5TU2 zO+5T7@O66-52d^cx#cy`f-NdDiy?)CU} YYe#QC6xq61?pbu0?QD0 zy=L?(k|~{~#!GD(o3cCIpD>XU5pbLYI{nPVjiuTBG1f2M_IF%#Y8>2-Db_=TE53~3 zG#FW(+z?7=hDouk(~kTWo7~l!WHhd>qfq0NgFI)5Uq3^ymI?Jv6I6f37l8#A_m&!- zc_)2g$#p2naVu5Gbm-A>b9k$$@^D~JwDtbh`yzd&b*6H7zUSB<222hEiy#IA!tjFu zZ%V=hd)aK~6M!Ztmf<-AWugCsUN^#QqZt12nix#Zj^od+Y{MxIJdnugKO1J6{L@MY zCb-FpC8*`!-D2bkFk{s9Zb*q=#M5W!v+F7c##7(^TZA0O-vRnME4Bk>u5t`SScLI! zFeX#UFpkRAHa_7QsIbH*Gj=(6fA1F)KxCIv8FFDNoa7pBe0!P9zs_alR`BV+ed||% zL)Vq%COLn~rHFk!;IZ$?U6}0&Zu0>BemYazXN2%o<(1zG2qGV8p{M&uj|u*JUV1{< zvtCN}Q0xqvV15MIP#Co9pKmGQK^Q$0ZC=V~#4%5T$=n1pu0&5Yp>mLcXvl#Jh=ho^ z6i|`r%Y*HDw!rBY6fpiuSYqaX_uKXxQTZ3emciBU+h-u)3Kr%vq56-m*D8PvdtQcA za$>2efa2_W;5`ZCZA&fax>ym$)7tc>+8RFm@N^lUlVr2#c$}5w-qIpPo1O_bhj(6gjkyBp8C!ddQ7$3zG1NIVEQ^s6!Y*<6G`Ym-9ykq z`=*o^V_#Kd?%;j$2}GUZ-c8FKX(4JLPVZQ#VO^%wY4-A<=`qcobi(?Td4c#`T~p`G zMbWOZ7go(-)8nj@KtHxq(G_)6pSqW)M&NGE+6WTFs6bn-8Dhj3^*W&_(;;*id9>T4 z&6l=!Y$3h9QEJY-eIdPuCggDOUCs>loY~xT%|XrEgqdY+c)pph@>4ClxczT*o2p%u zn?`S+^@jIz&)JakhFvIk^^trKuy)>ie&xg^JA~Tk?^V|5=DOH)nybUxtzo;hGb>#y z?W&cR;WU@`GE@fM5QD9L2TQoIgJLhf#C*Zn@JF7N)=>o4&^p7=&7)yop&N-B<#dq* z&0b;wrdTrL;x{|u6C4y53U&oh7)!TgWR;9JH-^QstOSoMkK)ad%pjcUgExQro~bp@ zvO&!+g}Sn;>G z+(Xqoyi#x0(ySEGuJil)9dC?ZrN@8 z{+hdAcdsK*?lrRKHBPv4RuJamvodb$m7SJY&h<{q=@bvUvavZ*bMLnuK~0E7m|>ay zvj_EztE8Xz@b4YZLs3f;Z;yrgh@L&#SmWYFDB#RDrg{@D3TM&DJIFSl%Z2S;)yx`O z$h%7!3!{12)w{4I3-1bzPGpOy9&m(Z6do`*=d@bFFa`ht73A>n&E)vfL;%m_=6Ao+H&@^^ zQQSXJmu&3I4Q=N5tvgdC;?8;B%BW(Ma+YJ8f2H+}B1W0pzsfl+aT540o$OTodW(7c zR(>Zn-WqK+p6Rt=A=cW)vrT%fnYA3q#Gu!TZnj2?_4_Iht)`3zLj^2us@VZZOw#rs z3*C&g?M^9Wh19i@ptZ}_Tfb4sl|l!k&G1eIj-ReaM52Xt2W1~q^#rTE#6?ZL!fW1g zSURvby7sf~aAIlUR*}DmF>Zvr6z&(AoN`UW7UZ*8jJp@#I%v|^QV8a3Z&l!v!ke=3 zojbgZ%d*~D5>;+Z+%&BN$9m6BLtDU3XHSk%pSTepvYOp1O?qNH|`cpukq;HP@8 z-_4X0@72Ir{OP?+wXE|^Bwn}H8iJUZ4()GXc(eBwHfWvbj61N$aL;Y_+U91P;?l?n zYH3V4Xs_p`98kFQsI6DkOja{R5wiBXP_o|tfPHU9S^Yynb@ST^8LXui9DTCiT2+bAOubbo4#8mUs673j;A5KO@*9f|B z-Ta(;sbleJUzP5?{)@ex!XLh|cYEj)`s`DQ_m7q4h&uGwqwi)firOJgpc< z_2WvUfazv_6Hg&14l5%JEKy{HY9IuP9U~@k+4I}$|JvQ1;H7eHuBw3*(YFu)EU0>SLrHh-u&gO=i$)_|w1`8B z9V?_<1a8&!h>8w17TtZvwiM!7+ijd!qHIjkY_FoOf^JVWt{c|Y-)hxog+}esK1D1Z zky?m)^<3^PGb{o3Tw67E z=wVk=sEV(TugI}JPO#>GCSSMDb9tVXt(`Z)C=n^o!iZ#bwP5*IVNf}V}t{b z!DyOmJZsen0oSx=-j1fVaR#Yni3Nq#->Ao~9jJU7tSghQ=vaP>dJrerdgO14nn7LuN6yD)3&Aj+? z&24ob(e>*Th;Zdp2OUv`O}*x9G-LKy%E7aG-xuKbo|Eg2Wf<+w>Q2V8c=r7?BNO!X zOL~a#AC*EJ?L8AtRjKLQPcvq-$Dl{{7vNu?|B#UFh*C;NBS|xoI^i%#7Ar9I@G9}S zsplJ#Rzfz&@mc11waLX$Z~NO;I-&D5)`S5hG)Bi%ulII`n%ucc6i5%b^8^_+iwtyT zo|Z}eI@VP!mtTITP`%{TD>hJ=q?U;ncz?{aTx7jEg==BC(<_Qnk)*uj$nfWjb@`0M z!SW9d$BSOeTC=w`9cRL}&aS@ra&!w)xb!{ zfx)cM2iC8D{jDAFHxj_#b`ZHIeafauGh^Flh`+D(M$t%dC`V0MZ=M|%7766{dZ>BM z9*~BuHFGN}Q zOLz+#2!EvfZd4=9ju^#TrPg)uGR|F35wUOmvVY22ze13_pXoj9q*&dF0B7-aQ&|5i zzt$}5l$E=9<)(e8que5eE*f@fn0uj)()~fIrQq*ktTdvy+A}F;-a|vGL`xytATGh;@y~pMYNN2`MI*6wOgIfQru97WDwAU`(&ku36MIO74q|UF$ zeUT2i!u4S)*7z-bq$0d&XB!s~uN-65`F=mwBc@Jw4p-o^qbkro^tF>^gRbG^!~3$` z5M#mGN!Ox*Osnilrv%yFcb_5$H_LBzDQ$J?4 zRvm5osKwD7sm_y?I%!^=Gs?Ng)V;51-XpDQc3#uxqb1uf@~p626f)i-e(^0;Ifk5F z1yqRX}w7R|`09VZnQ7B%O>%snjdPO4w0ArbB@vyb{!_YO1D=0KnyzwUJ^i$Mi{t_^-#)LJB^rnx%qc&c%tRG1K}t#WSY7cez_4=MrI%k$Sb6-(RB- zn7Syw<`+leW*{Y%rdKvh?(*F_7o7wIRiWiKaL&~wkQ6Yb#rJ4P+bgBxR&vO5$+vp$ z@;zjwZeG;|FILbd)Y_5M$G6>+>^V{Be1E_Zbs| z&KskKhopTj;vp0s+`(X=jPt7dzywB;%#_?6Fvzh+Q<=9YmxJB?L`xtL9KCA_aw}5`cS)?l<6j@6 z2v`1JDa+0aOIj2jQHBGu>yh~*n?>I%d`>@359fb^DQ5U|7rhX$Tt%(E!hL=2K}b-? zV#(=0E&z-WF5`E*V2`Lo3c{eLf^|wK1n$lMF2N4&qVb#JV{Olm+wyU>FvCOv%FWD3 zpxlH^?@p&m>3h%4-+gRqIgfaS0s40O(4rabowVy#|L2iy^EaiD^UDG3x0Mv5VliK zrBsJGW0ckZ&I;7L-_qK^BqtSFV!ptB*1?L<8Wgx+@g0bNJ===+TM!JGR^Cs=6oCjJ#rpWF4&^j90F~~Q{SQvFn2^;sK$)zF z3G5ly{Oy3BSTfA*KUIGVZd(WHUXftt;?<2EV>6^Dsz8OtPX{9r=j}r-qQ`^QEhH$0wT`$9w>PKo>P1VnpPwStqH6@<1|t&n7*OupNzZ@Q=}H%SGYg?%Q|3rziXlGe{!k6(4zy$m`cipqG`p@<`ienga( z_D()v35UdCvNG=v0uP0lYpJxjTK~X{MJZKeZFI{ofWpby8T}aq*Ru+^R~*9mv7d+X z1Gd2ku8S&qC-V^=5VQ+OTyUL+I{`EIb3{Cf$nxJiSf4_gxDF`Ui2!!*wtqD z>5nhPpXC30vzlCRYS19L7|#Ec<0pm*l;8N}DkJ&SV0Ad9n4s5#8rYd4PnJyp<$V4bbE(>M28E>(Wd0yWfKEmsH^y^c} z_&dlc#y$8*JQ8Co!@tK!#P)B$ai60wl{6@Gxj9_&n#&q$9LAC~Jn9Uyy~Ul5=we-Y zE`CMhZJ?`lqwhl&{$qRn7cSAm@+jZ^44=*I23tB%S@<4mJts0Kh%0Q>`y(n<{pDM4 za(ikIrv|sE4m@PbI@rr6bg0RM@$+939{A$d>SB;}yIb6P;wj3Vg_QpsgiX$#h%MkB zit&fiPka%?v2D_keVS3Lk*|O?{}yEtOXsDolgnb1$z0JMBV30@IYD;%%n6f=9${cc zUmJU?PBU^wh2202jh5J!EtqZ@j_B9>a1ukD8AM@26ovn61 z+I{e9BcsA#K1w5i1;-`Bpt`;c$sbBb$c6oR$|K?w@yA5uYEJi3{}(tnuk0U+ohY|h(1vf=poJR?AI1gsP)2eVJE zC;~jRVOfb~K2ZE7gb-N;pekP>9!)zaDy;{=fS&_=od|i}595>q5o{tWT3Y(Kd4{mz z5~tDf`6}6D`V(??XHaU*2PxTS7lJ%NWAa>j#+Z)xKI%gcwtg*gK$_ zxA7YX7lrOYmu7qo;5{X3$P4Hnv{L%1M4k41@irQg5GE{TW;558k*8azD$hrmz$*p+gVtSj;y7Gh>M7bQ~$?ehrWeLgGNOR z`Vev5O;Zt?9mG6`Na)OnxH(5l&1Rh}VXa z&7w8SfM}m|8}W$) zV~Z|iHarF*M+ewcB8mU(RsKXn&QM8!A~w`0R}htZC`t$E1-zI(fSyzd{PQ)|@?>rF zAZMf!Ra|kjxJb-B4wM@o$!O!J+T=IBwUk7Aiq(no%W@^ccC=zm&+ z<^Z3>R!B~yl`81qFD>%>sg30&@s$3@K*NA{-(?=5)yHS-y)C9`b)OoI-Ra__^K>1r za}w!Y3-BBm9hN9ONVHB_T9$8IUNVJG(OE|enwTiG&R~Oz_Xe}=BOoeDu$RPM8ww_{ zS5}%}lr680dwma$us$}h>wLq3y}%K&&-r~Q6>zjpTKz4na@;pU&`mm0>5~r5?~)dM zbU>8{_Thd>c!ICMDw@bU{CqExXB}XA57Z6Q*PFNR-KXrLrjG@-?f_O`Y2^xdI1qS~ z`S){ifxpLXqej44q{#UEH3Vfa8UFC0g~YbzC=KuGwZ1F}=P5=$S@RlZUYt0qGC&x; zuG|HLo#_HDI-MFaK?xF5LC}YWUJX#SV~?KCMLsernTX~LUMD-kIwpd9$WOrEo~)Q1 z9VFq{Glx>8dIu=Q2g)|iea$Cf5iLJsi9fUvn92Wnaeyy>-=(Gt5M=?ME@HvGRTUn! z?wcN`)MQ#u+Xeb42aI8pl-qEy2;mBufOTEvP{2YBgA{hOPukB}ZNrMMiZlsE$H&OY zn2|qP+-HpBav`>9OY0DJs@yt?W%0U=w%b%5oJf<5ef3MVpQo`*F5n~Zf(68IL(z_V z{o4Kp^7u zTXh3S7iV$iCF3&{OXhK$5>|ih;Frc1&S5(JAAT(3k&ykTqX9%k3aHswVD>oooSVd8 z)GJKuY#!v z2%7bVj*i-Q?5D_xYQs7}a|(KR*iE9oKk|U%{J>f!R2q*@O4juzahPawSnV0p6i-KE z+RS5$0MaFlWzbY%{+A4H-~n1W9CwU7eAp6-a|_!_-YJSHbY9mzZ4VV0<+B3u{$YI3 z22IQ>#mS zI|EpfQjFqBczG~@Otnk7y>`Y=PO&z1@b~S1L>%oj4ll_D?~nU`Z7=V zEte%CO%q$+q-t_7>KMA<4Yq#f_V5?tYHHwBmz0!r+Cy#tm5v8RN60xviz+zrMX`#b zAv5%qD~RlhD8u1c)#U6k;;fvT;cUAk8y;%)k%-V&ZA$w!Jf$BnAY&TfZCm$wV>S+# z+pTW9t?uy?Zf8J1D3EL`kyYVB^aS4a15=C)K{i#aM0_!~#<66D)ctxUm-VbyiW9ol z3rv0g-EgrFgVEroQ=(W(A{{rbnbOTkwK3+RPi;6*#c497pJxqCio(yHtUC6y$-d`% zqY%<2me9vA5upy1k25t!(^AZ|_x&%jH2I6ddXjx6r9Y^`;J~Dnw{9dIFRoiq` z*Qe$isEc^6jBv&Uxegy?4e5UV@*j%*L~y$l-J$<{^gY6-`nxv>s3sgifyL}&6s@OEzyPC=cI>JIROxeB9~N8PDAul?Pr);q^R zod;-8SEs@#-Y?lNPUSzTay>ZGl)XsTv9Y*}^8XZtmzrLPIscY;JWijFu<^5&Xppo> z%}nY_!k}^D1E|9*XwlYgXleCR>jI}PM3aoH{x<#oNGCxn*b2IA6{3;g`aAFA^^<`8 z$DW;qtYR{Un=_Y<-zTp&ia)4F@ak?gHO8?M2FOI13GGQ5CfEf~+{Lu8m$G=5DUhL1 zBw;E9b(hwUT!r;CndATC0v=bImz*g>^7`eoc6sjSNepLX?7QB?xtFd zC9*erEBeFjrPtKdLa?x{l6~iO;;<62F@PyApb((^0C{pYOK-fC+bL)R_pcd&z$^j8_vHEd%3C53)_$! z@JR`%To*Y?TqEW_E8dYh0M1y`DrMPQt&)5q`(E^oLXcSTPxYmuxMl)me@cwyCZ^X+ znQ&l6fP!8O#23U0}#|GbOhc*H|YRu@-JiqkV1i| z{5BuJX3^dGa>pH&W^)?r)73O|t5HjITmXKcD)1BY1@U;?&5}JAczTYU0>D$cq=s5H z(cAGr0Bt@mm!KCGs=4Mm0vsB&GA{s@jM6I{x0(h4p+SEZ%t_*KzeaX%=h)6S#D7?` z)13;%896P1b!ZeONQW64>EOx&gWvc88w2Qo9PtvKHQt{j2e~-58asb=d;v}j8Zx%Q zznpi%`a2u434O2m@oMh|yqb8`#4}gTNATN6f;^$3RCSTOCS#;+D7BP139i%2cRn=) zhBy>uLBb>s`Gv0Gtxgu#&xvjSkOL>&pknWFIwE)X&`ST%;7ai?-DLnJp}C*9#E~?{ z%WLrilN3Q|GNp{R??@Y=VnuqRAHB2u>g0^qylJ#~Bj)L(cA#};A%EH6raj5;K#8I# z29l*gU!*T1OvM$DQSdv^y`lZ>hltVR)DxS{2xO~^CI(^8GG55DEM+!fkHBGKY|Hqe z(9kJ{=C6OMd!DVYa`N!yCJ>;6*knIs_7Fo+(cHU=8XzdX&@h=Z0dsnb1aRAk&IA*jZpE4{b{%05#wdf!*RH&u! zkdJV4Oi@5p7`$9kd;Oz>S;HK(_LQ&JW0fJFXhU)xo=hr{9|+^~Y|N>bi_Mcq2OA+% z+DiVS$2U8Vrvp**56Dnt8~LN>P2iGME>kC$vZ8h{^3xTOc_X%Xun*3Ye5;#c3$k@c>2lWJ2v?|m1}6Sh1j-wOe?S%ROA_RVI# zR1lVibXHtmc}|H%jyUU<&^1La&=i}DX1nT2au(fN7hb30RwVe2B03O7N!LJN7gn{+w#!{drBui-uP(BEKD`gs*4~ zPBmH0Z81|Xb?99e3boP*=v#vKN;)4@Z^G>VuHX%r?)6z=c914E!F0$Ae#2sW`I)QQ z#Ji=MkvmBPTgO}k-~IUS2o?Zl!m%f&u9GRlfgLa@%JsYvJV_jpl=1Ege zJ|k%%puEleJhP{*hdT6F8^60WScsuTJuRCcmRNGdv*Y$)$vh2Y8=KGsd1_AewO#Gp z#_myH$VPyYl4VzQi?;o{52T&g0Q&A?9kF@|lpjPr%uU$JT+F=AyaStTUJn!F;sV*o z1{9WZ2kLB&hv3iPgmQ;JIz9@jWkoIcjrVBE28!8&3NI3iTp1ajLl81Lkbv z;v)^8#>9*f_5V(Wg-iRLKW~P)aPCog3Jr}*(k-K!A4;4+07dDC?bhJ+6(BvuGKs;v zoP^)9cqISC0Qcu@2(I6>Z$<(bW0BtnB?%PRD1PIoiXoQhU+0?nShVkCk%IdaGQm^P zC*ob7ULmj(qP)(pbFce$W|Q(iw>0Sl3h;;ULhfE9BDEf-#Pfpj+FxfMR4b7EW3cGk zd4B#hf>%m`tcfM|D1$)S?>zXFO2kQ3)k@LYb!q(MZtUwx+QX7=Q+V~tEn4OPq)j}uF4D=VgZbyrG=X@@pB?;aK zwC45SkV!|~?8K&x>_)4Tjt^nJqo`N!lMGJK>Eo^b;tw5&mvu1TqyS(}`=m4Z)gt1> zMG{{(r=Cjl{K|BYom&vm_Anc{Tew~iw`7oaec27TRypEXx*&bcq8a>OXX~LFap*a% zFv{&5y3XGqs%oMU>UJ{pwiC^oxzMeqm*YCdTfNM&bkT7i8>$ny@Z@GHopH~`1aRUb zcA2A#5)yRG6l%7L1RyG*b*@_d`|)WL{Caew9SYNzZw|QPYi3^G@xVWD2&^5$`u@+y z+hh?G5rI;aK1zI%g9p!N^6qpEubQsE*9Mpv8$28AWg-Hy4V6QMs85gi%X~hn$MFZU zT?Y4V&bpO%qy8}d?=Z?@^RZm?!GAqN9}SEIiMEXQ>@LZ!#1o89{qp|k0RnJE1>Q?X zWXBQPb5$9ify{9Kb~&ox?vrgQ$DyYd!of{hgGco!LM)9Us<~SnRjnaGJ@vEyD%xr~ zMfKn&y?$uUTve|SykRCp=F_D2z`xMQqV~CK(k(+2LtQG9U)R{4TLV4>0bw8o<{X-7 zC4K`0SH7VEg*>^TTTc3b7NPxn3CYu;lw!2pwX z?~eP-&a_Gl-#AmA*`r#gXcfuhY-AJV9Vf|^Uzq>VB7i|`%ILGA)yu}OrD?t!)r@yo zH_tvtl73+w`!ZRM5B|}nw_-m)x+&Em%#zK$ys9xyZD)3OdQ`>MJ)wLWr*$vMdYM(f zrYRp4*rAv)f<6L}Yy`B;6Q7XYVCcAk9P5$kU*h8Y*UkYpp9PEolf`M5I{XGSFh)8a*8QQ0MH}A;kKs52|OV*~9qPW4BRccw&ct zhv927Z0o0g_kZoWL^zrHJXnlRCnEX3 z#!mbpu4~r#9u3risXtE|iC<3vv=e!>F1wwJaGJ4bAkqMBpS~YC(Sb!jR;Sbb%60mJ z+V>v8PM2RT2coXwL4RMs%%b83oC1024LyQC1tR-48e;ffH963A3^Pd&{7T|HQYvU? z$1VtL?9a@5tbd1?#njhqa*-2(3jiblQ}3mc$pJl^14bJUqm+<}j7&~v;Y508+4JBg zf_*bTGP^kJJ7l3v>pG?vE@p+P$$j?cC z7}HlInlFf;?lll9_Gec*%7K4f!ZIyhWT!Dl73aUIwoMT{89@V~48l@t8E~$w^!ZnQl^C3U{mVvHzj|u;J<|QiU3445Igr$QzDnk zv+>j_%jLuYUjuq}UPGv2=NR1edY3D)uT4$Fg7y_ofT%yHZd58j?j zJN0d^7Fi5_yq$~kIgo|0n;K#{C`kkT8A&=nnU{h>?_Ov2fSrey6v%l=vr%l!8gUyd!X}Sd@kc*Ueto* zVkYskh`?KbHhl6yK+nFx^OCF8dr;PahwA9OAN4X}@gZe+K~%gkALz9|g&ro*J&6Nt zqoCk#HQtsDuAp^%L>ubow%X3;qJax$dssFaD8;dnjNcgw6@E0tAmS;H*ac~oi zbpR4{??4-o>*=KAQDQyvzbS?{Uqflvzp>d*49%Z3wpoCNHc6R9gMWR(LZJwnU$K+I zN=_eNy(a|mP>vW@)JlSBO&QUy*VQQzLD+PDVh97NFjRX3U(uB)E~Nt$Dbc}wGMO%D z0{GP@E|W=?@}@}w4$w|`1>(T62t(sXs0Als>kS zJ%FhVTa@wt*h&CxG4jZO)7?}HK<7KS$i;B~!@^h4j|1L?dj0(q>Va|~8X3~j}KhjgS<1O+##FLuW&ygY8Go>l!s6w)s4dtd5nOzmP*byJ`| zC4T6?!oUBHjQCOe(~29)3LmLx+9Nx06vZ9wui=K(^%fdnF2{6_np*f+;UOe3jY9*x z6=b4+R}#2zG(S3^kI?Gmo7n9$al2fV6d#x&oI!d+C~EBza#z7Fd&V-0=Y#!1sz`(G zGR{#z!2B(=<;ZRe+LRd3dbS%ZhKqm$xpu<+qT2hMwF=u}u!i8Noep5*JB+rlyf<9& z!wAIRPO4uJM#=jj?{Du_$gD=2Ix-kDcf5j4j*wJeLijBP%*EI#TKpLxK=fw-z8A{C zns)zU%%2E9)28))X6RI~xfTWZD1uSXCx1x5S0S`dc0033P zDCa*JcUgj0TKI^R$k}~CFGZ4ki85h-cu5);oG6zPn|zf) zgq4&8k?nAvWf=%<&Yp?|e^LN# zJ^d&M0jm;$CCyQ8jj*(&2m%Z%n^I9I_^u;L^kISQ<{B7(So+@G(UReN7lBS9c%~MM zH|M%N(tXL$^1_D+_yVIKysze@<}`av^z3TwP^ND`Y=iX1%|ZLZdW>{!s*@qgdUlgL z*PB*+|9eHBVRx%Bg}U2uz~fT)Vh(@yj=B~}g1}zb?dz1Zy}j*V9jjUI!nsY|>(OJC zy?|Y~UAEhzC8t1MrZC%!?VF@LSO%**jZH707Vl0=!26(CA8A?Gr#Ww%efx8@k6=7^TyG%#^ZSa37d>50$&rq zvg7S$@z~+%{bjym@j4(hO33O6{W-qR)oLeG>kL@0a+q+ShD0w7f%U3`aV~AxXkVqt z=uP|K*LnWd)5fOD))9)lpYW?VpM2XqT@63Bt{Pc>nQ2&(n-2Xj_P}b`>>GS~(3;nD zLVC5+ymYhD?Ae+ZyCBpmeXP2Aj;hvjJ!J)XjUc+C&7c2LkkxVe@u=f4VNjY~EAmB{ zujleg@T2iSfz(ok*S@W;$eP-YNS;XML&egN-m^4IiaODX{WZ|IplRuQveA0=YZ3lm zIKH}MIO2icyaY2BHpoeOH_MB*Dvuw^S}r?wMCkR8tC_ESZI0D;__@9<3-Z6d?BlK$ z;w(kCnZGiHcWTDhO6z8v3m;q5+@63JHNzGl^j&i?k39BNVYI;}(qnCQ-zbID4Nx2k z(zA-x1#?S=85|u@OxfMywhnEQdYAEBw6H$#=2&3~#Z})oqmrRL&Oe^kJ~RS4IJsFC zam+DJxe764&yezoTpgt_N#-z#nuWLAh_;=+GJOnl&f{a%y>leP8i(_|e29T<)ky0P zE~By!cd|;mLNtx6YHJwJ#r(xLzr4r04}i8$y};a2CDldCqc^xore5v~}Up*e;^a$2~~=Aek1s zD=sL7%a4c;VHg745IS>M7ILFmzO1>J z`B_m@9L|;W3*)e_W?e9^+#N7i+ey`sEN%D{Z>}cFhpv-PmE{^!NQI`cT`s-FO3~IP z!K>)LTpH*4(^8Th_Go?r_Uz$2T8_MjG<0D`tWZ zqpo=pP^-vHjWyyXLeeSRR;;x_Ah>vv)8#4m~L zico*WUeM`QU~zwezq~IV+8=22sWsNS93-7jnUTF%Ygs{aPa%2V9pQCW+1{uyi`ph? zspF(~w>-={CBY~2?XYylEiO=NRZ3%VAup0KSaT>!!?E4%pt?AW&9B`%_hRf7T^)&@ zVdOTp1>D+cbYjRYY{~}r41V|&nHFh3*1)SMo9eLk3~I{@6}42=6VZw(*)kyqGNITS zTkoOtQL|hHf=2XNss$01ZB>7k;$%<_^3Kht#PI`9(2ERS{?gYq5E_j!{ zn0sXNF6+(HBO5SaSeQM4!VfMLeDMGu7t?mfIi`HuP z3R3Jy7c(38O}~4uio+d6SwY z(dq4V_tKT;ARQ5&&Vj8i**r9Q6+bqAygxk0i$yb}TY$IRiY6LNz$$C6U*evg>TwT0 zOl`icopcv%9yak|$v79j^yvRHZb1Br_|nbxo=o6d@{9M11--NDd#jnn#Oh&|rC~Mq zqdox(BipPRT#b|O_uof))hVy+IXbz9(E zK4d-QW;!gU^DCF5TTK4itCSi$;Ik(3buQ8L^%558xfUn0`gQ!myDVuGknl)-k;rt0 zHWxe~Yl>3zz86zQ5rfKm(t30$G}bLSmR8cM)e~+lz`k@_`HtV8$rA~&@*gf)m_sHd zw6yJ8Mf9qhMCeWDiFZxqenEQOEN_7TL8dJ;2dVz8wpPM%Csn+UZu#<4mNy(uewPESN1c>Y+>>goxfo=F;=E=;K6Y z`JJn=g>vU93lu&Lc;TF4fjAP&Qz4{;y-atdTb=gwbf-KK{Ut19rm2H&=iLAk*E{QC zO6M~9{UUkos$ta`wk!$gcfV_ZptOr(G?36{WepL0 zYJA5T)1{niD*zXtb!{jdyKr|Lz>|2PWiqvy@sA5|w?)yxpRW@OdH9?dvP9#_t!^f% zZ7+x?YX41u!iOsqVwZ@+Rug}CxmJOPnX%WdV@OiI25;2GOxnZ4^%376dFa-a`z%0n zYiYaXnu8mD+6y+`P$9s~)ZC^o~TzBcMiJ?e79?*trQt^Nvx z4jFDhvtZVB>`D=h9IVJyBa_u*qhYH5{-+LNeK)~hbgaJSFnicr zkhN{!ToQ1LMsjo2vYC?e5!=h|kXP^6wei-_gv@EhD7l~Adt|!%d}1|<{KdE{WN1!5 zWq7-amqpj+yOj3x6=z6~uNB%Qldi2znG_n{)Klu32S_QPXlH=nPSi_ffNHXSaV);`$#jrIkJ$NY3xsbu&}j)K>5 zr5F13@?-r8Lu>E08}$pl=(I*!-Jy?(%#Uk*xty9Qr47stRZCZ&OlBcQHFCF1ydNpF zwC=MPYA^o4&!r{{>Dqqy^PyB*R8kXf2%H%zg_p_z>MxRk;%4S(`TH<&8 zp2)U`*LFafzQ_5iB`2R28t`SG2$75?MLKik{YB%kvo7Rr(tXjpSy^t?x`Oo2)%UeY zw^3dE;&P4S4K&DYX8iK(n;BQZEiz7BO*S(4h{EK&^17>qt5s7ghwjw~qQ^bIjSyQi z?t{M4kZ$ir15Q0gAE891V?ZfZ5mYXNmMy{avg3tLk9>2CHWuDxs%Z841=tokGY`Qj zkbb8kw`XCuu*jONRtEb+N)d*~`?YAqWsTOwe->;xnXA@l#M35MZQ^4K44(91U$HC{2pSEa(PPo{&jT)EMSo=VuG6|Ci;zuZ=9z*DHUEBIPuenYb zo2@8ny4}9W)E?L;&(yaT+Eypl-VXbJmR1w#O>rPo#&tx$-RCGuG-4Q)t!yzTMkk=# zz=Yg)-HAce=js$f^cXWv7{}|;`+NfLb;3Kffc_l6KJy$3OX+Hi;-v^Z8V4D~ao1CD z(xsJzjNL|XvSu(!gr3@d+Sa@GQv{0(8syF@$n9mB8<9+9H*t0+NYl5$oz8poBx#T5 zMe$ztd?E|UOQYYg5WRh$2_w^sgY$-*PV-6lP7|HQaFM!$)LQAjds;5x78!Ys4%qT{ z$8YD#TPw-B?iF?huc{v$#W=$keAYgG7nWoy<=4`lyWE+AhA(8Sr+Gj!FoysjP$9ZBCL|RuE>n`&CHX#1;w)3C+DE@C&MJ#g>C-^?{qR!kh1qxl4mYD>Uwqk2>E-8Kl{LSPzRXI6j-f>Pwd z#244wfYwpw7jU8=!^gtRza2{1L@|5f6GWmQ=*J--;8MOA)yKcH9%sPUR*O*>I{;(7 zfuN7^#N!O4!=MX$a&=Q24hG@;U0N7c+i#T5pdMB176+EpBS+t9e>K__HtB!@uEXh? zvRNK%vsit$9;qYq>eX$?{!@D?GKxWWB}eF>v3u~U(tGQE>R`J5tl&(Y+j|}+BL(>J zgP-|_qf|S4qk6}*kX|P*kH^iq1e@xYrZk3sb}O40Zl~61JT!Feg$f-?er4n|UpCKH zsPV#=Yj8`JoMUojTh4{{EpQtHgVGlhJ~o@AAqAErf)kSQQ?o7?_jSQHZ-8?A1355B z|17UrLiKF1thW89n7%5wM9WG*137_h!OV1)r9?iX$Gh#BYt5f85B9Y)@9n~*wQ-6U zH=E|-i4_dBzL~=>^Z+w(Nj9FvwtG*%QPH@-E!XiN-LKvJv4g4W%=O2zuSNMpH*_*J z(*dvnrm3F^XTwY&Tq!ynr;}**^GV&1G>bt8`W`5s#g-dN{T*HHz>dOzGhV*?VPZ1 z>_?p30Ka2F`N=h^#mQlY=_;skaCN9x`v0rpOyk+g`Z(TcYqX}LmQsr8D56ta1tDXa zE?Oy4S}H2BbS$yUSb|!gR?(rTEl7esZN;8W62wwPHIzt{pdyxOZIh8y?KISL)0yYp zeQ{o#&$;*h&-tA1_xI0!(w)sqoOeOgWzm(vVp~W5PBU0hfghDvVVsj`xS$oM;OeEL zmcRQIYkvBu8Z;vTM0R07hR(VpRAjApwMrETJCuFnQw@BweOYB&=O`tE#ee(ZDh%SteX*Qo4?jYn!MY?UdC;3V084#dP$s}^va=HsYN2*&`m z18B+e+z^Hx3_zW{IVC7r5>B z1#!+8i63s3OgI=Z{?Ykj?=a->8O6d7c0J1dT^iug=dF35pO%*gh=)%x0mhji#? zc#0dO>Z1wad1|Rq^`go;And#IScFN^($$TNi1zHI!=r498knuhBGBa(Uq6L@Ltc=1 z=C3u2pMx31@9C>iEJZ#ATy5!IW|6^A3Nd2S5&#SOLJClZT`G-@rS@AXR$lmKNzK#T z?~@tS>^s8=KRTX2I-qQ>VM;8IN3ixk0gS`&7=5hJ2c$A&nWBn;`cA=&i;7@3-qAS)73wC+_EHH4Wdt2T_AC5H=F%OfcKk)1^OvK;2&$% znQ|#78(y=Kem#iTVFJ!7UU7_fmOO zOE9H-V23*!V3pU}OBL^nZuu`S%F@4=-p0XVUtWX4nkF_D^T|&!P>~?uL8RS1wrw;g z22BHiOq{SFWgsVw`LZi!x+cLRGgHaWI=fQ-T$ys9@Mrb4NEEHi zf&^Hww(4;aj&sj+UBL`|`)=}3|B)GZw}|0^$lLs5U7V7#+P&DYzB1Y~3+plhUs^3Z|6c+Lf*wxB4-$r&ICZh@5I~%m@7EA_F zpt*kFJk(YO^-8Xet-v55rm6X_X0z4{yo2|1wo@|--;BMSv~+vHQlFcguWJLruXE7q zWqovilRwFP2dMbS2Mcr~ZW;-#OZ#F!f*TaCmJ}0$Zw@>eSr97j{W;hg(kRwp%LO5) z`(U~W03>>+!auTdNjTP1n`~L5I^)xu(R9XNkV<@0QRV%7W07*I`R>_-O@BN}APEfE z>INnAgY!Ho-m7X*Yrem_8NVgHm~=;(j`uuUv&_9Feg3?z?7 z4epdqy15K9Ep#igDtw?4RC7|1&=q?#YYK1y0!H6w+g7qod+e?#XmIa5u?`Bzj3}mm z36UOZ{=tOFxx%iHq8V>Z?qbGtz9^f#J*~EFoN^xl&QE6f5A(s>D z^SQ4PS@Z_&LrPG9OpTZ8Sl$uaz{RekTY4qIpuMHP9=9SMkV3WBw8mn#b5L1{p($Feo4M?IC>@azGmjh!jfMb@qbhfmbi%nHN*!1Gc+L5^Xtq6(&)(!o?~w zkMw!VVw*co;StZ(l%bZUxK*B+kcoFUo>K)BldyDW5vt_paKkRh@%S;W-2$enb1(gx zhuGIf!G->7jR|^4KyxzL)`NJLW;tw>(;HYv$HM?27wzXOOU#U}dH$D$Y_8g9=&gJ> zxI8G_78lx#@5H`Las1oiTw?}yvs^t{q>@=)W8HQ@>!v=qwx324`2 zUNDH}TCm(o*MYC(mntd1p)!UZ z&r5RUSxeFS#Z|xTE}FtkDNa&Ooon{|c^8!E)TA$vDssLYKnr6wL9&S~o7|a3SR4OM z#hi^b@_IsFMN97O*eHw9YNvp45O~;7nE}`ze}F{{TD>nJ6ePy#xoejAF@s%5_n6al zUwp*q;PZI8R}`OWY}=N*JR1&bC)@Y3k%7Gkle_J5MTfsRQw#%YmB57jt>k3sr1hip zVB98Y)Br1qy>Y8g7neJ`S4W`Me`Mr!NOWTwu`Zf-JcEw=I54jj!!j@3U{2rd^bK5=OH(LT_>B1Ydez>Sy?rEUCwV1N3)_524N>WSKB)&&-`I)9@o|B1kV z9dP#0UFgo$z=vn{q=7l@?d7OyEdmeUN+x$;-@pi^J?5r6aCNb7pUoBf%alvE@BI(F Co840Y literal 0 HcmV?d00001 diff --git a/docs/fpn_vs_unet_data_augmentation.png b/docs/fpn_vs_unet_data_augmentation.png new file mode 100644 index 0000000000000000000000000000000000000000..f6b0d3290e1c50cba5470129a472a906b56de502 GIT binary patch literal 36456 zcmagF1yoes*9Q#a2m=zsfHVxu&`2uM-JJp=(jXxX(k0SEH`1LV0)k3ONGSqRBGO2w zbbfcx=lQ??@BP;Mt##KdxcA(1_St8jz4z~T_Kna`lgG!U#KpkCz*kg|(Zaw0gk34H+vHyC{sO1S(C#LZ833@tf*9NM0X>=^y z(04Z>?{wA@YJXi+3!ROKl?>SD)EkYF6NiDmWL^O6!ta4c|CLUGDX4KIQqI)SAkrI$@Nr76mSzh$A-}bl|pBc2sRE$ zQK03pY@nR!`$=KZdP`MBV3yaH2vM%)3Jw`E@t;v;LNE??QZb^X0=#(n|CxDE9K`A7 zo7P+#lCjxd0=*m1U`0A8=yMXf6I%<)o>O9Chq1@N=9e+#V_0>H1uu=CvyIzYIv(iE!z1(ZQu^+9^(;@P!)i6b&$JcUtv;G# zq5VUjQVY&}yYequ((rgIWxh(wwXF zC6hm-nXx!{9RK)hq|Wt&gCbyR@+HGn+F>ALPuE z826xkuZZfGKIT7B4b>Q?QC|zWe=C{QjfMHsqK=1NiNQOw5bvEK`O&Q*O+I=&DAtg9mN8vZVh)5d)l?5rDkDon1$)KAXmH|US@Xb{YE{xr+p zby7zPx%$ zg;&nMb<}pLbL{b)jr>88&Ps_-9MHreY0akJ2*c71@f1k)4Ds#}lp~Mh>U5F3gkdky)1K$C@5Li7&gvT) zDoXsX&WhzBG#yT@?_4jm)m#$9b{cm?W%LD*qaG1QC$q@zNbyd2p@`Qw|<qmxc2k4bY~H%Uoqr^r!fStZ*-qBt6y2D$x5-kU zDIGAo};X01G47p@=V6^dD?M{dtmF;8McW%^_!(B36O=MQQ=r`&n zU>78vRGkXz^*av0tzbkP%^AkXiXSVsgoWcpQ3s1fLRjS6ovvPwt6feV67M!_BD$p> zD%>CvKXNx+=xEhhWb7v(>ES!z!#RTt_Y(Pa|BBw*TkfgmM&JfStS3eJo4S8K>u45) zUz$x<56;BH8MYmN$2BSh^U{0Xr&p(9+MSiVa7=Miez9afi?qolUeo2tHnf8$dG>sL zt0$IKaBFySUA3>&vo(%a*?*P1CGv%)zLeNO$#6PhB2}lN%SW-THYh)*5u?2D^SR?x zVI^-v1?K*cfR`_fnZ4#d`s!a|-jW{jLdrJLc6P`jcVEGdY!&aSgDrmsA~~rAUl9de znF;!XcbD|{6J7H79h^J^V-;q5=fikAA08Yn`L2kR&FFPTzbvKRAS}q@3g0ql-y)%D zWfbz4vZ!y=lOkm8nD%8n7hhfwWngtA4Jg@QgoXO%U6Cq|rv?O{SI-AjG=A+JCo;an zIj|h`#;P;X_m+6?6>jf3!>&G_-=e3c7~Gj{1-}5xdxmYdg=Lq<4?10EqB=JuPd(?n z<|*5CY)>)ch|OJTM3OyFx^_crmFh)^pCXaRcVjWJ)78|F623zy(I&XpwKI7B157Wt zdC}$!G#~NV+OaS`tZ%%qIZJFWhf(#RD1!s^f_(g&($J>H&|IR+3;H7}!F+Xx#D$xP zaM$1$!4#)om}R>i^J0-I7IMumx(PeQd;BY9u=gzuUk-MELxrrQgu^Fg7PU+@4~0@* zQ*1I_z>Y%HA%Rthio$9!uI~JtLg5GC&5K(&$1}t7Uz3n&GwkwHFRON$mN-*A3F!$1 z2Uu?T$((X*aq%l37r_WgRaO<6Ed&qxQ-25U=S0H-qI$}->65RL&z&C|vN{h1Y(CXh z-0)DI5Rc5+{FeVadESW0Km5w3Ff4oC_)rk(tht@v!i1-J<;wUJP%}w$0LK=^c*~31 zU5UKgiJpgHE{rs&-xVKa+ik_*PunT33eAuEj!N3_V)mUNO^>J@m9Xm_`CaM?l;)oV zxa9d7pFd6W6k*z15^+;6X&U?ByyHwexvU^u~j0;5Yn0wHS6^bVnk9y z)=bUg?F!q2@}ECLWJ4U}xcZ1}GT)e}%*)+C!mtQJ7jsfYVn6n%+6?umgZUem;|beo z9?xngS&#I0pPTN9xF!5dEv+ESBEM0xm5g+@yOwrf#Aun{-}*jK8BNm z*pC{G1n%*!sB-fpEW*c47892U_wM?@RPtr->I$QTlAMdi+=i9l_5L;7uXPb4@Xa7w zVXhjd@ox_IjY0yP9P2kZj+CaBGs$e46y~OViw(6KW2@r#`6E7#zGCYgi^YvMd)7cZJ@Z(^zCS31+#qZ0( z$KBiGxu5RgQi1iv9**+kkPAKYOLDWV?0rLcj~TvN8p0Q{)J~+%xdT@aXhsA{Z@@XT5>0P(gkn?E>TH!4aULp&nb#qY_^3*{ z^#-xJu^&QRg^7rdbU1f0+V4dY zu{qT8=g!U-e7Hp|eAV%k?^17 z-OTuO!+W0nA6NQ&?}ECdIb94fa#B2RBDI@%=FP?{dcI&0E^*k~+vmhZS&F}toZZyP zpBU;H4m+hc3m2pJ`r>I`i(_~-YsGd_m2{2^N3?Nh;;ujFe0;2!O>WsCNITZZGUp(t z6um`@n)d1$kwe35nkjn*4!mE`F``xF~0Wh)i%E zQy58k`WhlfKa^_Uxc_LM_$)4oTSR5^Udr)8e(xyemXFUFCW&sWKG7ytTw@eh@fTR9C8XXNknuCS9>=g6HCS<0V2 zgkjH-6G>-ABD@Y2r-T{BM}{IZQ)!+;X`Jjw?O#8*Gjf~G@{8v{xEfbuzK+{{mrZ3a zS;Hy!a(#`+8`dPBDtDc=VaYXPgvg-zJD0sT1L^&n6wPD?aXN2|s>v>jIwW}7bw#gA zR1RslAdE%QoI5%p6O`}hcyLY0PLvuSw?#EV-+ec88&(rvphoz6 zBG=>JRI1H;ppsmh7K6itihH@cFn{jwpdMEsoolRMjtQ{lmYgXK4Ly`Cg2Q1?-`d!o zq15)%pgO|DFOQn-s?gBMxjI?!v6(rW90C2go1Cd~#)qvB)jKsfZwqbqn>dIEHYI4~ zgbU$qbTV+3rjNp%4Afkl`gN7T{}BQ#YSjihmpfkB&45_hNqM%Lb+FS zBa!>xQw|nV3(v)QX;C5%kR z$GA*4rIYLZj1om7;iOOFie13`@|2Ig|Csh=Jg+m?qhJcCU>9Mng3?~+fl0Mygm&Xs zB{5G<&*=@LS7&d&Qs}*7`4KhJbXY`?5@iwD=y^YXGb;N5?2~b}gn)XGuc?R*{VWHB z9|wg>Ru1X9cqaLVn1vrU1*y?(r{q3~qH-(^p@N}Q-;0C zUGNgH6_GhJu*ckC0Yn3H;>b7s(rYgck_X1S^&Ov6iLQC(tn8{1eJFmzU__7I3pd;e zy)bMs((CWBHKnnpHm@=`a2K0^6-Uy=3*(=i<4)q7C}yzB z?l^JDkY2qZT=Si5JL4fC${HY(Y;{eM9NEy;s@6X;9}&J2|F*N)DY`>{lKNZ8vFGMz z-<-;_$i<*DO1X?%&Wx>ZfMf~(f>iFo(0I2?K)d(-JI<`UGK_F?qn;xWEB5>O7W?t0 zkHiS)z7)pYoK)YRN0Lp@2_J!B$-?RhGPm9iR_y6#8WPmqJ@>Y3dlz6h;xtb?w>5~S z&UQhL>l~)~2K&#c;Yr-;;@qS(Rw7The`_%!o!W9g+2>Qqak4)?3-QeV!Nx2e7L{rI zLP$}6?mLtJc`_7W7C;Q)+N(+HvR0MVQV-`HOX?Qs^~chB!pQt4=>4DNH5b+psx2-+ z&gll;xhCBk#MFMmLJ0C0dM~GVbR*(P3GrgMlZdZ9DePIyv7o8!YUj)vvKtY=@VTVc z{p*K#?7d5p0V4Tf!PQ+x8{Kn)c&e}qPwDm;q8jfW=Vo^NHI3QlFQZ?4O*@P~E=}Yx z-s_64ijx;p=_hiR_8;tDJKA&%IIBp=QDvU%>G;(Dp-Ox&(X~*PGQ29lDE0X?414vK zP22$C>Wa0VV@rK4x6*OTgNhOM9}WDzVvYe5GE02@<2FPwOJ)i*UxSiv1;g84T^$~* z&pnelCOs`&SQeYS_sUO{Xa*N%j^CYO@4dB*Y>j4@UnH!#RABdi>$`&7qBuwp z=;?0ozhkNYn8CQBArraX&W9~J&!R>6h)eJ}m&K=hH6M&%)oqiz*u=YBg~T2<*>8V# z!aom=)4gq_kM)J8Ig7rV7hZj0h=i3qefY{Z>&!$m9rATuv_rgF9Y`b_l5X73Nifg* zLd3be)15lhsQzQo6^W@*{8{?^H?U=Y5j_A6xL~2)N?LSQO>KcRALMwC zD(3dEbT&Q8S|yJL`y%Na?K~^$9R2q`g%Sy#y#lh1kd3>xumi;IQc z8zKCo(XkGC>Z;U*EvJd{qYc{^ejUs1=lmYG-AyrY?n#@7G^jV<7g~$DSAhL3K|&RT z6B}nxz+Lj0zuTjgM??FWJ)F8)+T|V2)7yzVTkUJI5p7$3-rtV=5BA!`#dg{;VqO~S z911L)UoK;}9`(Sn_*>&@y8|knF3%cVX2P{DN~6Al5%0xV8n}*D)<4K&+xFT4zw7Z0 zpFVkU9ll$a;rI~#Y^l`LRv~AEGUU-4IC-Tqme{@5MQUCyJLhD*qf{brtSO zw<*1FdGd?gs;#PLLy_(o*i$e3aiZp25}JMvC1?|Nr8E#McP}*hLn-sn1Jo-MzAWFr z1gip_0w|g)MAEja=|A@X+LjS$s55m*O4_F-8Suc$0eGJWDd7&Z8I}gbLjA~4zWE{?zgMe^VK z099)R16m8z8tu~u6%w0VpgCc+z*-BNZOoSO9J#!0g>?GAUB8e3?$b*+xD(B#s26Y> zPT%=LjM;*v*KzP$JH=`}`GeX+A&t~Z1ApCmUJAKuZO0h`s!sgz7N?ZLIJkn(%xW6b z?(nMf3D&dL?cf^%oac*AHfyF%FmsMo4s+H0??)}HoQYY-7A?E#HLXXD_L--(g43w3 z3H4||^`-TY1NtCu9P)xgr^`Rw^e@i+_; z1%pR&mZ1z#f}n_AKilnz#*DjmDgT2Y9SZ$AGg<#3e?I48yQJJ4;OqmhICe9Iy%Ps?^Kx zt$}YSFVYhUuZ4Nei>aWhu2`!YWfsLU`)hXYexhdIizDa!+Hp7F{8i()f+5O964xsd zK6Mr__dBQIQVUCtKWon+-c4zKf?LoaK(KvBW)QD;$)&qP+wC}mS{&iLXl16@Ikw^DqTrNccep}_T2})Mr*+ZB>$Udw&EU-j6s(k*$=|xUB zhkT6ML)qOzlqF1;oHfZ66)9wCkiz-+zOvy6_FM?}3vIwQ=jG|*N+iy?HOyfw(C}#U zr%$C&?VRpoXEToO(~VxW8Fzi2bu9mw@%;8{VOiWvpqa&`j6BqsWWn@mxQTHCE1sr&2n*&Hz;b+3;(ee6)ecMx0$rCC7<@v;2WrI&57@)n!N?DY!<4Ok$h2!PfJ2hG) zlFJGgX8Lq(%f{#Dyb$FA-KZTQ?^=Q5{YdPByywV)yw6GX&=YBkBMDypxb3?ve55qp zLxy}AatyPQ7h{}uoyU>(mWeUhqoOW~VeyD=tlH|4A8s=-viSf&NAQNX#(rGKX~1z2-sF4h!}ZDGHp8Z3As&F!in4?7%sxY z`Ir{^g&suMCt#BzmktNJ`G#R8=Q_c+~K;=${%eKZ_S1iq1Pt)qx{%h$;? z8W&|4VLFNgA*-;L9m)mBfYTdehi=QaH%}$STPg(V#f3Aa)#HkrzdMI(R(VwGp6T6I^pCdLRP$t ztT=CTr($tAYL~&%ZF|#i0^2VFd1l6)Gt*V2;`OacFVEsU7)& zXk-B36C)Vn)CyjIEG}FfrfbaTwGwNyWikcd{*`j?In}qpvE$wZoqD?vnHP zXO`&*R-Gr-UCBz3Md(Xwp)!`cR@z1izYxo%k#h?3WH37ST{7VBdt!vpor!-{$7# z7zRmzaMqpGn!`a#4HJf4-CygF4qRh(<&jhW6K}@^k&Q`}6~uEwxhbLX)bDP0$ltu> zC~l5?+)juLepZ#66qbtN^j7;*7mt@N7p9o}8e^Ad6&(~=@cOoAWPjnR*5}|SRg8l~ z^C|bd3M`_@8NJ<2zMh@m*)HG0CQ!F;;dZ3|v-d_Z+-9ap3+oF~BCI#Of2<5X z8n~+MjC-`}`VSXy(c+nFh$7AAa=4^q2qYLY8CGDfc;+W-;LN5c1LQ131le&CD9DP_ zI7y`Dyl-hBt5FZi#*AMyqLnr@`6()LyYZt1E z`Jq8ar?gm3Lctff7vOg9Y!xB8t*dz2OBu38)z2f{`f|v4K6lGbQ*QZYdaqd?JadaH zxIAoV1$dWD{}(RcTb+V3dwx;_0E|oh4N^ajGO2s3vyGsMdu3|ct`Acvuc7MyWG!Vw z8KT-|t_8DZ4T6r7ysgW|VKFQ&x#e@A=suk^#Q!wF9N$E6IToFNA<(HNLk9hArPm2! z#A%S-)_1=j9*kJ(@lNWJFDcVNbko4|QglVX=kDPy3`>?V<0L`bGTLXZ)E`K_&D<|;6Y3gso zCW2a8NU_*AHeD}K z@i~GURIl|U9kmwL7VW9DItp{Fnup^QMh6;#Z7O)zl|ie>xVMz!cBX~V%C8UX`&gdJ z)K{Wbmg?RShUSy|KCw<-?d@a9<*}_8TKmP$`N8@_-_;UIP%Bd%$$1{#Cz@X;W_TXy z|0yl1tFZ}tHxlG21+t-Q^LavPknYX^RDlGw;k>XV`6a)fqJnb&nO6NUR?{lpuFz>y zC)3wDJ@~%WJCPgwYnha9^A89(kl|4BR79qf?s*h3=9bv9-sVM+Dn$RDAR<*x%zCzd37ddpgn|FEn1AF}7OAvX1E}Q**Ww8%+Dw0Ue2-EMZ z{!!&UI1k#(i_FusEaIrKng|lUr8IF;*(n>{h;}v)sEB=ZMR$j zPs|{PbA<)2+e$ne1bx;QcmwoaN1EJwug5g{!*h9mJxsoOX<%Hsyw$(t@Wm%t7!|er zmJK0UZXnP>a-zVj=q>Ikc+*|Qo9d1Km!B1&4_I!l-ZhVVx$4BA8Jds+HCiE2FKP8m zCH#Yf$Jk*iCy{=oj)?)UI^RnO&b)}#m?dqsv%KeI_hfm(PHu_zBMbd7T`Q{3!j+Bx zIN5!jHV{5P7w#sY1?*G>Iw#N_psEGR&DTz$0@9=h1_)Dv4bh#_BCDvgVJItvkh z4H9jWlmKGV{x(u+T>y3~z)6n*2FC)IB5>jY0SK5U{ahYaDnUoP9%TJq*ILZ`Pl?Wm zBH&4~a>+UT!NWz)A}Zr<^*DCQ=(XKN0Kmg&Q`Y`poLP)BxP$~Mmc-gEbpH+uWd<2~ z!b-+)jr1r(KHjwga1$sRYC?H!T26C{v*G3s0Q9BLN0!X^Pt_4!kO`!&odvI$>2or; z96C#)cv}Du@%JeJcs1yDQhh<02t|LY+E7iTgdaM2N5j=A1Jo(tqW%JI2@J3`2^I$5 z>ccnw|0)maLB#8#dFfTpPz#j za>IdXBB({^(YvaYIQLql*<=a7g1vjV%`TSbxZt&Qr`xb^FVX(nOo}e%=)J%ib>bG3 zif^4N87L*o!-{TTJ8*CG9FLzwuZ;xtw!8C4x@gsHun1L%?~JwV-5QnafrDN^P52Z5 zcIf(k_|r#PJpazD6c+xmG~-DDcX?%*o(@juEZfd4n%`)t(1Iy}&A7`+Z3^Ok$rNSZ zX1>Cz2Hp41q)dO0R;z?9gyCI&{C!-id&~(_Myq91RN|ucUo!rvT;{n%A;4fj^I?Fp zS?SwsuU~nO#*Q9mwTHk>Rp=~R7}G2dE6~*mJ$;6EV_7rojTk#M_4j=pKRV5?xRRSN=spg8A#( zEYY{20)Q0;A+0d~v;ltWA>2&|U@0D4Y&p4@X{XU1_V05<3kj<0T&?f*2H?cb=kVYh zs{YXU_*=ytVbziop>uPDmerKs@q?)Rzt7Ft0TJQlZ1KNb4)BL35*nj9F@7{M_`c-^ z_SxAz8TJd&s?o_;uWF1+*|!*X$ON|{`#C2G#33j}`w@c|v9TT;gKVw{ltk6YL#BdL zdM9MImUn&Uql#mBKxQ70PS`bfLPvlW^e5dL-u%>WzgjSPNL)Wrm!VFP<|AX3D1@2L zAkBCv`@y~WcKv&7N8!V#P9D^a(L7}AmH<4+L_^uX7hOHr&798>sBbZ_@RxDy?bIKS zzR!UtQni&xBvn;!@Lcm_nZW(J4e`meCAqR_p_0%l>t^YG2m%~h1SyHTef4iwTFMf5 zMRIGj|HG4uvj~rjdt{Nnu$!f&TAzHCJe>und7<}^$3R?cWG3Kj_I-;W)OC^t|tx;Y?DauQC>8f~) zZ0+5d%ezOvjg|-&=HFHQ_ee%+*CSOLyB?J*7~OdPPN+sbE~i9nut}3eRF{^CFMxZE zK}&slkhnx^Vc{oL(r`s>2U3peq9d~p-;6|afZx=Qehflc^(uL&ttuQcuO$SdK4&?yEaULuRXAIfK@ImB#|Uya~Xfd>7GZWr>o zgK9=Qd52(*ZI8@jJC&P+y>;9Z1WF<*939aGnd_{ptx$hxAcYimz!?) z<~7i3LMH@XYkDXrZ)%$W1?^U18Rr`eIeeiCsT$0%WJ<$u1midu>RvOKYYc6vr9zS? zl+ki|)dGG4cajf@9Ki=ih)?M7j=rvdqR;)-X;%y1or2j^IpnVmZmxOG6{$>m+JD>ez{Gx0i z`ht1%%hx`@bB(A2Tlu1ry!HY3_@in?4|9RxVU9(eIoM7zS%J<5Z~#nIvJc_^xGYSV zbs*q7v2uA7hjCv2sR$)vaifbwQiQQ`pz1s}1qH~5es)U?-$Yiq33k5#xoFDJ8R)N@`s< z0wR3gDGU*QD!gy|eJ*Jm2Q2lQRU&_ zGTS*k?V6>Iw-v3M1PQl-n%0(YE9$zaM;99LtUhYOGMm1-SbZWiI<8SFmv?^+uV$BD zspI>MiL0mb!9QF;z*R`_iF@e0GxHdPAmSsl!&$%e1xg_1d3*yJPSv9zZ06YyPQ=OM z3|9aDBf}58>QSr7v~h{2XR$e7S-z>jBmE`^QBvgYdxNXJRNnKI=ZQA6s`_@}e9z@7 z&5#E3`mjosn#3{d3F&`oErDubRkBA3^b~z);boUBg z8-G4K z#e?(#PeoqwEC0@-4R&=}dVZ*O_+_&BLtKqKKaROGV7}#%Rhrs2Q zTEe!``Vk^$8u+uU=pl1`_gfOSTg>QK(hAYJFL2J5cj7yoEqzK`2zcn}<%a>+f&`I5 z6>>fffqL!?qcH+)5RVWJLlDOLATEfS!uFq@t)FAahh_wl84Ran zZ1Le%6H!wlNlBk&W57SH+U)*qkeMxKrg{UN;d9r0P6I*|D;ROa zt%j>V77YBO1-Ku%a=}u({{)P>P$003IaTYhT>u~kp%D13o9Jnh0b9+GEs>ePf5#IZ zOf@*!Z|mN4JtWs~^cd{(z<@o(L3COY z*u!2F8gz7V14nZbcY#LtrDJV?e%I*QoJ)j&@}qxd+K!%SX&A;rXF5iA*8G(B2=Flr zohVwKlB$R3j}d?#xqI;;@Le%E|z?bC*J&S-7%?cp&&pL?GcOTBx*8GN|Xx(yNY z#~DAtB253{O$DK#eew|BFKXV#R_G-HA=^;sjwI+rdGJBBvSrP9#0FbRvi!Ew0OE831Ef-q`oak8`?=FxlXIS#7gWp0OzC}o8JJrk+3HXF=WJvc}H5gZeM_7d3{x20B8 z(ZV`>en>IYZ{s?Hf!Ed2vW|6j#^o0F;isT^Ow#WXq9ZhHanRW!Dms{(*W17Q$q;V= z_J zHw7bdt7(U+$z>K0wfFBoc`t=WX%T3*qQ<_4ud|SQk!z0p-?#%1L|c=qYF;0{c88|M z>}4qQ&;?>y_r{-yxwAQ0&-Ep(WxtWgbdfiSP>T)+4o;{0cwgQ$6 z1!Fsr_NPeh{iWlu!@fQyN@rxoRbC~4poy`$ZJIt-UOWBAaA_eubkD;kP#JEZJc^JL zoB2ObWQwjuX>0wPw4dKNW@Bcx^OQgz5TU+bXyOhN>>IoE#i=j~+hE132h31rHW=uO z{j-W$7}!Ml(^7M5WEq;|4)yw!fF<9-ahgD+d`U4Ydgu;QK*NLxTQ%KKu$fw52Pu!E zL^+V@42lGeHPd`!dD?Q2CJn=Rt@d|Y4Z=WGKElPC6A4&P^8VdwRZMMrQNR|w^Xuc? z>kWBr-3p9A*JV$i>1Kcv)B+FCCLfdrwf+ffrwFtr8IX`7{7+j*gv5FZbfDB^1JzE! zmy7*Z{y2#~92x6Ij!ztt1>B#a%?fSEAP9bg*NDi-3g1?G1Rt*5 zi15gL6VoNg>ySRpyc~IuFM%ic(+VJF8I#6BcDjDSYq{o^Tg3NlC}s2&NZoGT#?1#p z(4S-=mjGlL-EOXavGTEBU37VMsp2co(qiN2^0_vR7qbwqYK9Cy7yBQCFbKwEie?Ua zBWGGw9xmy2`Q|9w)uzf5?>gH4om4nB@O;j3>tYB_+j^8zK-;=Z`k3vVihQg}mcsz~ zK~Pai7QY_jfjV3INO_GB!=M0WF+-3A@obg&_s#yv2h18{ER`vXy&oJWlfSJIn2(s% zIvT6jH`Wj&&JF6Xt1tbDDk8uOGk1BJ6re%RHPdp1YS{i=72pqA9MAi>yF`%#Wnb;8 zvcK8e3yY?7qZI;NRmipkbRW40Ku~(TRwZM2!|K%iqS5#?sZTmCU6~Yru#g0Z2+?-% zoX8fh9HxlYkwHdZhUk{8;{%_s8P~dOPSHw1VoZ zV|V%X%#Wt_(oIIqw*CzL5tbW4a%aZG<;g1sCfDfbxQlkowFAYev{U zbI=&^?7_t8{ah^cYXHjSi->X6qN_(5FJ(YnSi?Cb~cF)tm&-~U-QV4Qi$*?k08o5?gBwh6F6SIJhkQ{1m0*)m$n_rdvba|3nALGW$ab|NkWhdkfE z%O(ONhv&S;qQ?_&kZg4RZRI}hcXXQ~)IUtT)&8ZteT57m1Iu+U?Gh8bf3hL8TT&pJ z*!%DVH#Fz26eJj`WL7t5Pku@x#zS-vFQuW73Xr9GKDBQdp!}ebRA3EEK&I97ok?zO z56lknVUR8sYH|ue?~Vt^YT(2PrF_4t^?c1pFhHgA)RCOxU2Yxij%#}@a2`eH`#->} z_zTN0`THML|B}2wDxf+WE=`DUk54a0YYH_hr|gc2Ih@4hl`93?Qik+T`y7VdGN!H; z>n53^Z4skgS@*HEemoNteBno#pM04;W^4asd72(Tn`7z~z$U5ZrlSD?QAl~>e`X<; zyyb8Z|2%7vo^n(D^{M=yE$L3Qk}f>11~>1U5Pg8x@nxIuMbQb|cQ(j8Hs0W_+ZbRf#&hKFXRm0e~KKQT+Z`{o@#}C=!2ko|5=~<|*j0fFr;=B9q{qJRCeJ z>xg)fhPhuyl5zLQb*O978g{$w1J zil6RS7%6kU);<5c_~K`g_k7j(Vd7q1Z1Q6OBj;sS?Cv%{PU{Q#5&wFOTulwNa8fya zK59?STjw1?AaXj>ux@1lxQCRx!^zcpO7IHb<9+~u8`3=DSzETime#~;4~ynaB>+yM zmVum$@_&Qx!kHq=42sn_<`^%ERAh@!H3O`YEo8{}fthr`s(|7eoV-X~%TJ%o=!4N& z;P!aio1mAu!3h+cUgu>g=c|VVXIJ0dHyUO+G%-%~)6Zg(tNY$%2sb>z)9&KNqu*jR zM{RuMDs?Kj>nT>@wJr4f_E6Vam$_X|72xU0R?QE*>__x&+2LflhtQ6ZC?S93EV_oq zYl`_Gu1x%L$=yA|d5$p2z2_h7qp`au^-UyUL4<)EIGN{b`8j;puITR}-R?g@Vh%Pq zN4osPCQa-adtJ`%KU@HMBZjkD3MY#QQBH`34$YJdst@n>RFrG3Jh^Q$qUitU#LlMZ zEJ-UY%CzyecI&Ye1y*h&|6GN+3L{n3E7?XAQwutW>h_fRuMFxWyt(x4{67bFXy51r zV%mX$*aOc@lCyf4H}6MJ`|tUkLoog_;xNjBdN+i(y{p-ZMLZc* zkh#3DZ@f|(evWm@C1|NooG{1F;uS?VO$iY9bnn4R)paS>eNt%O-3Ei$;pcIvTz>2+ zq&|+K3qlmUp6ZW*KN^;KJzb{9>TIQ0$)>ZVr0kcscS*3#ot0Z_zUWtd)Gr@NqTI3WLXaHF~@n5rm*?ExR|mli+KPo-TG37@PF z7^_Bp85S2{JNPD}R+mWE2J+FO00#-f2F_jtMfGbzBUJE=*#ekFOm*~6c&by5l!js| zu#A3@A+gH6dB7c zz`i8TBS@jf_)zI5xSTRXecJCEXR>yxZGl(}wd$vH{1|AXpdTKLSMnn%w@c}OluGbh(?e#1G34;T9p!)gwSO955Xj`9dtl09P=%R= zM(R2zU5(J@P$)8S$(BmA)#+HiY?=?=XNGZ^Xd*aMb+1LiVf@`T7kaHC18NXXBTEfj zE8hdIL^b2g_lw0NZZ{>d^oKbsQ3}nECM~OV^5IE0&sNKAX-`-SGu?gspa5DBWQNhw zZGBMW$5ab}XQ{9pU{^AeTy;&nVM^Ce0E+Ctu1`C6o^N53!3Pg!e3Qt3qUjac9aCg;kI=Dt5@g4ex@atyQ;`YU)T{TB_K3Ce3yUfbps{4h6?675 z9tHyNbj|CthM9|fVLkt=b7Ebi-!%n#m)+B3dj4j+G06dkhy1$!=Y!)_#u{_XG&^H= zQ{u-o8<`Cr924RQfIS(4UPEN&ZsNf+0QJ5$5IJ2!XHd=&B5wooqEBsK4%jCWocmKd z69l~AH;^^B5uNax`RC$dOFl|z+!NgVsj$>38=V*dj0;L);^=C4S-GEW;Q13M5IYcu z=nRlT1>Uh4PVUCvHY4b`$bw~s?9EW5h!w7q8YMU`Sne2$fG|@t4*F;=xtgWkINT@0K zna<|Sx5UO@gw0aE6}U8lw@^5k<*N}G#j#mILEKwcTUSEcC-y%?R{MHB60_Km%-={{ zD#`v`_cPS$K(Kg26G$pNZ<}jLeWo4eYTAEuGb&!9!E~j?gor+TrzXPLLX|!U0pjtg zW*g38W`OE}0P}stL57+Ja$}Q7vsXdHJ3Bh|j&|%?C2rB!)6_qS&Ivr0AD6rwf~nD2 zZ9kZ+4-H!v5-Cb}pfyQ!<`-~udaj`B80lfZb{99=8|%@qz_;#0&ut*B`JJcOR5Lnu zIT0lMEIdtv(Wm?K9@chaRpwjAM~xD5?IDdNc-*`YaTUe|$gXfxML}(*(msH*SmXo8 zTm;!#PKzj<_YYb3>uu80<$=^)irgnQY6x3eBSNyYP6%d9^Pwa@wfSg+(B}?&@{oJ6 zYQ0i9rsLN-c5;7*V6IBO&`hycW4w6R$ZZD#n8l8McV6Kexx9i#bLz?Xk3J4VXh4Hk z>nPVauv+b^O0S@k`W>5dnmu1CH6-lfRfg5^Ah;mVw35Da1&OD&a^tAF;b~A}0xzhN z6F{Q-kXdQsqYJ^$e7|Zxd?>(XSfT_RpXvTPae>}Nre}TJXJ;Srt}1X)a*eFJ$TmOR zg>kD9fI$odKc@@C1bMUo{>m*?)x!=a2}l~uq1vC)gg%k*7AIs8NmJ(>pHy9m6bW5L zBQdwM$-8xD@vAZx42M+-cz}4qDJ}?lQILQ3f#PqyYj5nrxyl1H%cx4%7V(C z<``qS+&-QvdENDxpES2*{WXBz^r*HuI4#ju{Pw5m&-3 zb~#c%6dOZ3&1S`epy5{sFbJuY5{QT%dUydxCK8nijk2Iq?K=@2-@q^+nBY9s(Y@v= z*DsA&mi#|`y#-X1-S-Bnh;)avw17y1NJvOZh%}M{A|;&y1JVs5-6bI@DxK2Z zB`MuQH#2k3@O{63-1WbAE!W_{#QUDJ&pvxU``ORo#+qwkwR(Z1YRG4)qJYVwrD1@O zpZlC2GpApZ$X>sc%_Y!&(M=Rcs^tL89Bb|c^zoD1#0d-4kC%m8;x(%@HJF7s2K5u` zi@21RB22~R%G zoYbZ9o_Yra%bZ`XUv!)A+|T_}2aX10oA&|cug}PdP$Qp&EjBWRUXxUPUt%Xw&i#&( z^wrZTv-NAW{pZu%S~4bsb!8M|}#LwAqzHlA`h*%!q*L^DPnxwND=J#FjF=e0` zPIpib?#bzMfnR0&Ex+MnxFZTaD%O<`C|WmTk7pxzo$R3x{x8(@JC)!f7?$&%>sADHJo3{!hlr+)c*L>j|qry&GNBO3CM6C{hGM7p3qdE{tv!iC4 zM~WV1V+I|}hkM5`ML>!u=L-m~Cb;V0g`_5(5Nk%&jw<8G2wtK<2l4U ztzf=W=8Ml!Wg*HBG8``n8<~ks4Fq#E$URKD4ba>gb0Xhx3a0-Las!iy!1MVdws)ld z&Cj6fo4Ca%M0S|ux3n9zmv`==Lc@X^JBJNivFDzQ%FtOCIWQjM7pPkVPqbvY#8t9P>KYYDF{%4kaaX;dC`wniw~Dh~37y>aO- zvda2ucVd2~T*YW(>t$C>jqNfGA442I71E|jRzhFEqOYNUD}q8z&#qnadJw||>`YID zQEhT$jpqCWzTTgg=Bm@Y1F2{d#b-byRG2rHmq()w^qgD&4fQ?F`YC#rpMmZe83^Z# zC8l9@zD+L}Pbz-wRO55TIeqkk?qD6m_r04UqM#K+eu6$Ov%Wdu6X9Kx3&Af0uqsu} z$@88nJ&adoz=mp=28VxdoX)8{?cbPA>R(Gf??LfVgVS-8#qKJ4v^{0;eyM%t8BO=gqx zp2o4?btEr~YX0ttl%`t-7fX~6%*C9RiT&j6V!5x`JwbY-yp!=`iORn!)ow~5nnl8A zdIt$4_>hu*NLR1+nm)z+)1cp z=~33R*lmXXJW|Q`6zUI%KxCEOixq0yRP< z3c$=OWi$Vd+v9v7fnYA6!`sAFXvhZO`rl5~!9DFhe;ADHao*oj0y4`WCJs?F=17d? z(%(XP!oE>eRXG^HOX-vADB{9W!6#a>obazssQ`w5feNel*3JmcoW3J65Ez<0OlVc%Z`x5tfiWO&D zedgJ4^qYAWmUB|oK;O-?zm!CRxVMNDT`ej~9fIuBL~k=eMVeGG-UJp~fg;w;jR2PV zohNLXyU^VqMh{I_@yMQ3F}4t@)u9o1dk4`%E(l-#?)K22x9@MEF{cr+?}D;+i=abO zv}H8WVkE3E0jR?&zQ3P06kYrCy=K3U$tW}}LHA6x8qN*Mk z!hZ)pN@4&TnqeUih?D@qJN%9q|8Kd#LQ>aUdmk_IlVf97H^HzxX(WLWLqImE2;2#` z<u(>{gqrv5Uj@RX6uO`*ZX2-e~L>VjF`p> z4p7`W+Q-Bg9+@x5)25@)ju1nxAw^~Z`{5euX! z#e1#GfuXV8V?<%wI=5^c+z~7B1>@}%d8e)ph$7aW|}9^#4;)wa0}AFd{&ARuo};t|*K~g9?5=7oYRLwQ6C53jb*;53#-_XT2s2{aG=lRuk){QI+I$oHfD6JV zd-zQ!$@?M#%Qc=Imc=&?lQe=e9pTo7Adw3zKUiCgLSjEhaH+<07Oxbyh?J*7pAL4DSEBrpGI5wf`ge^jR!gs_1Wo5CX8WBS&X6O%x z#jx=(T#IM^`2s;Vmkw3|5KNU+;BBYdEfP3LN#MDwJ5xbGbix@bpn4VH{iu0Y3-dy4+pP zKXSwS_8_FmR~7^n+DufxCZCDk#i6=@n8eABeD%_+OPYu8Xu_=@ynER%qK160>A-IY z7S+n6{$qqXZ7ggnDDR%zP1b}XaI%Xh&9411sM{w;njA??%n{z;Z@LW!U!omqc`jH?)y;#P!g%&dvSNkeZ zS+wQI%R&iUWFzF)B*4LE|F(T$I9JQbY9)RS*==M?YUM&^2X;JzRCvPtN1drr^`_{A zz?T#Vwv;87PeHIC?pj$QOomV$&r!u{_=E$O_fq#1wqwuH2-(s(7g?znAxib)QuWQm z;q09$3uad~{iTQ6@UrqvKNuidM2dKwD#&pn5Y!Or30 zOd$sl(_E*!>QwP)*EE`W(n+7Du2o8}W2X)iHi!W^{$8Y_tLj1l zcdyDzkS!)YG|bHKJTf{pERg4?BidmzrH6Qgs zu-Jcod(aBODjo?nnud-{-WW}~(_P81XSmTdTMc=oFuxuW3mgoog=F_oIkS?%p}zOa zmxzgDyC1oNcbQJTGk#3H=1|&84Mx-K>1n{8fcI`G=(5--JZc7na3ZdFZ^>l$PMd!=A?g(cJG3Q^WZ`QYbW9hSnjA z;|kEpfy~ypZs@olRjOJuL%$pzmfhDidlf)f7%$xSPD32kwq0GJJi*#XBS4kvHev?afPHlTg3gDm=Mt7#sZ9RHsk-Fl5rx8_%xDZmszQwT^OVUr@iBIsWHa1BdV?=FfG z2b((j*T=#1oSBs+|>WWF<;P0is`ZGc_YhHN&Nzm42j)iGXx;>Yc%f{BVz(ISW_1@QiUkD|3Z8VkXo@ZvY%E_Hi?;H#m&AVo8nw+*eOue(MqMoSf`Lja?{VwwX z%QI4;_I~54@BM1tWF@qrSMt;6(Q9(FHpvY_JfXM;+0o@DwESvYuf1mq`642YdPq(B z{C!!xHgPYux{@3~;$QuIRRYBmgb{HwR>uQxT_S*r{^8 zF7?U(=~@0xyHM_bWq=vmt%1?#37!f_Qd(oPnD?qjhlFX4NJBM$Npj2Sm^zmQV!Lk{U7P%I{8!M zQy+aNclZa-Qvpw!LC>k=@(@lfF6xac^WE1T1%uN&+BYu{q0ddqRoQB?5=FoN)tX77 zKEYqU47v7i1CbIsZOt%m^3+IEUumilG~yjeFTQL#$#|?oBr38r$Ks7O)- z*;SkysRx8u|3^20y#EdF<5-!L@)EuCJ2wRQa$nnG)ROOj)!Lu0+b!96toI8Iw+bRK zKt74#%e1RLE#H{@h!Qm?>;5_0$pRKwsUklq*xv5qBGXZU>Ax&FJfxybW3BSfSP!ZF z3FU;Q)JJ{jTj{&)vJhX?gY+%Y3Yu&U{q6tbD|NHof4X+D88EK6Jv(P}9y?p4alVdU z-v^ryeC%zMCFAQEaTqeL5Vvgrp-hBctm>jJ>Oz&hZ)+gFg9^plX-e-Tg-*g{H+St| z16f|F4o@u(y^rT?ePxk;bFSm627DwW(FT|0>qW=Oc{g}Q&lWj{h;c8DV_VYR%ma7* zD(k#yBPlo6-sVN{wTc+l&dT<9+DH*0NKqy>~N2c)x1H(o+o3@u1AAzB?{%B7=+f$X@u?zfguqIfFKV$na#MSA2?d{|P zi@LY|{0~<0{D`giI}glE<~#DCAk-$J;}JLL2Emf;@291^t=Cgx?$Bl~IJ8vdq36m_ zNlW9J6GTP$=*9@K7khxsa5G>Ub*(&)#b;uGye5OBFa`=!-Lo5|aj`%djgO;hD6z2@ zn-02xLO;V0!GXHg5-GTuoF8Wdk{3H!a`{AfDH?x~GR#buFDwM%Dy@DUE&p>RnA-Hk z@Wd`c;w3_Rpi1TPq%LbNgB%JZ&brCd$6K6TnuJn%p4jXpTQl>yK}Vq<(VxsuP1rC` zJ-4=ey_8>SQ?Q)5kJ`G07_$Nnd5oUNAyjp9lK+D@^asq<>Fcmv4o^>c{ZB<>4FW&B zy>rTE<^dJ@a8N~&R$?8{aC$nGH4s2#n)y7tjBu|i7h5N{{(H4x)p(R{Lk+i?7W7IM zR%Cz}2&k^E>`KtnAl={H{jQ$vjwg{~Nn5_f@`xojEU(B=IM(vd@o|7zU(xpDhqrYR zt?ws1bo!k<5{VE#CIxc@|yKx%C&@_DyuILD8$MOX{$Y&|NN!Z2bEzg=Qh zuoE#rQ)Wc&?|VdO+Ncl5_PqQZzeq-$A1$?yxIBY+r_P@Z?LWSsL7N}lcRIukrNzce zBC~*j{)8~Wx?}+OcFqJ{lRWL@u==KCn4PezUSqDYR7S?N2(Q zr0mKt$^^YK5DQ?C`v;K4g4a+??*4Q_*A4h<=+$!YqlMXUHo%<)X7Ndb8H@9+oBb9g zMROZ63UWP$ZcRYcKi;4Bmbp}1asU^i# z=KN?H5H$*DMEwqBs}ygDKrl?z4=Sl9OE3XfRAS5Y0=a-#cj3`_Bxzz%(q!@(L?CPz zbUnu?NN@u$*kgNSclH;W+t@W4Ld(WaoDdO07nxj`H$`n~*gFC9%qjdKb*DJ+CYGb%y_70VyP}ER7S1ToGJ0i{E!5^^by(JKg6?wNg9bqpm`EO5;F-~m9zL}o%_*vOeq%OqFD0&(Z7iXI(R zsTfz6Bea22q^{g?+}T6aXf0Q$7*BAL#k9DK*Lwwr{1cTIjqtSTF#19Uy~?8P7J;(oeakGQT^VLxYU7;2)P81f0! z1tycay+0PZ0^3a~3s&I-1z&P`&%hD3W$f zQfDc+Tn5)7M>_i3LRVMplhtq3%1VFjc~g1FpVaH`q*5c@|R z7;ajeDiaXLJQ$?hT0h;C=>FvzAGy3MBaC(-X=B3`f7W?sArqM zSAB(ycdK844^w$#Hib2q3?%6UlHB2gQ0P(F_h6E2%D^=idr^zN!X~8akIV)W5$O*{~iNCTak?!0yyp>zj0}6TlSg`1;1omlf2^MEK6Ked1{B|9X15qakg957IO3o zYQDAvKk{B!Y!syhW{eD!v3P@*#5CMJ-eApkd4q!W$a6n>1pRY+~2#LzQfVCV$n)uP}u1T)yWuw62oiDIYSQZP+d!Dq> zM9^}=6I3!U1#>^BrFEAKG|l8QdOYH%1TGpo3ti{kp;#ay+d|d-HEfZSVp@dqZK>Y? z)lR{vZZ5urq|$H89<+Jn7RTu=6(=p}g$*Uc2Q8>`zA= zIUQgoiVAnt$u-5+PFjN>aZeMVtqj9Vw!Ht|&V}TJ5x}PwK7ysR-=D-_k1_z!0e&Ub zny%qZy%X#IJGuY{mpa=ufOz;BO09TZuy|gsd)XD~jkGiYq^041(H=?QA4sN`HuDhHHjJ*q~0?{nr1O`E;E*UZs|YxsqWVv z$C)l_zUr|B(}$<{0R|@dJii#sf&OBRo5W3%Pd^?one|6Zjs9j~lY|xnVu5aKN&=C} z5!GeO$_XH{NJS;DSXG@Z_-_57M9TU(!Tp{>r8l_*V_ojkzwKSc54iIpc4lp!UDG`L z103pPd1E2iWc9B{RLJ+VXT8c@nkxWilVhaHAOXsBlM@)Ej1#(y#LhrBog9d3OpRk0 zexAehw{4!eCfOc2Q(A|VevVKRnS0V(>%Xqfj&KwnDR)3I2Goi(8~x)4dB8Y0P=-wI zF%E+%p)vvR09EUQKhho7B!j>JU4D(LhLZ(f`Q){|{jEV01y*1b+7UUZHJ~I3jwDB< zPyFtFe3dsQzU0c4jKKh$jfXXRXIU(=;>rw4-x6J}Zkt)H6+>^*tz$)QMelubpm_zGO(gY4ubuw~&(2fSr!hyDG5 zW(W6uAniU5qTW(@iBnThSswP}i;Rx`BW--{qi=LG+@50x&3tB9I51J;3O-pURke~l z>5+Xf(uWd7!QZey|0iNL2nVn*_=Z}@+|B;ot-+Cf_}&_vOzudREV>|YfJ^>;hXD5X zum2Gd5fKqJk$$M>b2-t-`f4s!8mE;2-P`sLvON*EdMoI*8Qsh9OJ*$S6hT58?}%I3 zDv|YsnTXyFuo%}0+o$aQSp*H2LzZCSInez96U8{CG|(RecF+BR&3|3$fF|Y;Z1L`v?(Pvl>eMY}URg1~{?(g?!T6f@ z+5bW{G$X}BjTmKx{q%mSEWHOak@EQLR}i1;Sl40AXb#vZsi9(^bb_BEeFL%gbVP9A*U7jLZlAk8Pn~nB1j7bzLn2tM${)?wm*f=MzTXjpgYH zfl2ly^xp=`CG_9MWz*H${_S-^@mCK3Ajnx}`8A1^S@n^9qONIVporCz`O0lFXZI)B zGCG#ze{E0wZr5O4CFbCK;g%s6ZLNUL8f@K~Z%w?3@Sq;Dy+_-mNw*u(p5;JB@l@RH zPj78^m?)JvCP-B#w-b?-Xemulk_J5_M9_t-IAM7lAydcg#r8&aWQ%;sg_Q0pUrm`E zp7hLnWFIDZT>aMwX8C6V={Sk;uP)tGNn_|VIT|XsO`qtQMhq#Vxmbt)5&RRSQ+wDr z@Azcg_*w5N#D-N5k@xK_`*@zcWoyWq{i-_Y13+RtWP-1q>GfkzCAQPK=JaSJlI+I|2&~&} zU$Hrr>ynjEX!6Gye=PCeysCK*nkz`QcWsYD@z|h2{mk%2+b+Ul@&56~?6qId+Dw3| zWO;a|7ZL2$OOaXlBV%892@x}M#9D;ePn&IzC!1%hgU@RWCyc`%xCrxMR6_B+%YO?f z=*`4dA)a603y_Uylk=kcofd^K=! zD|DR4YvRInT~!;Y&2_kl#q^nh)p90nkmFAiDFp@&fP%29OF=X6-3vOSwwf5Kb>9pOiy zjkwc8s-~;6uBvYYeuTFCzZGkwyua+vL2BnpKbAWNI~>kw$uP-lV%t4Y>U);IT2eW# z6=jTY*1Klv?RR!H<%)el;~{>L$n|^i-3e;Y&AfU?js0PZqwR%cAlK%eOlskqU~2y= z&P`Vfw~f@{Qoh)VCHr6w8(lqHAD`AGpU*$A>ng3yVE+@E84MLGGT6ZsdT??y0{apD z@eQnQ@l38_JI-OgS%qKj!X z&~1-DR=&WvZ;fh}wx+NUpg2JypjR>(0$9fZ>P5szWaV-kt0T2iBx*{4-*9aIkEv1Gyo~JJUc);%{ecD# z$!a4@_-#zFUT?^Rmj@f$fqnaP67%V=BqoP?Ds*#Ta?#qu?T>f8qAV6{Fym4tzGe0S z=Xbk>nhPGLy$E~bRqX#lh2+dND#pjHwY}RJhJD@Nv|?I2%x zjuP&Ek`MR=-X61bPfKpM*#jQ9U)aph`lf2zKR) z4^?3bAf5}ec#KAlgnDk)+VHi<`=akekz7gg2!9+e?OA0K^GJ(|5=3nAhj$^0ach3;+Noq`= zd=$!e6#s(-Fuo`0>>3Z-?v`tW1c1O;vFMrM@HL69KfO-f7&BN| z9B3+th{$MmQG%GlVe!17*6)SWJ`k+v4za+)j}h6Jq~~nE$VFiwVt>A5^~iBfx%B<^ zLt9-CaZ=lf-kBGQLuS^Z-XOK!lKuxo71x%X%u&f}2&z%Mo^MvX1atnpmrl1S;@td)LJOLB?;1Qa*D5gQUoa-}cwUONT}1c&5XA%BFixcWNP z$c{Uuy12O(C6r2ngFOT+GU$VoT4u!pJ@>S$y(@j>6u=^~nRwji5Y<3kmss+4mBxGG zVh}7EdP5qv$AGo+baFa$y5M_75eskp{x!*hVB&| zgC*|*PkJ0;6Lzx)5+)BjNo00Gp)Q^FpB#m?I*292e%I-NgDB}Z9~d?*31W3SBo?t` z4>L)rAU(%NK54Yd1BtjSR$CoHMA2l}=il<`C71k^SYTxxR~wAsa}@*&wv-R7=Op-@ zh9fdf)?>H=Rk_A8&Z$cZK_s)a)Uy}f!K^GRgL{A8y7V`TJ zM&DT}8JVHjf+2v*@C;&Fn#gs|CcS?GYSr0p`AAgeCu;$CDfec!=`Dd6B${V411*gQ zDpz8Go569njW7d}_@20!I2Y^u@3*Z`6)w@{K@}4u#acVj#=*dADVCT24>T}~()Ym= zFDO_R6S`kbbQ-|&(kUHByZE89wEL!ahcX*5yeiBVra?-&8^;%ce;&stoBvmvtNE;yW4Ipy~16rznsfJIpd)WQuFqg=kU}U4n@%(E@3tm>Kfnm`)Ll@50u|F=m?iGi2pkp`kul6_=)`VWP_q|MrOm=7KNjJKfJvJMln-0*5ftM9Bl8*1C>| z`UB9hAdzU|`bHm2=L&q8W{miM_^{QB}w4E_Xd7f25Kw!c7Tsq zE7Uj#1+N30k}1i=o2HekCgUWOo+9ZLndj6nVIFiG~@e2$w`D_(?0YKiL z$mP}1f;SBoyl1^dG6oBYfp*0&we^gsvWn=ozfvX_6gFZBAm(0f#peYG$}gb6G->tU z@)&VAgS-?I_`Xz!K;DgcLARs14(SK$xCcTs&cy;hwq-lxMotN61fF=F4-N-D93YnO z5({)p{P0kd9vxh#L<|Nxvd|g<@Z}f#;Jjj ztlkcf;Pt6l{t;d^OMJ;<-XG)W?vYi#&vro-?5{ zy}T6h_HQn+bfOd_n4K@jmy0W+}0?z1;^{hr|`|uxjDpp4~!$+fA6GCaq;b?2ojThsl(7HzV(?x1r#7C>C zpUsf zro`eN){eZ@Hv7}jy7c9dDx!C325Zg*`{wJOSDWu{9Ar*6?vP0yvn3)b?8Hxu;}E+U zhu8BSmz!eUT@AaHzhH^tyRsttvz4a2yYT%u!OO|Bg6y_2qviv0H&~~k$2#E!;>@kt z=a&}(zYLKJIfu@BlJ(NgHsNwrB#@n4AGG0f$%!;SX_6!i{!ukzsZu|BpM~9n$SJJ&$BKC0a3GCo*fl3f0 zZThs+cJup6sHa=~8=KjSfqP5ho{r~bNG9CbM7_~R3gHI#F|__W56b*~W@~po{yJ7P zHJu%1(W5VqP+35und@&)a%Z_Q9CDruG-pI28_P0wo;1R9h|a;Of3xH?@_p~u>=5qB zdtu8aZQq>Ce%Z6n4e}sys3yg)2YuHx{~?yF7o?HGKWDCrxEXP}u@AC$*Id{YGjJ(R zH(zoLd9B5(3u>vR(m~H;(cC<-GqTqUxc&Awuk1uGRx(=<>OPL6Z~jJ9`J?{v&bvhHWv0VbH@{o& z+;gjSxlZlMyhaQU?$4YIqmO_Yr}cCX-?O%Dd=z&@dLn$y;s&Egl1ys~tCRFwKVJ|q zPrFOg)UZ}tUh8t)M-!$Ra{5Uqo@!hc!7U={7X$V0?5Y=(0M2!Zh0z-+Q-cSHbj-JG zm$?I}qzH!F4r`=J%`M=4!F~S{h^7gPwsaV3Ob$y6hpL^)sSt%Q-qq)K7*7@cMKVBLdMs=%kTLj8{ExKrg)4^g}W!`3ZGaTiNdwLs_YtO!e@Z4#IFRT zFxZh@$qD}u^HbRplgBwFA&&^}epr;|XJnTIU2lB83S9mCSP-;<-GACOz+(zy%lL1i z!jo2|Ty7m`|38PjBipC*QS;@-^9^`P6%4Ed?MON^)ekv~T#QYbh~%k#KbQHpJD3K3 zk@_?x;W#r|ouU+7s9f*WC+bH5^bR{S$5IJDkQGUz7!&_>A$aPLKqi3FfR;1KFwWwP zR6hI||M4Gvw%bQVI{43!DoV@iU|HiC-LzAr$dzv=CO0$YxE%6NrxSd}6+mFKMDh*I ze~aQ+Adi%nEoA0Vj&-2~3KPO2qDSOW(2{n$F{C2yocF{WQUjL&2s#|~fz4YNS*w^B z<%s|ylAqv@U{D^6xmOE-nz_mY4zdX{&4Z_KY)ysey&B#Z)E79yI&x_JIf_`?PfL6V zq_7aR-N8T9(AsJ65WY+0^9Y3g<@tVh?&irX&4^_(F+z=r~^z9zNU z5YqI@u)`Q=VTj4FQ3mebZz3Q!IH{q#a|gHarL?35P_2!(3tlBQ={1=4}ZMo1LVCI?%tF%salzKZXTzHyKOJ?>m9xx z=%vzib>FtZwX>*UUAy5)^jT6SSz0^k?WHoG?8$w{pQrBy^f~!ZSC^_4M-lZvQCO(x z8@wcA@S6QZy+FKoj+MdNwbUx{x#c7>H(YcAf<<)4^ z?MI)}w{u6Q#s`FQy&qw!Bzk*;U~-jq1b<|)og;Ur4ei{ez~_CzC>!<9&3dhT+4Ubp z2{aEc8!^gA{k@Q}487e)p1L<{C*I3&Hz0_)3R`o&N=#R<8*7c+2tnG8^yu@lP`vp>dpGvB5S4o zXX{GUjWAkor^u(YsUGTM^)YxEYhOzti(WlDWJg*>^gy#`gLZT+r(if*6VLC{$yDY` zpXc{Ju7o(%)X#KA#~mw1MxOy0?US3x*q>T{-p!HuoZy>Ojm? zPjxs4zkK^po=!!gd_Z@_=IdMgHKWI0%fC7C=`N+zs9)_{j-H=0sBXmZobz54@G+qK z$VbBA5z4uwS2wjtjbo;PbVuB@V%~KQ2lflgTEoxLy@=nX9V*T`pH37EKkf3-gJYkP zt$7r_?JhbStj^SEQT?3rNW4++X=c)0R$0sVav}V~4`l9CWcfwEl-~SqiA7(b4Fcp` zGSfrz^dq`fWi+xp#dLF~UCFOf`iTgfji#Qesg7gi244nR2eSNc9W;BHcfM&$;;Zfq zd^t>^d+S(h^ztafw;ZzPue+7**cL$e$nebknoA$Be&a>s#>X@Jj6!3y*6EpYiAFb6 z5_Xma3dHMa6}YD(w5ED3Laiy^aH;a5_+2bFYf_xb37N`?#vN}wnP>?K)wed6r(k?V ze)F{ml3lDQ%R*3@9exM+#L}J9aga2`YFhW15+F&&Htns4~KqL?G$CV zbPMahSfYqgua#6{w2t3Wy(s>|;#Xi+$7y1*OsUH;bx1$9q|RwtzQpGC6@jZGWK3+2 z*)OJv`cb5#1HuLutp@;pOToLOR!XvRh*2?W#wg9ak5h-6+8n zJVJDR@+1Cm`&KEf<1#%J8sp*;J^#J;h4Jvn|Cr5x@I#>9YF1ep&$V$}f~tc$)R+-p zf`^yZURKE7W>wCF>2e$&f08Y+xA_h|Vheo^DZ(vvG#Vdmitp~;%Zhn&5#fIFH%~DN zEBCR9`~p3G2Yy_>81FM|7pcTZWhQ2pE0D3# zXJxcL^`%SIUA1+yHi59KLA7WU&N6iHi}5WC#`K90ZBl<@L439r^BbwFYYQ9&z}0siXnH%-oPOR}UTiO< zrnneo#_v51kGUwVL5n0$9acSzHlqEBf1&dBd$ZlZZQbP_AtT)~i#kD4(5A?%Ics~> zd*gdc`kh@OJ9oNDNR&2@kd5*#=#uw@YJx}-0}(8;m>o+6B>u|y<-@c^kb?$tmi zYG!>AzXm$>4RsIY+Jau^lNU2v?ij^(9@JZ3Sn3KDOhU-gkK64~`u`&z3}PdOms##3 zMBspcr$q7poaGR5dq~JjW^=gx2Pt(wk$UW z;=T3*T1xeOx*9jqi1SLOfOd*!A@_*1uKdbDFXAv%)GW_P{fGdYE>Z5>(CmIF?*Tif@&eb3dH_i=1ttV#_9zm zd?sw(8fgc*HZwL)>e|{N8)_8H8q7Y+c4PH&w3Q znRdUfMu7<6X(o+NX+QkShOsPFK=a~D^tPcM;>$2k2R++mE0**)pRYYhK9c0l8Wg8f z82%2dLF>4zaz}e3y3eP|oED89pQ`>NhDrv;pOgHbfh4?J8uekU)`r}y56FOo5uSVV zG{Dyd&*7W++^Y}kHxkB-laeDmbVh0DauUKS?ysmulpE14m^Rm}5hid zAH)<860$~i_ScL$vW)xgN6=JPiusR;0d}&6eXp*^a@#SyqGMT(;(5yxz2GFWw4RBC2`{XQO$DFnlX8NG?Ze&Hn~f+|R{^>Z+NHYev{ci0R0pY=ldm zzgv^duR*>9YC@#RshCN#P?i zH+R)r)gIwAU{&;bZs7I^az}D7CYj4K z;k4_1yxF9YA1f0rLT}Fwzm>5KzY_@xRtyDmk>P`;PA_DD+LagMUtRT0rAEq)w$Eu- zb|x5uT`5w@UtmAtE=36Iqwsf7jlTn%m<|djtSNsdt-4(FGWJb0p~OZm!3A5X4~J#O zFi@{LVl5H!+Re}tyVv%*wMz1DP^Pl_8ZCJw@8ge636`eyoN734*v@0Q4U3tOQn(UW zm`szbajBMAsj-?s*W)1k4i0DXdzXAYY&mi-)_a`^0YhYxBRiF}ClRT>G(5bjp=BINEqSoUz zJ#Ylbb6pZPUKk;b%_8Iu@vYy~2U4yP)_tmW$luCi-5pe9$zy&KodnKn0PP#R;AA4C zx1&RS#sy9+15!1Hm^Vgu?%Y8j@K1Wnz<;d-2xq F{{e(wV=n*z literal 0 HcmV?d00001 diff --git a/docs/fpn_vs_unet_fine_tune.png b/docs/fpn_vs_unet_fine_tune.png new file mode 100644 index 0000000000000000000000000000000000000000..2aab6c9770ed2af11428a60e1465d236708eda8b GIT binary patch literal 30142 zcmZ_01yogC7c~rcK|mUmlA!q(kUg~{hy2aJkR%k z?>EL7I@p|ZcC5A6oNKOq`1D#{0vQnx5efTVuGhrhi->2&c%U=f??oVoIcS`ov^;=(CopnpTGq2X)&fjqm( zIptzIh45@}Xy|nCG^gO^^U{Qiv#Rr?_Csy`&%J`3+33|EkfiV5EBz2;j`gA$0SyWv zQs^F`ERb9XhI}MhC_GeTp|M6*7zXllBp{$@tb7o4$ho#Et0 z)p{KTxzia`M?Jw4mrafq)*dTViK7i)R#_>I8T$d~Kn+F*3$NBxr!NAWLH8vynFZaz z3>#C@RP^`I*kE8e5V_yPR@MyeL<+%yG{_+xtp^GDg^7gYY~g!MG2hS1yHM0Tebp&f8WQsU2q>xnS^ zyC&tp1KjYr@A{bmEK?eJE@j+4m(BZib5D*dvs|v?-wbf)>AEj*=OOp(9m^G;&2Hom zd~7HtZeiF=y`L*q-gr(v!VPqn!luIiECK19ai1u7^_pClEzkLahUH@yJuCU^u^ffl zsUJNkO?Q`LXyGmIh7j({_pg$|@sHOwwt5E2&l^>CuJv)%@?MKG?eE=fjfp=C%B;)6 ze#tR0=={$4&NBmQNUet1M@9xk@a>PAMM0JE2UALP-)e=p9{8WAbUTZ9MLU$(O~FxfQ9cK|>x**E0`X zGAZ+w+Pdy)EnhAgZ-Oe1?6@5`yuM#a=?ccy|Fp0cFEF}#x7{8<8@#JuC&cd9r2Fd) zgSvCisvFyQ|0z*%c+0Km&gp|&*!3cfS-yC}ZFl3Q0_puiONO4dyuQbMmb&*?xvX0s zF?Lg`QJj5Q&)AEacTCSe3tYCLrV{TzU6l>H2}~wp+;?}VcJNqwxW7ny3Qd7>6nEl? zb9`$X31{d>msdJ;@PX(R(PisXZ%p~sJI4>FDFlkm>leBXR8>h4y;V{rEzJwNMoscO z@9&IR9IJwwDOf-k<#Wiabn{e=iO%5`XVseSWd7QMwY)oD_`*aLzlY4=lxrAR9uOp7)9 zXmyE;0-c8>Qg!P)1uAFSz7MxP0yoxk7w>Ey>?f?k6V;O|Qe9SXE$q52S{km^A|QCA)aeTcG4(9p%#DFF@zzzZNc784 zSyx$}!xV4P6$m+>(O!FL&L@fYq(yvD9NQ*-W{iP->LG>AZFf)cjdRJq9pNSaWx&D3 z{(gzuzz%Wdq_@5}eW79tCQHb#=ubNpbbM>kn}rP@z=qxAFX{9`+s(w+DOO>!4$)Z< zm*^GZU-F-=xwDYoQaK;3(Kv@B8-boEgnQS;<{P;Bx3lzf_Z&uEVs_f!c}TU0%-5iL zZHXR4mGzJ3uj}JJr@ldd8dO0`mWJ_^`|uPm)Owk~;_$Ry>iE1Rnsbbp;Mlg!`D5Y% zrLYb!To(yE}8l`idD*{KAa16E3l4A&jWtz+nETvam) z#jrsj)CD2Iap}BIuk4tR1booRfVk_7l=pPd2DScLUR<5DCW#M)LbkY`quAW>T;L_T zeyy$~VIqQX%M-WA=KUi0W9w-*R{7ECxvbUtrMx_|+2=W<&d4`jE9-9)$hfX9@-GXo zO_Diji3zB9{JdTI*td+@?hYLj(^~v*3>}ensXl&amKXANM0UdWpRS3LCKw~}DwJ25 z-l6y=C8)n(f%OyIbw)?pJ;h65TFQk3Bkg_ZL%ff-9V33(?bM@>0 z-e0G2e8Kzt=%JZ!)Qa0%bag-Su)vXGU-R4kG`Ve1-CHwLQ?o_wKq9V0T5qOiVWkjFQg2~!C6p1 zgVkeuFXW?kS6c3OTfASdj`ZCXcXmBI$1ho6_rElRSK#N=R@QjY9F-a`*;E_6f6MWt zg;@g?Zo|p}D#Rzc?ojE8|MXkcE2-vtWuM5`u0Bt_5d?K^nFStHG+OArs~QfZaa~^v zWB8D34m}8azY-v}NPRB2>P_5Z*LO8Qx|!DRTq>?tCp2_Ngw#3kZE0v-qti~;D~`Ju zo!EOWC_LatQ@eeRKl=^Ggw@t6_l17YMqowB?%6J>vykBGQcrb$cKF-bfL^EfIv<{@ zobuMKk00mlpJ6PXbAD$Juz5y&&^tF4|Np`_4PP zsGCz<9Xb;-rggV>Tg~2V{b0W2%cHpp@R%N@Hxj`ss~)*I*kieFT$3iv8PhHctQrKy zfr0ENNToEL$}hZ$VWKRjT_?Kf=3|e^JgapM=~nG4`wbWEY`mSPfAxj^!iRBo7uq25t$n)e=@a+Nx4IQ}Ta@RXxe61QC!^P4@gLHGu$RD{u zOSE+I1fKsj8ULg~$T&ItQxHUt&u|J_0X z1a_%BdYfNY-haHDeclA+3T4O>KDz;Vc|*Qs+&EK7>Ud`2GCH2jzkY6fTq}LKOw~()Wq`-14^8KI>9E zOpVLv&e>4o;hTNzmr<>+M4W%xr1r%eCy1A*Zcte|$-45`u+?@a7|IdPd(G9T))bm= z-rffhM!z3(W9&k$+j?dt$f8BHQS%UoLI@r}^{;L5Ry`KySV z5QL88Pj}w5ygX2vYD79M>|&8*?`@ z$@F}0H*z1?zimH=@OZ*|QVgN%C5c}l;OrvT#@%uDIVbXX%7>#)=h|HmDD*q-*(kx~ zR@8p-38@onerNY1^TkV-#QMuUyNeUMi(8+@J)8S8i#zni%h9i)ht5hR>&}{2*J&Rg z-X5iAcu(24|I0FxA;#{p~6~jK>;(qx32^_)cu+ z;R!+nUj6en(MoY`3TpK@n5G}BIRaR4rFk* z#zz_BE)^+{`PBN4=2~L?c&^45NjDq!>YNc=#Z`cODl58zIAxyvK1r)ibN3V35q_s( zJ;KYLWO9sJ;gaI(@~D$xnagAgI34k z?vBMGBr!WlQkatbhv$Y~#}~@)JTGCwQC-MdagV#=oJ?3pP!kZn{J__$LD23sCG5(* zlvA444xPS18x~Jfrd{c6BsYgj3uwa&K zi$HYlBD=Zh%-u2_=@Y$NzYMZP*XFiUhlv|ETc6in51ez+lwY$5+E7buA6`z#kEw3M zue2lG(oRd^r6mzW5$UvI4z{5VwV*oiCugVBF41i2TTn^rqlhlrd+W&Iw6D-QO7S^` zl=XX&Y+P4JC%60(8zRYCVtkFFYX*oBF5MC8ykID0(v3XDP=d=W*0KD{mj?5yZ7NE4 z&hH--Kg*X8J(#O{&TEf#>MHz{fZ@Q1ylJ#N;K%*k{!wf4l?j1kLm7n}!I?2(7qL)Q z8IHRt!vN^ei3Xhhu>L74d6<`0xtV-5gYt7?a@$8Ctd7#rq<-|;?0j_JJo4ApFpfSq zWYUgE`xpK2D#^w=KcXpzc-TsBG13)rVr;1{?lihq4kvJ9BnK&FU|8pF`h2`qynePF z6wVPXWThr+<<9cAtd$ex!&UYKr(Gg6IxYJKcgPJ6b}|vXtqO*!$-dfdCOqp*TS`xD zIAgPXc9KPpTlyWe?e zdr^*Uj%O}JvH5$MO9MKLvY4y^8FYz3nIc{6Cr|}hYc!zc@K6D+@HTLeS;S@s6YeWPbjdP0#<%(;qB&8pRQ z4Gw8cTrLf@ibue@6)W{g*B^pA5@XApqg}ezjhB>)rOi6vC!}?)r7h7=yt9?1OXHn( zu>}7Su58iMtJKgWyQq<-og~3Gd^R=6AsN(gO95JO@ko8}nJkt;qdVcdg5Dd1s`swl z^wNox;NCa3xk&t{*~b(g~(y@@d7r`o1QCUdetW6XupZ& zW_+boXUieST{9$%UpYqYTzfu|cu?i7IRH;e5Gv!~B1dA?g^Gan8ERMlaRHa%{Zzt4 z6!M=Li`hK|-}QT*2PY%K7T=2_wLvFeoD%9#1TIuWPbsVrl>8Dz025B(S>mFrbn_MW zr~Nn!a6by&Tu?0*vQhBx6)?1&{^GE&s6gtS1o8J)aFb$;P zmodH`;#{M^x}^B^0vCCHbdL8Z8d(2Oj8(jKb)_5<1vj$k68(b*JH>2Kf|8C=H8WOh zdJhCv34TBk2GwkDOnRIk0gU>M0U)URSN)V5l4Pe zoOv%R`vnpDg;Ii$eBj5A_Wn9e_zC{Kgj4$X0p8PP|_yJXDJKH4FhRL~u)$W?yk1@wD8BKDDIy)dTCbz>f(l-S}{rquz z33-6VI1%S!V$^fweMRdbLxA+Uj0AlT=E^E~0dnr8w$4zK#d`vcvfT|8r3o2=kUYX6 zCuu}*j$)!jafSTj1GLcna)A7f3yk)2hFROcYiocCG@Wme9z_3R0U?+dnCXh<<&M;N zfA)BtxbIlKETFXy%x3+1oc43*<|xZJ9%>|nDoMcLA+3qYpkQg=GfKaopi8jjTQDH_ zp94r|UTRAXc*S3NI~$yytzv0XPW*4AC5Dzku+JV*>UvENY5W)`g!I{=%K!=OGc1Az zq|dJY4D-i6F`-Lvs-*B^13;@l3}*Juwb<-E{@29mMu3TV!M#X-nusl62Gc;%kXzll z>HYpXoiC^eXc}>UuGsq5VIV#O2Rv*u0%P(I0`#&$Q|*AWMiAH)CI20*WIR+@yYUt4 zJHU(nK2A&p`o)R(P1{ob3tnNAI!vSZNrC26p%F|YHxDqJF$#kg#l!{M{B6tkIZ?h@ zAlDF{0_ighYaFYhi0lNMT_~k#miZ$i8vQ;vjr!1pjQ>e(mxy z2(>F>A++wl$bk%C3EwM@W?XNcKO_7I_RR;T4+FD}6YvC37E6e@OpWb@IxKPo3#+xJ zr#VMag*#hdR#u1V?$^}!g>eW%rEDg6Iu+#4872#yI6{SrC%SU8;Z~L{a-n8vRsh*s7b-F9Ts=4IWD9Oq2gJM zd(yj@9Tv-+-8wn3KZ2dO^2ngk(#ie;>_>TG)vPkU%-T1WnFlWVVmPi^HZkZT#noDV zifun$d0Q_C&L+lz^Bb!3x;^vG2DHFvD+U_DYgiSuQxe#P^+gPiUe!thbJ`^dylO;w z2L^X^&QDQr!qCZJdHfApiJ#A#OuGm*cON$=G-2nI(d(npwl)v&6e|6DHgK`htTjvj zukkk;tC@Hm73%HbR?Fnl?7?Qq6-g0%-cO`9EcfOW~$45mi+##Kb-eF}RXIoV z{jb==u8X=G>Fz;N2=kMzQn8j;!(8G5W0Er{W42GbXze)XaBgsGplke!=7cQ4B%wU{ zzoIKLsPu9usj#h8q)Q3$@HuC?Ygf;iqKzaEs$pU@w$6Z>9O|Dg)53s z5IrJ<&fC4~GyMeOa_mVI0*9C3PU4j5Av$hTDSx(r79|kJ;f?H!?G3&kwzkIj#cq_b zk?R=Ix~k*`pmUOLGgl)42vK6Tu>2hULq~PT2lX^Iyn0jP^F31^9z2V!VA)ozZ^uQv zfA)2iEHQglnMt23^kai>2Z)*nD8*R;!M#40rT;%gF9fu7#YCuyMzcOhwQferm(F5u z;#m$Uv^x9TM-!i;J5waAeI9%z;ZQ093j zT#^3`N$a7&j!veDog{(A=;ei;iU37ZwsLP~Bg}mf1d?xd(QlA=(n<^S3ady-BD39o zh+DDog_(TT2<9AjEsX@TPKm`Z@9I_s0x0jcEvD zNcsXZ?0v0_HyQE`XM3G&Iub!DeFmg)Q?dxl#K^T%C!ymqK?>l;4FsWwhd$96)v%;| zWeWhX(mcZV6q_m7@RBkiWnvz)hY7e1AB1R#Rnr!b@K0Ee6v_Y$NFQ6TsR>z-UIu72 zV6y3=FbwzsI$2XB4tl>i-eVMbfnolG`qc}y_oN%iP=(kjP-(N7m2adUS29ef+skzT zoMCfItw0EG?1{Y&ZTR}BKs7A6D=--QP^hlwFt`^huMowbp7>Z44GvQdC59fn=PGP( ze6$iQ%&l9ctc(k_KiIItRM;qogb*AJuv1wv7z+%8mY1J6Sj5|7^+$j z4#X70#He)7*#UUIkUyD{pU(e)E&{X#`vti>jQg4Hqa)O(hHdDE80yWozfAq@2=E)s zx4Mt+><`JT&8>g^%qTySPK6&B%u!-aJ6CEO6#2Uch(Tj4h)>~C33LVR2YZ)&1IML( z)U2u*4dwwhjJm2%Q?m2SND04Meyk)h`ImNq>b5nGpH_Z|oD_0F{KuRo#9V3CpV#DL6b7eTe@I8{m;j8=4)z8jCH5s9Kqt34*^uP5`+ck_` ziy;(V;~AAG^;?VA7r>|fYdI(cG1ABaMGeAHZ5H;?cf8phU-kR828^)|)g1`CER59p zJGU2Rm5rLmuT2=pKH7^`j*r8B5mCD(7xDcZ{hJ2~9l--Y;x4UAOyC*#TO~EqwA)IPyi^?wQN(HNG80;auw8N_s^?SnU z{{u*7P@=7$3{+SfDJ=1L7R8o^axR1!$?HU4zgcwKLe&W3-s4iudX4W)0={~WVrFcA z7#wxXBZ|;~Z3U9(TE=X7V6eE0b(Mb~RSO{>)uHgTMyYBWs7R8nTb4TS_M2h22n z4R~Cil)_eV^Li!l5ayuggrjW?-o@Me>Kq74OE`{WbXHhP#7xL;PUO7#pi|>F5h{Y? zJT^*CgYUkY@<2DDaiCj8dp4<$Lmv|vTZs#Cb z3wPx7FU=K#8AZr8#R6mJ3-{Z{qNI%|!0clfD7&b?i%o`v#yDdZxVD1KMIb&{Lltae=r8k_>5lEBZ^i0iP42 zV79^n%YFaPL|&`FaQi66fejV$Id%a`|C$S?h#3gVR-m6VzRr3oDKWX#q(#zlStGR0 zuW|nAQX77v9D4KP3ySZ_AsElh+r)}vV!?)Qf~DAuc>4>+n}4B&D*bVCArkm1gUl%@ z>8vueF!B`XDGU8=tU)En-UOnRh6ILWA~1S?Xf}_3-i~4K2NfoQT_uKlBJX?lhvWGT z0=PG*11tXAmkuqYz-=lCGS6VC)_bjS>MDH+?zl)gw6_HsY9WvFZ&d`a^Q9_57hv$R zASem|j*0#FAcWy5Lj}semK-4g7y&XgYxLt&z922CR@L!hwzcO!fTSg{35EJM3lWM3 zVNfR(=3@Hx(_>N@R4evU6?dKu!$79-cqx$^RN5Flwqt2q2!y;T)}l0c`)<$c1q;gM4!#^~jTPHHHe?=XV}($`ti){s?FAg^GI9{kS{C<00#uQ1$Dbo#?1 zApH>Y1G5@8`X2pHzmlz5Fu1q@Q^)BB0>67^WzO0WpP z^*^x*3kC%#xeIVRzxG$as(;2zhx)zvG?;)K6$&=&x5=#GdP+!ODgM*V7-quOSOvm6 z0BA?!^ou{)?WJB<&>Lvn)Un@c^Lw?~>L9Qj>5@{4NcTI10QkvE+yF(N-c-!1qHziI3^>Z|pAM>-Zn3&p4+;zLF_jyQ~zl^raA&0#3~A*Z;q0 z7J3RGQ;L#%b+&fiC5hh)c*z?J684zCQQI3K`wdp$5pv(h)V%K;ORouVE>C-xm!Gd( zmMyWFeoHq|{`Q6c~dEz;!LeX>vcbdpzAdbtEnK2s&jwL72mgoR;SA1}saTQ{MF*~SilmCgSHR?L1h zX(ZNIQ@xYBchu*clzU8+(9NZOj9`{3#l$@0pv_T7?W-ycz1(BgT6pj5=h%#E_p&2` zx%2E?zR@_g_GOm8v_NlZwzO#KF}Oq*I2eFIex5n&M^@4i75*nK0H%rk6en!UCi9(| zUIDWd0pA)(kHGzQ6cH#$o_N_Co^s1QibHp`@f}P#%d;zOg~PaU`RmJHqJDTzEhqoy zHIl?U0RFXak+M8;Nnf8!@SJQg6y?hKIq-G-3+Ad=OtkRjS* zn{NncEI~6*pInCAuM;5KvPcYUzo8LGTAC-myhFw=^nQgHl4ECPCDZng#uiNhgelGD zK_K@Ng0~NrBR&Muv5`=yH8vnvF&n{_xnfYmK+Bgu7ak}AI``cLVn}_7aK8c!BU*as z?~OkNQG=3#xrR-Xz|^R~z&=AYIjmiI*yEy{ZdkkF?Z!@ZZYrKx+JwqX6Z>3^Q4xFWKTBm_w9rUCq0BZ)GZfmV_5@ncy<}RUxpnlN-5%8T}e? z&tn?pw|xPQCkH?Rvyd8S(Zgfff=u5{Jyl1ITGLhl0a(Km zP1UL3#}Jd=3knz1JHyN3-01sJpwPcT2{El6vD+)`okz=P4fcLOD}? zW{r^B2Xi)!a|ctNWI-0NA*K1bhY`4 z$XU(XVb#JR9+{WpO9w$e2nF}PuZ!Xq1*n2(!G_UF$Pp1~jYr)_*n!>Ma=kW-klfJm zK9Nh%6QXHaZ3tbSpNSZbP>%tNGALLP8V%c zAlV`@8;ql%sT#+#a53Lc{zB^c^*Q@KXQ~MNr(L}(8EiS$5vT*wf~CrT4qS`D!idfwK=q>YrJ?&wSf^iQAdu zLdkR}^m0Gj1W!xP`NvkQ`wNL?q1~WaDm+Nlm83XbZ=kQMY{dT60)Cg{f==d%$9tQa zFfZ_n_svabfE+a#>7A8A*p>WlLUkx{JMwpV1?;zont;^%5+f47u!F#r8-YtWeM0q1 zL*QYv>oiVk+96(7iBdy1*|N~*vvLw_pXy+Bo=7iMi`Ur8E0N*+Jb%_uFK2C=^bAEVUaukn>h5`}J7<4LywTQChR>46 z+xe~kW-Fpn=g4Dq*gwtnJ_=+-5<0T$*6vA^<^TweE3TYpAGMu_0Uv2gG%d1QKmIqD zyX#UJfj3MAFMsFItuJ9>V*$rzfLY*QxW5(-oo^#{GDId>_kT9U)qn6tt4>4S4;~1K zMr-MD?XgF_%dKC^+5+D?+~fCgtseBz=aR1 zPL>+#j87$iO0@w4w19&~;g>fE-LpJm>4n*a*tJ1N)Vvu0cBSfW8#Uv zeuLXXtnIEjv5+@X;RSD)$f#A9zN3E-FfC-6GybGIniSLCD={-e5hwTc7sU%{6NO)2 zQnfN-ufoqKo*t1(bICE@6=4Ar5Qf({C8JBRVI9F7;KFsl?62Mz2+&?#$U|c)1u+G* zCN}W?yls$<@@dA*OjN3Qu@Fx)$u<54uZDJEvRWO0d!_3M3*FhAP*zrv%a0t_A;CnD zk@h}^#*_V~WcH!ol`ZvwNUr?`i1YVyrLw^No!+Ork)zN0|PY6};6++PUekrzyGq^mH#^ zIb8_q_HYM%Oqpf`%TAgjIU&&xJ5D5)ngrLh8p1y|0XuD=dgW zKnfuS=IJ=Tb^u&kcgKd0Yw@$?Oq^&aP_LA-v9ZaZn1~Yr#_$B0ZzX6R3&E6Q+MA`d z|0v+p?%+xa_K`||3xgciepNZ0H$>F)R}Lvl@a4V1Vq6ypIOoXHk)8tj7@%O~xn#GQ zplYb9mFZ?&3?~~x55KI*KNR`BkQlwbLivT+meX6`YP!n`Ck{7xpA^uuqJqBE6!g^C z))S2Ptn^#v*owMxg?j&arZ7CKbLy%2{Zv0!OX6_+`j)%jW-(3V_(x zDP)9bWer+D*y<{5OdP-|w(UeK-HY=*VqLRkL?z=5$)NimKku={SQZGd-3e2oQb;dR zO!O@Or?6Q;;=64$J%u(^;wNj9)^4rRsl-N#_MQ6G4vn=GrYzA-&r{BnPHZ{WF}y$e zt$7k)Uu*oAOoQAI1`^uT)3x=1%| zi*~!9o^$T$$oXYK|DivKhxqk0HPZ33P*ERa`(4VtIQRJ8;wspq*>RtC_5fnx-^_g( z12E}UbPctY8Az+4K0^^ci|MvqsxN6aqzO?GbYF-N3ch@FI>7H*p98UB|wTsP=>rA|~ zKfl}puoS_;b619Om&niIpjGnM!Lgbt>;X8!{zo|5?sS+N>*4)U>_yh3SO7C4P5|s+ z$T-swfkK>LqW{(H-(Ji;sKj)J9q)M>Yv6QBP9cLN#$1xrS-S_${NOd zmHS~p`eZE@t|N}n5;DgQxiWjR-t6bq>^8Sd{GzJ zl>-vKrqt7?`un^lm#HTwtMV`J`-e?JUyZL4ao_w(y&2MU^R}J$;XO;1^{cRl)Qv7^ zWT9v)2VsFE47c#8ENfy^D{g-vgstEdyP!2q9o6FszWBSBn*&AZDXO@#nZV8fdu-V0 zM{K!6N@l>f#6CHQlSA^%;ubB&7LS$a&FgRtmzK)?L!+7uTCL9_Op9N(X|K-o$L1<` z>$*Y?-c7!2a2=gaSKv`cxcok%x`LUIbc011o(Rh&oh}538kowz2JPAF^4Y#v%x#EOj# zupTV4%Bhx8S4dkJ=47d|FdOtj9H(5Ac9Tt_03OyHGy4I7P6Gr#(jSe0&qsqLSc=Giw3#RF z)r*g88evz=Q+hD5gSIf@JKBet2#Z)h1p-`Zr95&54i=(=6}k8XypOx_fv;GA@-Rs) z_v=fDa2D7ja5fUSYrBKm{(cQogdwUo1qngSVQayU6?7W6?e(^g8TZKbF|`y z0@1(5)z8FE5EI-==EdqUY~S+zlRq<~0#Seq6$h?XnAn=Q#^IYu0z^^Umv5d1IqSXFK;2Vxen8!^x-njBlNh2uJ}$anxgR-IEMCkrXWtp9RgIu zWH3Bgj+hJ_5}%E(xwgGPF+*uLSU$H7Ex3I>03kx(IkWf>w5p^ zOxpa&uhS}75_RXkCh7b&pvYl~v$QoEzNRkV{2E)hN%i=BA4_FRO6YTW-Wy z^7H8P!NC^@(5?pu*^H1-RTnv!K-q8h1;H}n;IKsuKL>Uk*$ii>C$g( zD_OwdZtthka8vdV{=5}Dy}l<3_AHRFviF^qqI&sZzC_yD0=DUeT3Tjf)lRrKadE}Z z*te@29m6uZe`-6Nd8sl?SN{6L`};fYKz1})K-(dN^mGQdbmK=yf}=b?MXVuh!;*8t zmCO>;YTjuarDsOfYD3lw^|5OjDUY$k%geq*%PCgUuc2;Qae|e*&(40AmpXx>>7(@V ziu^UOPw+_%$q_CgXV?rUq&~^?2d27iKJ>pjG;Q=HRUS~lE4GaqZG8!(HB7i0Ha*lN zC1Tzbs(8n-oQ{yw4-zF8HB;1=Y z$@<5mcoA92H+Bq=({X;xT-jahS&j@t66<)7iqfVN`D-kgA}WA!Sb>23nEMgf>{j!M zJP(j@oap2FNNdC{a%|dh_S-MZ!vPl;J&iI@pEzBln@Nrw9N(oR^&AdNO0`B#8 z9{2)C{&hmWthw?~<2_ObWQk7q>?DZPF5~sHMcoHmdP>GplX%vb54q0Ouv1?a)7-5P>A>^Lfl{r}Q(95YbQ_t!p40 zN(PujFBNp7`Fq7i1AkPefb?9P?YAaj8ACThBv>K|e-H8f&Q>%rdT#^*G%K9Ttb++4 z#T?KFJ&5hTO89&B$R)u_qC~vj59pVDBCvSxFGFjyCdsY$#?0{xK>VtoYfeSq@AN~*+)eBE9e;obgC zX-S>g!*T?nIL_+waxF{q=Ep3(8t94;vH%YIETrGl3WpHHaM}{^FA5Lj!70AKTENA1 z47fY-Q^_=ecl<$o3g5r}Z`L)UgBJOLh8GS3Y~So)*(%UID0L(P3wjQldUVXP_HhdL-F2D7{y0)EE~u zNR{s{64);}18@+KTKLw#cz4Y9_8(*`_AbR2eHq}}0Po14oG|V0vMycaU{b1=@V?vb zSGZjrzO=oAr7F_73H%)Qa5v-CT*>YIy`o9t<~a+cQt@4t)PsdG#-fB2UEtN6bn8hY z?Wh59;1d`!GWbe8hpMVD}k-A1;gz*dYJU;%GlJTbQWM9?2jfF%(()+F?u-x3{7OZBc!}z_2yl+ zzP~dkPaATf`Xc=yT~R|=SV0ElB$H3~DdC(*^=k8ou>{)f^5=6?f@u-Y)pv1KCstw}?(S<(#)Rd81C+k%TQYM5DOz;~eh=|DJjRC|k{JwE zLd=LW*2w*%cQPb30VQ&D{DEJL)g6)A*+N7h4tJ$=6KaM9UJ2hms6D^P`Rw^-8pxT; z6wL#KurhH#_8&{ca3pgq_mPd!@Yq^2-aV6@0fz(mf7C^Ics8SJjbRl^9+Fy%RiW0E9jAoGW=u*>Rb0XEsAea=K_Re*W;1aL zh6>^uSHlKe=|jHNoq{W}%Xdb43$m($MuTg?!5;CuS*SQ*Gn!}kvVu4rUOUgX`VmRY zt&xzuMCcUt6-_>}4^0hOyTK}$y=QU%e)3sqcjsxLmcXsor;>Mg0i&8MCP*NqrM$z* zC*>uEo%sDM1_m#HZH@$ULC9n)A<2`%x4=LwF z4tj#$y%6b&vF&1dMq7IF)70kF6*|2TWA;jiEb$@al1m*Yq|+k_dm0ZEH{zHuW%!nZC7 zh)?uHa|2LWB>~0srPZD*w`Iu(9T^VR5wY~Bg1^}m`^86n9Ca&U(D(!6cB$S?g|HuP z7#3xd${1W#YzDgDG9}8`G91D!*X*O<>A^=O`0E#0okmjFFI!1Yr5Db#P{J{bskbyT4V(*E{HiI!6Jd-bvBwWPne3F>hppJyY?5COJ)n zkLCaVTtyLXKiLi9R68D*xDM=`P!XTk1ZJZww|Bh79JlDzrpR#2P-bX zA5RJE$soEhKCVro$pN_5M=%tb%u1}zhZngksgJe=N^b3bepC|Es03`RT1t}DfwR$1`{`)lT=)ETb0YN`yg0s|QiKa_NJ3jch3bmeJiU0=r zdob*aRq?nq6C?inYQ?y>OOYx&wtM+3OBQz(@#tc8BtF5Pm3#YFQ7>q!G`O+CK!_rM zcN%oJZm^qcVT);^7vRc17*SH+9!FYThrOQcjLGIv+WJRmZ~B6ZOG9sQr_xjhtm6MA zu`g?VlTssIC^|w&J8<7PaQOY9%BSw8y1gM2v{qRK5qZ}Xr|y$_;=0eNJ5g%{rc46% za|%**$NgtWwr~8~GCp*(*w=Iqh=%wKc7_4}1DV=nvBvwF*bqUB!7!mTrbB zj_fA8OBdthzS-j(K{f6^g=9I;Qwkg#0y*UqRQ2AvHaqoHd-LbzQ93-RtvlvCAb`LR z)Gcm)np}CQ>Vg;Z*8E}l1!ne5G7`8~r@L+%DK~p#RH=u%G;ANeeV$J|^8`LsVceQ# z>o4t~+MQ6|VV3BT3b+!H{F(1rt%x1`{s0B>gCCV)!g6EY#WF1eSpX)cmxn!y`v2F~ zcfeEm_wPq`cJ`KtWJmT9vLhoTvXbmoGLMjzz4z+SA+wOZDXZ)e*|PT@hx7m3zE98Z z`91&N>*ZC^an5~z#`|+!@Avz}Qhm?r-A#R~b3j z9rZ4I9lSm`DQ2E+PLj&JIl3H@8l4p1nVMQll?az4#`BSGIOnW&vtK~$EUPzkEVuu2 zEH^Hewn`4kCDtJSfZJg9@NP8jWh!dE9G8gZ63ay0{~nji%D_M4Lh`pTV7cXoJ-F;S z)3;PLfR-7_^3hR%OIcRjMP_7*U$`}9Od23EQy%_VHZF?uT`n1^p0o9j5I~*Y1r64yN*3&Rq2b%RK$hNoEk zUnmmBDlU*;(S)P9!EkfbFmL>)(Osv9jq&fF&tz*RVeH?a7L$_NC^-XY%igeRI|`PO zMw(!aN(Mv(zwF7$$vCpKgD3hmpP;YgmbSipy>n*Eak)BzUpk?O3loF;h|6$%%fW-u zBE0jQM2aFiK}{BVR$NX;?KI~*Hn zAS$n?neH(RJo!CoNc@onLjr&1!F3v(Wru5kW|vgc)%lF72CnAHJuOetN4D_y9pKU1$ zo!nUA$dPTcJ2By1THd0=JA5Hvn0Vt9oU~pB06j9RE>ifujX$IKTKbKDTsnYEh9Bq_!H0k> z;EUz!TvdGlT_j((_Z1Isp)wJ$TEZ#>m;xMJuEkFlWiU5M!IIouzWqKYNxIkwk=RAo z+V@r#`KPj8!!%B8mXov_l(`b_Z$}YB=RC1x0$2h3Fo=P2jq8qXzplaI|G8%4YMR{m z1v?o3BYJ)z^}$)`{l}2hNEX8a&wegzwF=`ZEaK~TIfa_vHx7Usx}+w^=6M> zob{_U+^LX5@T;C;-vNnGsz)n@g82FhS>WFWAESS^%}NKP?_4uBx`W_1bU77b1sg`F znaML7?YdcgZ3}j^Prp02c@_}g`dQ8_aD=>R-wA2c^rZowaz>#$PCdo(#*WC;?rcTb zG_!@E6bAqaq8a|%a0p|;KR#Iy9jtKhjjNUBQ>Wj<)uM*G$Ywne1|ugVYv0}rz{VJb z0s;bKd6bx7V-^}+9Z)gaOLN^?)3}%_)3bGRTj9y{JdSIuop^H#l_|jl2WBCt$w*1U z(K}35^hTM_Q4!PU9c&ioZ75=6F+HZjn{T6YOHC?{Ds9fSt9T#mgV=Lip5cHf_1LiT z8cNchz!IN8Zoh4ruvjh?c>I>l@YqeJn`NYS%fMX$(o zDDxu%rjY#P*~=ljb`-n6U>>SUTbdN5dE=25_6@{y8zO*%+bd)`T1)67&$0*Q9QXv@@C^S-Vt;Q_^)Q+tZ$EQ9M)<=HO#tg3;B*%b zRf82?{SNiC>SgjdrAZecY;+6?`%A}2zJa@ z9MxAseuCV*dAfq~WG?w=@JEaki#8Q#N&%*$;T{VUoR<#R@%{%@| zhX{PTK>mu-7VIKlFL!=#!&-&j3gN&@RvJ?gq6GG|0@fd;FVDcJ1%KpxkpyKU$o&#V zn;JZ1etil2`hq&a@ql27FGvEdAMkwIZp zVq_0OyEoUM`_Xe<(08W78lOUzdZiA3%`BYop(3=qt-bcetV{OSN5JJ2tLc&%fON&L zzA6A5UpcQb`vUDBwx#cYU3^_W>}!NVw1 z?4~!1p!gOTLt7!6H7rc^wTR3rxA=ilY6F}~$8@6{^{K}##uJ(ry)T1@u?GjUH5C0| zOV1C2n0%~1(iw8U0=gI;vdZ2vu=}YgnC{H9pbbbIm~RkjD~q-Wzc;RP%$^{~+P5PE zA8Th?b_j?OO{VqBOX~N41q4Ml8D~y>z=M>YP*ljW9C{OwFg&WTY1=j-hqHu8G!(RD zZpmbW%5|#4z-hq`5dU$;7d}6NKDJ?KvfG3NLg^)-lmwP!n%vVvk=A4w7UgyR*)k^ThVs>-TNIg(vQ63laS7hPnVo0&JU~iAE=fB2|KY z%0&G|bMEVp+5M|C`W|SUiu$k4Xk=L;n2d70dmBn3tzc4{zuCxSoxWjU&94T#RzLBz zNNxHEWo~ZM&m%6$QRbw#PRtp*-#ge^_=iK;47GL)RuWdzbmnw`a^tPR3WkxE0|PBX zpGq=l1HPWvG9%Yc`l8%jLpeS$iptaxGCZ(BjC9I1{Z9dilh*LR><4tOgNe~CKw8X# z5$*19yD!5ccMWUsdokd&>L!`8CsIV^^Fw3~v8|5R=xvKvDv?N;Gm1l?#t)!+5mqCo zu$RN#SAgU=wIBUf2xO1GRr#IRB=a;m0Z`*L!y94}LP_`kkGVDX$wS&5eJBZFfQ*U2 z`r-|E@5(&`^YX1G--y-T(8-%%ZA=bLcxge$*-2kHLq?YpYmT5ox>Z~?4#JOr#>0~& z;)bCDCSUVsKogDU5}T(xP6BhZ{cFbSGM_fUpumTbk)aOvK)?W29GAc~i%lP| z)!i25uinUY;e9D7tur>1__yzYnQbu;uafyYXU2U7Y9RGntxFPNolLhHPJki7$s9R} zkJChY1FJ1mvwH3{K-;_KH}k^dlVXHRRsC_39gKa}dakLUzRFZ!D3Z<4t%I3O0P}quT`%&`hGoU76e$SSMTx^#}B6vm%zq6nJurj_z zbu3kkq*#?eW@vpcZ|Nh+c|4NloYC-lY}B&aNVURc2N1`^&8m@-rMXt(H3it!CF`@{ zPi8zl`AfsSQcI&Q<23u)U4KYEQn8{ zO9mDji4D=e+qrgQz5ah8?*A^6J-e088~=i(YI8F=1`uP##)B`+Dpek{im+tDX_{H$ zUjf1_PnqHR>$thE@;wdmt2Y+qO16&Hej$WKmB{Zk4hS3{tPc=)q$7HpW1pQ#TD$H? zE2;-n9^h#Ve=z@Q)CfbD!E7EyI(sh-Y0nK1$ibp?pSX01?d+NwXZ~^J8UDI3kxb*V zTD>2m0p4kICD}FGTcpOPM#Ts|K`HODdXhgMnOTG!Sw`LrsRiWFxL0p&zp^qDUSq6b z9<~H!F)y5~tp~PTV7kbR5A|Z=>bKQSWjn=Z`9`jKbkX-K_+TLXw0?i-?8K)3Tucgo z=bmwzGGfg*&~@^n?wy~opF+XY=XV_y9k$w372GEjyAk31G8k-TJZERIHAeoeqt6 zJy(dg-?0;Y47!BDN;KLz>)HYYtoUJKYDWcA;r*8U~L)RC_jJh?G0f}8}H>x%!9~UAEl>_ zd2+hE!U+BXf-i=(c>Atz^0(vgGS(eiO>g5Wil)xfUzGe_g?I99<0}iX!HWBmxljEI zhc{F?a>>nFZ8zBaKq^&ROI^I3;j5$R;u+xw2j7BCW8!1y2P@1K11n9|S_I)O9B+5& z(jV`2A4msWbS2h(O*%aQts4i`{6qGjcgoe9XuLe=PlKzAx@t{vj4pp&3r@1l>Bh?E zc_VG$>sw*a-PPFz2T&(L_?<{QJ}-bJ82C&^H$WgW8qjrlVktQv*->4mptC-{NcoTz zkTVLFvfyeg{vIac*LFlo`mTT+u}=J744L{3_u~?%>cUOg*`#ew@qz^-G|X2T6|yOl%nO-gv0#`+d?rkJF-qRA}L zkISxw3a!VI-c4ePh;^XaV8a(FT6|)Cfcdd9Mdo%(y8tik?>672zx3>zn<2y9`RJTj zL&HI1yR+4t&AJgOK$QBV(uHI6*H+=>hZn9zKGr&;IrA?mI3A8Iq6)SU9Wkz7`~*e; z{NtceAH)CQDE;f$5}bh|Gf%7)v1-z%k)_P&<^nbx_nIUqEBp}33cun*60S!ZZfP$+ zySA)vwy8ZPAo~JHasLN^8K~=p032rWYB^hTj8*2@6dmB7V@ZiNpTPwQhig8AcxzS^ z^Sybe%$BP1Ut^rME*=8Bvq>6o{Hm|t5U$}WaN)scKdeuxK29H6|0pnIhnUy8ZKEmO z<_RM};snliX9e%oPI5kLCN=MybsbnbaY2VT*Hw)wQNVTiO2gC zH}gS05rl|w!5fl<;|`X9D{%34&f%w%`}jUt#_>AtuMhsj|4P9VlQ};0sn}S1^l+IQ z6S@RG9vh=`OnGpu8ldBHT>;!xZhUJ2xT6=BcOdlk+1U9%P@v&Y2ehdd>}JOC?_&AS zL1t@?@5zK&a(h1vUEb{=WkM;N+ zvtrE?%=-HJhUh?IT2}syRz~A0If%;o6_EuHFUPfna=4X>a_svP@$yzo1Juj{H#Opy zT93I{t$@)}BpoPa6A^OC;Q+ua%1L)mY36(Xp<9R2o8Y&Xbw{N`qYlVEIQK_OcVC6>5D+*V*uJ%4HPN*cI#bLwa5wP*>4@>ggAE|G?DSv z6@~oR(LCg`RgzLX8wOY}FvXrL=F(}sN*gL8Y5TbvZLLZN=;OTQ+B&PWE4#*-s~i9d z`q}7hEnJ#FQ-9F#2+jOQ%t1d{z)~--O-c%^4Zn}_Wa8|7s|Vn19-Fx$-@MLj@tOM4 zj(css?`T^i8{)xU`JUf|E_~9Q+{0hyd*Db4VLRo3_Jwv{n!&rKAbE0`w>;u{PVab$ z7RhTz&_jorvo$vtD#f2dWX9va$c(ZeSkI4=2wF&(4c%1uHie&oKKNI`A`iktA#NI) z!+7$lTqBzuy=H(TQS??B(MKRmp@>Hf3g8;bTUyul|K@!=4Q=fsiW77@aNoJi&f`D^dM9HrJ>^bTY?0;3*RJD9H_ZF2*b+pu|xuN=+ zU^@}{u~WGeli&d3jTwm9j%KIy>9Lx0wj8~e6o5Ep7(Y*k%G&BTgMTJI1c;aa_r!lA zcvyPOuwkyJnh%m=BR8B*)1ZJV{kO~pCIK&sL1hliang&Hm@9yZKQa&1)KO!WL(k^V zRgL5YBGY1fd?0>nfCVyRP>d--27zxWRC*0D-HE`Ndooa1a7OV#E|8;2fr8@w613o6 zNnZxpyD1k+rUyelh6g6n5oC^b;ffn{l;0h1@!In+kM5_6X8BQ>*u04ZQC3CJwy}XG zJz>jIYX%0zoIl7H6!w3;5$1aO#*WSDi)-_lhe^>doD^D)*oazM>>;(x`SE9`YT%^M z#>zO*+8kM${rPih(6?{*S~c|Knm%MCgZl>d3WLuNxePnJ2^bxyeUHELs)DSnZ{V&I z_-kiHfD%E9lcnn+lQ={Vz;e0P3mc8;wp{+>N0jeq?WVMWzgW%#n%_{57Ldmp6i~*- zdaG94PA6h}Bv|#IU40{5@I~^{JWJjl=>V6CsO~86p^_kKxco9$&!+(NQ<2(9$#2E{ z4!*K8k>$V%wRL6-WR#QTW)&-(YTS%0{j_2a!W;jc$CJ4lJFtqI~M{T@t~3Y`u2)a7D%Uzk-?s&5kVPOc4E+T z!-D@zhJc<*7p^^G`YR~!*Cjyt?0$t#3Ca3tB9*u8acK@kU?*4md@+>@#W5|-V0-MKx zuSLhYPHD=Kzl~yh5(8xVpdR)E^0#w7m*z6Z<}K{Jy5-J%Yj#g8M9U!#mRyCd+lWli zXhhAW4|*Dp3!fmEr&bEjb~ZQizPDYQMtevlpij_72SUNdjwZc6>5e`9Z`2t@-Ik6r z##d@H*H8M>xu3mhNxxpQd6fQR2lt5i_}-BDZmuPBpN|-#+|+FKXCjAX#?))a zId#3sJzV6bqEv=d$HmXXbR-M>O}-^k^;C}jT4hQ4wC8R?-uL2=PR~zk$sU=d zce-~QT{bL`2qTTgFH88AXIWWjuaowNd8$$wwdloGZnDbf9$P+DW9WAiTRq&K7qqYQ z^?Hqc7L$egij9*p;Lk_zzd2*=xR_fQYRuv_J3P0wGt%?1IZF=qe7$4Cgh^kueNMz! zI{>R+j{lm)i;mQCS3^QF56z!ddM%TzewI8op7tQ!@i|g#+{>tJ{KJ!&RI`cvx6b{hMl0JiO` zI%6BbjGEc1zjolZx=7-c_e|=|y3}?_;>B5PqT#W_w8z%3)JCU}g3YB(Z#SORomBKr z{dAFDZ#piqtsF|i0ad1IGyou{_|gxDQ_7+Fdl%=PTLpT(6s>|AK_8!;%(lK9mAE*b zOcb9aQD#1k+ed;Co_tvUWr;rc45i3-@tFE7)A7uEKeq9ZX(;!ZlyOFi2iC@EB5=5vE&dVw438s#H0**$ABk-yi>DUU>V&7Ao`C zCHX-tk_n-0#&>(VukCeA&SoNHY3I(7wPz?c5)QQulCwvFPoZl{YJIg8tVS6saW(J; z18VN>Z-@>?>!SX{ztGq1FDDd?58I1w_7$FsvM2fpDGA;yUFl7GP!R|MeBc>MI{6D_vlj*I!5dTz{3Hz!sx4 z<`?8gLG&g;0RwKBWnU7K?x{2p)~JOTMGK&d<2S;$O*j45rD31l44YpOy6a}28-C0l}^ z9&&WeY%l!9%dgT35g#?-vui7mcslXQDOI&%|IzW$r{i3?Tkd&j73A_e5?aer(s6#_{ER#DVjJJ zCKxyG4UX7k#ZU3+@ocV0RjEX%h%3`rcX!R=yi!zwLGxJ%^qL8%;h~SuP!RMdq9@kql=(^k?&5NX1Q)?g_P>!;##e(b z5Ks>9`ERL9UjzmEq7h}()Ak}-aMWnceQG$?E8c5=%w8yVKl7G%U;h2l4z1x^*t2_# z6$9{0orsbl3+FEm`E5K?q9U$jVGr9vy|hR!J6HnFc-#6bRAeeW?%!CsWgkDq_7k9EFQLu z3iOMv71QWk>{g;uk947Nax+U@BaFDH4pUS4ZE)gU1&pODkq#|eQJR6|Y?}6co~Cgv zTqkO3`y0`%_D(3^FCZ#=<*1Ct`b}^Z_5Pu{mnv7idUq>g|EmAMtz(4mvQQh}`A^Z` zFAUk1;AuG$wC90odZ#39<{a6#QQDaXx$zD6xhhO4P)PX<8`YZ~zn)7T@w1%^aJn_QFMJ)CTxwrW*7Ve*cV7TMuJnyPW00Z0ZY{}Vdu_|GxxPnDszkb z%JuL}y~)Us`;H|!M`t-9{`DFmjarFQQz3~r(Z=#dH|tipy=Tlq3M}PybLT_Ov2uvU z_-?Y_^mWCf={ZQr?#ls*U@u-b_K7D24xhuYG1YYFImd0rKxDfY*wM^|kkF1$GX zKtjA;wlh{*+x`rCQPUe%U_z+FAJWza0G*V{e&m) z)xtH_*cQgc&K2Jr^+c05JUvZxZhYa|;XcXNMRKHE7D9JqUS_59*r;3t{W7fj6N8?Z zQe$~Zj&N9q3XK##nUd&JD-Ha_rgdc?#4ySoh}10K>B#~XDaUg5Vk1*C4BD)_3(qzm z^=saq=8vt4U48Rv+3N?-^0s#++@v3p2gfw*64BaIcMJ)S+}li0r?m+N#wu@%kK}xr z{l73Isw${rA}DR#!ZeNJk>_v1M&j63j)4bR2d=M0v;PN4NqZ{v*72|)4t;9x3apFG z9UjB!)8ai~d%Ac&W?Qq`sKE4LcA=S)EtB9pPuJsfn1`8_>T9zMF~zqEfQ%!Wib#Q9 z2rJHT@<3m=#-Pf>o_%Td*?UTghZZYd;W1WoP^xrz-BPS&A%!t!kxJ6E7l-*&B2~9U zL0q(OrCDhzo1#owU~WWNns1H}{wJR-hp*Ozah}|6pW5V@H672TawkqQB$csD;e*zV zrMFtE@}1q8F)1aI%B>}}Se))~Je`k*-A6TQY`w)A8I|w9Nrqo=RDF+D4=enYZy}aH z>SJ=M|6$b!D3`l37_A6%Wu&zNr*8=_e@98@OL`kUre+tq&Cfd<=aoZPC$NVNJc950 zus5T`)nwq@j0qVZVu6{+a+(4TF6!QCpF1|fnSYx!!tGt?G;>AlJZ*OAXm>Sp#N7@i z8vYLqyxN4!p2~@nL9@@_gHseZ4`*Lh`49{p?W8aaMxO+bIiz`Pnc7*K z0UiZp)LICnqF3;T*iBXg1*5PQZ#9Vs!BV~2K!rJo=}BlC9>4i5d|;NUT%q|Ah_-AY z`>F((Ds<@iUBSH@lhq}u%+iRZFO&()u9*E9eMGBFgP1t6|8)rz(cs6S6cKq;iuzre)zX&$X^$n}&-)(i(|W_gNdak!>b+vpNyYy7^uS zGaAT6!rp~|iZ<|OYsy2uP+O@265;_zK@Qi{!~M)OkEzC z=frb)2|!eiV#m-ZaNsVASQVLaijq@65r=bRRJvM@=@WhrK~D`nk9#!ib@O+lwB%`C zxHK+X;9OXnp3$u(xCd;rt|DF(X4qxyJ~a+gOsirxT@c_TK2aT8&qL;1>!!__jfN1> zONuWq)m;jU!!OaJ3a+|lOkYrFCdb3R6i z_g-r|rpGn@j_W~3igx6wtdfx8&OajjG4Uv3p;q4JK&|pn`c2A^;y?DetN^>o@h^jr z#o~J#(|~6SSh$3JiLcAAH*2dmA}oo7FEvYK2C*KEjXb1o;um5+2sV6^BlqqkgVNgA#_q@#q zD?Y@NQ&uuz!u*pz#uhISsS<-0R5%$d&5b#FY8K6t$p1L`!{gO(qd{$Mb*Zh%@5Pc1 z8|sDl@{(yItI50j+tfCS*V^6ASc>~!?AnnZxdPXS)3$Tt-&~_!54$|C&CNuqZ>I8z z2yJ!+7W%CtJ70b2aN=V?{Uhkd1N?x-FPfwzwIYfcb`KjlbizSupiQGzpEA=$PRN#)8{M7arIT3RbmuotC>5MG~^vMB&B&e*I37ZY~KoEBL-$H zJ1rgaB=+LUKlxyB)3Exd#d7efP3JgD(VSS(I6caxAXVuOl9R3zY{%{S@k<|p=GUAg zE2Qd6{21@mG4V;4n>gbv$FQ)>5y4L(ukfN0|K*UR)bz6uq(!r+=@N^qM;tyWNKwNw_w2xuxb`pr_!R2!myv=s{06`LaBRt5ip%{jrY%Xos6c!u0EY?4tZ#<2ld&7tjC0`{Die?&~_o+U&j7eb0N&F~%Hod0o0FOTC3*3mF+1wcI(GD`aGp zY-D8XHoZg+uX{4=c$#d6+VU1;@ov>GO}&Ai2umnNWV5DBPS!1lR0_S zA@Wzdz3SDb7E*WT=c^~kkDO0PHBR80?bz^4^>MQwgJ7!huL2+M-MgLrj?Fe3A2l@k z{%PZEpz39E>OC!Un^}E=f-O z+rPaW?YTS-u>a?a@)cR&e}6*gx^w^eM)p9hEo@%@`POrH|G)dtz!QmTSsa>$E|!bm za&1RsBFaZwv%&<8_Y|!zjxg3Ui b%+EA!-P0TS`SYdoA>5``9eG;4BtOzZl6nsR zNuA}zkz^8|grua77tdTYn_lu^Ka>}&W-|St}F4I%e;5%;0G-W zxfkb-Nj3d_n+G_@du}M%$cJzXhUvH@huABr$E4$JONs-+dR4n7`>SOe-dz*59=H&h z93f~NY&qt>x?sRwcS%O3Z{^mErs4_w=H@eLcekMA@%FrOKSp7)iZB7rz5Kckqd5Z~ z48L*Y7ZeONCNjR14|&{_;XM1Rq_(!UuX&=koO1JK-d?JMqKB`i9S9B%PVERjrj~gi znmR$FApA?5tkSCsd(Zl_C^RNq?{zT^KW;exE4`lVT#S^fw!&qZzg`C}7mOGyLCsj< zKOew;Mq5D%H&75uM98^y)O-0q^^H6`qQb9VLr*4VJ1i4-)-O<(CC_fudrt7J((8fo zqP2nF-K7%Fv%Xi~UfFBjnq|&PMnglhe&fb))9AqbqpB%v8a~`!Lkm-bs@Jb~kB%zL z3^(+;y53p0K{ZwT413Lmzb}0#zuH(~us)`|sfq5s>?j#-cyIVM zp0dn`?)B|2vB!q|`qWeAL%DS;#i}8N z%S6u^GVD-q{)TJB688luI?VpsEBlyewya(lj z<6W0#muFke`RZn-rs8D%S)TG}Mt{7&Rq5sV-A;33wOGOnbv`W&Nta%n%6C}^bKGHd@>TI#7NwQ!(u{Pd~O_Pi#MHMt;;z5cQ?GM|%f ziW6a*s$G`tvcOMf2l8E&H)ym?G zPRj?wX@m_fO+ddUl>TP+yKC>y7P>6lZc1W)xQ+D{&K9XG&b{^SC@wno^h27b+&9CC zi;Fu;{YoK%lx|RuyUum1c(PBu!08!J(Q;tmLHR3K_+0z(y3&W+bZS;Uzc_94^Yfi6 zFVA1jwz!2aAbo$UM7d=PzbKDXvg@C07La}ZqOro|K~+^%-rJwq$nJW2{wQ#sGfw`I zYkP!<1R1ZLq>RA(Tj?fy%C-hgef;c;Ql=$lT88uxUYsuxh`J9RSnce7)Tg&7P@{gYY$hHUU|xX#`_W$nn)+3EN+X_ zhPig5=YOQ>ab110efJS%-M)%|wjy^{kK*DJ-g}OnCzj?*>>1w?ERI>E;`bZ!COgws zcQ%Qwny!?olO8i0CrsgfNxl9olCkPJR(;hW+f-Ckq9vWrs;Y)gv{BM>SS-(5-pDXI zGtpDVg)nc=vmcxtZRH!&DSymN#c=$Q7cJ-4G(CBQcR3NX)YO8}Q-d+?4CT=R1~gNH z^{)}2SWj|?l_{>I1prm(%SkzT?Xz8Yo~;_k{bVSejlnDaU${o?mx!M@I)~%B-_c;oB>PANh^~tE;Ph zwGkl+*VC=KKW@MZ4SjpPZTpXn*;oP6NNmfxa@(!%ymud27kYGkl&JLsoaI11owJjD zm5ABbiZNgF9j*5qRV~IQRYZvkN?@zAQHl(IZ(}0bllCGyYMlK z>#K!hO|ss(7)s3~@>Y|*vI zd5$~rMn(@}wz;*HmWinbVKhHk&7)AKmTSWmC1%_6^Gh63Zh)}4##l!|b-v@&?S^-| z6=S3XqZyl;3jdV#b1nx$GG0A-vK>Wr{)y;Wuj&LB1?EFIss} zP#}pw7{DJdL`#Gv7cN%O??TCZjvMl277xZr58QWpBUZ>eCWaN6K=0@07nJT~aTBw% z1Bkx9%AoS*R6}g2&1lOr1arXQYlp1{>uRz6s`(ClSaJc%d%s#Td{Fb!%sZt{ojO$! zBQ1UB&K=V8Dx7r-3ybGSRb-J8j)Bf|V|$bRA3Z{>QjqOBqFj^RxHDotsp!+|$A>1a zyL%lF& zT&u8tw_7uh)yGH+M+>9C6L}j|IW;|9Kq?CXzE{XZHNkpuqMS91PiJG8fB}aN$rl@S zFJX#F$|ZEHJ&$(h&bxko)HvPRD7qJ-#2Oqfx z&$+h7INRlOo$mD&0sF~+PfT>zMTwu#Wji#?+JQo9fK@SR`9NuIZjPl=xO8bdkvCB9 zIM&Xs;E-HLj(c|an)kQJ!zxKs#oMHpi>pI;?o>P$CcF0Ts@F{ThOK+(r8fxckf?;r zJ8G~hme$t$4;;7$Fu_=V6F<$PkzY(AJpdF)HES2caU?75bYEL(+3?1=DarD8*U3z? z_Nq@_w0A1pJviglYLH;|@@kP`i8x&sr%hTj{Qx#Be}3M_AY^ho!4ca#!6IH5E#dgF z&~=G8eIt#Dr7bNC9zW6z7(IC@U271^o3^p&BIr4`-XGYWacCC{OC9zx2c;>9Q*mQ) zd%I+#@^|~Owil>$Od=K@%;I+RboLtg4!06Gj~?~yE`3NWvyabKgn?e^1L|LGIkd8} zvfLW^^v11YK6E^jMQbbmNSutCN~x4oRJzOa6J)!%uH5t7v@OlD_iW+Pn0P{B;=;mU z%#R#v1K$xMSpd*9Bhzf6VdC95gH0$$uzOV8Z$+IZBPxU2eD@|Hv$hK4+&dNA%7BL( zdgfZ_{*))L_kAB4ZLnG_(r#2Ia7n2jK749u*zM6OtEY@daQT|kOb2Bf3<=5zFj{BMvqWe}; z(oK?W_^r|hWs4;h*dGE1B2$nMYbWsSuPjZ+QI3$A$S$Go(=dq?qxOf2+jDPU za9LQH>(ude?fFDGP#0BA{5|ijkH&-1pKYUW=Gmp%3|%223@6Wb-)q~E#=Z4k_12P7 z#vi~$AKF4Mw!%}n&44i#;^{q!m*}Zu&WOEcivg5{$ zsFqe_0WrHqex$#i$p5)j$_v1rn=~ei!*`s!194bCuX8)u$Wodb%Kvxzw7VsKjCR{#%Iq zjK%S7F>VTv6*G~o3>Q3tFW$hO)#KBWnT*f{@)2pAm>Q_{$;%Vpp2I?%`d(8&kd5rD zHeTwCf~^Nsp=L?y{&d6ksOa`pL%J0h-c1YV3t0JaZ&Q+Blt>1uRRwVG zF)!KFn|}5PJA2^Mnk?CesHFMIS3j?F7-heU>bE`T#1z7Qs@1$G)osP8F`wtyhDO07>Fr_8~Z4d+h>2_okFYaA3v_+z@APqM+H>F!m?A>b<6Xr`LvaW~u z&u5zapqFwHSy`In6cM49mzRH~81pzW(KMk6E7qag{k5uU3mqNZx^?Takt4dhyE&4* z0KC&Ix6OdLIX|uXDsH9u-JBMSjrMFx))Zzz zsfehYxy&3C`)M$P=a2BPQ>9Wbv9hx>X20xXvH<1`a4fmow+}5$_V?mG2LP5#I`YHJ z+H?0dU5-sIm07dTz`~+<3GS61ZhOk56mH_DXKv2g+m^M%HHri8S0QTZ{6w#W!|&qk zW9mu|nk&TrYxwP?*beA@Yo zCLKP)+cvVfF+zK3wVVT?l$^Bnm3&Cu{2YGb>njDu5dy!cm7=Yh3TUj!T0E*R~v4&i7zyT(#>ts~#jFNVyQ8(Ew0aasQYo#f^{t?cb1`9uF~ zcHs84{u|#K6V?3g1fvv`wcH%2mtN~@PSpX4WO&qB^ggc6wf$jQht18WZ!VIOr-q$M z5%_@18J5h4kRJ(%&8ZmOH8Qf)vgBPYG18P=A1@c=usF?ybPx+dN!s?MAZbZay#Sks z5+`4=DF5Qrec$$!o*rCjq_lg-{0!ne2Q@5psp0*qsp+xInFwP27Q1u&r4|p7Qty3d zjIoWLPY^B}%vpUUcmo9~{x9|H+|Ea2hH#Z=4J;ps}dYa$!>MYrI@3NRozgbaHYs-#J3! zAu`|n`y0r~$w_6e;xu?ulP?Mwc3kwH*%8v>y&5r6oY$4^WfEHYc6bV3i3=}r+pdXZWnSX+{Bakl} zf6A^It|SD=Exgj2m6A0ioo0sh8bxK@YcmYLk(%$ewCQwaTb5?OWGn_hCl=W7+pCw* z7be_Beg4phPiL&I8$&Koimdm!(djVL*>Jh_{QZXy({Fzv&UQt#q&U(W2M!(~1Q5(< zZtP}cRMee{ZI90+Ufad39%|KJwKwaW|2v*xH=uFvq9XVF;g)m*f4&dj64itu7??@0 z%*-81ZlrA|5Hob3l+@H02%QtUx8qNGZcMn5;SH?#d$M1iE$xW433HGJC-(@?#M}LE z6+l@4U3Cl$WT6rg>IPD-J^|D=K8#I%S+Hn3P!mS}ZM;ml)8#bieXZEwC-p%BiX{Dk zBDFn5(H@T;RXlu7NFGIi&CT<2d!(hM#q55agI?h0{LI%-#W;wzMLO27Y9uOC`{&Sw}vljN3;ekQvexkoRU8sk+O@{IDeD zDE10cURkyy%DtR9;M%1IF|K|Aj{JIs} z$<%M&yq=;(j$_>orEYqxU7RFjxjjcq#GsC;w~0~M?D&|0=DVw0Y?Dfs*VA;#*;$)_ z;{klmF+m)Vbeh(J@Ie`EpJUbU>vIiYrynr$L|?29D9cZPu6(IybT`3QePb-tKs-uH zO2~j(?}E&9_xI~jrIh_^6}Xi+R1+pZ8ci5(O!SF~(e#zRtfn~HQ4mqIw#xXZP5)>W z4k;nnv6qVB$dpu9S37imsgDvikDeGmqMT4%UA>iuho@J0@{9DZY1CrIwXxAr=42X@ zR?70e5Ga<4QHTmZ=>|rmaHC z$r`mKo|`J4a?#Rpt9Ky@>^gSid$UG1>cmmCOkdHaUtL{28(IcV14Z$V zA7Oh1^gp%eFW4dnoJYJ=1RrA@tcw!h_P{mLd6t~O0S=tzTS7)#vt0$y>yPu7>WMHf z+=t8yJzKz}nHRK&UfNB9g@r}E&?U^WmsF-oZ)Ibni+o5Bb?{2d*>aT$U+K)Ja*BnE&Jq& z6J!@JUZfn$eR@ny2ubsPNJxmK3DD8<^0G&TVgeSC`cbE`<{uP&AStl)hSKzyELOtD zHX6)X@8dnn^_w=OJI|Rxg_arm`qHp5VJ~rbAej(Cug%a`OOOOIsf9jT9bpc8dwT%g zvKOZxs%9ANhRDdFSM`*1u?ZcCIQ#>t$e`lM9URLPEbGM>sanJZK_=W+m)COpRZaYp zGcpAC?c3+eDjf~og}{jr4j=_?28A-fK1TwyTu;|0M6!)k^jhk@SeQ*%Bd}gNL<2uk zR1g8A3R#;1~a?Wi~Tp+r(Z|q8OpB7tPusP#{m0Bk=c%Sg?UC zKRu#Cvu)cpGD2FpM@dU?Sis#lx0OYXroqafhb)p#m!JZJN7q39x>G^ZZ)Rq8LN{dU zVw6~SZ*M8i!&|g@aE<+6U&=4zWJ7`V#CmXKlm0zpD=keZ8_GQ9ZSwQ(!s|KzmlyLt}u8&8zc4%(jS2=+p;Y^kvXo!pW8w5-K+EKsg9{> zEyTA&nuQXxv$ObshX}1ytN!!3HbbY-21)tw;Q(^H#=hu##CsTpOrE2hiHL|;pcetG zg>KDJoH3p0pIr#LJFlD@&6DQV+s;gxiJgTEJ)Uf zLY|=Av*+yU@?GWA_ba| z-LK|b{F%U`0POpT@{P>}(!P?UE~=cQF87#8)OYY&l6n|W_~pbKg1GAvNGF@OZ9@_g zgE;&En4|ETA3|QIi@7N0^BhohGodHYf?vJV;65g^=?IlH1K( zn_CFAc!h{Y2Qzier9TvbePTj0NwC0W;cK(wL0k?lg`-h4H!lyG2u0||VD!govn_iM z-S}__LT5i}W?$7aA1Gf0Z0_CEcl7AdP)TPYij7ntdF$qvmI!@j%dSJk_#ym5W@@z} zkn;jMIZ%G6&?f9c&LiRhYCnC`@t$E25q+GLzWNweaHFx#B1J;XiQYUURgdw%{rhqwL!SxzwCe);ATwltqBSLw#H|Eek@4vZ*?Yq^cn zV2wLiST3%ut~f5w^8s^1UTt)6MNjXLM!pCc^l4r@e*Y^tCHnQz3ZO@j%1XX`2>`bw zLY1_<`Ijnb^x)B(RS#ly zwUyBT`q^ghzrcIbUCUmgTrEB$zCWgR}Nul@B}?7wxo<#acC-a$sx1~f(+ zQx#Z7uR3@o`Sn43zV@C6#7D0=?IgbK-(HhuS2jUr`j3|!?*<}${QK)b$*vPxGUt=;ED{crnu_~=q^G9#^;f5?IWfrfoPIlV`Yr9%k)`t)g)#VL@ZbJ4bo!m( zK7QSEE1HVkp0OFPgqNOZq`#Y4nR@Y^^4*N<%Nw1F|M915u|CyKL1JuPl%6HiYn=wH z=M!1aM?JsMse(7g-{_S7w?8SeUP)vh_uMul`2Iit>EGUXaNqxWTS{;-{O4=u1wxYh zkJta3wfg@*^gowW=Kq^DtsxFnegV*ZSHEBYazG&ZEjX)ZLb%(JV{1cZ#@e5Cx=ZU> z9X)>hsokj9*Fsm$pkCR>%f-caI(e;MZ9910Wy^{CTVk|LP5nx=c%xN{3dO;i42Hhm zKdM>Stm})9fow=hxIR^*lJL*TJ@76&N$~!I2Wcp6cHn&bhkXJ~OwjCCBammlI8$AruKz6Rs^P72(Nv*~^diVt7D z>~E#x`X_J8u@@REZ1gOdw}({Srn;~{6kg(B2-4>2Gbm{qaXs!IB2tP?^3a0sz z=TRjeZd)rJZFRp~=<+h_*xzm$nVomU*a~{@-d!gbCFWO|dfbqSZ1d*L4x_e5RJh9; zGROgjNIFP&Xn96+-z+43`NBsMyuZcuk%3w@?PX`+GO!78icPb(ialPSuS0K+PPU*zxWlLPE&n8NIhvl_#_wr*YIpD6 z{rT-RBgEY79Km?i)WC_cM+LV^Zx9jtHGT*ftgbJUND_Fj+scdq$)EN9vuDqwraAuX zNgx%M$Mj=s8yoM5w`uS~pvm|6@kP*K9Ch&1v%yEXNjm6`>vx}G&Ck~l|4_FojQ;69 zwDZdSSp&F&1jw??*UDbXyMZ9^-PsKS`q!(%{h*Yw0#Mji&7qCNw1*kNo3%`*Us8F-2rxmG$R~m+C>JaV)^daU*I!klo zw-zSL2-gpg`IndS!ct2K7krKX3bDQwy@>&(1ESRt!qN*o}<5Cob;?$XfY}m%KWEf z`!FK~_1Zvk(W>s3*aZhCr?SngKCQZ|6S3_+AUVHqZ3Nsu(1{wiB&ae-J> z2J1VsILmyS>9yn3*|t3U5MTfp&xo8w_FmakYrNy8g!`)RW9HV-Hv3l>>R?<97;Z40 z=#$%yR(KC=2f8((DAFyx1C5^(GQ!iHYoKn4x-JS+J!sA=M~PtO;ZX!9H~RYHt^Ih? z^6JuC`Z@HVWm~d@-L?8p^Ey~aPxc=v&b3u@Sf1Yjj~Y8Va}Ew4;1)al6wKo);aKwC zEx#8>S3V?(^zq|eFWT~*3=CCO&qg*=Qr>D#A%}&~N26eI2NTnU&cgOLD#_$H>!78r zE>jBIn3$O0Zi}m2F=@+wT(p{dW~|Mz_QvbvaYqPGpQeYbQ?jzkJ33gl`R_?k%Mv@A z2(RBOH&^?~KCj5rOS4fZ)wEDka60IagFkuies5`GbAWwaOXg@r$}I{QKZTW*1B%W% ztS*b9FHb6s+YOP4@A1mYTm&d*zNPc08yUlCZYwuXztAQgt+`@s<&d}zov-K&W0mgl zH8Q%81US6B@X?_!N!wDDiFEE*L?EJyP(E6vS2eyfnQ^j;pG53_chy@m2s>@P>7iYA zzN&u&fhrd(YeW8O&J_e)#k%E=9JEZ!9}m1)*VW(eg>1^NXZ4uxq2V|E2$vNYykKBE z-(S^GbHn(`eFpBElkgPq;Fr=$u49PUSB_H^<=?(p9|d6I%_%|*L4GOkD%oFi#o)?) zD~LZ(!usJK5&&}s_x7xM_P%U$(8AJEy2%f124S;3y_s3bGwbT=!q(O(;sgE-ZHNa= zQE&8|7)Qoz{_(?d=+x z4zqe^7k1u5vqQIXo!wa5SuHKH>uK4aUnw{Pac_`u>uPUx7UR6g)Z1T8clF)XXN9ht z=sV3Hv##BT)NZx1D9FSdh1;b?ty!0H`-=oDP`Xr?&R#ECU7~0GOqfijzU(pi=UlQ+ zmUwM>_g?@}$=5n=(>3TXa)?5pn6Bl8bZD?o_RG?I$+1?!SHOiyVcKd38FU=J!3}Is z&TFCzw#&+v3)dN!+!e*8HPA2e(pj4}^bd&!BZ^b?YZvL&YzrJFA^}*GVn4k`82Vg} z<4CdU-$}zPMpo=Wep=L`i?cUI(wQdcn3~-?<-}W=Vx7CH92-VXi9%;P{=h0$W?O%D zw#z5%@CCOV*R@qipqtzLt2JR7*?GbjpME}j=@J{f#C)Q`9DWpJXnb*$S3i4S4CNQy z1b!e@-Coi-y3H&nPu_vASQ~z*NmUs?MtXYDx`y{5=;t%u%$xP)^Di!L9te0)TwI)W zY{xmNE$nRZ@XGMS_q|MlWb|h@9LX zI#Wi%&Ac$6_nuKn3J*XueytO%!;Q8&OS7(2%wpbQ0TS0 zIJ`12KcNY;U*`9O>t1Lkrx`cd1xAI5uXu}=T2^D$rzbf7+kZ_ zb4GcG9;RFIq}x>f_~H|z`|*_TK=MNGP%K?a)^LR?S)cDHKi}*B?dXl;+dN7ix@!Sj zKG?=u8!h>8uY|+;t#pePeHGjE69sebC8DW+8hcAD*6gU7<*#NQ{X_w&abaBZp)2w9 zKhpY(VJ$*oft9r4*^!XVG&BQ9V;_v00zf|r`7Fz9O5~X`0Q46TH;Z5v4EF8 z+~#X*V@Ppb3RcxW$j+MEx7~Mo&i%wgnnZ0IPg=*$pL@Cg=istNt{r|eX%3|1{oa@Y z-kl!J&qe3nUGj{H;bC=;ET=c}%4OB;oZ=hntqkG>%MML09KMyr?-$7al(zlF=}ib5 z`qBq}a0mHA8|Md4`1)Q&8fQKruPZ9$lw< z(Zjl^yveSUy5$_4oU%lJg)kj2zp-RyjslY23hUT$ljcK>jv}I>q@Q-XcI~3qp`m=n zr1>5h2$>%)oR5HC{HtdQNDr?XU)gXCjmSFKk>04(Qy)2U1l};2F#i5*hcDYaV9n(< z`tGo0&rx6K>ag%|!aSq5XrRFt%onmX*dG^xWiL3fZwn*}$d4 z90|Yptx}QYP#`O@;y~zx$16dVvRCv=^vC#%Q4aui(5;bPTNCoEbU^Ot{`%5~l$@-d zBNM_s`u5s;{=^$A^}lW%adZz8;05{KKHQWHM8`+riMywq9ax+DU?@KURyfa;2nBK0~_^z1p)dDVv#5)9$*u zAdF1*tE0fvyy)gyqfVL7Y|(uN6Vp-O^0-sfyANMQpWFoI$})PRl=Sqqrc0;$l-1vA z=ENKaX9T1*oAer|W^9Cyo>E7vTz%)xs-b_lQ5n}$TIimB1je!K<(T+kpyyi-^bH2P zP}9;rbPdqHtD_(fwpaSBFOxHp*cQ=Lw1q^Q>gz+`@VS(x%SFZ_kzJ4e%OUmb&31OP zWa_y#0VtJQi|=n8OwCeMfJF$cgq^@;FWgqbPxSFzK>C01-q@Do!f&LEyYmY-QP;Q9 z)xnl`EWIH-QsX^V-Iq}~5WNU~>sR$^{&VlPy=)ZTa7|++=eS;#48Q?AKk69XQM9Ca z2f2a(*D030PQZe2Ty0wbH?y=gC4**v|H7~ym6RUaJKu++v1O*csWo1B*_V&VXs zk)|@_nvV0X^b2cER*xUOt`4ut`g8*xHgpsKguf)J@xb-~*ygIim^nG)=i&-dqYu?z z@kiQj!kWR2tJIqti-Og=?q~*SaOIU%zY(zpJcYL@PvDJcDD4X47p1s_h}^@YaRQSm zUXOT*%8gzTMi=63hSF-n1)qVZ^nyDQ6bf{`caJA}o9yzz{sf~N`evY29ZWqv-s#g{ z-9*o-W{oB&jfMuTC^QeG-dLxZ8^}G!&OQu+X$hW?VgS_5R8(vLmhf4aFN-c9|Dpv@ zlB!cQIoZDzUETAYg%p^HIf#zHE5mOa`NV>4f6ed4e8fg}@%PZu@6d9>cm3>GQWEvg z??cAvb~og>Gg!oIJkZ{=SelKASB$v>dio7QlKy*Ib_&n`QrBAOlbhZYch!VhTUu6D zVV(m;z4M8r^F?SCr4<3E(G1l7k#>!qD%f|g0F(Ln-sw?sGI&z2NEOK<@9`r)E{$_oCxPBKdXlS@mU$)N)A$ z9)3z;0XDwpXlQA|bt!y7z3wmctat9(^$2lGrcp@M4RDs7t86gQWA0a^<<1DBEvNhH z-TC>NSm(J8bczTXEFr<}9@YsSjP~eRh+)~lK~hp3HDT%7VZZ}#zw+Xgp1Qi!y65Mg z8R19uE1q1=cbK^QQl9P-^i$wjUlz%LCr?61OYmM&b##3DJ#pPPE{+zBL7QLA!7*-P z=b;=l=h@R?rYGKRG}rv*{sYNP!#;HNdqq-sV7xY%{j~wT!NN0oe6Hs*IIdkfDEm0_ zLMZQj=%4(~vo>Ue%KPnAt-_cyA=PR~#6Z@<0LKBe<@nSRD-W9V4-PW!-?jJ0%dyBG zM)$LeI>Ec5Kw49^O86m|)tVPE8+?DWPq(V?0*)I!f*sw*SVJXyaHAoha=4T~ef{d~ zFI83b^9$|u4;2q#sJxv0oAZ0(2pmtH6vVC0jN~znzrUUy{HrzVA=Hz}{t(Tu#K!n7 z@5q=$ek&zdBVlTNer|r~>Q7o&fNNpSrWdypd42JjP+?I4Pe!z~d+_DB2Yg1~MXG`m zizj-EcyC|oYeppzkdGRmp{k3>dW2!R9XsyGY4J)(_$ovc>dgMS55%y;0{}Jj<%4W~ zgEuvQfVa<%!_E!QPj*_Mpo}!h7Ao8SnvbTWJ&SNOwTjM~b3vUl2^I^I=e^Q*`o*#4 ze-s^=K2KW7H#_?~?;eJ@(l&29{ro%9Zd z>$NhS${){s>RcnIX88Wfd9DsKDE?>t!q-^rZ6Dx>DL!WZ-1|NcJ-|Z z^o1BR_}{jbbaX^>C@_4^G_^)2R0diAMOR;+49Pdl*PV%(ITaHrI;0B#J5P?Nn4R^d zFRckvLdo62D3k#Injw669Y+N@LYjk;3@*FMQ7tg~> zb88g{7Bte2({ameG{9sA2p8AwmhVwKMJDoII}bv>BO$6hJjgcE`~q5I{*gDg*|^DU z0M*LDSy3Rz9|B~W`j}H`D?0~Ce+TeOxnX&3C1ZGBh_m>7%XbNXL*G+G*Q{weB}F!(vWxsMr*a#!caX9 z*pDrrX-bkr{oRir!>D9iLU&x>6=O_#n6|i_Ec3ob=^W93?7XJ3Z`SGwYT}zVZTj{m;0R1cF6PFPHb2Q=U3!f% zAQ+twHOBa{?);ZdYM-ah*z+m~w-DKx_P^Pw@<&Jv{&YyN@)R|oNgvF695K^{7Tqqs zn(WM?R*wP?O8YhS(z43!s1kLW-VSm|bYP4cs=}7Z&xLRo$ld0&9X_tArWVAf!;!wq zei)&OQWvzc?^o3fs%YrIDm>}kn(@4L5G z4uM>w-1!h{$A)V(OwID|uG$?p9X^R+0Sn88N5RKhf3M7`Y1dS?w1h*{y!`UKppYs5 zxLs%^r^z!Bwb-*>^-Bt>st&%IyJW{RXTK@R<^WbrjOdiR?Nj0~AYe5D0z)8zj_Upp z4HTug*2&m?@Ltu}Xwgd&Ot;&6;obA|Px*8npiySp)@Ibz+iU8QyaIBBmO}(IhOXfo zQ3OkLnmM1|5Ef~4Oz9QVXp8OfXgUaEr4Lt0G^Yl%#)>gYGUc!=qObM4#B+%ZV5}Zm zC93#Bq}U82;+&k_{VduZQGmoHjfr_fZ41We1nlm0jJh;H^9=q@uq6%F!_I%Ct;b)^ z9OgPOsHLlY&RZ)C)4WjY;%}9n{nh5^kz-AVmXF~cZr_}nBe7?uw5d6e^UvDqk2I$W zh}*No%lb=Qh#EFr9?#eo@Go=elPCFAF1^$&s(9|5m&a(@61wpkM%#3#ULl!s!ImMH zVbp)SBR`;09ZsTiEgyz~NpC}U6y!{xeazF8+2DR`imLG{_O z< zq)CRLUNHZt7C0Rw7<{g6JESVaUqYfOW|r9r=1t9*DPZ{32F{vFG?wmEJpT`a=irl@jN-VlCu#;CGjW zeiig>Pk=B?{Jvdwhr;dM2e;TAH2IHE^7^i?m%X~w(K6_!0O*CjipEVGrl z%*ObiHM2=_k^Z6o@T*6U4p?74`K*~qa)~@ZY zPRqW?Q^d^7d?#zEKMT`waPn^Kq06iaNoIr0alx#}qFbWjeG|WI*jY>0BJ>C((Gs9S zdk8ud(YRe(J?*RZ5SA?P#rhhF6LUQP<3G>-2Fn}3fj`YUxC(qAAFNa647v1A~7s4XB(3XXCfdR})R0jG@ zn`AK;Thmb>j#)W&SYm6U@|s1IOYYt`Y+u}}oS=HD{P9ifIYfG9uI4Hl4&YVUypHDyqD5ucv{eYyrX;Q8|S!QBHW(>ZrS8JUkkM6o&6VUPQaY{ zm3s_i1ekBj@maOyey?Kg+u3)fui)vflg}_f&^sjh40VAYnGg+hOjE2w8L!x#qcX?0+XI`tNu5th(vw>6Kx&jrec(NDd9nV+6@c#<+0u>Q~`h*bhF($!cQu zIwFO=hwbg%!>QPS8WbOZ?I%K}VnN%t%51z|7bCsY(O|?&4+o*a^897>Y>USz7Gbt( zlDzI(ylR;VF4LFoijVW&*3-LRqSZynJ~4VAyqLwk0M$##TtjjAJI&SPRYiMFYxDiL zlP>+hK88ZBP>9Ga-~8;%gG(HQ4ObZ1@OBV4rUM?!ko5+OqSDTj}g+a=P zE~04bZL4>Jxu1q>X1Oo_3vHF@V@}DO{UWos>4fh5QFivb*(+lFtKp+bzXyW)JOi(u ze1;zMrFU1un(9j13*>wg*=vu9-b*BQ@X-#PP*Ll{=w9z5m|pmCKj;FSMx*2JQGei} zCmepEHhXd`dl}GEhgAoXKR3+dCoL>eCfvr`a{SV*2j-HLJ;DSEvY}>M4|4NApsuNm zyi)>ufF=yiyEL3zNlnpZN{nnkE zyqNR9i6hkTe*{gzAX0^vF~8^@1_sRWG8=Xl((-6Xl$RR_J){}M5L+l{($_dyR;zw* z6E&y7I#d0+=^m6?gbR3|41}P{;A4~0kKmR6lyLpq?lFu0?-0TL-` z^Ru01tYYn*7M~DhS_~_UDH8dSMonJBuMT3iiwx%Dh6K+qXB~7KH&*bjGZ|;t@T4z_ z|9|bwlGa4L`2W?5<+pZA(xC1_UG$3Q{jDL|#u4Ed6Ct{~jR`;27lWc-dUNR(p3}2Y zrVA~o9s4(?g5TnCA43>4of#I?n(P~bff{!Ip*xch;P=+WYIOs+h{~ zD$&w{B8iIvcS$5elbz_HxGfHCZp|8ZPd2*$X&g8S38!N(nwB_OJHNfI2d`(rRI!A_ z4R{lV>B-|&j;ZoKJpb$+Lr^eeT}+v8H5jacBsx*FCTM{1^Z6y|;*yd84uw_Om**RN zrJqAEDE<6`0(H1+qE{CF?8j*OAL;_9cGW}XK_Aq zF_HD9_x1GLKQ+kXXG@HTx-96a!OfyKd0P3OvxHxzE-2>LG#PRVdHuM_Yuh1H%zH*4^_Q7XPCR8YVm^Lb1ars!Ykdcm8Dz`VFrWDZkb`YP zOj5MXWJbC(5gGLyF33`rV! zvucEi8~txubv3I*!M9@R1@gO21lm7H9^VidB@hHqqKVJJLEJ1jf^XPo_{+3 zbY`ST*ewbeTuMf6$IA70nNz~dTUoJp9kl`z#ZORa0&_{f8 z_3h!6Me4^hixBZAdi@_>Phso!`mPd|-WmkRjV65=xiGhX*qG~jF-^9EWh zJH__dH8rt=Uz0AXx{C4!oOPS~F**`-TZfTKD@wKVYS%b}60Nz#j)3(LwmbI1DTkE} zXWB|d^+}7j>nFXleH@zh0fNRtX}XqPmaTX|kzBHd=H*P24NkMm8|CGzRm%yd2b7Gm z_5vDcD1p-MC&`Fa1No#EHrpBFsyuM)y}*p7jk8mfru)iX>7uRZ$OR(yKE-)w=lyTR zwD!QS4WIMuo9M~kz%PYP>}{$ic)~*vMs6m%N?f7Qnp%xP8ZIv{k3dI*n5DeG<=Ie6 z1}AJQ#~))vyS62xlizWY3LTP=Lo?q0vRemKlsl>A^Gm3;!XCYd{QOF1r}=OD$kNJB zLoyUzd4dN{Xn8pzbw3LAN3E}`_#dwx8PrfR7uWiL{jwKLOigtP2GH|(dU&@0)2{8? zPrz;TR zD!Ru9#%KG`F>2Rr9pw_jD5uu&RYm+L-C*&RQ&jMExh!l!!rVjnP>S3N@H`1q-_Ze$ z_9Ihh%HkOuPeB&R1IXi`w4`Q7Hi>ZE+>@lDO@IuXk}0~P}4by z=^R;qZZM=HUsfq9BTv4UUdu0gw8JyUz4Q2OfPFh0egi90^as&d?t`I@q5R6{|M8F# z=N(USn@ebjP;}b5(UW{cX0c$X^KDP&eYIUj@&>&4x3Q(|jv_y5dhV&R%?tNrp|$6g zPs<_{cgV4Tn=7KQO-zK9!R?LVrV)aX+Rt&2eYpK46n|xERa@rchLOU9B-N<_M?5y? zmYAJy*tD%>r8nG(I2YZxZFqD2{QZTwxmk&=K)#-Q8X`={)kbI%OcXeJ7hY?Yb@`mkb3s>WyU6fc7M-z+4Z(2~@*G3Ht zYnp=sxG)NIWWB;={(hnhVX49^VB146wn}lmU#g1OAz9Cj8F2W%hK7adrClBv^7{Sj zdP?O2MqCe=w%G8IFx+zl#v^DvEqx9k)Nho^pH&7K@VYMQG6=qVn2|vZ`;ayqwa_cm z;b(yv8}>kRU(0Q{)T6fHd96xwW12+Ikf(5-Ut_8{-GCF4Qb&+ndWu5Xvgh$U_^9f(*|kc$nwho0T+Z8+%vzzad0aw8n0=&qgF) z(fNg_L1;*8PNV1v&o2zdCEVEkWABl}xBHP8nZ*l*Ezy_Luq=x z5B@PUP8jW{2Yi8TQ?Su^xk`&nx@gKg zzZ1e6VF&A-_hSCwtvzNsgDUxPW$9Jx@R_+@e_0XR;q|k#Z~e+KcYFwRPM1W*idIYo z)^_Me`qt}dE;2b*yK7Vv|0Smq)94E12Lg1f+S;S>cp{I=i8p47(Cm89Fo9Q-7$Soj zN`^^M3fOiOlHhTtZftCX1G6&n<^RLpdxk}sZdst9t+qKUpn?IxL{LBkB-kp53Mi;3 z2#83~5>Rpmwap+33X)Y&M1&F%kXR@RB1vMAOUXIsRCm3FcH48N&&;2>Gxxd8bDr+v zbk)aK@Arni*IIk+boQ;_9 zJ0#P&6MkZccQEpR9VtHeeCL_cx;Tc}Brq>*kbQ%9=IUJqzeGHN_-g4~E>U>oEt#1h z^VlPyqVO-$K*xa-oRHj05YGuum0LB9)|YS&<|kUy;)J&OhBOV-b#|)IoZy3J$c8<= z7AbOHE8X+zY)4py2tkCs)ueJCA{kiTJlz4FgeYEK99@yk&9UUi%xC@E_5sdeK7WS}`+6EXom_iTSYO)zsIS3%0L1lX+Lc=Rki&h8oJVJS08 zNsxB@PbyFxwcQpu`9Yn^u6VG=w2D0eI zQEybVlN>g>c+($3DDt95vc-irv;2bl37q`w!W?t(pcl|mL@$ciDGl!7=pXkKH+AZ1 z6uRM_w*}@8ZXgg)@A)25Avjoy8hl4nZOG|Gs#UrZg22XQA&V}1b5p?V82mm5{Yw_uC#3s`~UCjG2t` zPeajo8(7Xm0hhjK*vV(FULR7iI28-NxvY0Hm^3J_L!o?L-P7$R;VycT<|O8Icu_}3 zl@#h>kkmxOXzvyfMN((5Wy`@8n+7^o4Qsdx{#kDZPq%jvfx_?cFkbHJu36tqHx&kO z$aXTR>2}3q{*;Khl#x>ZISq`3ZY&)&+E@#T11QKXhT64H!^#DVG0AKtm3 z96fG+(-AoE2L4$$40rq5a7xFuYib2yV+TjW*=nrd9(dzo8&D`cY3q@`G8~SJ7A;yv zNq)NjfvvH^V@b=CVQLv-9iGZ;=F=jcykDiO`we?)`mY-7fc#YwEVfdW+8!krKzVtvBBl# zwNd`ImoLwwJZ%f~_3sPKxxmw4)47dsRz&~vK@k52D8a$=ID-%dfP6LrQ%+f@Spbe} zsWg-P;0$#X_uNT$V;aV4cpfMP)ysfoQUi!hXiPxQxPWx`jZpr}24zn4IJ`F>ZZ;AF zv@>V=gxL9F8uRXPs?x1TM^!EDxuosZu301GrUO;jbihSOZc#aP6VxZXFV0{_$iamt z-XhZ--?*orE}f&wPX@Ayh_pTVg(5Va-+^aphC<2Tf91?Mq5%qr4t=FG-d*tDfHp`R z330Rj=zsu`&mv5kIdf*PT4*E!_a)BE8F+}@z{9X;QN=TT#flYx8$P!bZ@%=YLmOok zhf*B&vY~{46uP~&$jqBmD^?}jd*hhOkD;hkR#wK_Q_Cd4>WxJgYgQ)>!@6ktyLZkstHgMcQbcM= z9Z$4k6;ov*a?kV@qILVXm6_jNyLT2s#Y5n%ko;!h2yZU!-i$SuJ70DsEJr@20`*;Q z+g&pa3+%D#(-)OU{E!?dbykn(9H&6ADeW}2KwR9q5@kS#UY*i~Z?XssCiF|#JR}mO zm3+26K!VfNqn~Y}0`>8&n3$N%lDk9#M6)i}Q2FU7ud8}WoTVRXsao0JA`JUW9cFT7 z6my&^!5r1;eXFuF(Bnmg8iwCzoBk9MEMjBq#;k=^nr_>aqDPmcfYR582HjDGP;sE6 z>La{?!n6`2%g)W6HH#PM3ttA%J2viLZC~R*nt@d zTeb0$bP*>6JL>9rwG#H2h&8sgWdm)8jp736Sf)SPdwctl$dknfAMgdeItnQiN(=91 zI->5y9cP+f#4%yhIDQ?*>}gRiv=jn#4N9fS5Rm3qrR8=`pmCUW|%VUjaBU&Nig|%ye znB13fyym>BRjX2?Q%N`cISORU7wT~nE%`5eKY#gZeU?LN(p4O-M<%tE!{xSk1UVdc z_RaZ^I7!ozRx$8qYY{b`$*eiOZQh=14l7rxu5d?rWDQ7K$o12~%#q>;$TFki;zAuq za~-<(&PKgwS(M&pQY3113(mdsVaBgt5u0N$d-X0%^}TU_Rz5~eFJ1I`tSWF8N8Ziq z_ORcseq!@LJd*1_Owz0{jTk2_o1X@dkF>QzI(z{^$*_B&#d{arRZ!| zf3jT3OCI(M5DBpib!lwi7uKy^`=0mB;zd0LLxZngT|f}2li_YaLtAN~ux@6Ag%`5nnMceyCPsy2* z%C3=qMsHv9;_34{GTO=tVH@-CV)oP-PTLMBQ9Y07Zgv5hq~4x_b5M;Y2Ix>GQdDC!YK?t31{a0a9H=e^>SW=e7I;R^}p!j)6vcG@(DSk-dO_ zy9WmiQI3t<`~?d?9bW9Nfb%)2*zVn71)hCoCHy|PM2Gyr-Kd3p;>XjgtrhVDobCbk zQf4^hSK=?6|HKwC;3X6iMmr3jhC_>PnAsn#ZxWartM08a0s zZe=T_B#EQ8tgOs)Gd%-TMGne8ri3bwr=!yBRh){OpJrOzi-p-0&1e5|9*Q*g!P$I2 zhFgx<0mQ_7M2%pAr53#DK2#WpZC6|xJ2FtA4+Z*Fh&;LU=Aoby@`cCg)ZM#x57*pY zhKwPtvi>K8k5_XUl=0ZVeo6m#D#Yy)Oyn+6Cd*5r^p=y!1QSTq-s}dp=e9}>^3v{} zo`$wE*$dWGP)<4EU8Z3lnF@P%6{5LDO$SU*kB$tq?|QJQm_vBU+Y@f2# z)x8jA@FKZ(K#qt=IvXn342lW0_nEQ^b#ZZXnB%CjT%WQE)1vBDbu$qo5csN2%n2px zsD(PUtpi4HXG>pgH!%@I_yt0)Xp7~0S>15N^LK!gL*bm37CcQeE=6L=3eD0NT8ZMBGm9*)+Yj zFn@B#R9Nn`n0?RL#))He!|aDQH>w$=+f@(^)JiFvuEyheF{r6FWdIr2@$l~5R~-Ef zc{;00a=MD;#Gd=&&E@S8j@C^=MPCJ$tIIZxtzQ}L8(}=Ku;UMzs z5dV2GNRun8TFLH!INvo6y)kZMFUpV7Tj9A?MBmJyzs1cUOk`_<^wH;cXMzT?=zbyu zmNEq5>vRgtwyr^9gw)!GKduBw`D(|JgXy)0b;BWPhnW}879H+EWjWBC->&lvWQ6+D zw^@gVs%MbVmPAF(`O;TjHy4LaIR*VWf6x*V;y{Ywe|xzj<`o-c+0ZrAN1PjLl*vhs z&~DQWpS5(`hxo;Ggxmz2z#Z*O43t>o5a*2Z7>wh}1_41g~i$`G2JTWR0h&<}8K7J|~ZZ_hl% z|BWNBKHz149OF(cz;wWK#7^M1tDiyCdEVc+&UA3lIThuyJ1*96gsGO1s&wUmlslH( ze?DFw$w{%L_Pv$wk3rxU0yB+nKbxIC=9J`Xb7c)PJ@!KS9t4KQ*TR0*?AdxK&j$IJ z|MJ9a$mr58Pm>Wf>XLv{VP{*3UDVYG&``Eu%#?iJvM=D~9#*opj8H~M2t_c=v|RFJ zO;4}vO?RX4tqF~La0FP^FeHa_IKEtmouS%`BWKxQfRP6Qid*B7Eyo|0M9@xsytN*u z?6|saxN|g4*;~tnc151#$!JY@d!yCL9IQPmP)tNk#$=JDWg-pdkab#uT!kO%ScD`? zumb~u5%~5^*sc%Yl;M}SPBz%VX1cIDHleT<#Wi>=JFiUdhc#3iV5o;YPNgsr76*wJ zisB{c+}*yV&4BfmHR=)jl#54(y7kEB3f?OOnJm!^0`Wio#)upBgy@@ddDoSc$A=!P zpr}_IX1u4`O27F_9`%LuhED{m?3R@m-5b0rlR(@lde}u8OYE-BcK!`yDx}R8lw`0j zphPU3#=3<;9S^mH4-lk;r0Gfanyq`UMx3tDplZfdlS=9J2aXZ88vz7+s>k~9=a7k& zlpKThxwbS)=hwM&>rwNEI<0WU)y>8a6AKH&^^y}Js|N z5l!)haevKPSS-MABKT}!gQ=ME`I_jeN}vL$VGc!bOL`(qnKlcJK_ubf3cZLh2~aU- zAnBe5v;?+?NGU3iL4Cs=fVEtQNa-Wo4{$JkYbbF+&cfCOvn%AV@~CtN6!bnPXB9-( zFi;=OEw%$CgM3&%+0F!7#(T)U!3<>puVEt!8Y%0ECqSYI)ri_rSkFgx-TNbl|3rB{ zm9!}OG$Y%;DsW_wXAh>GUX}c-<57!{PTsLiW7^YWOQ1C61oF6gOE!iYc5DyN&jkEF z9d?*(AO;^RxTip}auZ73d+23hH_&!~6eX+bowl(1>?`&Ky~Z#r_tc_l&}pnRaKDCKThLC_of7H7URPlTFjw$;M1kEw6N0yZZvlp^qz< ziCMYRhmEaG5BlF6lfClpR7s>zzCd`@hQsNOJnN5^Zc4yc{J@b&XbnIK3~_Ula5_qW zNd4j3y)rOeFAphHgM~_9px$sxcn2v(09Z{-KoP&{`SeG_#CRl?y`!D{KnyoP8wc%=BRtJ6Be;PXtrKFTcbG$@N7BND)0YYO z!tG@}fLyXpPDDR@eYViyaR9gZ?HrPM(pm-%3=H1u&(qKb`QmNCildcM^)ULe^5DCESsiNmIv1UD>p%FpFE?jTYnG^K)=PiBB zHItveI(ojM~eQELo#>kPb&QBZOPu#m9R81iKs?pCNV9Cv&2^()&dKR&gAicj{~EJE%^4EbKRFys>$yw^u#hjL1H?25<7a zNW>Mx&+s7v!-ZVu5+b&9RZxOF^!UWPhWksyckY%mQ8TaR(iU$b6oW zsds_K1_r93kc5|)*A;~%2=z=V>AqDd`Y(F0Su>r1WhR&D$vlUDLk>w!Q$i=rZ?mWUR@VBr0sT8SBo@NSi5BIfZ_Y^=udOXl&NC; zw_Jg1g@P|J!S3qu{RG*D;)6{~A?bZ`z}o~aF>oOZ5Q{mgsI4p39Y-+fsZp z?tz{|tRK;}0$%1{yLQTzcWis6%c6PP>{J!mRUbcoyt>oYZ0ZG+Ws|5D^ZD0VvuZxw zGnLO994@BAZ z&qCtqHfRr_AM`tbX%PPbuephuq*JD*?g*zRt3)kb*$VzV3)z-zICNv_<`VV==%fS2 z`=PWwJIa%xPINV?vda%slR}<;1%d zA#<;R|21)X2Y{6i-i#yY@_9yzG(clazhM#26jRCqIF&0c)EHMQ@g(DvF)(A zzymERzVTV;#m>CD9G}j1Nc3Wl724F!HQa1z0gkkGT$dY_G#lQ)lvXg()&S@|==K=su{DXKw zow02}DI@|HHOLe^**s8kk2+~_AA+KG_e&e5Yk2aVU%G7BenQ*h%P%O4d4V!sOdQUi zirMGvu`C<19?BTQk1B}~!Hi%$o*)M1#b zBX{z-UxwSY;xJLlL=L0AL{$kS*jCkrdIryc}8!_AjVahAGfZKTTsGMOPE; z^>ENkcZrBtg@UG2B`?F!^XW=kS+od3%x!0GR9-fQ9I+AzlU+Z0n?+c)+X2St3wR-> z8QVt6)+WY?Xnrc! zI#6nd9zAX-bH31Ce$;bx&Ky@`?z3;5s``@R?%f9<*abhfU;Y%kv)$8uwgE)ON|~{# zum#&Y-18v&Sooh?PmAo_)#xZTT}MX;={<0+Fi_iK=#``gkG`!__ECLh93@e@!HeD* zilUliobT10O?^5HqVXanc~6Z`sM-^^ahaQWR^}gXd!K18I2sk$3g?Hq%t9O7dCdmulY0kQ4;!5!|L zBx_blZP*~3zOwq5>hBT%Io)+GDH$mS&Q~vj3pU=1f&v@D|zdU?% zYKE(B2(~ubb{A3S2?x0U97Os1VhdV+Ma=DuyWcQXTp7t92BTD7m>xY{nRmT!r&U;_1oC+18aY7Py4 z`}XZ!@al7>lT05@NPH+Bfw_YxPSry+r@Dc9%w=eq=BU$K4*ECkC339Z#8W+Jr+6U{ z{sunn7tPIXp$L^nsE0BYmVBBMSP+_Q{5^wfX_tqpgrl`v=7nw`W+(&2x zvEX}TX^SnKw{Q2FnII^!mA9rPeofE3MaB-4)*!`DMRKoN8Ii(McCijPmd`sQ!>$);)4b`47kMI9Lr@S7CKa+F?HLRy;aa_!d zHjkqbnN2aX>`cY3e{h=kZQBUvc?VM^83z5sX0Tx{+8|6 zs04qPZa^IfHjQv>;G7dR9+ALogMUoT+k^z<$iG2&x*rh{*azNOC_%x)>QDJ zP^oPP)`AQ0`_caltrE%p_EgEw3y;ZD54s$VIoIe`;^j1FSy=S*0_B{UkmoIw=20K2 zQ@bwZal|jxiciK`;LEiouy9|c#$1j??J_kwlqUz*o$K4PN;V#k%zW&O`sRf<2kZ;* z$cALS7j?$W>W&c0f40za{!J^M%+|(5UCcbj{BPsa=kR>8r}WrHT&~v4;qMNl-JRn+ zU137!$qki=72NZb{S_Ao{NlThK~HZ^&uAUK|E#p9>wJ3Xp6(9$^M)hkxTzsj~PpZV>YIhx}vMX{sNC*fH z(%rXGfgBbv6+^b5pBJcQ(OF$_KIRX++~N5|A)6|hV`#yI^lIDmJ4h{dcT~m$@w?sc z3z@DOT8YLbFzN;}>2F5Jr$S+Kcjr0@JakR7FtM4{CLT%=JO%cxGkVQuE*dv1tZ-5hIrHhm{f#1e zs|Hcj$2W-MUeQZXYia9vsABE+Ll7BMw$0Ai;iWOePKf0HrJi3_X;dKM zl{-j_p#oNcP#Qjo&-Uy|Wm&$?<6Aogip*3njy_w{ZsY8_w>4N~F`v!1njRdL{~FR@ zOPAmC3lina-t;X7x&EJ_;UQYJ`YiRjR;vA?h3v?2YBD`nBNF-uni-7xI!I44ieq$N z+dBR+s7c{uP~kB@jF!D!Jw2ztJlaL5S~SG@0?&0egb8VAE;QU%sNzOPS=l8_k#Tjk zWh6Wxi1_D+TL)e(9a|iG3%)wpuZ}L6alJI{*x^ZdVzZ9ae28XYS9TL+bgUy3|EP1@ zGSNB{8hTG49C%{3IGL`X#~2(}*obdDT08jpGto){I4D!+;N;Q!efuRo&3oxV*L$TEWHk`~L)WzrR|fz_k5QP*%5l!O)Y#!0&BzSJxCvXJ&s`^D%uW zfTv{B;f94D7kJskOxH+pnk_#0-SE$wRn95X{C*s-fBZWs@gM8&KgQ_$i+jKPV^aR} z9A&-!pD`)_pLUbCH6`r^K#|=9i>elL?kJ#jcqQAo_JZ@q(ZEOgrl3s%=}m~vQDZYi zzV8MLZ3j<`(-$xJF*mk)|GVT4Tp(#6j6xMxe+xP(>{Kj1~ZP@C`fNFqO}WA=_e;AciX@-oCBRbNE0E_Mh_7!QP$_l zjBcqOqzFIMAL)GhJR|)S`dfWi!Q8!oq2bvQrRX}UD9BJJ@%8Vargf#=<0*W(q6cq@ z@v263Po(gD>|K4YW1UP4UvZ&yR0n^2lJ?@!X@2Kh4o-Q|uam3df0j4Xk=MJEV&-7# z=p9xvn0Fl_FDi4p=x|vdH*=J4BPwTloZG7GAD+|?;O{c6PygLwkEs>$S@zeKcg;F!V_9`G#L-UCdbh{OiFRBCfB^#GVVw)3dT`_VpbW zF?zosI(Ws@i;Cr?zu#S8$K03j^tvW}jVZl3GOzKlq{LCjY6i91yjm@6#A-Pk8=LSJ z3rkDVe`h?l|JprN9DWgU>1%YJXdJE=a`wSE$tZ4v%b-J#XHd4beS2}yLv#~$aN0|k z3;r7Z*tycuXRExsNk_L(S?j z9Mc!?EAQA4V?=eUUK%FYswx%nuD!4|)+1s&*V&>bJ2i`MrTLVwHS$GuwjTx@<1%}1 z+?Q7OG@y!q{9GEvH0#v}m8eQ#h6qwF3@sQ=mo=v|bV^D1Dd@1FF zFl5h^mWeC)>s$LqvOmX`7mm`_wun-ta*Iyql!VbmKd+)GnkRe7sIR!1@m!6n7+kvb zWO%K(Vsgn>s}_7`MXQy`(*_ymsp}4mZ%-PFqN}!>P+rsXuLda;oz>0?q*^A#F54Vz z{rhP>QK``23ZuE)63@uTUMjhnQPiSa3l8zQ{DQBM`sxcZ9WN&fU?09 z%{j*zjjK9s6m&|PEUETd^Q78dIkZ!BD4SgF&q<$Mxm#UDCEi`9waPisD3<=d%cG0w9T!D5VWC#INY?37?I-WOE5Xkuv8AEL3#% zWW*VxJ*5v8FrpKBXNtD@+OCAe zM6{%Nfyi?Me}ILm#~IjkoIr1OkGkiM%!+#gZ!t z^A7*Iopnh!1fvabKFS4TSOD|}8NwOFk%}J0;p&F4?NaoJ&XwFu+KJ{$H2R}qr3`U4 zcJrI=|TNeTxE{plzrr4b5+ zIZ_;cSwY@Reh&GtEt-7w&+GqRjl+qosr!(JX8ITg`s|)BEvmq6dnPie=kw0)4~tdo z8A!G2@2e?i?wYac{<=Fm){0kNNc*~swRp%d^%eH86`)ZeWUL`uv=T(&M)es7bTm%l z&`MMEe3Gbj6*2p;P@(R+?3iw3%1BG4LvId@b&t+|G5yCldn}uA7Y+@9WR+Z=E%*sd zUZXoxMh$?8#5X_l3p8VxI`#TBH#L3YH1xk0rI*o=I(2?_fOWMGnugJ)Js^{r^`p4$ z#e*vh^sqB6K8 zM%$vz@nXBQNpO_fXC5yum639_(@Z6qfh%H1*QcKitvyH;I5cub$<1!nFYN`CfRUFK z{m(+m`z1Ntl^$=!7W=gLDSg-5%A#jWzCbP>>=12;q>>I5nC->0A1|Jw7c96UGEThY~f)JW%PcV@4Umh%2Hi0sp~xq z1jMlZS9Fnct5V`)+#zyqxwTJSQo(G>&yk*3Z(k)NSFoY)jzVwpvW@k*>SV|tePj>eZRY&y zZZOc-cLswk(eO~ugO}g`!fz=(52$sKi5=%Qxx9gY@ET^J>r}_=z{b^ktL@5Al)y~Lp=6HJBk6rh?1SF;XlGFm)aMq5lxg37kT3OH)Yg_5!S!Vq z$70j^`Odz{jERwHJXcem(0gCX$&)McT?K8)VJd}k?v3Em4Kkr<^NlU2Wv8-CAT=6)C>HIFf!kDEO$8t7H!4 ztYx$10zvVZ=9qxU2;*qM^&jcaFb`fQd#Uo!N)nmn8yptUU$BObW3Bufvo6%eodMi^ zg68DNh=rZBA#z(zP`9+v4m8M&XHJZcjxVW)Obyt@{axWC++qDRQ89=9TW3(Io_h`^ zSkG{tvkU<3T(WLPI}(L5xb4qx*8Fijm)Md5HdT);C*KN##L2=DWY!WE+5lH(sD8{n zc~KCQi_!%TUg&Q=FHh;ZT4_nwvh5Go34pLol77-$NxSdK@|f2SKQ3rQ3D(d`g+$4G zyq_-HZj1)UZG(fm=SlEdS6<9Gb)WS#$eZWLWjRm%8|GfTZ9R8UD z|IC4(=YZQeOLh{ltoJ_Y5j5UrScZ+ryf0s&ajZ8l@5aLM=)>wdj+T+glU%uqX?4tg z+JyQ5Hooy&)juD z_Hsmc_~ylY2b9osiXG5L5#-}$~+RQsmz;xqcP4UVs$$tTadY}Fj2>{!xn zr>5F&x5_o+*%uB=UwT1HLF?+1Cg%z%Qd*i7W?Gv>m9-i~hxG*9VkZ7VD!!DdXT?ZW#?A@K%3JHMq`ejH`RH(b-0|K;zd%8)LJ)Ak=JF5D4~bD zioc`}u-|G&Uz-MQrbn^~&+4;F>@tFfwQt{#(qpV=Y=22l@{%#YUw@|;r;gOlsWPrJ zg`1+*tsnMvSR>pr%+w{JPh+IKd@v{=@>p_7(@CY1n%36}GE7y2#ol(7Yq;AQQya&w z&T6i5=28siqx)r)8_lggHgI!K@ZkJuq7|FT!}(IfrfO(th`e;fxV5Eae{lXjL&HXM zCngGi&;%&qS$gG<%=%jF|ABbL7uqHCZ}Ec|WpLUZ5-3A}XaED^@ecd;7<$9kEAw+9 zm9CC61_mZE(iH5+ZGA|)chwU+ z0~Raqc>F+sT#fw5X;PX^<@S60msv166w4}ZL;H1t`XF42|8{K!gt>KI#q%bw#KzVh zi3JYjPa`@(JC|30Vk{eM)UqmD&olDnde7tejz+KcldR#?4ao781mo*G#@Y;JvkF6$-COL2u;yJrXn+v@7~ZT%e1wsFpl%LDnIKZZd(0y`CNQn_(M$Jx>E92 zPZ|2kIy*tvavzP^4bY;S>?`2J#_o?AS0_mr`d^g4v!mw5Sl4yg>|%AD0N7qhz`f|) zu43}(-F}nVciQ{E-(CvUI!1F$okSo3BuN!Pv{u@Dy%djC7L715?vWWTuhv(Ap{xKtd=u4P3#o!g;Kgr_p8VyiYS^hu%4~YBD}^+qd0| z&XbWMfnj0ob}p%>W4d93QD;Rx0t3xPO=si`NFH}rx_Pl>8x=c?z=a_bhIKRnWt?)h z&l0QXOPZH{@sN?Lf!(T?X~{+Z3d!u^3>NIw$e^?ydPe^isx@-31%@Dua#2^NqX@?@ zcgZ+#EW@gV{PTCG3cIv@=$_oPT+XiR-3&639B{*V$RfXy$TPm{{cI7`UO*FUoT_(+ zQ^c%s3F9}n%hYQV7wP)x9MTE#8MHIhiou|!{$WZAeXaia&d9?(0tH+-t#^jE*cKr% z+G%T&W%P_*(0Gok--rGrdApr@NW#kl?Qf>XsZcBS$CewRF-WUY{#88%>eFi+hdmn? zRt#40<*id4IH}~DT)kwoUdBXL4ke($VsyeY;pMw}wMTBET>2%?4CqfEA7mp3hl_5o zp$p9*G&GbSO2WLY87n<`CBFT>7`c(ddXnF%v4^03bnbAF!OAARV^sson-0v0wrq`k z)*;K0?8UX4n)mX2xO6ge^AqLXgxZ4wCFcX|l!7a}{Y2@MX7iZCHm;KWzM{8QrNu}( zc@|OTnuKCEy>})fU-JSJ5A1c3X<8PKy+CnCET8=)~ zqs=7~+)BRQ)4N4JR$jCrZo62b;9ULhIMVEZfPm(fmX!>{A9o$-xw2)F3cR9;l&AT_IZ>FZ7%#2IgLG=^*pN+!JWA4yP9v`HpsU-IK6g9=` z#yYoY{Fo{7ZxYB}$@BR3 z+xO=JviU4{0|Thl?{;)_z*c1w0WTE!1Mc(spq&5=hP`+t5ICT?;hMulZ%`g|H|C82 z)(t769a#VkDn2hGw{eY^eG(BQ@SOo%mV96fuPohPw9~;yT23c4BNe z&o*cptUY}%N%E&i5~CXk3vpcsdmNTJp*wxX;ZsGKiKI! zJmyUR47tVfZ7)|L2-9ZWA^8(h6mQmN&6%Ul%+8aJ{l#VGdD1LAkLuV?F>ikAZSe8d z(g;BkKe(`SeKD2edJYt*?%fQYN}ohB5~ny;h!`BK?z$#kH`ml=H@9P7zC)uFBU79< zoRc)(Zkl&MXQY7j;$p_C#<;a)yC^DE9-X^Su?Gj_8t6EyCa?5J2@0I;rnXs{X8C)U z*S{%L&JuDS&N}JP{ZXRl(>n9s9Pzk>o#cK4-zksJ-4|D7r3u+ayofb9yyRBcAg?l~ zYgyNqXqx7@BV=g92ugG&^_r1{t0S>97kFwnD)QDi4|_Y8wWyL?8Ja(RiJV5VUB5_m zNnxSqbsnc3an*K|j<>aU#&Q^AIm(+!oaXYaz1qGrCnB!eH?cEC3KUD`VTDx>TB$S{ zbZ2Qv%sU$z;I%yI>ohPdmsrt}+}ycnjMyMflVDAb&gN!CP^p5+eFZC#zez>xz*X6< z#i=PvtVdj|p1Y&g)!(M(CK>*q0jKNSc19%6+ZDz6nVu{HN#G}0@eM879JP`ZvJ zVj5n*mf76%*D5J4KB&kH}Rr87AM)b1L)F+F~RNu zcIQR8QQoB)+z*5ANNxgMQ(Y#;n!N|L%yYzsuR9N2cls90D^YV}U5`(m10N0%O0M)^ z<+7vX&!@_Xu96!eQ8k*~)W^}rjjhV`z1tF6BW>&MDPXO65fmBd{ce&AFN$GZIeQBh zjJme1zBY4&K3E|G?`3l4!1OtOa>R4oj0RRjCbYaj-GfYArP%?ek-{Jr6`AKW5RH{K zEL(_293GkQVov}WggLtjddNOwW!Iay#9u&Y{c6%uDS8n3%kQK(Rpsv5@_o3343Zth`LFW28~Y^KRhN zI`=aKvn{U}z%+t6XSeNg){3;>ft74dX1jvy$YD%opNqBW`eTpQC6C9cOuJqSZKH?ROSIV)*@1--lpe+r#cejBJTrMYq)J!?(g_ah1 zBWymV+prKymXh=$)#Zrt95-%hNg>DP1J(wtEbfg@p7TWSFfu7W$mI7?I9!pk@Y^zF~ zbl;cVBqURo9q-EylBI=}lUsc5u4$Sq7Bo^6%G!)b7K|#g*Vy6f_+^I`WhT1aL!+ak zi`SE>-n9~Y(#R(TnQdQJZRc`(Hf0~0N94ivE*fP=JE1m}Xnh&|8qc8)d!&7OXMA75 z0TJjp*xkvam6MLpO58q!$Kis+KzQ+c=D3%!VFAoogUBVag(>-t}Q!8o}d4ZSfi}z#jAKP9wqymL1!Ne_b3@7{gi!0ndGbG!@0{db@KTP;Jw9TNr*za1XoZ+Lb`KT|`m#bg$ z*Yc-y$^H{@txAe9t(L;ve!uBK0B|7u0QJg+_%J1EyM?iFmSxzN9e@Yw++#$!6jd(W zj8LOKonNETU(PpAqVBFk-8!DkMw!8Qvc88~X%nqULm!25$s8wh3!9zkk5z~-vL8vt z=ig^81|&0gopI@_ZyVV|D3S4eo+U5^k$7g^t7aF%sM&4D_Ho}~1j#2b0=^f66_ zg=R$Nw$B6Q`+`e3at1X*T&t6pS2M)eGg3h~%g5At@zQh|R!M z6XY3}n>>CUjqUI2s|)5CH$qW-5YD1r+y7bOjK2M1t($lQB8k>frBWhs$m9>Ita(Ak z+DQJu)O{ib*`J`+jCL9yNlDEIm_k4Tc&tZuI?)h0nRg}+HZUgI8LuyVd(WE*LW}HZ ztl-KxuByaigtd`7k(`j8)F9@_&P%R*EpTDPN{9bOzDN)!d&a0X33XDKJeEa=;bNc+ zR4HLn>yg^qm1~_MGJCn;L2GO4@B`$pJ$kaA#@@VwF(gkiSO#-quz7es%`Yk6sBUr4 z&RE4GZ*vite4Rl{;aNXhy{jEC1)}@#%ey^7CBe+91fgY5nS0WMO*Q@ zlPFPBv9I|2U~^FSD8a%T#RSQ4M8x4lMVv6aQPzQV6nx3YRiJ3GBjHHWXjNw}bZG}z zJDQx|P$F$K@fa&6PVFtSU;}5VB!P0TtM24lHr1$J=v3k=1FeA zc(obn_fLLHmU-OXgMADzH0$_!_!Ji~Nb z$1}W7ru(K!oph(IO002(7viqEqg1=2f(cDe7Fm+_3(tu-9`&SnJ-KSvP7)kCK~y)n z1E8h`hQbX>rgmz%lC3X^tSbvku@_Ns#P{G(&0TunIB*Z0{)z$5pfO%|nGvJgn^-r( zi5mg-Ms5ILoZswy}P;&d~eZ2v+2*+e(5O7Twbu#B`vwt7};vov0C- zSWChajU#`|>a#FM8wTYa$jc&0c*dI)9OK+pN^F~tXd*Y9l>_Lus|Af5nIO~)Ay5Ke zJ2D&xa}YdaE<4Ja*m7>?23C-Hk<{tfnFXteo)J1th6Kz`2)pzl6wSl7;RQJUM@ZL1 z^d*3O{k@aw)&nR@9;~)yjxxxxAM;F@4BPaV&1?n0&-@VR=_B9DBElQ^05%}#IiRAV zqCHl#yb%w6^I?AS_OvgU)rhfs->~i;3cpo#x5$4mI)*7j2Hf8~w|R7w9JGMo8;Q!y zB(XhK1Qx&uv>w_MiXLY#EqAH<$^6ckr^tgg@Qjvb^n6xNd2RWTHT_p(@a-Zr;{?gd ziUtLegu%?kWxPman%MR_EB7S}w4hs$RCEFudD93Fm20`?_l{v_qV6w zeXdkzwm@8^2hl?yatEiS?SYi0-L|5l+6#nR@{gbn>re|BHo@A7P=;KX?6@9v(}Zkx z4KSRUWA4muS+nA!>g|2Mkz3*jge>SG;^pLGef-LHDF225O&9uHPyh#d$mUGq+0j^c zq|GEkobS|iB|u{}d21RSYl2*=9#i)Wt=%xd@|aA2mJA3U zjGr}ag$3O@Ec~R~tQjtS@<$rihJ<%KmgnM!h4J-Xnms@rBE_z<9>ggO7$Nt@vS?#j zh1CPKJj@-0Q zbsux<3%mT=+V?xLFeD%t3pA_1 zav{O^n@5|-==tJ|INR5hACJkzNmLEFC@dL+k(Q5yuHh{ z?vrIpKw1bgz1>!bHxR@CXN)I8*_S`ffqpwegd%M|XIMhUTF#GP?Avglodm`{ToRY^ zfEP}Hdq|3N^5Vy(5;&kWPOc&Mm8TEDi6k9L?R}Nzc@alg`*C~Yf0mk&Ij%z%*Vu3n z({`ephZ*(#CbmppDaR#cb)JMsSgS7wjYYX80d!GgBn(6hYJz8tKOhaok!=n|yRhXo z`SUjOfMTsepfHR>EQm%NrD4!z)S?jY=7{CJ1C_fZ4)sa<1wx`y}L_ub=?0D!(`?e^e&q8rkNWtWO?n>4! z+N5NX{EP=Y@?A#0?G0n?WD<)l}+*= z2Veuan-N{CG|%3Od@VMJ#j$-okxX_^vVM6p5$B{QA=%CYVHwDK;_U_9%?HRv_2}}# zqbbdVj=H*B`(dXub9A_}QN~-*lTRPzG-M8w*djn{9T~K=PvR-vZfzuT?eV7h6ZApI zft5dfIkM5EXfS7;Jei@e+pxe%;+etYypx8%X?@I?e0t7qoG~U7$cgKWP3<)aSy^e< z8c~*HYaY%b@E<*4cmAcqa~ykpE*Tc7j<@S@Y8+xw{fN8>KZd;Pbu?vi;!6xxnwxjT zH#P(@hl6^HsZL@%!=Dt)0Ke3OuQNxejQ@onAa8y&bLza+(nxKGk=FT;{58u(zH#cVz6)$b*Htkcs0#5*R;?!b& zGU+E%+^;ia9}+x`$bA2dXkk)445*v z6FEh%q4R)Ye1D0irq)_ATzRLlK=26xpo%##4(Uar-EdoH>~spUIhopVTHjNl_BSj9 z#E56cDvLw&B%2wT;c>Mh#~)voW~h-7?gm})V$^< zf9xbK8<>Vkrhf9`-eyVi9`fU|#^}3VoAv88L3Uo&3;g5Jwtrq2ilK|;w>Hk`#RWWs>6_5o*2h+%Nn4Oo%6Ckz7~5GXV> zz^YutDUWE&5n{|c{eZkZ?e-+!l=|wG!*I{b<56pupS-Y(fEpm0VS1R8r6gX}=gR2C zdKa3%vrA5UFo8Z-`!VaYu0IIwzagbZHx9xM!dzw`%DtWhqVjG%x8IX<=ta+Ga`v&M z{f1?L?q*+1HBC9rrd^v0c&y2~LX3XW(;H!nMBA%0GZajybI0XBAB#xS?$j$Z;+2-J zA7IS$ZMS^I?YD@O60A@e(fHa`mC|X@7;}(w+}C)?x!7jgRj##eDRCDygKcJna3S7M}Xoo$#I{A_!2L#DYVscVo? zFMOVtw5&ZQKXGlbzSg-=vA2$PRmWZz%fq@$%k-AuN+~-5u@5(Vce;xPmx6g7v9IEXp zAEo#9Sca*G9m-^iDEGDjudtilK`YZ%@ES3;8P=mdEw3s$Lk*rS>;Akj$xB+N)xucd zn0)82AJdJjlojIgxptZzBp*BO$5sDVZvE%tjpaMgsKoY}a)2+g)BdVX0)clR{2r^I zjcYCwJo%89aIggH??k>I-yT~5oz&R>dnG5k{uADrM3=TrkFUe~`-wj~fGK*QV6?H| zfKU#g7k`|Z_TwpoBt1udZ=TL+_~wZPR)WhKrSI3$BX!3^HMd2;aYGzNT3h~waYhRl zA7B!LqbZ0io&^Wj+B)-+h(btq&-jE~NdBZ&L-`K7t zFN|R2`{Wlkj)X~t26^rB`Tr}gHMm)6aqiCE?3GC0S)5n>1NDZRP^*0&C)2$w&uKd; zd6*|N^fjqoz%&zpn9R^L5|glg9OYvYT>gzzus@Lj?1WXSWjfJd+EcTfwgXT=To2$u z@fj;G$N^(2dD235GV=2%Ii^p1wSZ2_&dtYOeww!Y74Mz$8LblY|n^;^Exs=B;=Jdal7_yMxSRSN9j?Osg%}r8<8{i_n z7F^uWqY_q#OD-{X7?2rM@C5#+87J$8AZ+ZLy}BRy{%tdGgN-WCB_eB~6RPFBU8Q`m zMsoY3?hvZ<`T<6rp6qe8qo@CkuIx&8=@PDBDKkeDviOHmTuQtVT zu>ZK3OY`jBjK43F(P%S&^BJdstw4le z^1S!;IObvtV`7X;o`wvSAMut@ilwWz)Y9z+byi#@368A1At&VNN^1bnb^U=zJX5>zH$Ko<<=`sR5*{CqDX~8b`Cr*=TFEy z0}co!i(&=YY|i?z2vIeG`X{nGkN;8RFxrbX3td8E9grE$mj$dpjDNT^ekpK2^~c6? zZ9DrvQ7ne#p9p?(g8VZM|BS=m&VkonGwznWJmD#lw^M`&S;)4=!U2&t2M(mLWJ=G( zlQ)t~4`AS1lww-k4WBkSqM#REey?|c0Fk9j7SLeHlyRP_#4`Y>2B4Q6p_}$N^#$|P zLkPht6=r~Z7I@AgLdcc&p>~eM*y!kfZ?@pu)kLlWz}JrmPQc~ceRhN{+J6w)pKbkS z9iRMQg+`Q+X1~2y+e7%1uGv3!O*RkSU=4|(zsUqA<;m{&7EX*r#Pay6>(B#9l}M6{ zDcl|ZE47({FQI@~u4QqUpc^aAKCMx5lK|Ct?qkWm|5LS?XY3z7=LAWRGef59(oQgD zEI7W;2J)&EJ+e8aZF&-{J~x-T8Z+LQH9+(F2};2{hy$VaUL!R{lz_X6iY zTz{H7I&#qlhLz1(6ezN?IYamuDgp}ks)MrYlc7wn4*+n%h%GE&mt3Uu@l&36UcBIh zvp+7^@kc$vQ`pr31_6CU1vLC2x`yiXF zIoml3w-E`V4>bez+6W0i7Q_@Y;x#a+F5iBn|9X&|lHCj@UA_op^`ZYekz~`Y)?p1c z(U4ePec+e5M|ckjm|vL_`V+EGrO9e}j`AO6692wj9_C$*01tGu!Sow|bRiHciRKCQ zy=sgFt6h70_= zv_@^*N)-P{52wvzw2zutX=mNfrJ`hk-dv%Ajg;oavD+Qz zO-Yu?8qd1Fb%P$jxt|R?k^@%^X!>32rkPH^@*O(-j{xBKlzl2hV0v3HVFL?zhUn;7 z`brd3$DF2w5Sfr{M?yBoADQ9A;$#_TR$|y*CAL3huST$K)z+Z(?!M)HzWjN{oH-~h zJE;^b)2s1@F5h|Uh__`}K*`sEW=qY?V=LT5&sijIOt{e26jQWd-MOBfr$TLIX z4h&a}ru&`NZ!2|6e|E|zVjWv zPPP4dX-3aeA;+-hZg8aA>zsX~$}(QsR_Htu+L~PwQQ@1wJk_UhZcegH^y`R$z6t6L zNz|^0#2k;dY!P!a%P=iCNqw4EEdOn5OA)1DgVh{*%aD>PRqQR&X;pcTRSKr>#>FdI zKdI8@3OTpM97(M3ZL_ra*0>OLey3S4 z@WS~x7h(_(Uc!z+k$yMNp+N+kj+Vv=V%L&-w{f!Yi(~tLnN1Sv4+Zsn*H@bDqjk!H zd^Cd!e4bquxtHDFjaSmr|6>{nTxmu)$q`+2^AukFK#U+*{JmGelzHZU(Mc4TV99l>ntD{u}=^F2#T18VJJfg z1gPa-LtIN-k>Ea_gV`KpMk92Tsbi}q(boR8w0in~VF5!JZ6Xkd(vWd^|Buz+5?WZm zR`55OL?Yw=Veieux$L*L@h>8wGG-{VB25$}37NUe)MO}Q8In+B$W(^R(r_nNurV_rU zMn&b^>1cuX?>fzIH+-cNi&W|JkZFZra{NnSS99<%y0fddJ9@40_%d<`U5n9^Bkvom z9VJUvb19fR+*>=mQ2(OYALgc$Gk0FSx!J&X(*(#(g=PZeYAhGvrd|I>Js)$2e0xu!XIN^ip=9lKlCuRk_jM<$Kk zj<{XCu?{VSM8`^T?^7Q&&+}Z9Kif1MmtfU*ZsRM5akun$`EfGMKYI;}>(j)xM717& z&>|MOG5>!3Cu;w80&=Q+rHmU7EV(UO6zI zS2W(4Vm5zU;gHF7#opt^E7Ok`FPU7HIr#6!=F4s?SC(vib5Qr(*L&wDNK0dbM*Hu+ zcj@E{0eb&)<}fi9`T4~4ucngP|6_w-SCd2bbM#Xa#$W6SntLvyviOLXS`t>`h@Nrfefmzg#5HWjor8tRp+7p?*Gc>bC>YHC0YL0N_Kth2rNMrO=CVGTc`|$0)oF4cHL`IUaMEvi#OJWOI`~wTL~<3ofkCcy zc&@v(RVaOm9qkC8`Yz>%JTeB`wi$48^6-pI&R@r|f-d;;v(=*}HGKsyhMy#iw;WTl zyg>~+wJD}-c!KO*C-1`WTTB`c5Z>y*QyqBQpHTZWGih&H*a zXhPtTca^}z%aq}FTThI%VLFE<$O6kFM;19bIZ?`Bj%MM%{Ogep^!C5uAoA-&T2=&p z@EeEq7~32p(d3?E$JltwNat`{0QluF=rYzy=|K>t|~qLD62kWkfY@cWY^- z;OmSorIf7h3enfS=MttrnLSsYZT{R@`bqU|wqS>sk<;uePM$pjNg1cB%X9o@eTVPEjlq0H-c7~BL+<9D%$qGOIhLwePsWEQpvMu@*G}c;N-tSsa^P{} zud68BMW?o()7k*!C;q}UY`>Bw2>0-*0@^aer^mM*v!<{>m z^d&HmKPk5uLx+PDM-yvAf4_lMa#rZ?d${l#w~*}NM%HLSr7A%EH_f;&1KrmXJ1{(@ z&g&a)=WC@~yCmP0_$-BMccYQnuSb-1u>Id&=}oq|AeIrTU}s_7t5It8O0xVg0j|DL0?~AEp6>>Sjd!PS-}u{`SP6z zz27lZQRubo?_kT5pmJ6$)Q$1?m-^eELKLK@nKu6IFMhvDNYVcz(fr=|^PH8Hl{rzC ztjW*fE?o+RwbK%PyFHG22@006T1ub_PnMM_V>t-}<;>;F;ZS-u=%xuKf7$6jvMPI0 zwl$o4osp&#PuvC8!6eqN-W*(9L6}pqd-~X(JxeNNCPeGvv{Q{2v(8cBW*R$mS=u{Tt~d+dyh{Cjr$`p1v8urtI8j5_0@MGO?|H7Kj7pu4zszg4`hJNCziw^y82 zP2bf4;+*1-?W0!UTG10Vztgo~`BO!DyVAh|bMsQ)NPz0{mKFg#Wek+mYuC!FtLKwN zVDY+nc6$_Uv1394#;H(j5T#Jg>nz{s)WV{Dwvpi#oq^5n^j(eE$E>h*EB35zpm>(P z0#V&kG%quXUP$W9 z7kwH}aoeGg=yb!O!|AzLT?WH)wsu+jIyD_Vy^CVnXECw!b@PVx>&3*y#rNb6siYdC zdwMnA{g1P$n{Vl)o&ECltMQ|{%_mNrSh;D_-m_xQH($_6d;P%0S|fc(^}LUy_FePk zp*7PzU0q^nsi|7{tzMX3(hyd2!qT{9R{7nzZ~saItEXF+YuCkpe;6?T?B&Z#Zy9+B z*JWS~MIFAe82&+a^JZfVe&(Y7!+2Foi`mnsPtS^JAFKcJ<#0MW-7>7YgR~r0#Mmqk zoG&uGPUN{{lb1^1_eEcK&Wxmsh2Aq)?-mmawYeasXv>urz;;kqJ2^}H?3hBUenaIa za)uU$e)Ct;zl}9HPA+4EAO5(pOOhdUNHf(K_OTGGQgU#NMm~m!z$;c4jgQifmPeE3 z=w+K}SFKt_ev*2V>Brt>GX*8TytGS_%RMhK&3OE>?3y(TF*~Qe$t>M)`L`ppYw9vE zp&MI4Zr6`MuIj+BF&6gjXsu6|@rs>jW;baTRPdm1aBxuHU-q2V9rkj%m+l#%QzmHcdhe#5+e&yplO*W`Ej*v&QPd5UAJMj4u~ zr7g?nQ9SduMudk~Kr3ng__1nZd{n3mtVsK%k9KLXEZxYGpPvu#q6x@x{A*JX4IM*H z)b$OB)8(3*!$Lj_IEyf9 zKh?`rLxTZoO&DgVuHSy`gvb>qj2j8ZiL(Und`4_RZf~1_LBrng0e|a5y z2dl$wfP3z>lV4s(je!r$aTBF&p7FpZCHVNslZQ}T1EJiPJ$y*>@ZrN7hG|T_A@ZUV z8QJEg!2tnu7=%>yJOfd-9CIN;(b2T<5lXy7wd#7;`jt*BJQ3)xce&|)gf!=m=5iT%m0qb>guKf#EBmhc3 zE=^%R!^qCT(K;dL)av5VQMrJGNaYsVjbdW+aLTIvY3M8t9H^AL@@<*C>*vg9to5l7 z+B^gooV}BeH}pXUon${CHX}ern4Os@jrSb5fxZK9_=SapC|D3-6|e8E)|8#R>{g(Y zi;K$*^!51{nOdC=3Q9t5#a7uhod*ii4AU(RA7-IEe*Rn?XY1y!^ixb+l2W>Oz@JMp z#niJQZ2Rs>-iON)iGG?X%o=N|ZLUFlW8M58-43zschM!mQ7rvv-( zHGAT^bkBc}(sEEU7{M*e)fro^(=adO)x(hW*R|A4H1!(*RaYt&ygrMSUB{h@7n&VD zoI&&Ia{~gv0H(hr`%I2_V1;2Y3-2jxHS7Fbo1%qs2rYs}ny)V*H65DDFibxa7Z-+K zsCfD`?DD2KJXCxHaN-sbO#1QLiM@2Rv{wz&DP3G~sGc5vd3%SAgChV=6-&%0jNs^r z(wf|T-kOWjQ=hr&*|GRvIcj-`^w6BA3uJ? zst_q>k!iHt2;jCtfkHio@asI-rLCr+VTA_7G4x;jr|T$5#SY1?JN)JNBP5Q|zLp&* zh`O2;TCl><8)ZGVDc`87!SgtVYnWqOBf!Ehe}0F=RxIgyn6$s+#dnm(hxTqm=tHx5)E?W1n;nw-oUzw@4qd zwhq8X79n9_8r9Q_K3wB8DR5mmH9bv3!7kfJklCCEI@AG2;drLs$F*GK`9w{t-UXc? zgf9{S-|^oP$rMdaPL}cAlfH}k?c93zxPEQAfKWY#44sR&qIfR92B|M2BSSw;hie`K z!+P@RG8Zpsr*YfyTK35m;Eb615CB-^4C~#gGwP|v>fLb^D&!(T*o_~RgWHZSr8A5x zRgNCL{TgkM_0q0Sk{imD#P=t+LnzN1Hvra~skjY`@X z6%}Q8(O(%=NJ1dBF74R4Rt`qzfK%cDCU9W1U*uJqg6yI(SNrt6#1((bTHL z6xmd)8z*l{un3GZso2+;jto!-zsGXzv#CQvuIXrbeL0UfN!6$3i41lzXyvNxU6&11NkOgmt%2z3~@6vPp643Qa ztbx`@cddExBI{+}E7^@3t019~3kXk;B^H5r4EJzhc*rThGZ9(Y3x$1k^p(^wPa)?$ z(~*~#SMJzHmcx#Y0E2=tHp2r0+Y%LhgtXbcM!tl?m?Q$shmWHH5N}ld>eAZ%1=v9< zEVXeXR$0rEeag?CZGRRg%baO)&x&8~Iv%~8>=lonJyQb}fj#S$LNPNTccWtET$1bW zM?|o^EAr$(ey~2H<%hW^k*Ifs@dg;=;IERTeEj%Ea>K4(6{;U_)kz%|7FM7Jt9*_R zMWS_l2Ee5uZW&?JBrma_LrC`r=r76=z2ShTkTY?v$S$vMdl+!<{-sNok_gp=`VgtA zT2gW z!~RdQkS>0^yO?%4dgIRg`6t7=b?eTr+Pg?6jU7#J6}V~oh@tgtZb&Q4TbAtDvBLlo zDSE>Baa>spd6z`@hM+dEcl=8!4^`{sLcM2UDu2I1(?u1XdsoKDS{6##uuPq8@mDUx7V-&!|5iI+Bd_ zr=~UbESf()VYd_FDM!sGeuIV(g}zsQ?A=Dor*LaoJy}TRy&01zBr#`E#dP(|18#nI3%ZW=#v4YXU7GBO?2`{&A?>3XgxdH%`!f5 zxmyZx7xguqQroGqCN5$@51)LV?bp4jvdCDwc+4E??jaa{)mb@1@f~`&uXWRW-BDR ztL+yZEYidOv%WAolP1*ix1*kT!{KQ~v;3)o6^fyE6=lQ<=-3}({j|j##~Ep=9=>Av z@}OJI>C@Pk@W5+W68ptzP=IBc_6`oNJc)Ta?KuB-udXdbhO)3q_S}E4)OVU^`GyQ! zqa++0+@^>hhy*Q;{-{Hp@6CplPi7!}Kl07Ghix3^J~seRgipUq*m|NzI&=nA(zby4 zi-Ys>HtpNL-&oT!EYGbH5Bvaj6k=2K)tARsWgo0n!WuDabl6khU@jHx6aYjEf3amM zlTE$px(NTRqS1Bq1B$nPox)kQ{W}F(>e*h)en8pAIUjPuOYkr#wnevY@}zf=�SXkjhDnVdRmDoGC_lcJFHm zGECp)^oNd4Ioh4Vd_Lqa3%P5qPHt~Q12<}rKyaIqd$Tg`#ddbrUlDn3avpz49;AI) zqBBogTW6Kt`x?FQxaPA(0l?o-i$fP(= z4A}!&*nMrt$&muiLjCp+RG@{YxIRSW>&}>{-PBTcO_J zQnD>Xc@(|ndKnpxjegsY74P)e&aq{e0)*}>A>Z8=lqJIzNh zeC+l-6zj+PS~6vAj~-p`J3H+j{KQr7uCe;KS{!3-PjF-O~W z?cxL&X9W@U#~**pqo>b}y3QezH3xz`Z#bM4tbMUXB!f-8`MN((^&!Q%;{9hnCkHlit_12{8F|rmZ8OGDWJK^;lrz8HQ#cimMJ9-f}U8#gYwcJ12O$IDJHQ?)rr;0-ix$TXdgrQ-F{EINU1fu~Q;kK*4_g=?J; z0ud94uoiwJSR_^umq-NwjLA5KpBr;UsUJ#~<5#w_-=iEMo2)gt3y6`BRX`P+As;_`6$CG zPA0sk%K6RA6KF9Y&ne}GeiCg*M+b$napT4ZCq~!)WhXCM=gVckCuYepk>_zWsGc-5 zJpa%^<_1$sOObc$2?T^82N?$obk%zQqD^MVyi7r~AcZ=zELbh~uto1S(dTMp)ovNDyGiX`b|9-K!W%d_rk8v%n^5)Eosh?M7AMte?L&&y zvy~mWI=zgF_*yL&7xYpB`B9Vrrp@$f=YmCM&`I?}0^`BK@SPgalyRtM!E>dG!qMgX z#~r(F=%2)`e*EG^6}CUj4twIRFlePH;X^ySxQsV^8ZaE8DJwfkH-KSro#jEyJ*I_u zU;;?JzVrGbU_)VCh7U&c{_o!H1IBGPui5nI?WiF6gr7ct4naS!6)IV~*EiT;KMdIx zz|f8vDN-A-2w2Y+qrNr}#RxzXDk1}t!s(NA^E=RK>H#Q>*Ir(paaOFo23fMf`X0a^ z`7RIkGNR9@lePWpF9ISItG$>f19I=Rj)mj&LW#3%oKi&sU`{W0ZcA(vye49?Wv~k;36Xi{BQpz2C4St(%IXwE zNy7Rg$f%?nrm^zyJeE&*K}vf({UpvKz0d&$V(G6aFecsnMF*(oM|R7Wr2+y1L4T^? zaXTyK;+_$f69oq45$cWBiDfN{?Oh!mr(os3ia9->oAcH|zzf3^Ppkz`IrixVIn{PZ z!d+2wG|AoXQH&01wIk^g)i<@K!|@S0NHqRzL6QD@_LuV?cvIQoGJ#Hh^u<>KNgIJ6Puf=ymv6?iHAmv{``=}sMA zjGoM@L{g1{f}kYwZ@2V_CkH=th;RFTj#@6!dKyOQK-?I6$Ih=hp0y#aUk_L^_k()i zQw*U&mR}H4=u|SU;n0jH3QD7Xu9f-`Cfv+L_KxWCVK{_U=tvkxbl8G77J}~3)BJ#El}YWTChDe zVAcBdh7Qd*06b!~r6^-^qAXb77rK+=$+Tt9>_qQ62JIm|B%-IeC`n4#?CU{e*g2XO zd&vffO+Wxyo#}`Q)AEekEYU1LAGig6p1ja7u8xmVPG@Ew&O{hoC|n_TH8`OmTY<5- z;)I_i5t7ROQAvm2zjfQ9T%KZiT`rHdi#K~+T=JI&bf3~vvQWBo9YZcyy=IL8_D-li zstYeaa_~v-*EQ-t>O7Fth@hw|)IC*2p2qtd-T9d4q$X4+FCr-!<~A>Y&Av43uA&&k zhT@u)EZGj!oA-&|+4sa@h= zb*P`x%P;zR?)-T5O^j~!dcVCZ2_)eoFTV}0pY_j67?hWFKQ3fP)Cq|AIzMtWe%?-Ni0kk?1h0xKTimbik~Fxk%m4b;-o;1= zA<@yAm{kpdObWLeTQw8hb`1*RH=@E_Y&NHH3@+&^u(``55$cBTXMC=w%`C>fi{m7MO^6pwyi~8)Ne00+3SW z7_>Wp2EK>y-}6HuwBo-oHD6RCLK!+NG%#t8ehU`f_4Dxlgy=`QsfDEk1>I7lql}cZ zv&uiqPCb!gzqId*{M4uw0X4(pZE=mof0dexs0!^EHmcO#+Pg0DDr`?rYgfQ3j82eW+41n>`90(-|iLeDUah zd0)s4`g`w1G3A!8+M1BbaUHB6?h=Q^*|TSPuDxE!X0u!JLVth%%ZZlbXxW$GWEx(h z^TGGX^QTYiCQ=M6n{f}wErXUij%CgMs1TuG?JLfNTRc|LNB-UW_qBIy_0YGZTAz57 z&4u5kyKXtg4XHSsz=jSfq8a)_=LT)f0ve`dYVeOtM}_H=g;GBWUr!IC#oS_blY3ig zwuof0dA44s4+SWBS=z;6xrcxfs(8eloV9YX)8Duhzcr`eK(fSh3Q%{ZYC${BOAlQS zI{uaMoboRB_5(TteBOsRBJDHb8o?*agw#sNL=_cUJePrpcR3W`^XKgu)<%utd*SqdHtpPP9)C1M}q+MmcG96w-P$2qM& z)T(_U4>Y=b5|@a9j#8ODs~7m2J6|0F2tcAlO#SKL)H5@lE2Y_9AS6j2c_(*XayQfN zo4ZbihAt3L@{QnLXC@>e!Dwb?=6w8k6?nFnw-5eN@1iZe6}*qR@Az_3;<~*R*JeL_ z_;AjlHH%#u`q~Rc#hAR3HKnxE^G6r4ph3Ch{@{Em-TYi3-L`Yyz zFY|yy>Rnoa$Jj+|py)V|;MA&Y!D8F#`N5XcK35_v$dNRr(m;ikJVZ=gqBf?`Mx6GvWi{k_2D4 zaDirL_vybA_P;1-PS#!{u5_Y(s&qvZTvI5@MBVumuw&&S6kM1EbMBnW_~1e8f+u?U z7+5IcPZ?f%1~l#Y)y8LCo{sKC87<;8dC_k@)@D5dynfyKT+$t$8;^;hbgxnqQxIcn zEe3cflAxO@cW%5(@1$gk>`jVJBy%gSb48*CQE%YE#@6LTxmJmHC{*ZB=luSJp zf0}{va@F9wxY^*!H*dIb@6@3Hu)v#x%($n^di)qn6$~RIBf-pR;wZZ)mX?-CdKp!@ zO~^{FeJ%XBTi{T7I`_O#Gu4#1prfX#=}=T^52gfyz$5uM-GzdR%LpA{W3vMM?jli9 z(RZbOg6OVQLoqb)HsOG+{|=Q*7QZ3m(& z0$nX_a4iurzxP3(Iu(WLj3HmGMT5fPL6k1GZ77gy&^Yi zce(hlP^vCkC$Az#{h{F`VYuA7GWVXN^Y-ccMl!MI;DN@sZ|x69aMbwFX`<1h-1eSx?U0 z3R(f>t(-@{(E1GcXg#wZI$d@{$-uBZ#a!gMJkY>UZ^L3V zobxrKMhZ{#o8cwGFwj{Lax@Vd53BT)A-cf08YOLARfda6^}hW(c4&tHPOw9ajZd?9 zKjraEbRd1`-6+=XcTG2UuZov*p@rbf*L>&pZ6cL|ycFKFi5t8ZsS@#R7a~^vmrD7+ zE4(z|m(=9*3;}gP_HQ?uFZ2aUjZUZSZ+WzTWW?sYjuH%*1k+}I#h#2y6NNeePT^2< zR5f4azkI15nRx8ju>q`-vcz{McHPVRUiwC!7ytY-7?X!dISsFmo|Toz(PPK%-3Lwc zuF!q4a?6($D+c}Sx#zCv%YvXRowV|b(~H4TEo9-734ywdVhO!nmKaZJ(rkLy?j#0` zQz#&1WB&ZprtLt%J@-DdcqKox{b%9w2@%+QRE$_>P=O|a=!dXk6>GQ&l-jCQe{_DD zvK|IOL9`Wo9ry%*stxeB$9f^MJUHQZ?#h)&oSPKLntaWD@A3m)zurZG0h(p?>eW1{ zuh#tEUDO{E(^Ry_V9Ug4pZVtzh+%D*4yz8qj3r*n59Mem@|ZP{P0s!M!N_6k?Cd%A zuU72J+Q*Bt4^Jt$W(%PIHyOq|9h$Ev`Z8_Vvc==XiDN!*Y_NV@3Z)U;tH<0#SJrqHT?mUq-9|;)#<4frU77q_on^epig-7D@v8UBA8K#W6m3KB8#xj}jGW)!e}pY1Vgo zc<(X=5B-tWw`OOw?$G)hrmMNS%0Ps=rkDrx&YGrk!HR#!bzrF=P+ayI!X|g^l6>zB zf36jU)+(i&z7!tg*_DN-5U1a$e?+y&lPc2ZfIwu@3@f+u$7j3>elzj6^t{8>epaIe zEAmtRS&TA;yppBqAcjKi-j#0rBNM0nor4T7Kn?BO9n~2?_GWFRchLHNjO3;F~_@7;N?Z- z(q%pwKidb}fdyu7M7-+$6PLiV+7?VN>;#2y09^(3s;>A#Rr{>odE>8NzT9m&Kk^ZfcX1U?8Q!{~2~Tq{*aVkR`=>zvfCm`2!y^F=?{6jGKXNNonxU`!X;Ded>UL5f zkZ)osOe(D}`OiEy-Rd{9FGV4y5LM<9uZ|k-rAr;kWWL19yD>q@Al{Ty0Rj0YFY_Nf zu=}TBN+)&|rVL~|RW#?uojG&$-gA)tI7*Nztf1r*+Ui&@(srx-CrBnNu^OdnalvMqp8*-B_*+jE**p8K)Vx1I&0#jY-2mCuLp5qVa^~ zkDoVHuc+A1XKBKVEq67ZRlHK1-c$shj7mq<5?Ztk7_H0X;5DcTv#$az%(91S2BQ z!6>oLU}Tlhi(He}dsz=0IB*r^b%H?C8%|dZE6#uP4e(Ah^<(0=!$7|1aAOr>yYklIB6taIfBM4A+{;yR?!q4Bk z?=#VTJ?GAy0AS3$dpm=Jf-Euj=`pJB2eJ+@&(~hp6NGvD6VlxyFai3&4e<1U5uzCw z7|6MMR}D7VUJtLm*S7N#0TatH_q~5%I7g6nt!W}U<&tAChic&H6EAIy&6+P8(Va!MYs=CdwdF@|2!Q*wM)@1eJ$x-}2%W;R>)-qw=jiaZob1#MEpl%KD*S&pkvx zO@`vI?_`sz9u)AS>INU)CtDVyZS)=z-7VM$%V+qVOstAMp3j^pvIpAp(&cj>4Z<>qrEXLDLcv`#$S& zWUJJ)w7(fk7#SIr5l6j!d}89_m>?>+eraTbT1ySZ#4Rl2U_dGXh=%pjLs_U35z*%i zVs3~zW0*%uR85pZ6}S{oT2=Fpe#n964IlhewOb{yg0yp+a$s<9Im9xQR50-If?4qQ z_ooo+P5Q1w)1TlhCA^i+d5MQqgYs|YDLK*IW1nc)T|IUAJye17UkUyn%3fIX%tcY+ za|Yi71%(!+m)w>u-kW4>^eNY3hQ3x?3W?SyYq`S6mew zC~sQbuOx+&h;2CA;GSgT-e|v2bws zODM+oANlP(R=pyk;U^*8v;o~qV1@|Bw1feW(oya^wMLP0fuMrUzyg#y9pLeZgA3Im z{!26-&>6`nQDfI1WWw(~l}~;_DxR-Vi7_MV-VTc5aBa#)y9%Hk=)VG*wtJ-yI&q5p%WDq3< z1qGQS`xE~qYksVurx0QbZbkB4hQ2m)gDvR1$;ocdZ;-Wbvx3hACnzoz#3$n3-j!*> zwUAGy46XrK)zVS(+K~hv09ICUW(+P&^g#UId&&qBZTt8!n8>Br3ZRDhpHhxZGUUU6 z5L3eyBX5@XzNH_y4(K_I_>%u7(tduIzX1oiw#4T|<)cSQ0L=&q5&x4)N)|)JM8k-4 z%DkSn?Q1qR*vP)Dz zpRn@tFI>8GDWb#E|0;cvk{`_T`O^g}#@YX~TW{RM^rxXa=)7P4O13{?b;J>G@9ho8 zBZfuZ3wpSpArjri78o2xuYnHwZ!N{laG$sQ3D*#wT&{_9+0Ef0A^w8y_Zd%&jFpwuU0=V7@^V&Q-X~I*zJ*fV zMCL^vC&6e4!D0q#UmU8$8E~(}jDWv^o^+7kz*a4e>+$3P)V#^{4zJKk^5BHy#B~5= z5}iSC+w!aTdBhK+VnX~b!#85%;-VK66a*Q`fL>Hc;h(-`(ZiUG>Mals@lGIWMi!P` ziKgN^;ws-Xw5MLb-U-vIDk{|5SVGvGxb;LZoF?&G+@mbz-xG#477ja> z%>g2&koU4Q-p8ea+FgipzW>K1768@9*^Kkt*4z7+eAS5s%*@1Wc;>=|G?&6^%qmI- z6GsU2&cNVJzpOjO4nI}nsuSa+Mihx5_OUWBC5+&hG6$ zolKxPsZJ(RS(Qtn2TrC}2|61S3FA2E7WVe(EeYl=fAMCD-hCdwnFEb&b};DjZAp?%-k9I_YW7sM^@UF} z9}+zheu=Ly%Jmz>mdvSG`rKm$+5EM)!0FtM>TmfUlD#xQ$wT>5+xnd|Km508U%By? zvu9)Wqeq>&H|JFC$g}e(=#}7EUMHAfdqv4lkzvuY5Mb8W*jS;}t66|PP;2l%h+Sun zjvf?6Y6p4O@|)?+I@pWAjNs0TgF7wj(NcXOaAua{Scin z)bSx!CZdlc0-4GhYtTQ}XD;=f8Mmz;i2do!=-`O%ga3T=`=U&?dry24XSi{96-L+1 zR(?l^){kz2CE!VOe*$l1ZlM^f&h|E)?c3Gh_qRB7h$%>g1_>WI%@QFhcB3O-uZLRn zppvk#t-ZZH@lsLB8XI}Qiy(U8Y*fR1#CzR3;PkZ4-2vy4m1_lTiv4C4;i?GWlRZSN zo2Z7M5S3xWm(;N6fasvve8 zM};qYwa@AUn^Kg)F86x#HIsK3o3dBmAO$zn8YP z8>P7gZWI_<<+h{A&S$I@{imso9&!&9$GbQxtC963cir#@B%}Bv;~--FwVqFS_U3=@ zD2ifz-`?)MbDzR9lOM@UxkcPdK+&6#V)ybY4Qh#pQkRZE0xEkf;naN?^&pkMf@JFq z#+f+#QjNpIPg`H8XKV6k%qBSjYQ_(xI>R(?(K@ptVl0ojeEBbV0pY-@RRU(==?)@C zH5}ALm;_#I!sYpWJ8_Sf-MSm~vZ}&2Ei1HW9WiAcY%4oC24yk^bng!rAL{i-xC5jB zs2^bTT;=EI_w4ef#enuzXM|PT`ud^)ZYRN=(`4x9UN1r@*STeLrb@sik=m$MuxE{k$SGncIanIDUc78J1MSg!XD^Q$GbdA> zM#93v8KR%h!{!g>S5}9ef+T5io{$F@LWT>}?hI19zfb;p)0R)@YxaYG$fNg1(~X#? zn%Dlh7b{RUf2a|b>C{@1A$rC=l{AoCii@MAaObTCHBpI@vLB8!f^8_|4#eUU`BZHn@H#KBcCL4fVWX-kY@#hGO3x+S(7%xn7Hoeigw_?M7>|Fsdv! z%0dcv?y1Orv=8RmWSSMrLrkrBC7&!soR6rTC}lM@(T+TH9S2Jlad8QPK$N~GaLmO8 zuL^9$hJ<2XoTlm*Jk>#OaHoo74+^y+SH!hW1+pmM&$cKs(&z zDsv?)B7)jUg8l*p-zgqK)k1nMaP2+?pHdl$F-kwRB}Zo_ywJVR>goBFq(kbSuOFDH z*RvljOW{+ugbx{pLfY-yx071DtLp$ZLr}Xkp`p<{o`vTSjuayFgAO39ftP}u91n%e zT!5Ug8P)z;vz9YcOJT4Xi`@;md-dv!$JTGq>Ox6OyxDaLA^`vq+U-&Xs%!D;Q`kM% zlZa-}7a{_lnnVplZOH87l%g;3y3fhOh?uBIdPV`S-&!g9qrS(x2zZ5d;E5F=UN}7% zzR>D6eHHDK#PA6IrVK6TJ|`-`B_Lp1qj@ZL>xqrc{#{oHD%RE2#cGrFP{y9fN42ar z%Aueaz5-DG&B2qud*r{gmL|HW46dc6qpQ8TjSig=|88!MhtDx?gY6>d49@5RC0r>5 zV=`!9y&%Do*s#%WNnHC7r>>&3-B-Gn+QAyXBSC?;y}g}e^k>hX%L;TR4Y9w0bV`~@ z<>ci%P-sH#Al7CyCj?1$dfxH;ZiCgX+;B{rRAWFw1=Uvu60qm82auxMj-%q}WPOYw zFVsG**RtKjn@qnp99?YM`c&I`(lp#83j<^S#H{zkqIrjh$N4 zTMmOh2jZxB^X393GZdi7BT7(d5lrXx2196=T@Z5z&v+-U_81oV8EXp5b7JlcBJBb~ zl0&e>f=rB5AZ$J^$9#lgOa7Rm0Py5Q1g@&8%1B{V2|G#Lg(!_*ZyJEhfV7p8SKfd} z1=j+Zpl&ho9G-al_AOuQ{)B8$`5w~~vH@yp+)zJJ`BtNWWp{=V8yZ6En*{jzBatdL zXsNkA{4dBV)6N#!IR z5_Rz4!SvQv;+sz2rIMs?0i|dtU52;!?H%!`Wt+?88H7_~31yE2rtHHJ{lg@Si5Z(y zem~A_vz?M%=49jzNu%iTdqX&Ja$!g}rsewMOeX?XY(nE@8B%N{s25VoYiPtZEdA&g z_Qy9|`7p?1R`5`fK3-Jw!Wc>xZ*lP&NpaRg(V(HMdSvyUGK>FD4U zPL+BsYv0+vY!x*&%tPF@rHag?e-mh_;o8smpuKeQd}bpg{rNCntMEI^Qw1KAlkkwh}hhjn#$J{G~Iq^en$j;YD5b}o%eu}P!j|=i# zh)i!Yf|NB#5{f@8hZbY~?GYT^t+1U0jlX7Idb)avU(daS)KUQg zD-?QgW;Nt>N`G!tNK_PYcdMwVkRA@y9uL9#!28J~=PZPUa4*1MA!A|Ih%neB{Jlx^ zA18V{G2uf>pIt@Eg&5RuG_~)RAUfj@I@I3UR*gzDlcWT!TttHRT*sK( z4nGW1dQS$uP|jfH3^F(o3#2w}I*o>Ve5?nPx}%sYLx#4D!5hF_{60e>+*L#m%+(`w zfA?e6q{H+~6KW8Ap@_3=`#tb<6NC+32uhQ)=O3d}9k(SA`ALhs$n%?q={YAxkC6VK zsfWwq7a$!wSP8u;xZ7165&%Hyn!!kJy~JP)d;l+BGCTlPix094n(Y^09LPG?g&F!1 z56tFQS68DobrAyWoQ?WAI7%`}3rrX>u60VI%?S*Zl#T|YFq)=1$Cv%lg*KWJ7^C)* zfiJ(xEHrI@NXgPJAuu+4t+EJT%ZTYX8V`Bx+caDE{Jl z2{%fwpPw(XKXeNyB7_+_cvyomtP76$5aPx`v1L@^o&QCtc*tC5O~R4hMVx&*X^T9; zwYcZWtz+uDgUG#<%#Q)ZLIO4XO)v(QoT?KRqG z9~7z#gMt7k@A~%Ycu?p+p$~Bv{R8@3LY6|xA2iLb{GbgX76+FBgD!Y@d5MI8q(+WC z%8pRvpxaSnX7$UCkNE3)1uzto;bw4z{Alc0Ak-Ju z1%E&XFdDQE4fwlR`S_krU$&=!p=3aPJAm9mP(2Coq^L!$*a2ifGCvyEKH#BvzK<=i(h%MTJyP3xJw9~1H$r-hiHXsd;N+`z zK;w9vtV1w5409H0G1e;2#SL+T38a@nQhEKG+_!TZ=}0Dxn#Jp8OeureY7?pT7{^0H zf&c53S45uaS1^492Wp_gk-d+NUn#H}M;LY|XzlI5&O{EpSs?fcn`g1a!DIoo6wiAV zwI%U{6C9EiX|0|@_c8*hh};|yOK9rB@i*ah?3?2x_3xWfK!i*ks;j;pyr+7Zi46W%B^8`;UW~^zat_km}>rQ?8gGP9aG51 zN}pFXGU9>R+hq+0s<>{vlm*{3F&l$>ICK7dYDw64^z;Uq#jLhPw12#v_{;vx=)b1b@}YiMDee76|BX0+z;@D*`4#3}--%$jH~YxdT@#xC zGx8K)yb@7FBPb?XKNR$vIteAtd#F~EoNu)9l0qOWOX8Eyo-{+_FP{conLl`g2vnvD zRZ@&CwvplCJN+c(moKMB=Ba`=5Bl#(PytsVO(BBRlcw8$%gpUqQzOsksR_Ck@uLc? zR{v1<&V6X$CZay3Fanj*0#rfGl>}o(#z=Yi0i|LXrtvv98I{LMb3LI0?=~4Uq@pol zyrbA}Wyq+pdS4u6W=pJhQ4LHws8*@Tp9*wT{v~^(c?Ls$lrdB)$L2X-rfCLSc~i4a z^C=GrXD}7$%B81}u|>F8Ok30kj+-84Q&(4ShkG44GXQWAn(=e_vn~Dd4l~jw%Zip| z6V4I_F=uqVlEDz*9HCYcY6bIdD6qlLO=CD&q{IW0naT8uS77Z(f39?UuT3tH;3F`F zsMSy65{lwG!$9)+)%C^b+a18>@MyQn(e-GhA$=*zErL&5M)>XlS)xCy5c4fyJf+94 zX(IQ)D@;%WQU)G&KEg-zhA<3_4Os6=HwaqY>iY-t&@i{50s;cG!Rm`y$?=L~|K`t=;yheMg zf`apxM(K*vb#yU`wH1ZL3DvtpMWx&{(ZSKtF+_{O;Pt54r{3C>)7y^nsDPd%gd_WM z9lNbK@bX|z*8}1g)l9$|!d1xG@nK`z&THGZ9X-09bXl;#d=1rzRN25$3sArxe!G6| z!nTfR48r3K`Qh?Oj&41~-CXB(6&c5-UDo`|mM#s)73oBtIvC$SO?=Jh;ANnor)naz z2DmvxScF#%vPiB|t0L)?gb(BaW>8StV8Hy0a(a{bV!AG$;c{+s?~`nz8g^UvI3HJe zd>Z@!3XZ6W6^i-|yX5f4P&|QOeh>AbB|Z^q&KUZJ#+kwFy?=gpmCeTtB(!P6!jL>r z4mLgfcfQp{)*~__e1ayOg*G(L^=2PmK__fg4NeLfkO(pnBi@2|H`qw&TwD5RYYd#S zcMrYM!8nUQz=NU0fFI8!`ppf40EBe(`PLFklrXw6pj*P<&xLY}XZfpQaJ0$3(-TDQ zfO+8N0FP5RXf-Z%xYJy4`%tFZeW}3wtt1fiq)CkGI>^8ji69IiM429l3ejGnsyVl( zt<4|qBKXuI-$G?1o`2{w0glRpx+I69hQas~BkNMkMoPi2?<+2~hZq4=sgHpq1iV5~ z*sE0aYI3QH2Xz3_(duJB>eO8N1k?J$)PDN1DCAO;#)INgX|a-T!x}Bx|2lALc(ndI z8AO8GKDVBBD^3x-qgr`8ph^Ng8S&HQsv)k=e8>a0*SjxB>c7<}>K#R=(_ ztkWNT>izz_IzTR$ zgU`Ze#BW@{On+undlaT^)W0P!Ta6Qrgue$v2sKWnhscQ6j%-I}9Jub|Vynqv*o zA|s{fA`)#qTP*pwn5aezk(Ug&jk0zoZcwPlu&BRyz*v?V{X;EyFuFv87KnEBx;o{coL>hJ@BXbc92x*Mw*-8jGuk$iL zeRcOnxk{WeNUo=m+6W@VFoK5=%h|y2;7g28PC{6uLntOXO|P7ntXt16l%m#?BVWOv z5IvKW_=w;rErUVDPJ)gjN-$v)$si^8UNoWw)>PsV?xHq(csx@5^$2tH{f@6N*I0|3vvHxoMM*l%xuwxPFMj*>nCZa1YGR;xG`EM4PD8^B0K(p z8|`Vd=y|j_qvJkqWy{3;Dj*s<*hK4y-kC?n?#y`C)B1E!e7@{}Bhsl)%s^end>eF536?1Q>Yg=x-E0@s?CMBrjeYo#gyUqQ5}fFy&N zK!tv0rj6+Ilfm2&^!!WQRf}1*WlN#TUkXrwVFZZTCi1?g>E5l0u21dlNhPvFN(0Al zeMa|IXI`tXDl!JDxk3a|`{_lt2M)A>lp{4w%B~56e)l{?qQ(NZRrOi>!|@}+;^L<* z*T3)dsmFb^hK-EEG|Rs>1s&^h8MCT8MH_tq7Dt@(w84qJ~SjJfvKM`Dtc zU46!-sv1D~a^fT)sG-0$)Id^2%isq`T;@La)GD<9z*2w9WKT8spY#6l;BFCO!-!!c z2l&2tiJ1!t(b?@3aeWZw93IuoY8bHQP{4XA^qd0X9V))@^bKf_yJUCoZeuoe(FK&1|q4KA| zSZP8=eCztGIw*kIHxFAsoC0NjiqITD4lIVsS2`C_rflj$U zBu|KQD+QgdV7QN`M{~BC66vc&rHV_V;ZO(%6Bq*KHTqpQG1Q2JC47-cWQ9WtBQ?z# z18o?xB6s`?5AfJL_##YAP0^`JhuEKy(*2BdDC6#Censjc@RJO!VMrg+{2M$NxLdX| zBjW|)!UL03K`=uY0`sydAtvS|x1m*-$cHgvclxPrAhw+}asKW>DExJb9Y6%-ZeHBp_3YX+i7x{MRGHM60 zL2fTGZd5E*g3!7cTJ1yR6oVucdP>`om=YLU@u4c7KVJx0h=xKMkx0ORyXj@FwPw|V z)*4`KqK$R{Z(=O&>w?`wq{M=Nvq9&&An3a)Xi6|SWF=f|px2%GdYrl9ulPBl{vmQm z+lLRkKlk-Rg3Ol;A{s$wX8@?In@ZAgXV22&W*%<7zYu4|h73_fpRY6<6iXGjq)_kQ z75Mbwej{P4aH0A!xWyWc*!Y5mN>$CnQy5nRml=>Qv72|kYr=3r(zM*WQ}L(`^fI_E zEkJvb2m*!Vjh{r9BfmEq`O(8$1@8=^Sp@&Mm|izr3 z-*rzwPggfsOq+~U3UHl>@mr2ZESrsoCj@Xv6v8hAlg@89pCjsuqJ0;Gn_o8iq5&6$ zIVWrYIDtgagRmZie70ob0m2dyNbpec%3Yedi-u1!u;}#Z`H(>G34H3l->BTOG#V)_ zvhU3f%mD+jHRs(sLM}Wkq+Y$pFu8ybU3?NTGYc_J9nIGPFua0Wq^FRUT0%k+b0Oj~ zYTPKTI~ap32uKFNO{~Cp7u=FYjkdu^L%mCIiUYd8irgG@T;*EIs zC{4%$)E)5q=%};m3NI5%FT=;b#Y!0bBorr^8%TDV(|0e zhi!v;wLVAlld}=s#c|mMJ!e=2iK=V+_DAkbefadzBP8%?U)I%Zy`eHpo%ok{mGTc` zqKYo@sGZ}C6)OH$h^;jk1}estUydnxt9FWWCg3dN{VN%2aexN!%~Kq|i4(Bpg&s>^u;Y+rX2wB-avHrNFKrl8p@13pH!naNC|ec1SM@k_R__cx+;AnOgwJEx}A- zL|DEp+JXyk@`T34TeSrY6tx3gWMyUUEnVIq8++QX@!n&4XbLK3|QHT z#!jWxDcvdje6gHLd|$J5k+R{@3=)uBj4l2TSW9vEwGtP?BT}L8X)(|XeXj_DslsGr ziW|a4$RZg>B5UC$i<#CPgTV=HCxOl|PmrolNM7hkw?so?fg!btL>ylCXd5tp`B0c^ zBVZS13mpm~$QlyAp+-)|J(|##jh%xluI4nsGiS{T$-BT5G#i~Bp(wi# zQa^}Cj53uJkmY0<1>Kv%&d%;c`e6ui;0RNRq9ldrhu=LsY69uBw!)srd-J z)JscCd-+KH76goB8My!z!mDZG>xTco5r?GrLv;vfNz`Xw(k9L5KIW(sBVgb)Y*<}S zoLG41K&F4Ruz?6>n7O(`XjD8GC=K}v$3_a-L^ZY6SwM}~ZJ0APmSMcWWa1sPWlQR+?AO$2 zuUpBQR|15JhMk9jQUNOxdOj^8~xpC3Pd%xe_2 z>>>UKvV{rii_D)G!)_9`I*qYtByz^D!lk9jU>AL+lBoxDC+ap7-K(&d0fKnnQz_jD zRB52J2;uSF@cIWz>v><Nu4CY?BOqV6`s%m1kB7SBHLpX$0SsvEzZ zJ8SaZfqs@vRDHb%w3f8v#Z2>9`c;C71R{J~*TG-+Uuuw%_x<|_)K}f%M2Sk8dS8Yo zvMGlt!AlxaTPDPCJ*>&pa(c-XLo!{a{cC9f5o>2}yT%`yxck~vWTs$gP=pec{I8y~ zXId$Va2;{4a0>AF!t+cmKX>NL`0@cgdydbZ+v2QU`WSeB{tv%{eVNh(i48Nvrx2pm z8J|NA&_?dl*|WZ+w9I?!)*X!h?&@vN1W7W5)9p`5aO7t)09`L1+v%e3y?N(OAov=H zP&*Uu+IB*4myAo!(giQbjJdciFc4$$H@RP^voAh91uz!K+(^i&@BzKpxI!d>aCH}7 z0OMMUsjdGl7(yu zaqrSkwZthI2H<}XQVtE9AeNYnRUXBx?g^bR?J1Rv2<^l_txf=w&NG-+wV--ghvJ{# zXGcK5_;(JGf0au4*Ez7lV^#>SNRRRjXDV#ME10JlS=Wbbm7+&<3MtsgdXdR9-oMO6CZ>z-j=` z;ZFdw3IT;qB$0dq4cynv{I{32HoKye|I;0d_r*0DTsc2!$Wo&}hSmQrWi9}(Sk_b$ zxBlLgq6b0^#6R!x>CoZ^4sb2vA!f*$s)8dkDO?M6s;)k8&s4cIr60T4?)3MW4$9Q3 zM-TCC1@@*Pt)dVG+&@Y$xX{n>PZf^??#j&Bvz6c7(Q#Sf{Kspg=*WMkF0yoL2pWPj zJ|WAgf?PgiLv-lP+7j?P#wC@C&X`2I2NWlHIcXi&6r@d}bxf3z@uw%fB@4&oJ;8_$ zXloPjO`@7TE0&Io-t+xo66>{Q9@Hu33r!QAGzc2_ii(03t0v41!ON&ughV0zD@7_b z!L_*uoDX;LV77C!|L(gYdJ>)$4zy`cbxaII*@Te^@`lT zD4ju9U2*!aMHo?REiA{v;c&`dAVL(AGIa&d;=ne<`-Y}Z1}`G9 zCnCvIi?W$Js~j6p^`awExWehFSy^|PF^JfnRO~`D=BYs(g zy&@kUQ>f|KM>J<>FHT5;Gz%;5)~(tgl(V%)zZHW;&;~qAnAA`FK6~6CBCXgh;u1Ez zve0?xSF?4Pk8j?iH!t-?ly*g$pwXleP;G3Q>#@gj{1cWy$WrWx7J-pBx7| zqtNoXjxe1tft)9B4n+Io?c@r_9anZEBgp~m+KXzNvzii2}W#VxM!RdB? zuc5-m18NmGL~yPOe_mTkAK5TU+Lo@9{vOltZ2Ct`O+iJfVoJy_|Dz!G#jQ ziH{$4Jhj@ZwY5u1@BdbQ=hfgH7?`>3sWOVS5004E06K*)%^o4%3K)h-9>Gu*rchRK zjavPdVu?->d$Gfa%#DSUlPDrUF(+p4EN$OnYZ_J2Ou~d!X49x{MQbP2BK*Nf_N9=; zO9)q?V92wi$J>lfg^fk&4)I=_`7;H$@z}9R#6p0cciIPTJ(x76zEWP%+6G(ew8~b% zLs|j5q2lCQt~F|qQl6unrmqLJl?_#to5DF#uE+>-koX{_F^%?>n>TCGr8I@e)L~ua zD5bnOhE6n?+o)%2pRac3|@1{82TurLN5n!n>U~(rbk$X*YB(;9 z3+aj)U&GXoOG+2VR3M%s6B{-r?pBm12h%G%b8|uQt@xtD1mxj^5+9^{C{`yNj*cDx5iN5{wc&<_4OeT{xCqYoWNOP9 z;WO8*^Iy~V)z6rbyB0L|DuTxz}hiSbVk@U`{x#bJ)=pobLP_;8FLBqJF4H!-jV zgwcZjm3h<%iUUM;b(#EnCrz`m5>AA>yE|m4Z%3+m*<7q_Uxm&wOtm1x)efDcV0Xxh%^h0j2n@V7^1Y1dbd zf0(D|uUwXK3TBU1z1+ohJd>Ta_?N#zkFP9whJEPXVo+FG=txc3v!y_{;7tY7eN4W! zUx~wKSg0)lEW{H;RH>BTVsjxh98u&zLq_ePw4Y)c2j3_uzV}%YlCbI-CKEJ*@^(Jk zI#zol0pEsDCbW5Zg8V`#I8CwdSVy}8x_q<$%K=Z%&TjzgNd-5Pc3%n#W@Cj05H;<3 z!J2IDB^jqKeH~SW?`)Nzv3wyZYy|rw-)Uoeif!WXyEY3JEO@@+V@k27Z@sGaqmdFv zT5gjtzi`>KHjP1-{08j*bAw-2pjC1op2|L}LZrBhjXoSH-v}`t?TM|{&{H&|&)>e4 z#3T9(u6M_;7qwlAhkZ7T>Cr+#z}Wx<8UzS}Yt6NQ_G2xLY}_^l{3OXvHfm+q9@yX> zv^4<%ITJ=O+o%S0KA6uF5eTAXGGqkwGXkn+QQ~ptiK?`rl)SB{s$FwVysqYh&= zYKQ#XtjpKme*N0vXSu=2l1M6@clSd#7k_ZZ&G_v8Heb_!);AbbN3^2jrRY*!rQ~=13ri>_npQxSDmBOTw>m)013+~wz@du2Fq$}e$Tpu zl16FdAggfReS76-UOxq(LS*-fRdzROe3_U}9fr4F3rfzupfF6Oh2ja|jwj15d;PC1 zxgI95$$0Hnuns|NW*@b5kLhXRFEy`ZH!5pcVn{J)ankBW|0hn+f;DkVNVTg*i1tqU zmgSrGC6N`g!%xEw!(m2y;6N=jELP4L-q&U11GxyZ8*5Z3k5137{ee~WRa~PEi{QSi z_IC=VJn~6gv*~}n?BNwQX4+APIJ4grcyFq{%=>GrPajiCDmNmCsVD^Ed)R)6c*X*K zzZ(EkvHIfomJ|5Wlk$5n&TP&JoR@WJpzuyx|Y{pyI!?4V^n+;p(Znuz_H z_3O8~{lu#V=tif9->Bf-C%0^DKXR>s$4`*Im8rd*e;9t0hP?)>2U#>yh^uv7&^B0%U+m#x#&$ZStJS?Cr(GOx3`(jK2-j~ z1lZlHpu<_P{i-2F-L4l{7JT_KuH1#yP2I+Pd*S!N#aUDTcGQ}pWhg3(W(?jS%Vw&! zy}y+fO!LEPip=7=HVQTXSs`UlV9c$JxBdM|UiIUCAx^ZvZx_*=V|BYCtPHdW<6T_* zobGV--&OE`{!#+4_@-40WM3C1OvI~~lrM|RrZ1m<=|Smb-;xvCpu8@XeT?)H}oF{VH1Si zGklPA!m6VV&wxWHJu$-_g+lljsNwKbxbxuNt*g z?1+>O>EG@|`-x3$dTbRyQ&#N z0Ehb#9 zH;N)XJ!Zq(VF8gLZe^)YiR|iuJ9bPuG-GK%1t%datHdMU#HAnDS4(uj;-adL7ZK%m zJdLnyZYx-BSiG%M>y|x`p0+g*m2&=X%LXk9Q-WNny;Z)tEY!9+q#Uxptj!~&HCH6Irk`Twm*-a#iZ2zrO-c!gBr8R*+}zCsfy=|@%^WvwkA80;P;YXcQm zn4);um#i#4=?FWeaL8Mfk<2BSuk4Cy=zp9Lr4)vJ9Te7k<;O>B%gUESGkWYY_A7b? zcIs>uw`o`)Ij8$`ior-^N2|n2p{)s$|_kVpPkKXAyuKvNAB+)cL zG&_1P3D;Y3bgz2EW~75M2z^X;L?XA7T|`1$mwha)PF-No ze>&<}Bk#R4f@z43{ESlZyR`CP-&Zj+;FB+9;E$-uB6cAT9DmOLn0s~`WmI$ZjAbs) z8VD?g2WMFq9YO@U>}MHOPgFaDLA_FYHyVBSl$rAXluRLw<+Dd;dKynkx%}zQtxb!r zxT-*c6+-_Pl%U!06{T$xLIL2M>=a|p`iE`Py~dX>FB|m!?Jd+FT$<+rtMdfo4Zy# zp!Pu zAb!c5z4>KrX_}zekO~dPjq^>kMcE~&I<%Mz#V2$Bjb>-PcyT?2TuUkwaf+vmC46im zCn~N-pK#(gIeRk)IAD3%{GF8`gW|_-(S=INp*Z%T)yW3_w{q6&43tdWAhTflw8)3C zl@=<$hCYbp(9eWDB107LdFd|;+V2F5==#Aer0?E+`$UpNWR36%>M5`?*vFwTO{^h5hItDx}i2n>N$d4!TiPxT8Xb6>V4L=wcBZFt6j!l!f`5Xk!xE zz3roe;hG!jchEl4)R9ZG=Py{G$6%l?<%Tk-U_g@{VmRYfX~_T-L2G3t))n$ZUEdLx zAx>_lPZh)iVV$+s+x6OSvtF#>>U(&5r|BO509?)1?(n*YYw#jAxQq?Qe1ld|Q2$ne zE)5H!p$Cj)URz1L^8wjo-XyUR-Px3EJR5HwLQTrhV7;ej>E*|LDez(B!~wZj&!6up z>mtanO_N`|hbzY7f8}Yr?BU zwBmjhV-jrB<)YBtryh8A8VAS@i}y_qS<}Px?px)+y2`7P0i!CAvaH;oZok9 zov?z;_IpNDmNYKQ&ZUj7T)l4)~SD6DSur#_Sc7C@~cD*MV!JLjBy) z;ty9DgL?EIPkkrM3~^B;aWiP}#026HW+Je8N5Oj#r!n!Q1J<0fRm?V-E7b9S|L}j7 z7;n>rdq~li^K@u*baedFr;`4M5(yLyr$4%724PHGAzmibrjdiF-bh%5?C?-g(A$b< zgyxJp;&oJT0=ABKcc6J9u28h(74|uBspGpd$%Eplp3^R$FFN=8V>g<6xM))u_#1I- zx?_ZGg+Ck+;t1s|Q0oZnp*J}XKM%>AbOh>Nbso|cm~$dVKMPHbKOj%8!-Ac~koB($ zy4RppR$<{ns-r>%bI#32jM$iXjutwM;rO5X(t&;=JPt3%BiJ9kU@Nq( zCLrvA*n8_#uU_4R59bfXfl9Lr`cx15QTs&bCMosACs6xHJg~cVXxnx;kJK{!uGCm4ipq!^xU$tTMNb%2a1pcIgaU3@=+$VIrD5K8K zQ)fvT>^fPbgI&q;Z&UKeQU!Q;cnqNlqf86y{T84i99U$;`xVKkzoCW7w)kG>Xm$=# zmRYS?Tk@2_i8Xgb1TqfiR}Kcur%3Rn{oo2hc#wr?>}tI5ad5(`w{JJ`z2%<5U$R)d zLq`p*l(0@2G^kaE2>1iXgGHZ-zte%-ax^Y8IU{k_6 z1)&e{mKbZuep1(%0{_jMYl9Kr?EAi?1Q=dcnjn_6fe(`NiKqfGdN3QO!IPGLc-WaA zmP;ij(+BjxA`%8|AX;wT^K@VN11@Da+DKW=0@EZ3zWBwG2~&nLcZ=f}i8qu?Cy!c2 zXe&uj5j9(vD|x}I5^QBCyjHpQC!jR%8M@I5mgP122zmX|x_{(tLOWh(aA*i~=U$g= zzcUj9_5#6b_JvJqJ;oesCL=^ZWO3*+bM5_SEx2-Bj95fV&o63Cm~^VX=NCiX^``F+ zA|Y*QaOr?R07WC(l+X4)lDqh_@GluW5?yVXQCK}Ye5RWe4>I8W%)6Z0ZY(_}W0 zkQBv%RSctvRA!8WS+~~$P5$`7o6hH&?8lTFN26MltlpoH2FEev6D?G`i}~;QNRR-G z@Hvp8jEi}Ng?D@@TdmP^VY04A5-twimgg5~$-*8IxERKv;K3 zMny+U)tQqdx+*}IE~c$po!aIib>oK&7(g=-feQ}>Njqjs2jTIHY8-Ou&g+RJQkGM z#YBU`X9GRkbCh1c~#TP_FWWqo^&zt9JatK`k#e{ zSuJ44QDwOZ`DF}E^&*B~Z2v?W=gf}?;+0_+I(O%U^TK$M)j8bTdFWHnFv*K4xb)hS zL=9@>4xVLKdUp`Z!pcjs%EgKedO#bL@A%U;U2BOJYJc(gQTiq$M|RA=6Y|eGc#(5i zLAs1f7|4!;wBwy5E?L0rVpD?S_pEK>3gHH&oSZg5sf`Tk19)7L{uWs+&nrtYKYuLp z9pbyQrqaT<-*Q!^BeE>a;lLH9dR@f9oaT@@!twOYxGe$#m8yq{)(Bvg`So4-v*!-k z23ko&S91TpW`TWFSMsYD2xPrEWHPNM{k4|;5!$J!sZ7&QFQKd165ThV&wHsq( zInqpj6I>RN?+bQb>xNIXq8t$i%T~mBAT*G~n zO-MI#BB6D6;)lD^60j+~5~X-y^BrUq47Or^es6ix`1eoGpK?sOX{$bA9M(VRHPnWD zTg5s*{9^(>uH97Ibj+AUz5|9db;ge$&y?|3%B9ogy`BvAZeFzZQ^snm39nxc{*vsf zayZQIVwFs*h}(_M$4$_g)&0(%={u$#p0{Yp@NUC;9&K3NJY|npkXz>OW>!NJ8a;^H z9KE4g=BYVq9<3JCbiY#PTS@$Z;OshHJ$i2Xwl}$?Ajdv$@A7XwReC0`d9!-|H+9fS z^sHT;*+zFAJh-J;dqPjjA7oj@6$#)WI+>k=*IrtbuBt9XJ{*?bv7(n>BlymXMFS!T z0kx9D(iVtOKN6*rC+L!*wVy$ zNz8={O&}F$E=cI(w>QGhCS9jW+x*cVcfZOy-z5H|Nz3SVMds$|)pUaw+oWGRX>#&W z?+Ck~Ba?>ZD0KFbNu{w^#ZmR%e|c42(2~MZ;@@vnh23XfQ2-JQIiB{Ca^gqf<#KOO z9y0sU-8cZ^#!8QYSfF$r+3bpPz4vh5F3tLFbhKF?;6koky^g3fyrCE2j>b z9-{jcbcgOs%vsP~xbt4G(uXkH!LemKj{`w*vw<$JuB*daf>Yjtgmij|-Zx&n(uY|n z3w$iW=4699r2%Pb4G&#TM&^fbE5PAlCoII5XV}I%-G9WEkqE<~Yi&0$Osf{%Zsln0 zaRynuyip%_x0so(v)B}S#@F(aAN9V`NdA3({)MXkZZcvLGtr+v3omEG%1_JKkxwQT z3mxQo_1RWH^*(ZM>I&qOKD4QsGkwK$!I~PM{RJL|H%7f>s3Sr|@rBoE*RHAl{GWK^ z$&6*nl--7EciMFAS`V~CW`DHP8z8jQj?f-Gf7@BTg*;+G^rZ8lzIpFs7db^B9T09K zYwOmaHSMiU9~^ttm` zl1YWpjyb5fGfNcqs=$D>`!<+W=|za1#Q#!%qY)X`I>Pxp~AJZ;s3=p)g( zGOWfa#TK(>De2_#t5j7bk59{)*KT~uH}j!GRcIZ=KTFMg@(4CV@W3_!D8HmFG}yAf zWne(SddB|jffoxTs8#MC9S&VM1zs#uOk@r691vhO5U9caY5tCF+peUgP4qbMf}&8n zM~|-&=@LP?uIo2wsHbFy+c~;U3uyAF&kb(o%F)Y`PMSPBsWxspuh)~6_i}*^$0lm| zHvAoA5BiFDrK6rZ>9F-NJ)$+NIQruqXIqcHjn~z??;%2STb?|y{ZQ=(Bgc#x!9)f& zGu7_={H9P%Y9HxwnHy<~otUh)<6Q4w`*U?zn_Z)pF72+}rj645V)A663gNRDw{W(a zev>Qu?=4MDz1rID5(S-rx22_PVzU_~2^*By77lRdd4JbKo{+euZ`;1TY1u*6%}v_r zR7102!{?-kamUjrgg0DW&3ZC;ug1Q&*9g>$S(``+L7dj@+oy#L{zZ0no7;trE)*^= ze%H(t%8V3H0L;GKb`{a8{KBn?hZZbc8?k*ZFHXPg{>Xe4=?4jSJ-(@IQds{D3RnZ1 zK#SoFUDgX-fC4fBdf6Asg^^k}LQ)s>Ci$YFsY-9ajB4bCjNjN7x0Hzl9)7ZekPz^o zk-?SN+z4IK-2&~rJaIk~YqGtcw|6T<26l+prqNC(Xj4SR`!oEsM*^w;fR&@`h1>b} z2`%`?ZJe`qcf}pk9o4SHPPAe*!iF^Dy%6*DW=D;Xo?E2{ zp_esJYSn-iv1#V&w_4mtquf;hg@V42Sx5Tc+DmsC!PG(|LQ=uoor+bZ@N9i<{~b1) zP|u6w3i$N(=P@upL}dgrrFMT;QgBu>tz|I7NTjL;0Mns9b9=~#mkcfwJ?YX|H*%^vj+ayEAFp?Q?AbFHcNzQ&%_PmRL?}aB#~d z{-X8D(O=_EdKw-=8@CV^ai0mOpw;fa5jWFU~5+MLC zL_jQK7Q_uz6ew%L89%mGt-_Su!_zZm;ae9ZZ-TmWRyEr9j0NFqrhgKz1Z;vv1R1_b z4>qc|ZQHhkI8cjXlN#FHYH3XclBttRBLDEf{e3e7TXjCWXh9Xvxy7pM9WFx6deh*P zS=aO;-ASv9Zh#5ac(l?{_;(ANPfc70k{U!k zBU~B~ByW&UH0^O$2Z~r1~+@>Q}7upz#9Xr2|G*I-vf&G0Zzkd5R z8(#tu8}PahI)H||h%o3)@`0^1YNp%n<$HN~QLPC9_GsFIy#t*Zuf@$8`7wrHU7p<> zrhU;?S%_@A-$z-l)LJRkim|6NFR*)roknemi-+UXjNM7oNc3zO%s_;2vp6nRhHy}2 z-YhICbE7}}Z=PJHa&5|ce>`;n$3&iu4T!2led;A4vja&mhuub!Ui0N@ja8o_)4O4+ zBz{1Us>NcS4~BH_3k|lcN2hGvmuhx=lu6++-poKsv3wuTV$0kI^LmLUh{8y&10~NP z=_0;!lm2|NwZzu||Q07yBG>V;|oUh<^Hn@3(8000e2>JF?ZiUUMb!^Nnr zP7_zs7-IMFIUWkHkTScqin{8dB zUiVqYv6U5$^&k(0D78IDS(e`flpR(6?Rdk>KZ}pAB;7qB&DSh!9)m&5 zr>To$L#Lhleb?s_M@qU+FeJ}Xq51!|*R$@gJq%ePlEn`wJMaPt(t>hor;&|rX`7E9 zAIZS)38`QKCVpM)n+M#ue!ZJxOh|~K6Mf6Ajor^Msc1HE`nYiiozbRt-kTUh;5_&V z`0zV7B<&nggRc|`3oQM6PTI(l1LdVgFIOBslrrxuZNL-4h#mb^B!BH#4stqlXZjOl z1*TIYm7H=Iec<_v;#Emc;b+hUfuOL*az-vv)EgExq z!tFFp+1+0d_@LrqO;T2ihJh1@<*1F*8AvJ)?&%{8nYa6$#<&?C7BZ&Ge)HmpSJ#HiPXbQWdP9 z4m&KqiygV~PM=XGA%Ui2mjSg4taJeyiy%BZX1GkwF>V*h{xjhKo|qDOf1&+!v{sN` zWalaM@v*Ziqu-VP%q{PR0g$97BtMXDcbhLw#tSfr1J{_t?w_6%6-I+sBVMVE+rMy&TvzJ!U zkmc=sJ(*aJ>>69``E<|InD9yAwD)c=Vh&eg9UAXi=lkY=`4UcNaSZFGt22MO;81U@ z_lP#se)MRX!mp?KW^P}TOZRZ!NJ!a}W;k!4T`}2tZ-uF;Dckajuh}xm+rDLZJAanj zN@>i*pfA9rNGC`MZTKi$wH^KUn>1?J@E{LMHK`dHk!xq-dwtDxm!jFT=FV;Q%uNh^ zM$|aF?6AdgaqMKFIdUdzDlvnMW~; za*8)(fF^s-pE=WD&hM*cOrPFDn2$p)Us*^BL*^IiHQQXoSzuau52r3}-KERjnayT% zh-LU6=l_g(t3nlhE%CH%rMzrurUYdUud2g2MayovV++i;DzM-e5* zoel4uUpxcvw_4nansw^}Ep!g?ne`jOj z@tWIESYNoJi1>mx!_-%A@m0wT#g_tjKwV__`zWPH=0Z|oNe3zj; z9$?*9L%zyiHDiPa1P9UQzk7V8_V zyJ&7oi}YTF{9|45b`IV5`q9i_>{&9c>5Ks+^`7ng5;?kloNHPo6Rm{bzkd6Mv4EIX zRJqXS!4#P948?#Vv3Wd6qTe4{yX-P#ADVmp4|fXM^VDjdrHGXb)3DnyriXk2raG7sauwv zu-Htb5SoUBMDnjF{%FZ(N(mW$vCTD^oDO>@3 zYUf22htp8qX7L2NTN%=U2dxv3h65%<1tu$9?F|DuP+rfPr6U#v7RNs>xW%qo zbz#YIla@FIJ3**5(Te|FOvQ9`bYO}KsNmc7bt%0-tiSbW z$l;)*(O=D`PydCZ1WJz>v4LvOH*0ZRFU@XQUVl-2r?O&u@o-{DB= zfnh(RS;vc?HNV4(37^&J%oEhtbYs3$lk|H69`P>MpE`A_{_rek=CW}pm8DxC0%n6Z zF{z59m|(Nr!f>~dpAn6&=Pu?nxa3p@@P26(f44GTxj1bw!*HiAU*AXP zGQRXc)9#MLdH~U-0>($`7ujyv)7#;sfNfJKY)O&&Ztw}08`xydaA zYa_*o`{C6h89YGK5(KH*`%$+nRdk9!E@&(MAOH+4oknx91rfB=Ro~@5BKRsS1yT9X z`!v~GkKUwJ;C!}POw5U5GPb*)=WHnks6a&LE@lG&Kd)ZDwkE#|jRtyw9!DDLo36xL z0e(`QVogjD->oD+|9@dkpP{B6g~>krVllU*!~dJB9u7q_nFXQk|098BMX z0eDtqkb$j`py(dq?CVt2!#>jjR;T**SD3U%Aw~Yy?bz}7l3TqhFqu;%wwJ=xpaxpe zl~6vpM0eHo9viwT3~I_x3arKaks2Sus!27b!I{DF3eK*OIAbk7d_A zh|bi$-bD+c9U^BNf#KAOmfC43L5K!&5W8)tuPDtbFKfwQPjyK7+q4G{#vje7e&$Ei3pAa*!l4S^AV1=kNC>vH=&GxGg&!X3ii0@2H>; zFS62M>uQ4_9kZMxCvVM<7n^9VdaPR5HYi6KX)cammZfvkX<}Pt@A!G!!`>=4oIpF8(J9A0q-MhbZjm`J3cH{ODa+d1xTvw;U@IDs% zuTSR0FhHyd-?R0BURo8aF~MaS#F=VsdbbOsbRii>y?p|NnVq0HV_VEdg}$bX5w zeIo!ldTiPCE_;+d$dVVO?H}WQcOcoNv$wKSnP4T$Zo#7~Q?KgNv|Pd(hGl-bfvX!f zZfsNGAilkSE%kw_6%AX1l6Hbnz2sC*|G&p`NfrM%DdGu43Re_T+Elng8Q^=$s6r+g zaFbP@Jyq?-F#?qv!rU>W?pzz>;7xkX^Zhb*H{GH@T)w`(u3{jE$9YUlbDWJ&EQt(# zHm_GxBHM>XyAypfW(*zjRWw%8(zk18aKb|3r)=Di{0zRz(;lgnG7FKMK#Gj6d6*w5 zYHRREn60rvYIF%^!T*B!V@6{TG~rF&|F_nOT9v0QG*0?&V}4iW`7)Kj;cCbUi(oo| zA6VXq&l{tE6Rl)zlt|*a8D_gPm0_z)-61m!1)fJo26f>Yr&!KtSoSV_BFbbDQcPZA zGjpTXLG5QswO>tH;9pBr!u8ielr`qgiW-xelB%Wj=IFrx30SE1^ncw6G>ZJum*eH? zG&Lz~f*$1R25Fs01Yu@jApYgtAo-kq{rt z*`&>}F(Z_ofRC%pzn%*4ffaFWL$wQ+7@qcqP_mF~>=~Az(4o zqQ(;55kxP{!#ui8jjnnHpg025ES04gIl7GlNRZ5bgtkDP_0DvpStCu&U{DyzEU9Lr za=18;qU?`n=6>K_roin93*I$>Ri~HAe>w>}TBLWUPv0NVvSC9VvmV+#HY)4J2C)*9 zf1_^v=Plsxm7qny>Lpb)gz9#5;_=3?)bBA)pcvwH+XA)A9_$r``x@OKTlo6uH}qH4{w)qrM2t%h(P~ExwWFjK{F_WVa_`;zuV23^ z#T&o|y1KeUrcdAhd9U$eV*o?D6gNkNgHxdJAY22G=Rg7&dqB$Kl{AI|Hg z+o6MBE5D-B4>QWED1-{2Dxa~7)rFZa4Bzy`V=k=CPGy2mGofr0H#l}H9CC7LJe(R+ z=;}PJeScRV!O6q4Pm}_ER##;BRIk_I)9MZwFR~GKsI~Q>%%vwRI^MR;2)ACJl1-eJ zt@6;Zy}5mp`v$ItA6b_SdGbr4ePzZ=x#VCNRFRx29#fRjw!(geRAy)Fs%%T4M2j*y z`?js}*o`@xJI$Wv(jCyGY3!y&E-r(5HTACMd3!FdgD{!=Qj*%<-2B3s@#=_NwP_Wz z(2>5^_4)5N;)EfKv>lU>cC7$!fz_+69O+v2r(Gm7V99#6YH zoAK*jN?L-6%7yc3PMr3(jH&C)?F|nWHX}wYqy6we% z-)+KSMsx0bgsYHtDP9vHgUK2y{$*2ct05IpsE={JB?v}5-RV-`d*Ev+jPVK56h}k& z+d_M1=m=@H2~3#8=c^cP4*K!DDvZ*JZWG=B?FrRiq9vsiO-f&mwh*txUG(8YiyV(R z=i#4W+A(_P#A>-Q-+p29O--mr!HZ)I^{Rj~Yyq-DrfyC=6jm2$vFe4wHQRRYu7!;m z`25Jdx6eYNaRZr>-6uJ^vkY);jH6kQz9cMo=QMot$=WH@wZh1gP4#ed1Z;-B9*|~kSp?kcDqB;o3G13SL^IoLZ}OcxjdC)XgJ*)gi=UlX1IEKkUwmbts1Gfi zGR49|T-4j(1S9%_vnrjh(B;D(*wKIE4S|Lzmc4X2=Evu*m>umwA50{j@tm=uZkH~J zPPwr)o@Z{F$I(eIn_P|C94`?pvDso{tqr5zEnZvFjP5to$68%@1aN5aWUxPePgWQ( z;A0KtmeBfUy&+n3GUf1oAFZ=krt+SqXKBR7C>yZ`H);r|G%T^!+Y2z-U|-@O zQ=9rGxX^QZv~UFIlq&OiVtjnnt}$P#@K{x$Q?LIfeXxVWj#j&hVzBxa!bYgi(EQuI zn${IWPGFlTTbL9o3YqVjC-m6m=2iuVt@;Zho5DNp)^{$*VRzrO0Fn{nt;Nl3)Wx0J9Zoy zF!v8j-;Tfl^l`Eme8h}8wDr1XJsyNXml6^EkiyH_{G_H9@C!LH!66~no|iIMYim4w z!s>r^d2ko#1O$^0nsxXAh`ZFokdS1FXsC~^Iu-i7)T4e^^9aa6M~@o28E!uhV>ssf z6FYOPNpa?C1&ak{Z;xV>%z5|u&xF68d#U7?u9toUW$x)J8v^~nnx=6r7GEl2?*#3j z+%D$QDL|OGu8d|@5QzIm`}XZ+BrHRK0fp}hcfOK!p^7Cqtgl}l#ACFB69)U&gTYgd z)>zih0wL>|>1jJQUpcyv*>rmj(#CH6?pt*QcV80W*b? zAYI?Te`i192<9_7V=V0p&$n|9 z|L0(a6tZa>nv*#bCql^pL6IcoDu8rW6!vYun&{IQj8;X#7>-A|fz5ohm2Jn&ag=2= z{3P*xX5Ts{nCc>-ZMHb3wS6ybMb^1WlGB_WJ$NxE$R%y=4xI3W8{}qkpZGo<-;m zzkH6))wAgq98#~f;yG2~4;o@f+$z#M^y_yuEv-@S1xu=$_G`*|2N<}vOJc&q>r<|( z&>ZRw)sw;&k&?_{g}l{#uuF5A8o@$ocJTb{2zErN)R2fFMwpO4XaQx*B6y5!7){L^ z)eg7@xL!Q{$L!blM4}-xTMXc@(692i7Oza%NY~ymxRYE!G}pOOmN{J9kcC zie2~a+c$4SJ-WT#901bZf)sHhSCXcZF#6hvGknunqpub9e9+DLOyC7i#SNII@#^!r zeRXw>iCvQb|B>Z(csZ=5LeNhDyVUMSy+{F@_-5i!=0WKnyu1+pffrJUX}g!qLC&_0 zRAdbkm;A4yz=iPzaZl{fSccPj;gAN5*m`oNBm{{i9G~w8&gvWV+!eBj3rjUO^e2lN zO`-V|r!88gh=%@QL@_qr z8Jp>zP(sR{uhvg{P*vM|S0~Q~zBNf~bX#JH=Y6TQ`iq~Rpf<01u|ZP^LBWO2=O`xl z5WqffX+{$0UAxl&@W+r)^Y{BSXCKV|@S(PX?)u=>ektc3x9uJp5+cPUQT7@$go3*R zi=8?;1g))U{jnfa8{lltD1*Zj#*K4jmH>KTOA@b`@)R!9O!&8q>I%Ernh|sp{Z--P zLhtdtSxvhYm~?1xium{oY)l6m;aIRBra0%gxlylOaFsJwey?}=(h8QrQVW?U1nEV& zl=aVC^9@H-Mo1z{mNiA(a^cTjdw=ZY>FA9fzs=FsP?74Q@^%LFrS=#(-&u(U>$Lp1 z`?LDO+p|o#pF*;!i0T&fFdOi$QM~&(X$41Jsvs`Rmi?Ncx+Y`BZ0}#iERYa0hPc|M zcvF3nd-H9zjv}EHovH8`_(CJKlC)vY+{4CqeKs;jLo+i!>0g+NDq&i7dC{FJhH#+q zGg<|bP`jXc2J$a4oTbD_8?YafX;@JvK@%oSBqwTPay--4R!okk4c!+I(B@iaUBhB6 z9rLFDC{@SbZ{jtr!HvNCe;2A|6B(agWpE~9o21GRt){UndC%fYo-m}W&}=h{Rek&V z=f+poz?h8GJgBN(QkJq;wZ@X%%%BL+VlG<(gT#X=^JLw*JRyvLM1>vVW0X9v0x+p5bpgg| z(v1CE(eMRdE>(py0>tU~}gB1lwa z0HQ8%T&eddxKHD@3GXo)b15sBv_2cc7~K1@q35*&){841o}VIz1L>TZKFXZU3=%{DF8WGZy*xs9l?#R61~?b5c$~F)+qE5tX6V?YqZjI!j5UCmp=HeE zl*EiZy+sH)QIEd?_B(y76-gSHs@HgzF)#>X3LZwCyPhj+Z_LkMv87p`UldF52A0vM zjB(DN7t02Gwc0?Udk>vjmeTUtK6rb|;77FDY~J+iduYB`P|CVFN*viJN)ILb#1_Zo zZA?u$T8n78fjU__M~VwLi?V&1Q$Blb$L4U1gqp5c@ieMguzA>p@ztfum-*w@Ysy5Z zylP`RR9>~NQuR-)?l8nW{C@;;QNWSaQo^l=Nvj6Qh7pN40#mgj(Rm5`){uS+(?B8>THtKVe{pUpx@>M#wcUOb`7> zc2Mg%cL$dqMzSznqh0IemP{G`gul=2c5aT!L`Z%xa@t5|!o#BOM3faYqHaXyAPC!< zEM=3iEu5gG$hAX`9I@r|#SJX4;tEX^=|qUn&~^`LJAuz$fb8MdG=#+Ug%a`RrTSG4 zc63*WuLeIm=%xU2q4>Z7Pxq;4IV;IvhC=5%X7I;cdq=&02K1+Wp8yNO+I5@t<^e&6 zwtQqxlg1)GfVX4=Y@)<*^b4OY7mp>BV65|N%jvlAKZB^p{!VS$4C`~N_{GFgKsv(_ z2~LQ(t^F668Ydn%iVI7#RVj`(38RcH886)@_GB4VM*7d6Kjlfvm=y1enF|+owr{xk zuPl4J3oQU$sI2G{9t716l0Dfg!d{63sd>jf&QEkAxRO}jEMp*sW-Xh-l?q0tp|Cx= zvAa`vGT=JLm;mOGIfM@?ffDCYlI{!8NgT%mQd2zMmD~Q`N16)g1e^Hl6~=_)iIe_r z>^_)uzSa=;G(}(@v>qF1YqE`jKkA(8)X4hH8)x<|UaOp)Iqk)2AWoEf&_Y1(R!m=$ zH=GHytmq+RG9XhZ_}iMXHm=uF{&Q%5Bk-=&c+>DThZCTpAW#_s*)n+~=@0zl=+T-S zVaKZJ43u8-brP9H6qV`>Bg-N~AJ7dNIu~U_M7^3FQKZ-;>TI9Qcb8TYXQDU~HMe>b zPi>^utyy|bPJ5CTW{*vK%9BdLBVH`n5l|>xiT5_x{!+oDXPg{b4Tf-MPRPA;3#Woe zS5XL42>F-|VM(CrYigb~l{H9nnuWW9g=iPmzgSs}55bxPMPD(rZ$I5}6I* zR+CWYz^h=J=C5@|eRJ2G-`;Q;BgZCRD9(XMAK9i2F? zEWTWJE;A1<0IZrF6#&RTLZdRt_*D=CjrUieNn?g+SF2vVH7FxzVW?7aVQW#5k9QJ> zU*Jj?hiS?m1GdvBL(C0=0KgACL2DC_TP%OTHEGW%Wc7EP)u`9E|JK~BZA|&k5;W~9 zjDG77+~F=C5iNnq~5fHl#C*5pqHJgibvUQR}^+{!E z-e|eFuy(ClTL#r*0@;jGe0x1Z!>tL-f<&|NCp_f0#^agta?+DmKA%A7kEU8~A!)!T zB%Y@;pX){aIe6^9@v*qD;x(6uvXAM!ETfQ_0NdLeh|3OOBh#}GsmWnGP?IYZu)PQq z9hZUwSelz_Ff^(uzL z32UbNhk-c?uq>aP)DZ#muQG3l$R8jv1W^vwv|#m-L)TpdP9k}BC9^~E zmd1be>VCK*cf8iQ36gIgs8%Xh8l1n6i|=_uoz3I!+qUfVJCSs^A_iPk409b8rb@)Q^}QuLxN2!k-tiv3$y#1%h?H?ov8u?qsD}qzaXM^U*5DwBTA9j^l>LF?7r+i zmbL)TPH#j)ll!-rXoeOB=vT<=)Sf5_RD~W77liY_3Gu9nmfvk%mfKKDZSOxKa39oj zL1S1K4Rc9Wj>MpZhf40>zv)Cj=;RgoqkZb8GMeE(@*_KK@HnQaoY43XquKhvt%z?PjU)96EEyy$~PenEz$n=9`pmwS#_Lsu-jLGgxpc_oUriMh|jWj zy}^f#vi3f6CN|j zKCvyZ6Za_|iuJh5F3z#pMAzOI&UZ1hmwA82b0n8L>?;vQhwOV&v?5dr7l^ME>NRf}at z8qP}PL))*<-MMpTty2vSHQe2EuFvNWB~K>~ikWtnFMm1)v8=(&nXMS31UvN%GY`85 zk}Y;qLLuNCpQvP#{6*qCNYv2??IBz#AjkNF*YdxAxA$92jv#mS) zbyYtTpf6kS9(kNF!)JZj4PxQw>Ax!zj-R|$@vV{>m*P3_kvwNvQcC}2_0ruizuQ0W znewkql)cn2j#HG#c*2fdYqlX}e8>OJUhE5&DXLBgojX}#iiIDkQS8$yQ)9rAo__@R z`*&k`3g6oDRKsFs#$wz8QQ2hgyBNUSgLhqA{OVx|$;v5v9fVJUr?DyBV;-v~&!Wcb!C zP)9`%7l2R)8;$CavkZXH3Vcd_{9xL!v!V(ULSV#V?Ta$7=dUa7sZi2jKPVCIDeB)> z1?$0;7y$*74I^-JH^Z?*(L&yB$g!aw2a&qSKVx<#%g108%u72KnCds`?t=#n7#Xd~ z_U@DK({jMdItSMN>_^yZE0lr-k+MGjN^!(=-9we061|R z0&tHYC9Pz|W zx-0t`veS}!DT!w79(IiAxrCG`U@#0#;Z3Urn92gtACyg@K6$D11cytaU@M7-hDg5X zo()Js{37rV$ zU;>AeY|{mK@zjgc@~!!guIlO6Qvm*g)Y~6deFdF-l*5d7B~@FH^ce4cIC*icRfy9F zaU=mSR87K5-U9_1h!*Z&wdquTVG#mQ$4Dq@Va`msL^#Vaz&8fb)1MYkKAvWSs>U&$ zup<>Cq4vxQea8`7eHPL?EsPy}nL(FGsXG1YspIeK+p5GI`iuoFN5IvbGjt~6rlJw5 z9pv>_#H{F}R;x#nHsm<2K>d2GCOW+ddVwj8^#4>$^yp09$>{XbsD^%F#$}^?+Okes z$*hQ)zg~uCsGAODmYt%Y@f5xtJ*gN;FfvCrIx0ukFj)sIpVchgn;fMRvZcLcE-B6* zRA2X^?CoN+iJ&9SKMy?9Cv#O*z)2C8+8+;e5xOwLi;c{;uDw5c8s5k{rihB-<4#-r zO3pnJ0amK|vECOKHN6!$XT<@lwHsUh2F@jw5e(sB5GNGRoEC~E5?ceEF-F2|pti3> zv88<2qts4qZJ%EF9+}jji$CiO-U3Aw_R*pLLH=v=+iw$>b2%oP1D-Z=+m@rt{%_>om4X^(D?>_gWTdbY0D}kQ z3q1lNqN!GLh?r}`D<8=PCL*A7m-E_o)QGX!FB)yrK4H}-@zKt%1VlaqjUyG60qMJ~ zvBf}-ugwc&u}+5$Cb=b0BWJP+XI##_S#uHxHQCXOcPkhZXL<k3GxApj>7xiR@4`P(543Q9KYv2o|3cG%2g8{OqVOh&g^3mz zbUJn5Nnk`2M#C-yPEm*vX(`|5I^*ZSz(#-{U(lDRVb0CC&NjKEq-3hDTFMzUE*9^$ z;AT~Y0B^Jo^_w=;Bho#(ymqiKJ}D}sDq(REiqiFa_UuVbxvdRrk54vi{`?LUR`?8d zwbwZoRMPSBI;Z2YEz4RNRO68W5eOQ(qT^)fOQNeF6$BFxHQN6X#XldE*OWVsmFwhI z-m@iL(|X1MFs+zca|UQOmwgzk*RNW{>uiVB_-rAm%5&2htmGhmwoW(H z=6{V|RMWYSN6FtDes^M!iPnu*fGU;g@&EO8<^eUQ-ygrWkQupU3l+CQVUWGC=B5Qh zDWVaHG4^F-$(E(uk~WMjTV<&%G1e?Yni2+~sj)?NA`uyeey{VnnK5R*zxxL>#@z0G zKF@QWbKd9uexJHz8#J+&Ajpd_TtvOMm0@MZO~!OzFygtyjYC;p^5cB*k{(0od;zMqQ1?|mjNi%-#vRP zs$DmOv`Kdfrck%A;|CfyY0^6~RJUQVB(7Olqd%qrY==HBLOF(zTso6yXkr56`_s!$ znP3j!VKIBBbF!;UXb`U9` zOaq)u;}x6?Y;o&lAXM3&MARQ|79qW7P*9aF!H^)Uh`|-r5E?HEDQC0Hktn9Z=pLBv zhy`GhX;ZW;ZQSfwkn~j41cLTpWJB@u<@p~*Sw|HM6k|Lq#!IdC@splF7?)J``oES$ z6SnC0c59Y+&3@yy#1rta4Iu*JULK=hPf?Ywhyoe$%YGa|t4`X+dV6Qkq`v z;;>f^ss}^d{WT@A55{!vtm;Bs49W?a{PV3Pbo~_~bI$IKSqqwFUSO!*LQeUfy0Gca@zC#)sQ?ku1Si7Rf;v6qy1b5_;&ecC6%lT^G2It@?b}Z+z z8BT-$u=%)U7&qRtg91VEC?m7mKBLT`zEz+C-XMo!J9 zi~c9Z7fT>+0Yft8?4sf5P1WnSKbQI_-a2()pw(7_n;#ENh)okcPe^7A%!BvUnR!by zsE&Nen&ko^YEGd_HQcyLYulf0eket}fVTKDZN4()bVV_6s9(RDg@px8+)dnnf@%P4 zp$G|`|Ka6E>7t5G4^{vH`sZh>2POrv_vx<`UFzM^W%c=K)h)V)p`PEwN{V=n!g)*h z$mu|;((MCphreb>*6{H@a*EsLvBrBmA)Yk;LisVx?~r!Q#0`*CO9xzCZ_cfxc+XPp z)RU5E8z&QEbo8gCd>J58HKpmV{I>)y`9?N2RRI~&xTCX3MpY*WW6xpEkH7~G)^;?# zsvE~<*O6pY+Aqu;gBW)7)o(c6Q~AC*|T(68{iY4k!ba< zq)^P#h2Ol=wGt@m(UP09@x@tgzjiQeZfQzDN`Nd9*FR}LlZ3=Aj^`&+J=`-I1&pPW zx$}9#8;B!1_h|M+tT_P>aWkmdoHW@c7|j2 zr=joiVf^7pd0OF8o-r{ek37BFRy)`Y0h@u{W^#vwRsVK24y-+FW6zY`S8nd^BPQ=s zZY;YNrBQP*pE1f)W`-tJie={9{&>P#-BXs$kKi7; z5NcV=fmG!=Y?#}`$Sc2|@x%q@@KkGNQQJ&ONj%amvcj`tbwdkQ4)W;%+g7@ua7((p zo_7;DG0!bh{rQl~|9)PUuP zm}}zc#P2o6gq`M3Tni8+i5?8KN0)||I;KVoAD&)@xOwqSH(eAGtGv5)=Agz-M&x7<6_MeBLwBOciV+muY zaBvVVW5n$6@@Y-)uiQkrC2qGdF)018|Gn6dXh$~+C!3x-}MJGmP)*Cgtw z-Ue#U-zUg7$D{T1zWtV%L^{tj+N~pTPMo}QiLQ<5ZtTWEfJBo^&$ImGNlS-Bjox9- z$R-e6>A+x}Gpxq;t6!r~;E*q*gD);~1`ix(`;`Aw)@2`hmsOLNd4ga6N?ZG^SqPQ~ zKZ7u&G9$+)gYW+emF~Qp2Wxt=08t6(o%T7VpIRq=!mq;bEEZR zy|rAT%O=h+r`O)YHeew394Wh3zPRo&82`7HXX} zN^PVif)-0kK&qpVve3hj2%yydk}EL5a!7;9yR!4BCHwd9|2)lm+_WdZ{kkyW90$us z4E$~eJZTYkp*Mh`2v|+u-7tAyLbVW%n`vNj$@oEQL3Uh+=3qqErb)s)(&z{PwFJK! zHpWL97wNlNQJobT>5JLkZVJOqLFvl2!M5Nl<(%umxX7B@g|1H3<*PTs*kWwGA=6lV z4I?m3{w%<0kxVU@ zl1wsjcpe(mZTR#XH`&+ue1+XN8~0hg>D^(Er0mocUHjqry^wqP%J!274K-u1#X$<& z=^Nw4#%DL2u{+=zp=*xL7%==Jy%sg*hO&7$v++$ zBw}u?s!ssZPXr!DAF&+i-Z`S+;+1z)xr`>Ne_DWMh zR!iSxbc4Rz_%2fpF&P%_3oxdg*Ws3zE+iX+dc%-0X6G*gJphWwS1(>?v_>b1%t+<~ z{o$){u4toqPWtOg@XBo$MIIRK(53T-$ksq%$uR{v)`lo0nG=T*Jh4L#~6&c}I(rL0o-rr1*QK;LY=*`(mRk@`x|e7pI43 zzJJ}y$eX)cHJmSM@Id>{bl^f<8tM_;QjtwV&ysE?&p^ZQlgHm{Ip!iyKkIOodmpANc_u6*GXiBjm>r-)`QOV z!%ypG+?-WeniGMun>ibi!%fkg6-4v-)p5IVLfE0Tz1}QoZ?~UeYy|=euDRUb6KvFo z6C!3;Dj6q>)q|gnRvXP7))n&*K&ud?PnLLdMJ~;KQRMGQ9;X@LHfB~&FUK+$~M=r=R(Mc-Z@FF-J1`gN zM1=hkH)A}cUkc8srf#oJKCqtE>h;|Gl4s^0W;BehE;XbElw0BFhTQRGn~Qp@b?JxOEXPJqi?&4YXtqB1{nQv)=%)R zGy|6si8Tx>3l9%>ciMM|>~3&)BNaUEYqxSCPFp#HXJBFX7w`DtY#Ec+0wi%<|Zj0X;d++Vhik;^j znMZ{I=>QkieuE67=3F6GfA5PSs*z&iq;cPi5i12)-DzrqZ$B zX+>JQ`I#qlutI^SMRX1Tj|GH^3$i(MZH4n&glUS^gPpM}|LrG6!_dWS>4qL;)8Hoz zRjH&*2m+y}K4MUhW{Q2l5V3p$(lwvmC*fe@hO=bORmbVr{#K3l3MW6C{_J`P!G=vY z0<=Pu98|Dkdi2Eesa7K}M~E)5n=pta`CXUB(YqTi2=xE}dU3|V0I3oloi}Xvv4#B@ zKSp=YB(Y}sXA_d{-@aXxJFYB&uV$^$1lU!dcGpoaU*TE;L`u~YH(UBQPh7|k{%=kqRKTu+;Z66UT)!HqjbEY|acVtoAU1g}AC~t9?2B5n#>TU`i?x+i)2%h5pDcB9aS1s&x6?AS-ryi3n`<-@(xt1;4wZp* zw5$-j^gK2HW~=G?+Z8L7x{^Z!0_3Z$JJ7DG$yg z&2GHT<0J@QocjHj2Uf9TgY~|l=nHj;mY_C%++%q;nb=Mi?HRY$c0%_x&^sOeI~8;3 zecmzia`cnsqcKmqqSigMvGH|W{CRq2RjyM6Z0ndm(#ElWfW<1SpeMJRVP&`ABRRZT zvs3?6`SdDYA)Put@uEAj&2Sum2B3{NC5JpCq+f3=Zu!VUJ&AHZ?cd;}VlUxbvtaGH zMR1Zhm}0UebN+}}VsD96g_i2R>mPSb67IM-oNr^l(r%MC5&W-2{Z(IGIk)7%I+zP7Wa{?Uci-FH71mgaR zFxJ|+m#1i;Ei85qa;X2c(9>-4*ErHflc7Q+ERW41mM)ccsg5`3q5k+%xAaD zt-qcZDKln}T?Ay@{d2BmfN`hNIeEj>GCeNNTZ^~~7p8m&rz;w+FY_PDIQB>5S<7D* zj&%%g&}kvpD0&-93^$;AxjV&<7UkN^fB;vsMSbpmn6S*;>7$cIa~a%8X)J~VbP45d z`m=C;X-`t{*tobX5Xb~e<1EYEc8`|7?C55rJjNA{=eu1iSo;NO;<}jm!3srb$Na_i~j;|?_Pw#U}dz%sczxUKoCjVFKBzE*&pjEh68u*6PzS7X7{kn$%yLf+`nci-TyIIG{-9f{0 z0QAvKinT?VKM{Vis!FE%LR8tbfGR3*gK}RM zgEHIpb-_w+=8gsz)t-||4u*d9$yqe)aB4`^W}4$4-j0j0_cw%z7sv&MBt-x_^wSA( zYR@x>+*^-6-+*XZf81|7TBoe+l6jdDG8sLWC{zf>sz7=L*r3#d9XrBCoBbO_>&BVO z(B~YT^|Ewt2z@M~Zh}RUc~tqBi%$lO%6#wWR<(jXg&Qn~ zW92X8vKGNEYQ*y^_IVc1b@ft>K;?$<69K`(I_;R>%R2uD`wWmkJm zpz(p^mjC^QM(F5NS49QkRlYud+8*uc>mRu|{)QEGk0o_AD0tnpy~_=azik z&}~advYkWKHm036Sw`2fo=|J&;#z9OGqYhEx76CNnUU2_Kocg=lIS*U-@dl!6uWm1 z6y?{)%XwvugG(BLaYPPj0&#r&y%!@~D>Y1^qZYJZGfO(MszU>PKXhR!aSQJcfYHs)pRK za7=)!*JjQ{vpuv?MHLLPG?F&!KIA`fi+9Faba0;ire_sc9--fzUH+%dm};|)z5j*w z!m^LHuk99OTh9r9#yFZSwZG}9?U$;E_Ow>Dq@KsyL@EBFu5Wp+pvZ*V9>9|nY7$B znlTCx_ClO2!iJiJka&)v6>O7VX`y$#+RZnzdv{*T+Y zO(%Bk-5xI9j(OV_8#TgI1YGo$L1KD1x{p4gGd(J~=BA1O^l_Du2DGH4hlFOSH3GGS zJ2li%<(2QLy(Frskh@OG!>0$vw2STgV$N*wat&CZ3kyr*R1{@7S)hWJ(+F}+nHp)o zHgf{%5BHoe%{%9wbJ0B87!(q_l6-4?M~lyB}uSp~<%wTKlOze}`JX*tCf{MBxKz66aA} zLNJSNqqLy3v1O|?oDYhe(y33MuxA?%e>`+2oGQu*S$^8vvDu@ZRg5E|4p*Gz7&TlDmtbi0EE3)pPmC=_hqWY7a?VJn0%)D80s;8Q4C}?z z`S^);KkVrceK2%husB@8)u^_uQ9uA3VY`5%Sf)}P1>;#L{UKW6gF7l7$P!ImlpT}! zL1D=VWGSWgeXME>)7NYpkslcD+|~T1Z2-tk>cm<*v1M@X%m(Nck(b9o{y6C7Z0q*B z8nz}mp889p%+xz)%t5dqv&!^zkyKRGud>L|*=3n>15e=wRzd@Nb2v01*&Y~!3h#kj z6QP($THps8ye%{0zdnn}L>&ZHWB=~9!QEwgj3v{sal@w63ni5AKMKVEjg zxluj81ai(5V%EQ4D0Ph*4KW!4I9fpS-6TSPO{s0_9t^!7T7~OmyzlO^I;M8rvN{I4 zfv7LacDh2Z*6(x^b<_(GqlIM{P|CaPgAlc;2ONHMD6?>u)3w0c@dw9>nM>T+JP6hx zau((K*{%%rtI{Kl$&Zq3h+-(mXLjGmb+yH%dH`87OMj*utIDd4g3A{>JjbJ*Z40N7 zp)wzBQMM{QJVfwEY0TZ+^Y?s-JNNIuR?5%3NMp|dtY8YQe4PE4+Z$y0DG_wJ>=f^K zP}NvyNiwGnSfzOnyVx`T<8@X9D zQ)jM=-mva3m%18Ve&nY;8|OD^$I9fOE}7The2p)jNe=(b#;(hxD2BTygKdJAt3AJQ zvilJ|QUQKa=}iz>RcOWoyiF2hy(Vr%>ZxsdDVrI{ZO&$61EW6L!lq*~_xU@}M> z88f9;hs+zFZN%+Y?P<abzFTwJO$nP%h6=GNA~ zMDJ;yo?E}BMq_sjg0m@^nWK1r4$}7DpG|KsE@LHFM98ln{iY1m>Z*!cwMNr>xLmX( zp6R|9Ir!Q>{RuEH4dnfBV)9{VhB@Lr&h6c-%)aF1vhbzBlSFYY5(!RVp%6ww2 z_bMJrgOEe4RYI&;lYiO8@xO1EH*r~_FsPh&aflmye7{S6JDRc_XH5Vhcj+2-x>NhL z)r>zUuh8k@SzF!q09M*#E=$%)QrU=8Re?>kBL_;>p5CG$gaM$uMAt=9yG}l}#2g6c zMMXsc-oEv}PM@7^q8_}#S${xHSwDVSV(007$&0ZcAz*{9szY42)Oyvcpcv8Zr#6~8 z-HI)H`9Js9c6&9DksAcDe0}?K;WfsU-|laHa9qTdu?Q~V80tf9yBYP02^)QP0RL(?%^Y@ zC0>d4Hy7d}rd#|HiRLW^sYyq{KLf->Mm3Y5GZk+HA}!_PW0@}aBON(ygn1Vk9kHxe z+`H0R81h1j5n&SLuS{x`S<*vx4xF(J&oh|3!n+o&AjhOtN{iPtS3|+;^OtqFDGb}9 z3-dpi&}_Z5{^!zC>4BhEF(CIA)i|nRv8*jNKO5_~R8(2=HXPnmcp}9g>i@~KOW`RB z@+6`ai@C*W=92FyDda1O;hH>yqkr6AhX;H*w^rYmeH+TR=4GrnJ;|z%)IY=2MMr<)gyDUERvJJWoaDQr(zE-<(Xkf@l))RF`*v zOg9`vJ7E3;t`Zq2G9I21vd31Zr`AD=f+5$ICJv@XU7&}Sio}bm{rIz=1q&9W z9%9xAFhymwp|HmpN9g%3qF>ntvcl6;Qfl49Ojum3P4s%W=&@uHy)M88Fhs?~5YY^5 z`$SPj*>2gmv4MOhAfMu0^B=6A!BEKRD(0(yA(Ttj*$+0WsE>r8A_RLb4b`o?cNark zVz@=kc-EkDp3AMKy=88zd(YSmcuEkfMm0r z3M!I@PXOSlc;m@5$&GVfgnU&(ax7k0aE2?KI97fKeK8qJNHteZCAOCorfLg|2$^dI zvL-tkT31z-=nT*_fq$iu(vj1SoD(`9^a^2vvX@zqkv9IWS@ z7cr#~7Ymkj(Tu#gIky7Xy2yrbI}!*taP~E?3NX`?Zni@~mqxEbTw&wLLR5kD76y7% zDTnJ$J#os#HRJ>uG@#3Lo>%d%r`U_$-1zkAQ~y!F@&{rQv+Iw7pDq-C_zG)vDINvw zC-0q%Rhz0i2F*g?_hWP)Q?0b<(?tfn=u#LDR$k82lq*cFcFV>`h;Nx04l4v&!|Svs zSfh!HrZltZTiXTv`ri1_aqKY6@v0IUAN)Gi3GVO0wJ%;wRh^Kw*_MlOr5l_$`uQ|- z43ZuZG0=caioES>H0jRJ{{2-dSpC2GmF}X4C=hEvMsHWwX-N-*jV!{sW%F5u3<^B) zIyLVSAbmS@7We!ts+FyOl(YUWCrs)iukmkyK4L>A3?2+HZ>0Dy+PQP*&31f7gZcD> z+OvE5Gm2Gp0+O`FjU1!df81NuZ2cCH5kXCfLtmWlGO^vYIH8)TPO#4A?`B{=oIkAe z?W&W9-)*U(68;Ohqa&IYF?bsR;!wBSyv|h3uR`TwR$lt%mQH8B?S*9x`4iK_h(Ux( z)`$7nXbMkb1qTuMq(4Sd+3#NR>@MQqtTH;V?Kt)-toYVfvTsNWBzpZH&F@Fl^&K@T2Jl|OQXU3*JE(~eF#Rrp(`3*U^)K=-RFUqOtR4syXE-;o1TxrwBgg}0ZcNG5T z_xrE9jy7*MwkFbj@hB4t8(v1@Fu{QIr4-s8Z}VOvP!%^h;p_OXkzmTMie>RtfxsCu z8eDAWB5@BSteGJwNc+0*=pr)nlU#35)6zk)V9{5V`4pUHub=02ks=h4oTt6a?Ua|~ z%=+)`ncQt7 zM3{}c>+7G1PR)nxs{&&mt&aKQ-*(ENK`7!~vwzE?augnKGSf_<+8F|xzPXn7As7<@ zgdO<_=B1)H!dFg>TG3kkdNCeF^j-ra)(R@Jmf@(zMPbbG2lG7_UdTio=F&n?LC&MHi7VQ=?D}hR}ERD3UE~_H1 z%({}UY23?h|FSnJ`)z~ie&`uJ;?HcE2%>3fndjZRlK@89nz|5SWVpZ5IoegD^2_|F`!)TrcW;D@8@$7HH_ Oxj25K-Q_TR;r{{LZRY3z literal 0 HcmV?d00001 diff --git a/docs/repartition_classes_jeu_données_val.png b/docs/repartition_classes_jeu_données_val.png new file mode 100644 index 0000000000000000000000000000000000000000..3ac928621e850f8e607a1e4d7f9ab782960f7af1 GIT binary patch literal 68961 zcmeFZ2{@N)-!A;uL>W?)WNIRnp$M6yQK>{F86!mIc_u#AJ|KYx`>o=Uk@4EezP9C9OwQ&`NLZMeU zdQh1{S#C<9EL}&l0>7aX{lbm^NZ1@YZ=+&vU}JyLN}qD#qK$=#xs8dD?j}2ZD{CWj zGhu-}y9IXhZMtk@V__{JC}{fkD+J7~3s zg@bZu93uK!93v_|bCnF&MY8JkIj>D-+kE_n@@3W2k4`A~i{2C6d2hm1)#&sw|AT5< zjvYMngN6UXrLw5LS+n#uuD0(&tmTR!S-0v&hcg4SCUYVNvnHb?e@b_|o#f@`=ciW) z+D86WK6CwjKf}>K{}5y+lzQ*iuY+QFbuaJw{hHHnKA!vif=Ab5UjF%lZHLwzQ2+gc z8(VzRf4_kF5S=OapTFL5V?*PyKYy*vyoY@7n$JmkN7gbi3Fm!&t{Ny@xzFnemuqlW zS;$~oB$wON)pxhpRGysVaGD%&^>8XM4;M9kq?)L8lS5Lpcw(&Eb>#ha!}^6fZTC;l zRR!~B2Xg3|PRUGP!Uy)$Cw00FTAz%Y9FDH)+253;NA0zO{_7vl6TVJ$20k%s$=-YU zqX+py=fS*?Hupv8;^8*eNlk}xdJc)bAx6OTZK_TXWwp*BhX7R(V!c^Ilor*>h+9IOB(RERowJi@%LO5&kaKsAdDM z$h=@))Y8&2SU~duR(q*Z>g7+(eaYJts;LageoutUxXvg&Rf?f&YIR?9<#hbE=F3a< zlH-DTZ~O)GGn*XQL`~ZLwnshGFT3CIQS5@t!gP0-+2E(gN74fZ8&VA4%mk~(#l~6` z(~Ir4{;sI2tNWuhPm)8@jxNy8arC=occlGDZ(_m7Sj{Qx+S5lqy}DSeF_1RVm0Tv! zS$$lPUbZ#cc2`E5o1|Vzfc}Tz9WFCHPjKZv-z&mvaveuC`kobw<$;kmDyO91X501(v4?1_ZNITA zp&eKLJ+3I?zWu)MjGm!27=FP#Mwa<$2)eaL4hDM(rEw}Cc z5_k6bIhWB2F*T=C>jkySZ;7=YeSG-V<@#5fajm+Q5#r8LZZ+{Iq-Oh4QcW6yaFNwd zPj8j5{rP6K?A)uSq`N#PzBXP-?D}^1)c4Y@fw4w4@fwa@_j2xql$M9?(F>Jvm7s7) z*pQnlW&Eo8^1?l2RpcLMpI0YnN-8TWPc(dgDCdz+(61p|w%&Vzdl$~RO>4(3`&;tHzF^xS*Dyd3LmxJ#0otV5=yoQ0nO|@0DhhO;>Dj(%bc9B%*gjXFqYatYWPfr2?JWfc{wqsNcyz4oAra9^0-Yf^t3d0CU7nZuXo^J;WnVla1f z-#}*PQ`JPy?a?kmlWp#@{w#u(pGHygKCCiC5sY2Blb`=qYU*Cf4dxwdTV;?MBql}8 zTNUNym*AWEv~okS9D5u`E|FB;?90A{kzwFVf@ax0Rjv2wrcJzO|6sQ6uGDW#HPW#C zeAWeF+EKl<*mrd|7Gqia?E?%QL&dAR@!e0%+wxsz`!ncRg)U{V<~>(U{65iS{^X$F z+A}XNh|Hbs-=Pvukz>7v-Bw0zQH(a69_f0fUEsDaR6sjl3e~vnrAtwQsA=PyxDc%m zH(7-#s0T}y)2{!9`t%SlbU~ozE-uWH&ntF(|Ni~hk567JnRt{EG{ny(XuRigpDPrp z(#g-);)XU@?Lj*Lj{++nT7*z5XYAHVN?`{{yQVkR=x=GmlcvX_$ zzp)RQ?;Xae^2eDSD9&jmqIToRfZ-xqL5fn6?x9u8ys!HjQhFLvwj*(9>rS3LaiWXl zG>Xku?R=No7ixE>rW_0^Bi|j^2Ju+l4IJ_oK`mJ$dr`gDVLg?u)Zr6x`uB&_$rd`2K z(u{Ujb$hLr*~Gl+&VvVN7n-5_EVnS;^cwH28$|`ILFkgTN4R7)*{-19_(rf`PQK!S z$d1#G4&HC|E#J0%yYFCkRkV9xiS+Orrc~3W`?#f#dCvALR&y$vnDE)Rxr#NVn?APb zsU~%$quaes(|(Uh{cfFZXEX&Hr?DS}XemFc zTt}Cw4qwEJ&*lR@eZ%%1=qd#riU0{V`^Wp6Lip9wDVL^xjviPo{RTI_LnCwd)*}Iz zN^fsQhrhq`>>saCH?&ZuS{g58+w3S|x2Dr}o92#oonW18vFD;RWtcxX6)n@zspURz z`?a%k2clKmWqA1kUj}+#5n+S!cI0>4%YKw!>ke-gA*Zp+KJ;vdN55C})Fo;=xThFY z{HROh>TgUd8*@y*QWwx2?JhHyY1))N)>~(us6FY1cNJYV4dj&GAZEtC_3+Jy__}NI zo6jX`Rp6q7d$O`fx97_r)bkSJ3GojWq0A zY-6?2<& zSeP3g)`ZWuQ)P$+7RQIVG!4uEx4Tgd(*t)oId{PEWJ&@pf?V!5De( z4YF=h`1nh2uCHl!Uz{hYGdbT>@h3DsI#(SExgelL@z5H6j<-W{wcdG8&8~a~PeN;1ye7h?#x9G>G$M&>* z2VxjCbL{A~A0rCJetz~xJNGWor5|cAjPC!E@i;(Yr;BV#I}h_J@8Z;@o6#148YzV@ znl;OKB5IOugC!y{$3utWc01~raoS#gw?LD`i|3YeAZ+yYP zexJmr+OFfDf8C>w1qu@-c!!G5eSY;Ng)b^;1u{MEY&{}m-YWIIJd7#o^U5JK`e7_< z^`k?y#Jl`28q<1ZwC`fQmloD_cXoD8I?lCj+qUgmfo{Qba=jYKx;@o#XPzou zy>{)|&_bZh%=IE~T7us!f5i9>oZG2Wr#FkeK%2V!@gbG%&)SBUQNvh`tL@|2--3=8 zH3??_*g^_A`sQ@o;z9`!;Sm*Po7XRRBLc=*V@M9yy(1run@px=P!9{+>}2mZNk+*J&_sQfn%$9yo*a zN;IDRyY0e7uB6wE0=JeTvfc?-NgarmaV<(Qmb4#WcZ+&8I=(_Ex0RHFK&cTL1qB6{ z>8=oG7ip}6pTGZBlyUHZ(^*#f8%2x{HYDp$qs^v_M}Xrbml0ajFBbNBpSR9>BdkEN zoW_jeArHJkf5vtayO)dzvG7|)bBsBdPfciUpMXHXNLN{kS&PKE7w6?b9`@|nQywW9 z0(dBF`|}J6cv#2t`u&*;T?uFra!I;xlP9k&dW&57a?LRP+%siwCEnnR?x?n*Li($W zjEwj$q+ZVWm=2)TF^i81<~{8Rgf?(aWjwmNI1`&>cv*P!=Bp^%J_jajdImqEk|-!D zmZw&zr5NBc>9cKm*1A?Z`Hll05hr<=8GWVmW= z4D2!1Q{#(QhoQp_PUJt4O*r>*V~D05D;Ay;w90i~`wNXMA+(*xsLCCzPfvu4#(^r_ znlqF-nTn19hP9+)tgl zwq1r%jt24l?2)Fbwcup?T~wVj!A=%gk4`Lh`?2y;Xjn)jwNAj z=xABzYYOOT7H^fyf74`Xm@#}vTlk_>Q{PU}0DD=k)l@!nCqbvslYrD3*PfJv&(A)8 zha_X&qq~f0`^ih#9jtv2flo%&+uj9oRe`momRupJ)giPTm)@%PQ5=;3oip0FCp+**4;u^zVI1TJb3#t=0HzdfxC}|uz-L-vEra+++xf_6gE08 znFws$@OYi}DB4WYrT0M=*XOWYBLg{u21YAJWJ`(?^tfHy&`LIF9pyv#I*tFlbNlvd z@W1om=bTNI@4LT&{u9DjG2xhV0sJGgZ`m^c4G9<0cCz1I1ai71#KD!bu!dJyRl{;Q z!m;!2DVdAllXDBRgJ^=+fKYb3Oj!`Ncv7-I)qPw8s)mprp}-8+0YvxM{7~XK8BvP6 z5bu4FQl#ybpcErNl?l2tiU7RytO6O3f^8eRSsol5JVcj|90SEH#)bn60G?&`#D{yd zUs>pxd@T1qhsu*Y30ZiMZ(-*N6XP#0!g{h0 zxjc|Qmb6FOx5gM&Mdfg$7=PYL7!i`Y)V5ADqa-nVHJd1(RPR($2`6n`vMctlSj1zo zha?w%mU&9NZ*v)?Co!*{ZW04J!MdcoGeA;c?(-b-c@J0=!4;?L+ zetP?tsMxA6vxW^G<$W`s7hO5HR(bF1jSsOy$5g=*{w1CW?e>}eo zExc@6s^^Q%_!2*!w?x#fOLiyP#mrM)9R8fI}iVgp-sYf z8}^;gcX9No6L)1Ncopd^4y`~)Dr%&=stSaIOJMVz)ewAQWV`*ugEwh)T4fye&4r%JX(>OxykvV4VRg($q7ta<{j1w8 zty(#nCqj2`meO;?^|L0-S5+x!Xs|=6qSis)DMswuT>{7U2n+d4Q5$^p zEjF=u;DFhVFvyMl-+u9o*X(Xn9U9Phav@#tX=VpMiFSKH3JHyTGXsajE2A2oO7U)X z0G~o=1?Q75txQTvl3JV_%}GweaoKB@KmA=XkY6R9 z?$8Zp!iI??A-gc;g@6?-esnY^yX(GssD$lKLScY$;;=l|~WuTxXDBnf;JAeh3E*q?f`uR298LCt!`F<%!A;?!>AtJ^bfBwUy{?%3N-QA!d zd7x`j3ZQI^a5jbM#IR&L2PloCR#6aF9@)+Q(QkwDE>gwuHX=hRO46`^iIt`1$1i+U z8JXjQmVir{Q(yg`L7q8&pKoQs6Z8XG>K}lNI>4lmcrCw&87e1VQb18I;(zK3q}GtQa^Um`k)xN&cnYV{vyccE4*xVT6`B{Bg2qiEPQ=+7=H z91n{13KE8VUQGpwN7b99Vg_Jy8tM(zQ_UPvFY49tSYzg0=WYTeB_Wo9{tAg&!D<+h zq^=Hd^A&3!N2)QzXy9j*oe$u|$aF~3B50$BpiEy!c)Y!_4ru$AFrjXqcMrWQS+9g4 z9WqDUg6z=irDqbgB9U9bpEvT{-b#y#-UnXuL_#pKu#^xwlp-ih_F@IyhSyjzqBE$0 zvJ-Lj^B-p)1AM#84VO5-Xb4lmS9Ru1wsvB%xY5f2ik0)6Y(d?^jq<91P)9p_xvU@u zDMO@LFQ8HS=#W1V(g+v_3Zda@fg z&ws2f-_;R=WjzM8cZ`AS^!5A&9>|RFwx(%Lp6aN zqL00UHb~&J^GREF?AT$``-NZX%1oGHR0p)yIJ^Ev6170~k>D+)M`7b~s;WBM3%z=3 zpE0f5b?y=x!W=^MO-YG$wZisc{4Y_u2f7XUfu+vHq`q)VgbTFem`z{(9Y~K#XiE8W zBW2A40nD~UwIKCjlODezs`$LvzMB7<)AZ%v9ICIR=Kpe|{>gy)YL&ATU)W7BHrh(E zjR|Tlk$}=0+ft2~NclR#Zn+Gqobk!*()Zh=%Y(R&TiMK${&f}1z_+L7NeXBWVPNE) z*Z~kQIpgDmMia%AR(2;lh_^D!u?q1L^Ll?d-O-r}tO7`S$OWjP{crw>Ae_ zK7y)b*VJ0zzBn|yP?Z$A;8=ebCF}0Hvb+7B2$ce;9H=`0{CF zGJ1fhD8(y=Npps;LyPG`=Ep;<6K62pdJ+0kGmr^|Jd?mJ}>zUL}eLBxd3*^}W6KG?B7T zP=v)d1}@r?`^S9|fjFck-K3!iaL_7AmD;z@g-56cYPDj<;Ebf0jEq~xJa(eVu!({g zB%M6RR8TcR!(lOMW~j-$0I_plF;P$hjUQ9- zRZ|$i4ln?zrqE?Gf&c4K+aQ#-C*%yw)Xgs;h8fXBMT~28pdx>(ijD?G|AdAiGyRPT z?x6C|y2L7cxg+j{Y9C;pBg9ckCcwl7RQ4*VQ98hO24Lr^iQdfZ(#{h%&#NzT1NRuh zo^k<}VJ*rq&!6@|4^Tnj2QQ2Emo9Hgo(ZeJTW;`bpgxIUxYaanZR}R1n^`Be154nR z2$M6eOQ^uA=9f%Be|m?t$SRqK!uA9vXpZS3;CIi*n5C3DD6E`SAqahGQrCJmje-^v zAdeMc`uXK$861!!$nh{KN2{q&BwA2tXzA2&C)E@>7!h(9Z~n)=WpZsG94wI1Nmjl@ zm?kLwRt@?g_(*%DS2~45(>*B$-Q{6-BSUl&4+nD6FOxHwDX%+rZ|5g?i8_Y2^HBYV z#Oc{Y>D=>X0M=HTpK|B7lNQb6@PMu>;o`1+RrB0z8Xz9XxFiK|x6h)z5u9vjeoT)r z2IzJkn^I4NEJUG+$P{OmD*CVIKdPu03(FkZivN{_EFXN*1L!UmKmbC{6Mb|gfSK>N z!BWMfz^17WPUy?H&u{nD&E8w|p}?Kc)!jm>HxbAkX2C@=u>(e}x#Gk%MRBwlY>h|N*Sr>NdIAHbC+Zcej{i%GPjNOI zM3B>U>@@mR@Q`5+GSLOjENj5=MVIY7JjAIHM&3h$dwb^yrvj4CvG-*L{Hn5HYt0NZ z4x&sOM%u0?*(~R^f&j%RY3F1FDtkuGbJ@i?;W>7~5L_p=Kack7BLF@O7#OgL)}2X5 z6_{KX4FXVN^YN~A$w)NQX4lD<*!XxWFqu9}I)$LvMIJJV!LTJUcVrbJiXM9KI`nd) z%Oi4y;SNAZJw{SXXEO0?yzEIqF(Q7Lfm@=y%EJvMwGbj%EVw=?Y_YMi2VYd7RKy(# z?K8E%yl@0gBMYBz*%zAmdY93vgs)qP=H@WK`?#A+<+dGz2Cy85IjNB^}&}X9Ne&U zgr_ntgWo*CO2Mj}&3xBGFV_4TDZnydjUKT<#${h`UE+3__PBJw%Xi)^TA6iMgbyjnH_c%tU%7XQn6il?kxNf3{BGNiv6*D{r-yz_XOce-)=;G!SpY529wxp>TV5lWup5jYX@p7oGQemF!|HiW_S_L-PwY zVU&87sH@Xh1ST%7Q)uYZXrIKE(#*D@@*L_UPMx7Uv7W%rgfue^wNYHFPKdQIGZa)x zPd2v%5N(MBe_wslO)l9e>s-K1BD8ME1O## zI_c5&-Xd5Dwo@dl1q4SFDbO3pwNw`M7k!6+K2Nm5LJJ$$@)7_FjiDIs>QR8%tPUTx z%P2bsXVS11L-|_{-MHjrGP5Vg$1sO8r*~ensVN-%3*7n$@P0Auy)|wFkoG!J3EFzI zU<-3^kF;4!f#}Of_6Wssspsq2cWmZ#T(ch!tWE;tTg4(!UV3LM;TNbUaj3a3&L?@| zt@?>|8xfO`7MORQxjx)kA`E-^@XZZ{`0!K6y)apKx2d#%SlBW*K%P=urmfr-rVS|z zlLd=Vkq_@wO^7g(?j-&=oZC(3&zO?++px!zn#+aJ12N)j$Px&*6+5+ti>nGNT@17` zJvUmli{A9AsR(cl06=N z={&@u$=s^_N=FW`<|yC@D_mbP6_)v>6BNz?BNmhO6Cg^(lQo97xg+a1!H(B|ZTf`;?@MdIVD+8$@!&=XtJv#$i2PJ9kD(@}Ti9oR4 zT!Y!|pA$;rxl($Qa?-;Ewew+M1U7_&ZhwM=KGazmDd`)Hte;P<8bw1?fYw?9!D=7e zUx<3*2$-)x|MaqfkYI*Um6ph<`QRIt$PL+jQ8T3Kvpj5+JvN+;NFzQei4eQKdO2SP zjtwviAdp`0>E_x2{k|jYYmckq;){NxI|Z82WmucF`2_eev9TQ|bq)4Ag+L?%PstBa zKNyzg+yr)8|o?{6!Rh2f|F>CqvR=FC0Cmd<~iR!8-w3p{>r=knV|?i2dNf2&%M zbuYm{1#+bvF5-K9C@N_MRXE23QZi!Q^Jop=dJ0`8UtR5hwH$eURMMw7vW8?xaO$JX43JN+85Cb&35ByRHQy3OcL4~(N=cHQZ&qmL_?>3~4A&9w_sIlmjABQ}( z(fU?aG3H_L%mKujh|dsq3ONrn^^HA;G1lSgEFn6dHR#lb+FNwBCE;pYe!f$bKuTCq z&*q_4gEfOcqp!{aL_uUY6ko#W^dpAV^Mz*r%UroIA$@{muo7R%h$41e7mSw>m|s7j zP-K`D3XS2js)kRwj@HChNxi%VZ_q_9v)k2QtOY5}Rr(UO7Y(r{DQaPX%+z64fP?1P zWis&wB8qvFn=MP4HRrAGUq09N-1U9mYO%2Ss2xfVDIkON?lKETb!#~n`RIerHcTt_ zl>yhiLy=guEG2kxItsT+y?=L#V;yU4Pn}x22`gbk0L0Go_vOI0ipP`47~;hjtJ(MM z2DP9Shnu=6@C(?kB|V)3b>4r^4%E1 zx`?(*&=b)tQ>tW~Gdjsw7p!YFY$aNOTV~XDMy-cCfi3|Yx775$dG}5^$IjFZ3uQ6w zZPSx@8YTX^pWj6Qmk!s(h_rCdsW|F4IRd<6ReCiCQpOsJ7t^&dw)dwo5KC7AD!6s- z-sILmskI)+5TD7aa4|vl#sLY=>cEzeF}3?W7n>8tZOiWM%BUK3hrCB*Buaqv#Cg)W ze<3mGlHM#fO=$~o6>m90l1{G8aK8~4_yka`LoH~RYC^32U@Musn*;e%e6V+ihMrgu zDUV2@U+M(Lmni%CQ)?z1T%0mj%S~UG_O5*;T)GRLoh+7Mr9H~Tph)ViSk!Bv&I1@g zaGx7K;^T@Y)iHcN*I{_b@Re292QuD}_3U~BQARtng0!ZZ*XuoZ&qO&7bO4dYW3@W^0k7y28QPGg7Ed3jaRF{G zUv}}dlY$@mtWWXdu`67}9=8U>TC?zA97Ty$W&$8B4xhD9m-f#Tmo^P+N4=nyQ2(P;r*3Hc%eK*YC!s%&R~_39WlO~tIT)7Swb?cmTgtparNjv;4UhX+>F78>+fnVZGp4rGYbKe zFCl-%7+*&w!960Q%g8Lx&0138VIFUqx;c=T%-sVJv7XZzuB1w4tH5h?X_kcpB?$%o zm{zAqkNc~K&(E(uU=^7Js{K1aFv1pAq3_mzd@K>S+_#w>-DWd*Rp8W^U+Xe z=X_ZMZNxEc@xe>*H&WkVI7UZ zv;6sqrd<5wa6m$qh4f1&voNKH@#KSW90;x9MFF(_UQXqi7zFg#;@n>hVEG2HIt=iS z+#Jf6KA;ECaLq%xrIoUaE)=ZDJJP4Gtz;t8bYvO^J%+rB*kMY%2Qj<8(p#QPX_9d( zFi1iKh|+umlf{rE6^=56FXd4T-4BFR4;|UzW-YWPsT6zneLb;vi=v~2^gr~8I9zE=-9aYJF@8d~VYdfp zkV?9V8X#mL)UKxpABPDeTodVeuo9nO<EAHiJ44cZ&?Y7^dP1L)6W(xLsU;jmbj$@tycq29|t_bZqRW^1d}NjU~_^vAYL3m zw1KaFhe-6^qB21^G*W+;f^zG3;$bjs5o>kW3a@_!M1&=b<@LK@U=h&>QTKmUYf9wePC2qjs=d&l7<6qQwVDn%->R=*mP0wh82!Doo zTP0#bC{K=2J|8kevt5%ZG&TZ)N%oMmfpA`l2?wENvORX1`*$Ih=*uT{*?PIg0M;DNe=`m-Bl z27Tu(h)V^MLmb6%>z72VG8x(;92}Al=&cO7HONjm-gYo6zha&_256tu3s{HbbVdz^ zfayfUC*$Dt!Wfq%L>b2ePLtUMD19@Ng9S~ht@h*4ScP@p&``{B`qM2KZ9)2p@=4ik z`Ss0^;s8bwaI`>&Oyt7l3cc*Mh`1K9K^6DJ#b z*L1trY9Y;70cFhd%LC6})#2&SH!hXINKP}VCMi{9FdH%l&hI!%*bgY8SQOJDgWY(!0f2x1AjcaPP#QrG;%*`Ua(H&J8=+;GVenWjS>9V$_5)e{A_tXFjRNoqmCw5>|xSH=0Y zbky&fvv%8=D9LZuG~StN5;mOK=H>;7ucLUi$>O7Hr0bG(*v7G8`Ks6Bb;aqXlID_j zudlCR4P@I(b5ch9sk1ZV-zNrbbk00qQ7{)|*%a+Af9%*h(_&w0Ze|AMzmEno+pHEaP;szr`)e=N7Vkqk;OZi z%>%C&(yhAQH4k`h;pO2u_&&({e2RhavuEcfJ{EL`DsK~yVm1ocaVV%$0cZYx|M6Mw zGsUniSuNg6--V^mobvNqxn`C3b-$HecB;Wg_Qf+R1Z+R_K=0U{Zw|__;(z~f(f03K z|9?FdNv`uh<+$blk`F$5#ydTuWkt-#$`Sy&TWkkDJyLqYFg6(N?0WZC)ZsAHW@Gs# zqnh@-Njn*>Z01UFY6*Lvb-UW%vUEJSfets+vSuV|apWG(*{Qbn z+{+JIv+v(ObK5t1TZxz6qqcUhvPz9rme>bcc9k33O73o{*b{fuN@_>--+$y@yH@7| zb7t52`gGI5lKcgySM^`k99b3!r-f!q!7M|7wB6#Q2vZhkqh0?hRjrk2SCC1plW~XI zh0i8m+ALq`Rb`Dan%hm9N}Qd41^&O!1F!lDF~k1Mm+BpGz1+GAj^5Gn8K`|mZFpJI zj9oE`u3$cWHeX2Jvmrg_Lf%FO@omm^$gUJ&)6v`Y^&9ZOsGoP1Ym#7HK|w{x~r|=`}(FMJZ4PJmj7LeM|Q8GyxZM; z8RW9Afn$C+=`x{aku%ZQ+>6QXUs)s-dr1L;K)LF|R$f)Z#{0Z?EWcY?Sq%xhQYGKn z>NUb7)=G147qzf;?`O&Omf%0%70klDZGTHPl&X)94!tsMkpMaFbMKP%w6cxwmpz*h zVaa1P`n~W)Q-9ONFMOBl1Tvg>{;YjFPMuF)X8hT6dep0=PJ6XrK8>(p(Ysq8^Cb70 z&>Z24yrNnD`R~TUY`Jn}VHFBx_p6J)3Z-d^!E)h4R0%l@_XX$;8qJz%wnr{I;LABA zF!+HSSs>q`+?s6K6g4?N+Pe_LC^e>J;lI`=T|y^bahl6KZ(ITsT$^!NK`&4`3c{?n zkUqmj^fx;8DH->LtWe-2%f6%&Sqn4aJ3yr3O~(fpIT2{VfHXk8C(QD**wTzSs9uBa zI1c9J13!IA@1Mrurdu7OGZU^}P`0m4ws9SV^~g{v=99GR=3OpR8(g`Ser?9|)8;&+?A zaiKExGgXq?yc5)jEud*~^E33|67(2M*2jdkV)Vi;3cq^PTNs4^eiflo(`+CnQAX;& zrmj1DqaR*+uMB&31Wv?Ie+HAnaWBk8CuGG7>z8qUxW0yqfWp%SZcB0CVh4uWsbm!()Acpp?oW2IhF4+Oabo0*$Wm7tn9`43!|n9K1@f* zLwb5YJ1$ND7ycE;Q9TYNsQkiWZOvgA$puh9o?&Lc1_%?w#1RkYb~~FE%5+B3qCH;LuO?tI5o))&1S{cBMjT! z7nV`huJsfZGiy$5i_ZA-hJ!i2AjI$tgHxEb-iPyftgZKhf@UW3_EI1>FSJICcl<-spsMe(z9i>7MX`q1kNjBTv+UN(9-ya&ojg(4>@U4L_PIVL= zs>hHUfYb|ZuGF)!NAJv!2mguVV%hiLdo8OKp1_H6z;MKmwna@i4;L5atk-~bVK(J1 zh5Q~zoE9)==n7pt?A@)vxcyg`(6Nqe=8%Y}y1kieiN&WwEL1}u4@{20HW}*ho!_B4 zusc9H-N@&P+sJ#R`vUX+5NlU@@SF(HE4yEjJ7-ljBo3Qb#zGLs_DQe>FTa1}Bh~4Q zfjd(3W3;)$@1EyQ8<>MieSjt+k43in5kvF=VR#B(Z;5GfV;xV*&MTs>sK=WU(gE<- zkJNR>1^i=Xuj_sx%SzA8UTzID3(En&wch7*?1a&RXJzCXssAHT(RD)q1G|*I z0DmA(4*t5g|1X}E;aAqrz$-+Ie;@i@>m0UOO%s#r7&e5pwq9Ae+A2qq`rxNWZ+YSN znAsor^LweU$Cz@yf*mZ8T5$VTuh@4x)rlNNMkb~$A|kiEwkCUTd3)odd;5_U8NXk@ z@<5Z6PO;CpiAKSlH&af`eu590S{f4NuU+@MwONGwp4aB|mQ1~+DPI7GO^d3!^yAsMOt%7j%hloG?ZZQG?>`i;R&(!aZN?EH4s13)SrV>KOb zm@d9uHPtV6KA%0IK&D>%*;>2+=DAI^%5CqSm9~ky7JgIib*q#X;YC{+p-w53^R)+Q@Ms~eWe4# ziy|?M--e$!DA5j2I`@U=woPx`_0Q=3FR;JhkFPzEVX+xT-23+y{b{IEaxa^<23}J) z_g*baXWXo1LB%Y{5GkRb*FQB?KVRGX0}XEJW*q9jHZo=YXsny%#!9&h0`}i2H1m#qu&ko{L6JZ>@jDUIo_v#WkKEeum@*mKzQ(O~dm zSy~SmIYuBYw7dU_Wd3FvW7;h1V)&P-e7;gkW85rix=JvALv3cu z*{%<}9V{k5l*J7i<@WT9J-qj>Z7|7v#I5_vi+|=1f6<8o1lR{byotj zfArA*lI;55uO9plUvcmxp9am#3v$ntm7cA&8Dx0&EQc%P!K&3#lzY1lbQCEia^fKo zRD%NvU#-S}{@%D$+0-l4w>B2$I=<39#MpkHpH?%+Kq|rB98obfa{Q?l$KhL^>82gm zw|Y{v@g}EQ>1S$)X`c@|;?O}C0w&?SZ!q8v*c&+RlW3VLeY2EJh#{r&dDLS2pd6h49Pn>(% zKGS=#aqm-2Hkn2Cbd#&=`59~yi$`28s}s&0lgj}rc{+T}W1nt2vDn2_z|?PcEWy6} z{*?&jRsZud>r!=(Aa1W{I7)P;O=+}CntbTJN|w_WIS z1P7nd);o0bUoEf1^?N&*%F|mu|NP9jYWb|)=jSZol9e9mXLs$J{=U;U)Bpm4A%z-x2HevZ<=)Hnk@P^3XI1w?LIz{kfT$)B2=6y z%3bEX1>M7Q{Gt2yWV%<14}A|GDigdNL8td_8TZ;sX|cNO=9P3g_evM1huHYE86a~U4=EDw-rrqWn9rhp?MlMc z!GeEm8|y;CS=xR9iiFH1U%x(7WW8L+;55F<;4`fCNQvboIM2iQHGi6i-PL9yfoavD z+}_jN%$`yU%&UzzFSrG|-kp?0fc=xO`&a%}yPr<*N#{QH`m^dFESU9pfSA%2*kbKZ z9}981*PaH;X~;S3;?h?zV3_Lf?|+pMQ%v%Xb7H4wMrq$(+r%FtX-&DdaPnK{SKZPO z!NI_;W{d#3bZpYjKd-AhGSPixHu_%$cD1`EzPD$+z_pDco5WcY^44=Y(Nsz??L1TJ zpz%KFmGRk$#@3{*+*ON*xW&cSRd4$B6e+2wOYu~DHdiax9F?R|Zi2jUl(w}qHa56< z;AB+rgN-*I$Hp>a?%Fy_Y$nnAA4S5yn|z}GjgRTdaS!wRx!hmd*2$Fw6iyuN3Urhy zQIzE6iR4VJo|=`OIMF)ja%a|EMgwx&?+cJ4K@YM?QK=tSa90_C_I#_A=qi$3uMJ zm6$GFu}q)waKN<82{ZITDnOXt(DJjAFdc>XtWl*Y;TzjJg=s*CtulMT($QsOjw zt0Z19Pql@CzgkX=jm zrq_A%6FLTaUZ0;)3eDdD=S5{&y9A}s>CQT z?fb^adx2ThgvMazWY`kDk`?pQ-^1H;^D2V*wb*ASDl$!nb$PYjx;x=e3FdozyOcR& z>@al^y`=ZlZW$TTUh2goZ{NP%Pa_}07$db1&O1Nttt+cSC<0&;~{a{F`^5v#{X*^gicgA>k&ANw2*Gx_6U2YKKZNj17 z-Oi%S{13+c-DgcP!Sg-bt0}>t!V^-8XA_9Hd^1SAx_O1u?C+apKK*HJV*u;YNJ;8A z#(^Bc(0->D+mC5i-m&Hz84Xn*$EBqhI18@Oe5SnHS@rju9$_{LR;)_=>mcqz#X2rG z56|UbdselV?#nmfyhu+?M~AQ1rYv`NhyJupHuGO;&u1_kyXSfCrKjodj|lGOS6lKV za(yuU(c?|x#pBNtJ=ZR2b6Gn6Q$MGHPw?PcO9$j57AiC9kCS8Q~ed2Jlo-%6!~qJe|bTvz>RUE`w$g? zvWA=EkacAQ`}ki|3JcEF)o_l=C*Qs+3g8eo7Cqjz27*z(>t<~kUd@f?60T{xd&_z0 z{5+HSbya4E&qFC_E<^2J;y?X=SHyYy+CP?iQB%{pzSLkfnH^W1nzP;@%EzmId#Tz3 zBT1Ki5jJaIXtLFQ(ae+Jy#u+%Wn^Wl2`k?jyE6WvH%#I`eg8r`l||liJ)S^^%5ggB zM#je9ODZE+gIRgcGwwWhElN7Y?pAN2?@M*BL$6oR(WHx9rr5VE-?0O7o%l~DY?u;n z=3$e*N>d}F!m6?Eu-lYVGAm{0Za;SW&773Kf$n#e73Vtcw&Qb|+k?|V10|*{8_SQG zeqMF%<*M}~c!RCSMBOgB?IfHO+h{mUk@uYSOMVsTXjy&8=)E4P*YsC6%F6y>--^jdi!Y`Q|d`jXF3H=F(rkhVP)L zF*E4S^eFZCl^i?o!?&zl`j>72u2D$ZmM1cc@$#r^O{RPJ}Hv@c_QLQfz5u zKb}cgd$l53HdNpFM~p?A>&KYl{KU~(6}blQau`0>vgT(Eb7oP(+nfbMd%`uvr3Hh| zCAJ248#W5SGISoy4sTq}CQ&0A*pR6wU0^=#cO=@yvv_qP*6aOUT|GVC3#k;?t9b79 zYFpD-zJD4q_=`O_s=yvecEfQ<>Mq9klPy{OfwB(|-+HKl!+eq%(T+SW^CCET*d0ad zwLj$7yc(0Po2xOyH)nesigz+`*w#biQ2dQgyV}n+FQr5Mt zB#@OUSD?-1?(Bb-qEOoJoba==Z67GK7rNb_Os*Z{q0 z<1+pATCO7J>H0D|t!l?naPRFZR@Gj9)jIB&#mM`QnR|ly*~+)IX0AE+g2rHj`!qM- zc}A%^&81g<7g&i+AA<3y4q-F(yp3Q=Z3(CW`zQJ{ywnYO&8`2WRj-y-WTJbzcEh)fV?jBZ8o!gp`6JNP~2V0V*I0DqTuQcS$#jfPm5|rF34p zyDkVwO1E@3%>P>NecycRn>Dj$ty#nJ`E+^DJ^P%q_dfslg$~kVHr9I~i)gzq^&(ap zTBzD3k5W((RW7V?K?mGJ^|s?cE_R9anM_PLt90bp2RZY6G{q9;_IzpiBGc@!LGHe( z-PgarI{)NnNrmErD1*{XhG)MkDsHA1$Fgh3x@E>gl-D+&iW1B=f!??lpO9Y190BD6WMU;)2e}ol^z3_9y z({*=UF^ zaht#7uK(>J$eBON1AGTiA5Qy>bLvW$qAX?o_pkh(MqgK4amR`#-41p}V<$DNO>(IQ zkzwbs@}S>-#prb`U<6-pxo~%#+M91I`3rDc9z^HV?DS-N<qenF9*9q!A7BmWOua}zfn&9RqkXrCw5;4=2gIGB8_%{Kr2=W; z{RzrT1IvHD@?POJNjGI3`bXdGL@%^FK|PN=*$~ZI9LNh8H;5;iYn^mw$*->h-^ib-YpC|lrCCqkJQ3e;*& zcC(1oXQ*UlN5yvS9vLSVAm(I5{WN6$#7LLlFHP6bOSu#Y-!0F{fmv-T%E(ys`xyo0 zvJP<>;a_yqtaT$VG#bLOGU!XkgG>nLo^Q?OJcOmdJ+C|X4R3v5rv#S{>7^&B^@#Py z5FAofEazi93SJy;li#O%pcuN;2|}9j8e+Cf+|Z7n-KM=amYO!U)~LCxQnbWVbhLfn z`q}S$uwG%Z?AMN9q^j-I@jk%B1j zN3SQu7e=uT7)SflMa}S#r9;_ho~Ds}zpP-HZohN6P8Gr2cm&=LEyRG4ZU?A!Rk~s& zF->eNFdEDz{R%-CKpXheGV=hY02<1}`nMl}Z;lVRgGfD;@qreo-<29UuavujTzYh$ z+Cn`FNCNr=0HHqvb_klgC?cp2@CyJjv~rd>c&YLms#P`^+8hkMR?XIsF|&QxzK4d8e0Tt8WPvavP=*2uX|~bOa{=qJpo>f) zKm$Ju^neCwUaM&ktV&cWxCBlB1puLV45Sci(6M?L&gs3F(+;YskJA;_RwuiXh{hXf zDpQ)7|xro38E-HI__*#H+MU9dD#8&=2qW$E8BQN zfZI}g1PIrPu?%3I8x%QYFWZ!zIUp3idFnkpRze*BmVv6>+nYv%pj?uLrcvWz2Apj+ zki_$VIwmkpslg3F5}@d|bMf}TuK5Zfd!sPI4wQ%FKHYr)5lS;WAYgMG6IP+FDXTJM z^_%=8P;CT2_G1PxOL0a+`1hsK3r1s6tIx7?e@&uj45Mh~((cht^iU*^XK#jPXB<>B zmh?y=fAXfnp>aT)jV5i|rQ*K9F!VU%5}fkq-upop1;heL945+s(0qLd)D|%PXa)Wx z`e)gs8_?0h6$OdS;yxbx&7$D$N08*`Mm51EhkXkWJZK;}P}hhnW(>&4+&UJQhvJvioy8(~IxB>MQ((3BfHYVS0gMPWZP!IrK`TACbz+1q$jMC8n)dq}gr=yZ`1PGu?zuvTc z57dqBlnw)_s9kQr-=M>eQ=!$B_y!Fq6JbC?2!8l6m0i2V2J|W>FEGlY#1bttC0?ixz}{&(7Y~xm7}brP z{!9axV}}Hy(cEAGJ_yc&oan;Wq}B|}A0O=SJRa}6VV?lfHY->E+iOrjz=49!5NP;Z z-`!tWvs`gv+gjkAa>aGqf2tcZ5FsN%{t%#d&9S1Qpc0;>St|}ClStrx`GcCdT((C1 z(S{bxs6_X#M?1Kh^DgLupr54tc$P<9#C9qW^?1V(x-ocwn}n7B;)UtaOnbcMo!!+t z4395M9KmX7kplu^T|2LO{+*YkxN7Gu32Xe_>Ch8@%1|J2| z-s4;p-0U<*19oEwP;S&-f8hnf4&h1}mkSBYqZdDVR*IGof>4Q)v*j^ytvtbGaSTCC zz{FGh%Y4vL3R6_hy;|3Bd%mlB;$`r4+=HJFx|ZlpFn#qAyk&1Z(>Qt!DLPcUHoGXd z0M^4OW4BsuAI59KYBZQXxz-qa1~+9M-@QGSrU!8}8Nd%9Fe@yS9Qlj!8f+8`9Y}yE z;YDB%7Mhj<7Zx)PRvOwba;qvdJe%;@gj%&jtv)&Iod!YiFpxGut9~~MY%@TO5ms>l z*Di>V6H4%_fwnf(4r^)_XTwVj7-lG}URC8hiKT~3aOpa8^e;Kp7!8AFPy zs|zrorr62Bs1^{5K}&`n^e`XTjxwg?Yk_?T+*dh}t_vri7J7f%^E3*uhXxoeHqhR< z4|@nVdO)D-Zz zXJJ`u1GODcuuUw5mI-hR$6o?@su4v!u;|#L9UV>U2GwW-5L>v8LtqP1WK2-@*g4un z6>bvU+umHSq3%uWmuA3fZiXSEJeXJnuh-RK6<0PjE4Yc^5nI=9vAk~dAB9P!itYPh`c}xD zA)t6n)Vq_H>*?87sM@Ih6T_ac@D5|KDA)M$qLx5gpZPSTG4W!Ub6wY4#(@l)!!7p1p;*t?bgu<_!p@RyNIf+4~O$j>1}5Tc4=^ zy0)wHm6Ht=FOguwmgofRQ+2cIuNirZQR_Pt$*!azzZ*9M`N2w z7azYfPk{5+n>7kd8vrlrRx$zD5qOa8OU9^ZyO?-Dp_B@6oQA4Wy?6zpef!nY;5`J z-%xQZ04`L>Ut!bg?j+RyAdc?KBGM^&6qaqF+!4dBe*vWG95$rcDR`LPl6qG-LP4R7 zPhoBmR-&4)kKb_d%I5?yD_Pv;%blkD^n?M+?vRnX=l0$9_))*?U!fXiep7eKz%)M~bZE0-{ z>?1l8aG_T1zhAR6imQDN?z71LDX63tRcbv@$itD9yF%}4;Q>UM9mh^*6%`c%53sB` z*D_i8rYlyRfgTID+Ku^t>R41t{fCalc4bjfSmjB%Am8z%;NglI!(Fu#Z??@H=hj`5 zk>kk~hJUfGEUPZCoCY{dg-JCAv`b(w5zMC&p^V@q(isFba%AT=AaMHGA)}Ny(&$Qr zj(4z3&6gCMcq5&(tGYYRoz{!@n>SA6LZhNi>p{avTuDt`N#J+4LW%k$R{qq8T$kGp zA0y+n!qVXDNy#{q42+DPFxOR<{f-wXWe(KM&3}xZjA$Q^;@QbuI(u4lwv2gcL%o7RU3)H<~@cmO<9!VUT=*Zi`I5>YHMuF zEZTsu$e7*M5A0A?L|z8J1t)dkYwiy>K5i)@<_X`PG&e6jdR6(r-JKz-N%ep6kPlXf zbP5T{vMq*S#$p1I_;--x*`(j&5`RZ?QK7#=xF2EmlAUXNG9cc3da;1l&irf-;iY^o zXd<}g#yWdVO+^nSKk}rP&K>#-^Ca>YB&2^t@S`t;nVh-vS;@_OBMPk8MygQQJ%zgw zFD2%B&nO|j7iZY6Mek%4(=QlZyI%WEzE)1AdOk(>yG^g6*aIKP*#uWm1@6KTx1G@r z<3B4zPgEiIYFNF1gYDhO_HC&l*bXvP-8=b?77XCisZq*cIlCz(N2By z@7D*T3~f#*k1kw&H z|0%g26{=W1VfVEf5rV#u^(f70s<6)OoJI|30U-@b9QNWg#6VC;<0M!{rxX=rqke6U zf`HjU(&jCgI9Kjm=HPglF>r^_^`38>p4{B%Xy>+umEnSTl-+dm2Z8jflCvx+CzE#+ z*d5KhUY2YX$J8aHY4>lpH;#T?85jG&Ebr!98Y|hJkQ$Uv7d}egK2@vhm1otBD395Z z(Y_Hfk$b?F_#@Ce&umFYyn@5)4UJ5*sZ?vL%v71OGS|XEv5-x>0ov2givENjNg8{OTm>evUY?>{YefQ5R~a*Zao5Y#b(~Vp2T+h!1^#%lB#Drn+o~ zleU1cIY*_lpl>zXyQ!ekA+tLjOmk-2#8-`Ekfw|KA1Q1Lh6KkODf$dC#!6BIWRq_* zj#M~b_NIB_+S?b?&?`N(yBa<|zM;0T&B~F(k(ivAtJ&T#ybpZMqMX@}S6A*Q?<}pD z^>U|}BDYw=c{BwgdyR48cCXaGvRcxEkL&R5L|kXRR&h(n#B!xkFO&zQ`$E}QLa!?n zn%}vqe&g4inC6CgwmF~u+KRolz*v<*RiLpQUUHxqOU8Zrco#EO9{P9tmb;5w4Dzgv zj$fS>%1H{)cNa6v+Kx4;C)1=R4u_QF7Q!wa3Ydv|y#$%{@RNm41Vb+-U+h^;5QH4& ze9$9K-Z(hX>E0jg{``0&dl>19!rAkGyxC>FAW^XYkuQBPzRW>V-6@*yWuXCPer4Vn zd?#h8`O|_14j;0f_?tg#cI&pBWOE|;r>leIC?l4WAT z$IA{x7F(`(hw6;4_}cBPY*;_z$Pq%bilFaWtJuJ+uVbGX#(QUHa@*Fve5SxI(NV_u zht;#)vRrRm=RJi|2h~-Jd)X}`@gG|c)B5iHS_pOuvq&-F0q4OSOaLancmXmodBcWM z)-q5h)61O|cNF;nG8(bzn{N0hc)<2kX=i2zs8sr`M&%zEyEZe!`lq zGobYRsKBdZTkq9l3{PTPqaSjXWhWRFmkwECD}_aB?GoTq5*>so zKSYuEvFcaRU4pzxX4^{-@^t2vkd+zSANA!gv#K*MmBzM)?Nq#&FPkPuN)koO1-S>| zF+QkP7oWhdJ6Y%x|9u%fy0K!nG0OID9PV8=9HC@B{+4&Wu3npZPDc!OD-s5@$p(Nq zRqd_;DvW&yp~&^>+l^BJR;%HhKO`>2etjRzDiDME&#sagOJkwIh}_@)pu&}$nx;GV zip0$?Vy-oKhQs-OM#_kd-6S^I0<~+bi`IlWW*lWZopGynR{;K6Z@Q_s^`)TIZoW%* z-``1B$XQCcs{dHsVr!D>^GMujD;YkwT@Tv^qNw}uZFL@SNW_(92 z{>uFkxBXa?RsGC<2r<$~YLe^HYGeN1ro9$BNT<2oJAF1*l!14(g~d_NdA3;PxXROT z6ya_n;m|QgDxT}OK&VzSFU>mlnx{|XTi}wi&FaupIDy0KT~TDI%hFI#&8*nt0E9*$ z27oMsY_4vsvzVCa1#A?L?=dMBXmOiZI>$bf>|N}gO{8iz94PV|5XH)~IrzRMLbW0s zyAZS7^do6uuKUQ5Cv(`+MNRD2Ogy?CWlQUEo4l|+EYOb815gE1Q^SQTci?5Tw*e() z&{cr8zEt=-D?@<4%w!OX+)>~E5YOgVGPHdhKs245sy%)Jj?7_xTPKZcvyRAcN8Vb6 zhKiMg5bg(`&dV|+8D3)?e5@zK7|0M5bpHI6a~H2E=B^y@^lI|tvFYv|nT564FdRnl zH`)qkE~s$LR;*Zzt{i|^)qzOX27fFCpW_tsB+jGasfB<=p@suTk>aT${H)T>l#F)$ zMpsN1y)0z%KFh}k{xUdYyA^U}2ThG9iYq?;D^qF><6NPt6+XXz?h|@X?myZQ%@oLw z7CDL?wOO$iVco90lK1_)lnyaVDbLJ7j;{*h-D@KQvuy=R#y5Jb%3gmCK80p|@KMGf zPqmvCj;G?6txi|rFKtIg4mXxql1DlXHzcbU7F&|j{`rw_H>^kwRkeC`Flf-1PkHXo zPoUd1E@EgPK-|csyN*cbCg8JOP1Uvk7Qa-_D^VI1!je@&_~*mt0x2Y8MZht5`XIBs zffXN4UEb6F^|;XApy*1(pRxHg`Du>`v4_Xmn0!{JIXuj4HOvyo_iV*&tge3ix$`9D zUuUPdd)Fgx$dyqpbHPwr{s5y?cxAGUoJ^GZVF(18<(XS={(h@%a;Umjfx&p)n+1U( z1AV=NN?KZt&ddE3R51?cLzs)HEiV2Y=bA>jeXU8QSh4xz1RM{KDQXik)4Jkxr?y;!d2xL;0+xYf5AAr4TI>&zt`1tX6CCz^zeB;N_MBiq?G1> zP9CoAfipEAJxG0w6zt5Pa5!KIlag2U{^t#{uOW-nR1F za5=z#f-))Ol&R0Mb%}riB_o6mjJmA_bvdfPS3}DiqSqajp)%X%+9oyIUdhP`UeeXA z_@GlCp=1ATnC>0fI03X<%|%#YP_1nL=~%~uI0O0FNsK&lYKOB<`*8dwAI?kSiyaiqCXCd_t}Q|x^9sN7OYnx5mi_i&_r03< zJEkk;eNWwg-JK~q@7ij}zdjia&43e$3&?h3fLTHS{P}XnOX$>uM#)%P^AKP6Pf;$k z2NM8tP>6=IYh~TIDH^*jl6kqJlxk^cv}LN9*rI&fmrW$Wps)14jEv2E39O2ur%Qv` zuLAQ<1}7V%Rq5_Z)Y`8A=jUYKepbf`G@^a>OwG8Plsyv>VS#lBa*KB?^U% z=P{1kjG!Isk(IS_Ek&<49lJfUu*FWT!ogGW5ij@!!#nH}s7%cqAK2$=R149|#N5Ao zR}*CTTX)x9z8WdJ7$2_*MD);`dR_0p@Y3{fmjmR~n7~Wc=+;{SZ0Gp9h%-5!4$6Z}ldzAt8(|2=-=?67H zXQPKN^HH9?^g|`N7JbwaH$g(Z+x*_o4W;gkgQFv~(NNaB#fvvvLr-d`Z1N}k1(mq8 znu0+tP1U>vI+z&Q`rjTtisD0#I%f%smT^2!yNJfdW>QvGhMujIx3^TN4ss&+^ughv zNQ|O<=UFfPSSWsrx>p9Bm-);voQ?+uYPM!$$EO~U3GGJc+TDv^DziI#7R~t(3<6D; zDVfy>oSfK=2D#akf9-VZ;muk#FZOoWR4;kGnT?@%w9sn=E<98(8_MjP=TT-TAoJf! zB-%Fain|Q{QX$=0qr~8&76ICDXvkYTp!0xsnKPFRR0OWT#c58rTm*JH28a*Lz;Ijf z?BE6%-xm|>%%s{}oIfPD-7`s5d4sxN{T#aTr&yE@xzZi&XZ;#y+V-4T)PD_1=VG6`}pTZALv#+G(=%yvJy3We0+?B>wT7n zMgr6Y;^X6slR+i#G#XnOyPJ#4El^aGUKtS%SL#gt%}##@P!OKA0@P*1moMeyG!p+S-shBO_h4b=5a$Gx_pW^Kiud z+XM;L37seX3^FBtJrNZKe*W-qu1cIS7!_Ju#MT*fbXNst66@vf$Vih403`2#U$hBa zDReqdxqvm%#&oD0h;};>kgZ~&tf4@Y5tfMhC%x_&a9zRzT*T0n(oBu#2A|cBt00Jq z8)r6|47y|>dENkGC?ueL`DngNdtDD7miVD)fxgxJIF}Bedl#KV)wm0U$HS64_$TTx z;-dqT*-69%rUTodl>|XQmy!gpxrNVOM_%ZS(9^RT%%po3FeO=?@!*UV# zi$EQ-H=p7OUjcf^_uF*xe0vq{-mR;5Iwtob@-`ZZ(li<_L1u4n4`tbf$X^%?xnb2l z%=UYi!Ub7(zO?5?yM1~k*5xNbwFjHzw_-&w&0}z}u-I)^&*Bg|?B{Nr#%HPvy4Jcu z;QZrDJb0aTGNmiQIWRMRYR@?U||zgMTBj`_jaK=bka2KUuxK%-T3jfGMSeS=#QJ;1avtML^;7Ep z_O^g{^H#Fs!_4bTGUnxau_$H+r}ky$#aPX)AJrq}z)=(vD^8J-@&1VrhEkye%a$yG zcY;PGwkaPa8SC=P+kYRHP?O+F6_IGw{?-YBplQ{>#CGQu24$X|O@P%|-h@hOxxFCf zXzP|@ND;Mtz0cQQqy_L3SAJ}lt`V^9~!ug6mYU%t#QelPIdyySPv{IIbd z{WMywX~lT?$>@+S_g31D55z4P5WbW=@$8VfVCBJBcIcR%4=Cd3t5 z^T>N<^!3x8(nKZW>hI9@z7swxwYWk!?J{d^5xmR8)fphnA)^6bfz)JV)ZnbH@yynfJMJU=%&YTvVlyfL;K}O@^h54H zbQ888t0jug&__>w>iR70@{QB}RPHRw$9CT>h=h*$nAH{$>)*Pb|D89dV*vhqd=x!Q zjfE@d-tUSTJ-NMXh4{=J8C|_pe|Qw#U7Ayh^=ChX^)9=5_nvA+!D6M=5|>egWJ~d- zAJk%hzpl=mA^%@_)#ZP00YW|!9tg?M+gevGS7PjU^Yt`1U9(J<8%Lc>lcfG$%(+mD z1HUFnF~7*gzo?fCFc~=SbRw)SdH(Mw%qR*A^UFKU5x22z#*}*mhAV+D+UYaWQj=UJPE*KSWdAZ#;oL?RVsy-T0K&`#Z_$8&)`KVCQ zd_UDj_Re}cF>RQ>>iK@tue(LA@zNH0BTkY{H9tSa8?nPpedZ2C252$bn!W0tX_*;c zGO{)bq^^3w5nbuR&VG6~aIR*boF0?Xn3bM}Y?j#0x85UEzIrrtxZ2R#X}qen^=Wm@t$fkqnEDq2&K0HntQ8hWdoM9D(KYhfENx4q1r=4ox;OmeN&G>(sgcuKhg(G^ z4o(TH%{8iosh^_~2p}{Pw6+vsof{b@{|+8BAH5NZiU^F8WTbw9J0`rO2_>qX?s#Le zlk+VSQeq#rGx41y^F=vNE*eI{)P28bJ?r!#+Nf41ueA75@mD=(bK$gaPR9# z9%)aivS|2X7apKbm(8*59^_o_AKORB%fJw~KkI2`RSe}4MUgx&g1J*cCl z;uNJ>)ygJF^Y?7DyqE#Y-Ty3DQfByF0&-2^Le+P7q=+pnJ!-TwQ$03o_{faQM zh~PD;g3#8YAwyw}33SL4AsGZ$NN`>umwEoY_u4Em=z$qzmA9z^13#mXCrKt&4b*vW z=pF)mtS#CG0T2pfU5J6q%eSL#)W8JKJ7;JqQ}IFIN!&lzC*<}`e>z+jXML^lB}Zg? zaRbCKo`H1U!4N&Tpu01um4U;TU^H80lzFqA@ZMA~cqMskF9~*)+Nk?e@`DpdhuNaS zO~AfsG`!0KyPh*3{G|E4Xouf%e{*lzP-niY9>UmDQuOz9C#VNE{yfDxIxTJOzz>%G zjB*v9Uevb~H!Ka8`T}rfKI9~)Xcyf0D06cU!3PrzqF z90G6fM4X=cN;j*%;8$2kiZ(DXfQnfmq<<7E@*w4r%~@)-Fj6(!H=v|kqG5E8Rfgqn zFjYqvCY3CSgE(2}jCTj!jaO)>AW%JJsc%Iy#vzwYQ_~aF$2m1MH9xSblDLQ-D)16#{N=h#SoS`3eecLXe+JDkz|k zD+$KK`!@}G-N4BsC?q68#^Cxy;y?4n_!Nj)qg4Gb^Yg!{aHP>~dQW<6wg2uN0f_o_ zfK4SRMwj2e@1tAoW*643(-06_2kw|)9UTr3NhYxPdI<-BxJPwgAE~Kz9vYAhC)TZq zi^Kj|fNQn@LIW<+S>Wo}?oIcBBaunwT24+5rSNMH$Y$U|rNMy-?Bg_$wxz>_e5D#_ z?2+wY`0W1qbI?1A9dshmL$YfR@17$gyKioO9u!F4ka>w|Xgn6lNb(8(S0qe*<-bU6 z7QYuq_xI<4l_X?U%ua`9B508LeYaK?gi;3Z;(Splg@EPUeU!&5=4gc^nYH_6F`Lu z3Ku!@RjHjp9ucCvOwf^$@8Nce^5UWpMTNt?tbGQ|B>3PpJDyQE0)`ms*#m|jm=z;N z%GKi`J>l=B5^?YWZ^jUgmm&?Vt@tkB?&%AzIb0SqydN0O)py3Tm1wEnJNEn6ojwIl zG`inX&-85$qGk&G$1-cDrF9hrsC=Gwl$!+#=9FMt(aha8G!z*~H(Hi_>24bw6;P#+)MzX|UD-eEaKrD%UP=VltvUA%fN+QNpMRhNgt z!(-QCS>+N>WbN>Dk&3D5sldR%W!5{HbpMQk*A>+D_qXRC>WBxGN}BQ4q6Ifs8QY98 z?1r<5R8%{NSY^5mVf-`DCh5yiObRD|PO_BBpkugPTS zFfLkAfjNIkZ<<)(7@B{5?8`2ig??xHWdTE~pOdYa`q#WxaUWPH%o(416E!>A#bxg2 z{P_XZ@|R~HJ@PHxjvOrf?8p5>E}S8pN*H}ES7CaE`jvujemb*=dV#C%AP*Q1+^0XT z@ah_m|E`=Opc^EsP-N9{u}>3?&FYmjqP?M1^rZUejDA<1nNcs5i1=EkMvUIjyY{cw z!x69PFqODp-1Y7y*nKUc$TPGxbnEAYGH?GguJ&-Mhn?o54I%5z0?tGj*xbbYWSt0;ylfWq-s|MLvf3tbpSJ*R_TS z;~*D*y~6_QR*I+tv$!i8(eZr z139OWoPgp;Ye06~laf9C?d`=YH<-f&uK7OUV>oN#yO;Xo)ao|QW!lbIj@IKTL-W(+ zCSPPcYdrZ(D^>=TnL_EB8Y7>7Y{3{a>eb!*dEGHJbhn3+B(HFuFR|$mG~PD+{0!gC zEzZeN0l|E-fC_AjHBQ3$Vh*jZ5Id{4A|_M9_jaD6{fMeG>;L$$1F`-+s$NR9z;!6? znMP-ZGIZAg#euI_AOT;^t4;rtof)CqqdNqn*S3Of5Yp0^1ax02XSoeSe70swBY zMZAS>e<|swPwVARQPaD{!}|#j?K>;)fWVNCegj%)Dr?eZZjO$xREsIUuDvnjw|;x1 zJ5iJ;el0?tq21%6LH`BEAc=~oJArYxz>6#Vdm5L-#QDrr|Ce~PXs0&U(5tlg8nuTE z`xgn-4%T>S-7#|p7jLps+?)R7$$vi5=2x3?g4&qK$kB0pr4k~DD|9>3p?ilGbDh7-el1zY^w=a_G`Cd`GLFQfW^N(P(hx$T>2O55 zLe9=vrfte8SFeKXfhEJYBGvCIh*o#TUpj0K>8Fyi-S&xPyXS_1_E|m^>j62rp})wz z!hP-jF%|uV!CzFZIdQ5p1ymhG4ZzGyHYW;=CPAQg}yKvrV`I5?WEi? zKAUFk1qBO+hy*jdI{FlI^`lD)Mm)=@&pZty{n{HJJxQ>=%4TKQ9^wA=(270ckyWbM zP1eBS6l9T6q?*)h*~YPmuTvx?u#SMa5wb8c{M+EF{EgYS_-|*0^~C z1CsATL&<}`Xq=q*ETB?C-+IeqhuI4Ju8#*q#ME;#2R}Z(Qp&t={d@<<>-mQ-1YtSG z_%b7dA7%#&F7wj`>lyIm?rYriLa$IG!Eh|&AehXxq7+(K%-hbWXR`hD?4_5@D`{A3 zG|UIVT+NJ84<3!rQXRZfF2G>95u&~Gh09^RQE9foLmBZo*z8zId{(IME5{9I1?J=p znvzk1z8TUJ=D7uZjkpDK`L3V;fLwCmqD*Mw7r(f=H5F^s!;z|CX8-EIWMbknGxJXN zZBLC^BvY)!^N@@x=N65E!D@6uZ%pq5m+Rq#Ra#@&f~McGzGT#nqj_(bL`6GltCxOE zds!&Bldxz=f!MH-B`tmqHNX!2f>_Z}S3w!O4W1>fk>oPctHH+#63y9XDG6=$j@d#T z9i?P%)H)YgN*sB=AhxwezNjMi2y0J{vO1nC{MN(rEUGS_fYQIU58afH$CY&E*rC}> zJ!7Cv-hk(%Pk)A~anFD}dP7A5W`SnGpqXi~N@T3eUDm@B5-mdSjbU&9Cz%N^pB`r` zMGtMy@QL%Q+N!I*SKU?qLG~=$*76m8-|QJhF;T){tj5^Lh>cH`V=Ij@w|*By#+!$} zX_4ipsRime8(9u;8Z)ZDm3z~CRadLTkbF7WLhZPd$C}C;Q#Fe8DIt_9d=WVduV`3{ zC!!j3iZ!_`T3jt##|>tU37Pvba(!GQxl30>v%90@BLjh{C6=N z{%25BZjYs|KHITqINPze5iQEa87F=wj04k)z%@Z4UWr>F|I}NO@~QMcX&dyCY+?7{ z;yiYA2xUe7tE1gsl~5}2YhACCRwL_uxxjtwb%=MRKqtnZ@Rg=TbvPfIwZT}MF2Voo|1O6(S2(>JF|fj z`>T7i!O+?wfjUIJegUUWTdC#JYtf5L&#ebaem&GCKM7Pg+;qaAn0o;{>sst8UessR zHNgQN;j50c4x*@e9acxc-Jb_*pv|~Ta$H4RdQ53+~q~$0OvqNQK;QlrfhygJGE}aE4m2M zFOr{a&U(u|T3;H!7S%3=7Weellh+^gWH>5MozD#lBP|z7X?X3K+L?0~zoyKcFVNb{ zB;c^^%Vz&VX&~HAp{NqnyxSuU4<~;|b8-a)921lasqGrT7CEeNt$$^DPHl#e@G8yA_2Xg% zDU$uCMPLcI@-!gRLllh;em2jI{Dp{m0POBRfqw%}C=?9x3szBeZ~u7>6yHA0Zy z6!@^p7L?+D zDgGkb?%M9diM*iCWGZi;2W~OWkcxe9zAC1M-sY=@Y~IXUye|~CQ8K7`ag9@Pce+Pl z`x=e5+#$6w)1c3%it#9u?1B7VMlz` zb1GTJ`(VZUXSKBOgWA{~Wk^Z2IKQiUNn&H|J}DRHZrKl|ZxXD7q&CcTz)&NPAI-be z*Q_`@{Z?1^1m3CD+80l1ZROb`rHh^3sxUJ#`JSQZ{R#$dz((D0KBjq|_S_HLvQ_d$ z!=YGlQKxP9?aqk3JNO~XCWu=>{Y0!IraX*)!$82QB=ojtjUvL3QnNm1RWYUxK80pvu@{jA1OL{AR6}dV#*cZ1H=f-5wq4qtDWw(C1@SAMZIwJuFDh z6V?n6vh|uu2%l<;h%z ze7WOwUfJa?J$DKiXv(zkW}r~0QB0_h3_1=Zn+=Y>U7DW0Wonji+L!E`|}JHwI4|rc0&+rYhSP{l8m6ps7B2brGISo ztqbAu04dOzncrTvwafshf~95i(^vBb?wV%PJa{nQZx}k?CvL11OfNmQQrXA(s`D(k zkrCa}(IHt|%dxfFgAFOhU?2FKJ}?7d6qBsQqF{z71r*;Js1}1xkMiE`B$3_pM_xR9 z{Fif`V!%44L&^B>0a}f`76VCnV0IS$U1eJ}@f! z?XYHJYc{*n3Uk%K%3|CNB3PXlECP-r3`R(5rQom|IH40EH3f>~d2hby7S2R8G)_tH z`cu7}s0+v$q5^|N-?$A@3|t~=jlD1G8-JT9?RB%~2(YorOd z#?I~otl7tzD)*MWPp)utM@N@h2dX8U6C=zkZG}>pX~mm@|I|~3_>}4A2W`%UDTHKq zE;^_?ZM|RrK;WY_@TH)i%DT%aT(D5JvlJ* zPpUU%X2EfxKgSK*q=JpLJu=%g_UsRjXEV3fIgb5@n)i2AZ=T8$_lyf_6DeVqVKFf| ziK?m4OjP75E?0Podd3DdPK$)NTeWF{VbL|P@%CgVqnirQg&2Bwn^2`oRDS-f;S z4KTAOzoR3yt`@!CPnK^ssAW@VgzcySk1>7G&og+B}=#amURE9L>JEE_co z9Dk`uo{KKPJ`RnGy9{fd#)18<_0n?UBdS>{guDA4+vB~^Fg`O%p2&}4?p}{`wHQe= z{d|1B6Fl4{omu`If~9yk5Ro0LjP#CS?7caXwL>s;erIDVKGybAm*WRQ24takXeUD% zPW6au+neK*dq!VeKA};H()44Dxs)a-nbXt7(D-LuZV^3i5=`3I^$2s-HtB$YhOAyv znO^pK`uXA3@6|LM6#NmdBj`O1a=6wm<0(FXXC#>tlu;y@dMyoUn5;Lhl&H|n|G_+n zSWkCeHuX#)iIK|y`;(N%+WyH=<^~$@;^zHa;~AY{#706oYe@cN_x$Lfq>T5Y=*ui; zjt_}zhKJZ?f5v&*pcauTRQuzbK~?HA3iBA7Ia6LLf$wKr>R-?@GrM?r^r*y|Qg~IT z#6D{0%CcS>?9NoRCw6NC*|4L{=E|9S)oVvj<{eoSUr*%@kS`0ksf z&Hs_4RUX&*YHi2^FP307BIZQ7=I5x{{q+lngT3toCnFIEJ?>w+=`!~U5NqeoAvJ-a zR-k{DEX-cX8?(d)myK=KuhqeEqjKaV{&$lk(ItCQV|?u+vrq+RN0FjLh-_QOUhdSOl4u~KTR19E zdbc0ZPKTk47F>$|J2C3x)a)!Xr9!CnWG!v=mfcrHT&Lb$!2`6*P0HQM=E7;ui#&8=XWH?~RSEquH-nv86ZUC4ar;0^N}Q?oR|OE$2C%1dj?O zXW0N%^zG9pjkTo8t-u9(?aHGN(JdA1g8v3t@ZV%&bEw++g!zA6>YuDse~g9#;*pcj zFaN51-93E)Rq&sXg(HM^AKL`U$_}f(Z6(JElcHa=w$G#pB+;sNMQ_{H332;<0Sot0 zv$*J~Y!^R#no%wb6FuH@Sk+$=4r zSGtXrlkgTd{#`REku%lo*}CcVAvejhUB8?S8FL~V;jY%KjVZXO+@(8q-wZigi8)gx z!7f$N|FTpi7ssMWqs^&snmmT;ijDPKGjJA8(9%mY39M2j|9FQfmx49BUXQgq?RAu&a9oNB?)~2wAjJdM* z%hLXPP&NK6+VqH?dt>*jV{!;BG)M^~@hBDX_~pVKBFD3%>thgS(Ijq>N>#9Ar?Awm z-oQn0^>aPvYs41u(PW%G9DeP#IQ2#0c5EX%X^8_lqMOe!CAu;)f!*QK3(0WIZ7eDD zVYH3C-qJ5xu}3Kvvzt?{5K8bMrn1l}=wp@PQ*PrYv0^z*-(>&5I%#QHXPXAySPbwr zTo?&zQ+NoKY5f=Pz-?-)H&X~W-Vjh0@=C%&+fG*vbBNSbXmJ_G_7e496h@kT$;&FC zmo%lxPI)17gpL+0&u^Oeg7Ec)U=yzF>l)G#@8}Ge$V6PIviTQsufO1IBb#}_myVnD zdVuyse3hx4kf@R88y7|)^IodosM7cD> z@F%mWap_J4+nk|Pv`6BmrkN@Pyx6^o@h*)8Cs+nkx9>D*jeM1+AYqt=(zcoplG2|! zJNk;?_Jdrc$b;?h5e-4l+8Ec`*Xv3=-c6PNe!jX2EgE>QPg!)ngk{IEH@r-#DN~cy zM9_9cMle?A@Qo&6Rq%e6tnbY7)-j@MR~l*2Qddq4j#$u;Yrpy{5%JRux!)Z_srCjrmHz%P=~N z5Z%*G)Wq+tO8y6HZvu_=-o1_AQbI~arbH2vnKBP0MTV3nnJF~Lm?>j}p-iDNQz4Z( z$&`p>3PnQZIc1(_|Lfa1&pFTgTkrqB{_k3^wR(Ei$$j77`!no)?Y*ykZMtw*5%pVL z){@GRoFwb!Uc1Jh8Ej<^qepO0jVG^Tok+U%mx=@Bu2XTR-w!8ezag)=My^}WnAU1! zd-^|?6_#Y7I8dNJO07fk^G(a`-idt*4O|+ZKK03B>o#V7DsrvNGmjfttD__5HxoM- zRU@@_H)nkR@&-mr$$<*J-!yhYXH7rtA7)OT48-NoV6|Upq{|EZCU^Tk$3HiiD%3+} zIO4Zn&ibO+X0fIMi&c)MD4qWpZeQP>Et#J-+l*|lA1Ju-KmO_eQf2#N?-AWn5HrAEANV@W(cCa-juR1IQQyoci~*uXn}DR{ov-RRW+grQ1miOXQYedQ+liP zR7U5QZjw61mI88RGLI?h+9KX9gPoExtph|{UC^G#Zff2NW~pV`bEDTfBU0r_i1wuG z^3q1rN@fI?HKwMRX6jZyYGek)@W}T*Z%+CT!!BlO(&rzB-L|~{!LVB>y=rgS8r93x zf1}&Y{;)&0)ys=#KJ-jH9a-Cdn!-X{(vCv)@w?Ye^wYgxG_05NUP=iqZd!F8ruyIS z*p`j?l0q+#tnX(85$~(Kp0(5s|NYjoi^ncSNkIN&fbFeIPL|j8iJsAy$NxQ2k7T9a z2xzUBU!p-rwy2nKr@T}Dj-Q?EpMO33x8IF=H;9R94?W}DZ+mUp!?DgXZ^MrqpRe)l z|4Y8!$u;gRRD*ssj;8%fVczTEbmMPGNSxQ;sQ)6D{Qu3b_vN<~d9Z6L$UQ)6!mduv z5zJXmNjq-tx*KR_K;ywvH+!epD}%KwfuKQk zqbJCdOfw`VrbbPuuwr$^<+!G%`L`EMydc2o=ilf}ies2;wW_v#EMn86jMTIwnlGkY zb{tij^!mr)pqRZY7RCgkXyQ713szma{o z44-qi#_ZyU+w79IeE_q}L^NN{&aQOwq;P@52niY~LA+XfL(=re>gHzXwp9xK*H?O> zn`HJARRV_r|y9MrQ zC0ZEhg$$xMvgL*mf4J1p`1IPZ zTGwuA>BuV$&&eKuyZ7RS7Qphk^i}YTa?lu~86n!wBxXk6_^PpMt~0D5URg*d=Y7D} z_)hLUd-fEa*HrqL_!kv#ufqBb^Irx#xDTY9ihQ(_R(N5l(fN6V$gghM(pv6>@$cqp z3qQ-!oIj07--ygf;xFj?Eg!MM<8fUo+I)Uj&Y7ofS+CYFAjPK5A3Csn)WlYrA?qHS z+LG4%kJH_kqfVQL+8SIFWqxos`h??jBrGkcdDFuS!iF9zTxe%WP>--p zNKD+0ULep6o8P z8wwXId!joF`OUniuhw+a+3e*`8f0N){aM{0r)$%vq*t3!;}R(5Q6~P`j7~f%rXjP^ zdBE`Lnf0`t?Y@tqw!F4!5@8$r?q5E7y~M{b{mDhYUvI3=J&I5hx0M!*;2E|0RJ;^5 zRrS&1ackO@9jeE?R~6pgC7j@I3}r^E2?-ZT1uQ`4nZ}%{H?KGN`tw&!4`oR?St~I3 zMcDSM)*}}m9p$%~X?*WUtK(h}{ZPn|UHo|m0&>>qQQP8~o^Dm^dRlAJz~!EATg4wA zOYbD#!7w1ySsOmYw`!kHUT$K?*2qU++FD(b5+`At-C`GTO)u-fP(;gehO0~MwNUsd zC;rEG%6o~w9=<{Ul9gT-4Qa}~y~;c0>u|G2i1Z`1uHV?K| zp1Wk;ie39Iv3|pb)949Xh3*~c>i3iwvGn@H>XY%u1mstyFTOgT{sBE?Ji@|TJ^T9h zZl|Loqok&;EkB5zlp})K;B{kXEVd_^g!)o$&V4pidSqR0vZ=khVNqOoZdrKOv0)T#eg0vu-2nE#kJwPht_bxNXejx;&xX)7v{SM_aLD`o1sy`af1?RXMEnsxe7nHB+oE*K*`n zNc7{%^xv}sG&0TutTuyM7v5cEv`<$0iUYPiR4hF2(#5o#XF%bGj8ET~)$ z-{aULJEyXfhW!1ijU1`5nlaIMM$3QRY1;>~_f7WtM59q!QlX0@`GeqKXb6rCut=DE zOwNmS9B#fx$8!P=uZqvrBa}e9Wjb(~(rXiAWdygFSZL-&<*6@6g0}8ByWRTjd$*o@ zA3leRY__suH*lRWy?y((-a9j_liHso)zM|Q!prA!SX*hMIY#xarrB`azk4!XQRFcc zdIpZBUXEigAdyNv<&^8b!*<*!f7OqkS1 z7d5}0TW=P6c+7<*%VfoUdr190t%?QvLsnLsItxrTSsgg` zrF%5Gb91Rtu_q6+aMy8u20Ap&?A@DSlKsQ(IoeN+XNMP@2O6@>g>KFc+v{Ir+%~cI z&khLIKhfcR$8Yw1%)eG_R59+&PC*t%mOkZd+oMvpqOqql2Zd?KL&;jczcc>zGHcK? zMCmTYR=P0tV8z4Qb)9ecCBK9XvR%2;V$stsy~1m-_ioQo#oWRxkD{IB ze!LXvk1vT>UitOAfb1{O@Nt9)rBrS)(svzcd>y<#W=v-{$AJgO4ypz}4EgZIr!~W7 zPK3M8repq@-Wf@fvgRl7vukrtQ%RM+EBriNG{z8EzE{*`h?}KxANVT+V+lQ2EoIqUVuzG>MhDq5=De67b+b0=% z`{)#C{Txyhy^^=EaI<@)KYA@VbV7Z_c(Y^9tHbduiOtUA2Mh(ZHy)aqYUgch$fuZl zlNKztmed(lJvxfDB!CfD$E+o@k10G@oY_e}-fC4OY||r&VPUy5-&>JO-lol8n?ng$V=~-4 zw=ml}cF%WTboy@|e0STdKT*?$j?q#PSxMJLuJT>7Y|6N9QgsT;H_J>1#ax$z!dTxs z*HMX&N!>E`Y%%#{hT^Yed7;9HMC`AxqUJyPJ;uxzI+vzC_eOl3O1pG+)m~qzZ{Weh zhace(D=Jiy&ZjF&*>QVA4%v3#^A#9JKfQ)gXxXEoGXRpB^*LiC2EpZ9jE1g{Bg6(l zwf^|xR5~o{!K>e1lu2}|#~TzPPH~;( z+@;dmi-NkxTDc#! zyJN~Td~k)vA7*~vbJH9drilrTFu~qrFApN(vz>bR7p^)u=&b(v3N{10^6;7gy#_YP zE=UHywU8na^C}5g_2NPn1F56KKuRGiE2|~*qKv}In+ITjPZX2SnTSV$v@Qfp5LVrU zjIEMV^tZnnxcVp_MMjoDyxO<%YU0Im7j!vSAC%{E%PN{&1F=fL@LwhwbtIeGV3M>ps7(uB{xLQyqu2l-B>9e`&MEk}=6Tk$kr7N^qWf z{BH4AtFunay1RGpS}#iiFm;dYif$OZe)%#JiJU_A_|ohy2%~cFr)&+9U))`%pb!m7 z1M*sie8z#OkdSD!9&j*z{P^+9Qs$CMbuQKF8qMGe#jwN1Hr5D%)%S4oCAF{-@&G4 z^b4x<4{^6Hm6+x9=29uPij`}H%Zv)+m#`caTtucAKY6!Obh1OTubuDx{aek8`q4b_ zw^Z-z*P_favu>jh)-|{}ba3?jk^wYqt9{ttD`QazrVW~`+uU82^rrL*91bR*Pd8b- zVXobpVN6F;+SMCW4(J(Fu>G|B%8hk9_Mhp>ZtCFXPeBKC zL_~!DE}2Llwwrg+R^gd7GeW0HWA@4aij&LIc#oeD9X)+t&q0Fj8ocR0`+sQhudZf6 znfK^Gx0ADKorS_@A-P|flD0Mp9W~miv(Xds^781MQK)l;%R34tLYi(nVbN{-)rmHp zzMD3ZtgdS-{Gc+Om>SrOChmj+ zjq-~>$xBK(oqoOC1MzKSJc{}trLn#%#?heMBolMl+(69S0n}f0;S*p=efIB_Gb!3F z{l9Ub{`^Sr0OV`!{=u41YSi3*+*i5Pg~;?FZ$qZ`>QaV7lYR_I z1$cVdun_Gqt1C--Z;t)F4z^iDE>t2_X7pz@qMf6q~Z zpvJXtA0<+3hS1$0Q#o8!ds4emRb zJJk_26nplpLYcw4X29A}YJo#i@-FGag+B>jTfH`kh07a350v>aq)K5TSG1SU|& z`&OBWZR{8*8AShQ-!U`WKb*(E&*>!XKXu7qzH?l|2CuyBYsFl9BkCsRsFQA-RC}jE zw%2r*xl0>=kJudf)?cR|OK&TrniV{pe=u;wCQCBrtyGijvcR@Cd{W$X@9Lh9nKiz2 zfp}w>vCe zqdeT#cW$wenySj+o?N;oVH>*?e&-6Sl<&vSoJ`?YFs8*K&|)<(LS@2};>_lPu)dVg zXw_Dws24dIGOs7?by51f|6h;7{C2&l1r^CD>h?b7=DR;1o=q@|Gj?329X_r{l9Y^k z@AIPg*!+bO%DL3LK~mwnY{ZUN$=43ONezq6*~Lc{vC%HJNvJK(!bRGJj8xCGn zZsUJFaz%TD8PA;fz{=V6^9TBgWQs$spU6@IX&mClxDP8O?EVr^@mGYS)c0yZm-@8y z3$Cw~$%51tPi^{6zu}vaZ<#&tz07sJ7u&&Ilyl9z8Z()2X8ZOb|NPr2`Ws>OI}IL#*I z5cj%+u6WFIaV&SJ#02gK6t~jftqI;-JbHH_TBEZvxKBYi>K)Y-uVbb2M&}(#zJ~UJ zi790R73-r{TE*|VMm`)CTXwdk$LgGt?{lcy&^cN^gN(#R`=H$%&HzZr#nrZ(_HD{) z*}eB;oZVo3Mhh!J-MW3}h_Ao@jla4tu!xkGl_C!YeoWycDQ!6Lp=o>7EjxwKt8zzF zY>&V4>D0VyXd05GiB1>l-KCE`ZQgHg@e-D(dq=*L%zD55MX-1}Rp)gSn>{Q=GMQb# z4pqrk)ZfQ;GVaLnqFieYq(b9xq$)A*(i`L$&xZ+T9K%AapmgUD)sCn0EAAqheGX6U zI;Zrpw9$WG)z5)lQ#4~UQ|hlr9AaNJ_?wkgkE>0~%ePIN*Ukr;CfDb=+LySIOFoMH zc)md5_2`Wou?zfpIhwJ?B3CM>4Q6+7)37CfebB0Q_G9%Wv-Y9OpROAmeO{yL875Kp z?fQuk-=0f9QkJ(D#tjun3`B(a(z|v%-@Wb~wcUPuyV?xOqWy!qoi~FYIQwqD6_6=o z5nV0o-Iy8o%Pap>>K8ZG6FMh`o-kZ$(eka6Jd~?>G?HOgN%zD4;rnZBp2BgjNzv8P zkz#9oDRj-d#GkE;vKHiv#QF>-NqM)7bJrK0t9>IsV03@uf!z&{)%8AgEH@MWg1G*b zFng@L$6uZiwBLD{totvmk;su+P$*e9%MYEK5{OnXwl}>{3>Z6z#>8MFjaN{4$ zGiFlHPu+Acg4y}`^^<$=AI`Qi9{O6CBI_Q`b5+7rsZ@8Ua9C!$XoH=GOka?fRFO+W z&Aa*+0!wrk$$si&a?d?X{dD(wGVd>TrNPO@D|BaLxs>N7FK1I6;MIxDj9N=@Rgsk2 z-_(7`gg;qx*HI-)LHEasq)W})?Yu{Pqc%vsV5(=!>ef(opxIfg&e6z1Ui_nh{gh14 z9u{T!qgvl>#A8=zk~w#k3iq0BDYjUqJ2f9sn%R<7@p`Qxe6Q3JJzn)(wOQ`KJy(ik zxfssl9vL$3f>-s|B&h0@838?{}2 z?bF}??aA3QQt*-zPwg%!FLZz5%=5mmi`nAd%6)-ML;cBvnal+XBlBuuOz(YG?kNP1 zs8lk)UH(`d7F~Ytn|-v3ewcY~V`MNoBZ7BE{B3J#?XB{D$)3uhVixC9VEa*);-)JV zY#Ye2ddvBF`;FQ4QMIwfq!QQV7rMEURLn!H>iz}8%bS)!b5|5_m(LG7{jw4dPftt3 zEiH8`NY{~Lzwq7E%p|5P8!pm^j`ts*%jgy+UdTFLU5kJD$n{&0LxR??TkT#kcZ!VI zr}ji&UniRXaDsx{i2gY)p4UPmk0qK`RBzaF1f98dsI($vZQ;l2!JShhF>+Lsv)uvq zMGwphr#0M3Y$;ldG~rnuJ4v?;I!I>(=qsBFBr?0cATcFScI52uo{Khb=Q5;Lhc(`ztXM4YRW1&c}w5iUoNn!Z7iZ+S;y-1u}!HJ&VgJo{C2jk6F zM4eo8oAbMc#pKuS4D<6@c`R@3_PR6md2nJhF4u&P2=`44P54(lqN1i`TaA-WboYD{ z(2JfCDPQe>Bs^EV<$H|$rz2;7P0R|6Fu$HueilkMrOw#ZuMzcv+CtjycGjS7omtCu zQi_!Q!=j6UnR^B#W2(<5-E=zjzN3(elr^DQKx-8maig{Wi18nMEsj8=&--NI3ErF2 zSIP|e9I}jS$nq6_+;-Q@=}kUfEhM#^_@UECl-ZxDF`zGDdd;BNd9JN9{K?iLz0y&a z7tA$Q$)DP+&XIqad8(_TQE5~=T@-#`z?`2U%TAG;ZRfYgZ@zv0{k8+B(r*7wJ>SVa zUfOQI_Feft9Q|Zk@x@Kv&75jl@_VDDmU6a7#j5(|2$iyQsNSh~q2~Qo!|&0jYKz)N z_Ul^bxCccWsHPp>=9ZDj@1T|K;V}Ppu?D+*Gs>BXvZkJ+H?%t7rLlf%L1=Rb-g&!y z)adKn?}(+Es}5E&pT5udOiaFg5E`9Cbtzp z*a0nWNq_U-IVMIUx-U-WN*2EQRyvT8wb-{Ul2PbLDaR=i{lumO=Lyj>GyzX6teJw& zBx@G21iajJ%3nrRrta*MG<$ynbW$LN^ zA^mJJ12Zv?IIH%h@`)p7sQtRWznGkUp~vXCqntM1)rE)|+AN5)jU{D4&aR7dZ!a=Y ztoKIi>EGL8`f6)vYzdF<`7D81 z`lHL_RMV3m$}iPAUpFoyk$ObyZ3SEwM+4S7IZs_0(XDuM;exd_Pv=(SFErX(_R6mq!4h3qlU`PBug~9)trorV zdHdCGypOKwO?PLVNzsX>K6^hnB3Pq^I+*0-tV=S#?4s+Vvwp);=Dg45wY5j|+qQjh zw#(QgL0QloGnHg8d(d#CqXI5{fZ3f}z>7-v{AupJ{N~NSf4dj<$pQ>~vRd$)(4BO* z+gobZ-@chIEy0zzSqmN~=O{UBk1Wh2rTV*E+jDQ?B@LU6M49T{mEYrh-RxbZg>sP@ zH@eMITEyQK#>AN~%-=Mg5EXO$bXDuLsMBb6Esb*`-GmJya{Wmstz-N+dHepviDgOo%zY4cO1 zm)6p9U&5alff_EUo+Vx@Z$7eRV@!cWrI_sE_=RpN-1=AsU|&VO2tHa(lHe}6XS*F^jIWWsLZ$R-^3t8$f@p?%f3|7gVI z(eSyE$mk)pFurxg6P%d~Zw~$qoD+5vX=jPMhVE_t>2ZuXZ_-r#-ZtI~(lGlT#&=<% zx>jvVXU^}vk6!IaT6-`nHT6QTaQ&m?FrylF7wzelo6F>`<1iSpkIPoud2A%38}xH+ zS|;K%KgMX74c*qD=iBz_&WcXxqu`o)uc-O{@*1hB&6{Y~?-to}a7~<83F3!d`;T=s z%8}6)zP4+VS!%V|sBP)oh;(IdyF%WutoezRJ0_>RCTR?($_>6RXG#n@yIN4Qzt8M? zJ+&~JeAacY@zt8n2I4s3Cz$WqiBu#QE{QT9C`y&qm0)#n{73mV&&l<&%m3(hBKSI% zpe5YN@o_7U-BtegDZzu~mNc&S>n%UhU$vDL!{Y#;->G%z1;SJf z$WYnzw&_3m^HqrdaeBkInE}H$4cvC1Cn%f=f_#_^s$$<+cn!>r_6)MOmR@rmcOGng zp}oy}i&vezouldBK`iL5nQ7eG(Xz~JZuBe?6bcGXtIonS=Hb7&+1xl^2kgWECdy4q z=0sDmqtITSBPYLj)RkTm6^@_@Yy3&Ij(p|Csd$#7?@Fk~sc$$+37V3;EAN(CmUoYu zOx|)7|5lN9%;*U_gW9U=r|nEXm1ll6?$i1fM=H9#Qbg`aW=7XMOtHZ&X_9(6DWBJ4 zj%VIHZa>>VfT5>A=i}d7&{QLn(P|lZ@r-Bt&Q}H9OlMPBwyk!|vutqjST|_@j7r9# z^iI+X^~o}y|F-%=PNW9Bxzot!`P?tChXSJoXW zmFcRS{`@<}Olx{kGSsv3rj=Ws=SKyeI-7j1Jo?+tZpT|30b<=d2jKrfdTBuj$A3b1IZG5%5@Ls|BT{0Degyr4Q_BCfq z(Zey)8SZYQ-3t}gPU9^zF^I_!K$*yVK~7{YQIl;Vk6g+E0i6`&+sAEg^~P z!5nF+6Nc#eZGA$fq>ab{WOy=#?J^Mp+-8Yt-%x z&ASI#FZCNVIHz?udk}FH*xcd1 z)78~>&L*l3r*Fgjs*9xacBok+<=5?F+;zzD{NI%~d_3Do=k2mWmpxo%3oc8u7>v~B zp+LWXebMqdKgK(8ajmKntXpV*oBk_J*~dLF@vk5fx;nXWlmE6XXr=W18zKL>m;dhq zTtSZGU56dRc83s@&(;fI{&eoz;%DNJ(*Q%N)MG$&%DADORh z&x4Ll0R9sOw8n{8Gz$;ZL=BFH^ieo=x1m$^5R$o|_T+i{>G@$^;N)n**nnQxHII;M zr{a%o#`w@f0W1f@<=v!MPn`W&L+EcBwT$_{cu`^mC+tM+G%4jW8;d$b923txS`nyW;v@wOD}mA~skX z16yU&^N|WguRAqny@4{L){f2`f=|z=x235^h`LVINXSlBa3Ym{4@D3o(THy$8fibg zG>1b&LnEZ^_tSB!cf|+EKQpU|MB`3?l-)pXo?_lMz4`G9VH)?9ne#;95c%IsZGIFR z=1>(7yUNVlG(0`jfX}Ixh^`TldSP*b+iV zR4$muD z4u)sBF4#iv3cAhfqYba8pG#$NnHx>Sk(3hPIVxz{^YPxB>#dKg9`TVs0I>}R^Jha6 z?JnsXq$gmfxh{?5xUMb?LZ%q9(1W!hN7H2VKOBFbzqMKL!t1+Oxru=&D^b^ZYwi=# zzLl4H8qXWz3<^$fmSSQl9bs-^X)^3c%GUT*ICS7-S!@@MF4{6>@|2C%K10s;XF zYs+*#rBCHs`V{mp@3DnFL%DVV6(>pO$xF5K=o|M#wMf|h*BSTaiSp=G&ZC0;J%=tW z&ritCHeW=?z90BMj|KJfzdYC2=`hw&^YI?taW%DuoG`rMvIbYFu%yE<6AmW_`htmH zg9aGhPzj>dz2!lJ_!81{$JrQX?`>*l8*VQMLuYVM=Ed^K=8Hj@=5=g}M~>v-wxN@a z12SyX7X7blW96z*DTT|cU^dHYK|StF+O-$2&L-D`yo1j6`JeGY+HWog%T(>KVfK0( zVm0g_<87Q_TFuY_El>IRE^<7rDvCkGVZcCAUeG#&Ih9eQ0uP z5-;@ao~NXxHHQEm49I3&MifyiA;JEkK2eQqF#8;U8btY-ap^wCDHx7TB^)|6N7YLv=i-F21weO6PJ$REKYaH%( z8Eh@ewBJ&7!3gsYI^n$L!2?qn-TYlcviAy{uqKzs;xTFmEEE}G0mT?$1!YkoJ zc+K;%uPCW0>*z%0+XSsxi)<1g%Y=SF8d9p5l2Hj}eBo z#bV&md4s3mYFno1SsuW(WX0hjOjur87`T16)6<0tZ_aS=^4^1gqA4xDnr)K#qR@M} z)G~(-1HRF>zOmR(=)DRY1sO&Y$YGTAz+9(C62wm6vmOf>*1`b4(8+!!Q_Vn|G zP0Jn#QZ)*?KrNFaIh`PF7m2`Py?*`Lc2_)HUKQ%b1WZClb)w@~$0(nHC8ZB7yBX}O zMSK1u7;t}IUrOSH5mpO|jX2Oo6Fp_FbM1}~c~5_8@4v5i9{S0899&#ngB(_XJN$<4 zqan??+4C0pMo|E_?`isKI5*6~MkLbA@1{XumnXQ}vMbXKu%`;pX$=1wuPo-i?1VK? z3}TZ5ffyp(vn-%}_dM3MG=_8g94!?J%Up+#+X$~U+LGmix3U{<79kub;egaf;Yi42`)<6R%r!-a40#5&yu zzjFMuSlyQ=hsgmRlrbeeUODK~)$IH%*9jxWIb|1{CT1|XjDQs^a1xtVu^mwjGsmp0 zt!s1E(KlDERek=Ppc2eM!!FMX;Sii1DW~z>q|H0U`xXY{2E7;!io311va!{|-|T2s zWh16SK(D48_A^n9vA&@JWCDJW-bv0Z8W^|{h3U-?!8Wj){&~vrAwS!&VpItLN0!rs z34@S<`n~O3OyU+yaLoxGYpZ~l7!PeF4EGH$k*Sla9w)DVE0ta)|0Z1+4)!zLHNvyO zY0)t=SC)8f0!NAfgX_9r0%0}wys^#H;71G>D`U>J^T zX!K*@21;oa60SDBT82-VpP$by(3{xJSfW!Zj49!9&MPxbFSQb>FI>2QYZy4%UO+yM z*AUeC#$-mkJ(q~cHbcYC==8OFo>QaEFf-;Ll{>k(3`RF-ojz?h>NMQjd&G}H0Hikc z$OHE}-IoGdEeirbZ-J6*!XXX8p`ORB#LHk^p<@be)lUFL903#DY=0(^+tBscx_x^I zj0Z2sOlb>0ua!?0ISe;{=nYb+g*s5~RILnHm{;j>eV#*+1;^MM)PzxtAR_)qoac-E z+0%O(x}TiNftSFhC4e=7Vu2SLfa8}}R<1O@+JUS8%(}Y-qgAM2?(Z`QRKaSf>FBUP z9@Wxd=L9{YrOxV)Yw4%nyE?;y5wKt$9vDoteS{@jS)9S>8mcyoUbz9`-mI3Cs2|5~ zB|d)JvmJz>cZd<9rR=;3Ur021)JSw@7?)CbZ`nnCDCtCu?R(4R@48mRO~#`14OI0X zgLPBH%=LfAglRP>e%1w+3$uuc*>bkYj7F~F_mn5K|zfY|ho*A}epzUieTsl1B1RkwV zeQ;!?Mj)r{cDtoH%sB}%OZQF6?&l?1PFMiG@@!?6yLkYdy{9-f2q=l;I$p+TNW6Dd zm{47F=0)e9Pko4eT$&q$hVC95LRtNx`b6v?J>2AA*M~c8&|e~U0l<{7WVX2bj$!-Q zhI@J&a&3B@7Kf6Yf4xisH+n119{3sY^!v~F0ua+NF;%qX**U{B!_o@b8aPh&9mlu| z%VXSmxQ#xbCHfE^74JC-+FpovD<`WL;wxbC8k-u75@BTnq=Gs*1Bmx`$Hx>)12di2ii+u?|W>M$P~T*iHd?h9N*Fk*z; zl#rAphG%Wxsx3HFGI0fGk6-7FFMf*>@i1=10+tV5Gc>wyEuf7Rw;{SSFiR(Oeqq5_ zGy-HVPBh%$qUlOxhq59pCXXKLhvJJ*jTz_u{rBN)r@o!m#7q;-Nmwb&yw*fG{)FL& z?P(AZ1i?A1MifS{-r#%y2;(q5Xliw7Y^u$!4kQO_%s47TAUApAq|js$!dGY-%PtLP z5j;5XCb1^Ua3e5-rubyy?7(c`fB?4Qz*n`K`fYr9^65G}olHkZ2fVd0;)o2{9&mN zEvWID-%~D>BEky?A^Ayqs+uKYd&o~m5Lky3-$X}Q!FUJbJ7oe20LlU+ zS07~G@b=GFn;NLW@7zZ4*5^tRwrtCd?s5P&Bc1^|&+==_c5YcptBsfm)AHsD9k3sy z1^p3OWI|qzh-SextIo3<%!OB8K=4ROL-Tp))#t0(J!4~aU!ERmJounb(z=V3{%(>Q zj>Q;B6%bwt32MMo7&wTa+sUrZ_Yydei0^FsRQfk!mk4l<#Y4x|R25&k5fjDKU>%Q$ zNU+GoPeg9$m_HL)-^de#^%XPrFF{-*`c{a91hH1|8H5#Bn5t8Fc{*te0o=$bXfS?U z9;k?WaI~C*k#McZ@_^wBrj|k-f)fM}NyxqsDH#mo;Wz&Q_jnqh8rcDmr>~|8g!RF+ z0m;13FA&EOescH@1qNqDJ=chugnhtBuXVA`1I#z4e}2GOaz+N=!h2UK;=IH1+B;&1 zC&;Xpz+qb?JB!zyN!3BNn-UyXF0^MH1&#bPsB1^f%(&rd`T*tX#IQf>YJcO?9LO;B z`x6k%g|`;W1kyt)hTz^#eAvi-GC^e<1kA6@j&%|u1eFLkM?Oj9~j$wRkX$bxayO4 zsES7LoGHJ4{klBg8-zzyX5Uv?g!73RZn5hrDC#lPBHD`AZNA%wFf7>lb>qm`ZD(Oo zMQHMny+Y$SX!cGC#E!!^Kz*|c52*N5(Tgxm*y}JF%Znx^1R3vQSr0FQQ6h~#j}0PL z9+5eitPTW}$9K(iU%3fmR0{a2j1@xShEql+Y9pJICo)d?1+IBy#K9rbA}|g%^W(;` zH-GV>ld%$qoj_!gNDt#&5Dp06zW$xF-HacWvx9YU=1pn(O2>{7 zSw_MZ0>1z#pp~2r5o_BIuKU_Cs5oUZCrYp!J$jTtDX_jo-U6+XX!%^X8=Zzfe_lS9 zrg!|(r36Lsh2zLXzJu>4kf}tcE1istOf~f?5|UL2pq=}Im7Qi9&sSDd7y(n{=I6s? zKW+ap>1S(a$Bf7oNwox|dy0#WWR;XCzF%8)L4E|oDMSMU11)~MxrZ#ZZr;_*gFwTk zsCckST6+@Nz+!S*;j7>Fb$G0~5h**A9X4)ZH3FeNH!lwruMaquILf7%P&hxAaiV6! z1Fgikcp@i^R9)`Pnf=JB_e7Y-b^|HlEQFwnlx|Qs4oTOZGC$moJ7|pAJQKX8nw?l3&;lTZWV0}N)BcV*(?;gOY<&2^gK0DfzFmb2VXG`2+9;^3k1!7O@- za&~r>0JO;Tb%BzOz~z?AhY{RS-=HAe9yv)FncvUPdKS0@bmZFH0fKss%s%${6Rw%S zVCsb|JgfLg_zJ{al~q+GWo1N|p`Cn#ms9n~16YObp`m*%78IjxDWk19veGv8^_ITr+55>sl=DDv( z!&g7vKpxEgBhQWpL9RLM24Ph26>!oHt*x$9*4A>1i$BIq=;`UX-C|*eLy08X*B_?U zZUYJmLHCv!Hf-3?H#mrvV*V|xl0R$)n%~12b&RSa=V)hMS<71*#`S>h&ww@p%wrksoxos> zwEcbL?!q7n>5rf)7+nZJ)42{KEU@?W@xzmx3kwVWtWxMHVuvBEtf?t$Xb2^219Id9 zbi055e)DV7O+ZdWn9lNxlS7<`i)%w@Wx{ty4$s*0Tel@IcB?J}Dhjg%pvfZy=L+td ziiT#r5pWqjJ-sl}VsiUA6|@!$r%~y$!ywM#;o-|j#h|gC_;7qqAsJS zr-$W!3XA&2s*??r(SiaQ)JA)-79=7}#sEiA7(GF~T+BgoPsqr4fG|VMCFrB@^;_a$hKQlGz5l%=(Qwb1*Bg{Adeh`*^E~3hy}@lHv<1&|I%{ce0bC+_yg%LgVA zB%viM2qQ`!sb zxx?@`M9u=!h60d@($2dHJG>x3aJ1IW;Jg6)Jl=WI+}s?v{vLLf2vyN{h(0xvV@WnJ zCaN0@(b3WHF(sD|=w!KOo|3R^dxArQu=Q)c{k8W?qcQ|IQcS3i>5`2uNB<~vkpT3F$2y@+ z*$aSw`;Hw);S*k-O=f7#u^L1*vln(1p*K-sL)yuFq#k^ZK8boe5spa(h?}Y!8}FgG zLk35QWE}eN*84FEeQIfmprYeO!&({2mJ0}w1k!P7n6WTK!3psh4+_ZJ>FJg9^jJIH z=61nvUqn_GXGIhdGYnDqfh*hbiVt7E1_SV%E^>Ff7A7G6;)eL|2r+Xf1YqzX90v|O zM6680${?3kURrtwh3jy{ppn=GuV5AVb-~6$vI2HW>05rR#AHuPF(=eCZ-mocL z*!cE3kko@kj{z1g55chfL}dlbw$TV)fWTsih9>br#5ctT@`#0O1VU+0P7a(GAc!sO~XYll8}wxjekLqMfM^nZkZq3kH8)53^F5B zZ}f`XV-WkJ^hI$9?h67CbifM(AhYDS>i0D<(NNG(ki!!aWe>REHv6`kn$0-5z*)x* z9rEP*ayCd|;pykk>HsIom``Q8^;uF959cxeCom)gC`PiJNX`SL0oo)Y@I04>VYN!` zLhX6?E8=QvY65UVMNriyN~MTlP$VYGjd#7gy7638mI#;pQ33knxKW8i#t66ln&Iu{ z43IXyqR0C0^2lW*pV9u-2iFG6m2q?CDoWC7z&0uRubOj-6phQArK_v!iwjxYM3oqs zehwZUpKYAStS5SocAYS)$GswKPvfhzse0KD4_^QAW{;#~ICRFpr|O!w9FBVUa5_GA zXmNXH~{~uq^ykY_#H(2Z);osMP%VP+#7y_C{&YM zV|F&aYzge&J*+X|BY=)zmO_!5LiPHI{;^5U9Lshz@vO;1#-q+xZ~D)GhXthbdb&w)-@cQyf3DvN;`-ICwADT!>I$%c&{$9!p$Rs;vAXPx zMCMU=BfRDrZt;!LHfG=-BCiD#nyUZoA(@nv6i`tJu=`fTpI9l#0uvx&%KamV1}w!r~&!uCjXINd?~d`%c~0~KzHcnIyXx)GYny1H^i5mk-HFTgxj z0bogiW^>}i2`48f;-o&;j7u}9m`qMHEF#RmgjGiZvMWdge+AhB=m_y%cW>{-78^be z6F)qC845XwFSFh_zy}4t)*wD7z`?ts@Z`yphX6j1yXk>JKyb5-kx?0^H&s8f`ANOO zQ=H)D)>aUuj+{6_NG8Ar8n`c*>b$vp*v3YLC^Z2B)38cDKzna;`3v9XH&GH+S8sv5 z)F)5O#!OL_InrmKiYb1VL|^*Ax7QaV#Tg51PoQPEePAzBK!4<0*SWa3AfzJL5b$%D zbE}X5JcP7lEBrOVdaN)csDGK#*p;=%+^N-8*~r~~3f!fJ?F9HD;DGHg4kmGbw6%S+ zvcxcD59b9q(W>nJ9|mDx`X4b@-(@cP9Xlpaf%*y#2~am-uyKtLUs0Vuf1WU!unre8 zO*Rlm5@8yMQQv-;{{0jW@D%XmYKTR}fk}zz2o^WPqD3?#nIn=!qWN%K>F^oIfLEgM ziEY8HBdU`CeE>W-jJgGv@Or$1-|H*~V!#H6hj+a_Xw-tiF);y!g>p!5?FEoSW)E&j zsAyRft<EfIA{7S; zfh2-1WONdca`R_7Nc|@u7a+a>hpo?_#mq~`eu&r&sH2j8KPN{5S&2;6)?6D-jDZ|P zQuh+Vt~2QdG4P8QtfBtN8EFK;nNMD~YF?rUnjWb1%{Z zP;lnY3xf?4X9;~Kt>=GYEfm;**NHgyG5-ZcfKg(K3eE^&JP_g#VbvBk*~=rge-U8a z|LO|nZGZ_U68R`w#OLOQ!|jSWj_M)$hDU#jKm)*u2v7f9nh8p3NI#4@L~v@jcnoMiv&+fxiAcwE%lGITNM&ubrU&Ue8I1d9?G z8>p#)74#E?M}o}?XSO^RU=+no=d zUoWqRIzt1YI0BI=owpV*i;4DeC8a9I{2RQ;`g|8W_2<3&ik=<5L>wKn zU2-=c!Y+gmo(vUq)_gMYaUau%P%B5uqU=i{~`h+h#H7Rh+qZ*;dTr&M&00NV{%xw+Mf%Z z`M0b~Uu-0pR45|D*<|8MVb1I|skbOYK`^Bb?4BC%yRVn+|8tcr{#GB(GoPHC)JA3a z|7q>~f12YzF`$LI5Yy`Hb< z^KtLDa=YDy+DnR}r;3V;fjP^jhJVHN5h4N7;#uYQ`!NK>ChZBPSd%}_Z^1iS&;CIJ z8Hz@=I2myfOH|~B4Nifz$p_%C2~8JCm*WCtT|z=g;ed_?<;>{{$5u#k?D$L+3#0e< z)~W>`Q_vnBY;|nb>a?^phQky_WB;g2&U2z(;u_Rl9Y~g^;|Yw?v|DEScB+S2;e)aJ zTW=qBVUA;!op2k^^8fewe2p|pybc)^mL|?TfttR`rMi|0d&wzsKD1OjMW_f~P{L)1 zRFIRmr^k2Ug}*{ppaa(t%irrNG@-l|CHy0{PC5hSK=Yfu00IcDb44LHbYBMCB_D-ca;*GlL~;?%O!7Wx25>F((X9bxgR#yIQj-9mS+#f9tRz$u~7TLZR=WfAC_WNIV|#!&*1Y8SEeQ=tBtAh_sQZ?(jS`ZgYF#1fmR7zg{A%K{P`4gI6#qw zV|nDBr2WnLC(Fyjh+y&v$z?B*4QZg^g+bl)?Q+G$%ytZ1pFeH4hqt$wr$2x0;A7lH ztOcFPW*$QN+25TrlkT24e!OGy%J$%*vL0TX?w5=`{lcDSesDUmTsyqpK*MiX91?Ky zDY|sab&=BrX*-RWeObZlN+H@Fcx>4@(DwgO_qz z;1-M^>|_FnrTDR3*pDo7JgC<`U5;NGm#6jx+RZu`K@Z_&n9b(b z+m3!gu?zjAs;Yw^SYT965~HzT=4|7SXfnw!nI@=sEIxrw7lyd+q(EGTu&SN2OP%&) zRRm?!lb64y{cbi-Mb?(iKE<`_Vr@#)NhN~$id%6K{>|HW=2CTc?oV{OrluDJO=keP z;VO*9Kg{7T%6C!lt57m<(poWa7+5=phU`REYUI|f6y61<-L=e%pas=ZL|6?Vt=?c* zP2+cay*9@F>%=Ky`@?j>28>{!$di>U9igd&(*X3-ku%~Htz)o5PT=!yatGy#r!{wD z)EnXJgZr@paTcFH=%E;h2*s5oHIYFb59JuIwB_LPeBv)8*BD-*C?~c9=X5?U?@xMK zVzSY=*7S>25*;?L6P^CrcZQ#F_M&29>ao5BxJEEf6QQWW0$&+4bsb+#Kp;{4#H@^n z%YNVSXFl!=y21qLiK0*Eg%icd9DiZ|#b||wlpq(lk_{lJi_|4(Egty3QLnVA%D*H> u`uDRk+w@1sLeG|;zTyAaa{vEd^UZ5^WY2X?)PE47_@pGKZfnpRkNpjf`I-*^ literal 0 HcmV?d00001 diff --git a/docs/technical_note.md b/docs/technical_note.md index a14c5b5..696ac44 100644 --- a/docs/technical_note.md +++ b/docs/technical_note.md @@ -28,7 +28,9 @@ La segmentation sémantique constitue un enjeu critique pour les véhicules auto ### 1.3 Dataset et Métriques -Le dataset Cityscapes¹ comprend 2380 images d'entraînement, 595 de validation et 500 de test, avec regroupement des 34 classes originales en 8 catégories pertinentes pour la conduite autonome. L'évaluation s'appuie principalement sur le **Mean Intersection over Union (IoU)**, métrique standard pour la segmentation sémantique. +Le dataset Cityscapes¹ comprend **2975 images d'entraînement** que nous avons divisées en **2380 images d'entraînement** (80%) et **595 images de validation** (20%). Le jeu de données **"val" officiel de Cityscapes (500 images) sert de jeu de test** pour notre évaluation, car il contient les masques de vérité terrain nécessaires et n'intervient pas dans l'apprentissage. Le jeu "test" officiel de Cityscapes (1525 images) n'est pas utilisé car il ne contient pas de masques de vérité et est destiné au concours Kaggle. + +Les 34 classes originales sont regroupées en 8 catégories pertinentes pour la conduite autonome. L'évaluation s'appuie principalement sur le **Mean Intersection over Union (IoU)**, métrique standard pour la segmentation sémantique. --- @@ -76,7 +78,7 @@ La famille **DeepLab**17 utilise les convolutions à trous (atrous/di Ces architectures19,20 sont spécifiquement conçues pour l'inférence temps réel avec des compromis précision/vitesse optimisés. **ICNet** utilise des branches multi-résolution en cascade, tandis que **BiSeNet** sépare les chemins spatiaux et contextuels. -*Justification du non-usage :* Bien qu'alignées avec nos objectifs temps réel, ces architectures nécessitent des implémentations custom complexes non disponibles dans segmentation_models_pytorch. La priorité était donnée à la validation de concept avec des architectures standard avant optimisation spécifique. +*Justification du non-usage :* Bien qu'alignées avec nos objectifs d'efficacité, ces architectures nécessitent des implémentations custom complexes non disponibles dans [**segmentation_models**](https://github.com/qubvel/segmentation_models) (TensorFlow/Keras). Dans le cadre de cette étude académique exploratoire, la priorité était donnée à la validation de concept avec des architectures standard bien documentées plutôt qu'à l'optimisation temps réel spécifique. #### 2.1.5 Approches Basées Transformers @@ -87,8 +89,8 @@ Les architectures basées **Vision Transformers**21 ont démontré de *Justification du non-usage :* Les transformers, bien que performants, présentent plusieurs obstacles pour notre contexte : - **Coût computationnel** : Complexité quadratique en attention, inadaptée aux contraintes GPU T4 - **Données requises** : Nécessitent des datasets massifs pour convergence optimale -- **Latence critique** : Temps d'inférence prohibitifs (>10s sur N100) incompatibles avec contraintes temps réel embarquées (<2s requis) -- **Maturité** : Écosystème moins mature pour optimisations embarquées +- **Latence critique** : Temps d'inférence prohibitifs (>10s sur N100) incompatibles avec interface web responsive +- **Maturité** : Écosystème moins mature pour optimisations pratiques ### 2.2 Justification de Notre Sélection : U-Net et FPN @@ -97,18 +99,18 @@ Notre choix s'est porté sur **U-Net** et **FPN** pour plusieurs raisons straté **Avantages Techniques :** - **Efficacité computationnelle** : Compatible avec contraintes GPU T4 et sessions 2h - **Maturité** : Architectures robustes avec optimisations établies -- **Flexibilité** : Support natif dans segmentation_models_pytorch +- **Flexibilité** : Support natif dans [segmentation_models](https://github.com/qubvel/segmentation_models) (TensorFlow/Keras) - **Transfer learning** : Adaptation aisée avec backbones pré-entraînés **Pertinence Métier :** - **Multi-échelle** : FPN gère naturellement les variations d'échelle urbaines - **Détails fins** : U-Net préserve l'information spatiale critique pour frontières précises -- **Temps réel** : Architectures compatibles avec futures contraintes latence embarquées (validées sur N100) +- **Contraintes pratiques** : Architectures adaptées aux ressources limitées disponibles -**Contraintes Temps Réel Futures :** -- **Validation intermédiaire** : Tests d'inférence sur serveur Intel N100 (processeur basse consommation) -- **Latence cible** : <2s d'inférence représentatif des contraintes embarquées futures -- **Objectif final** : Déploiement temps réel sur hardware véhicule autonome (hors scope de cette étude) +**Contraintes de Validation :** +- **Tests d'inférence** : Serveur Intel N100 pour validation fonctionnelle +- **Latence web** : <2s d'inférence pour interface utilisateur responsive +- **Objectif futur** : Déploiement temps réel sur hardware véhicule autonome (hors scope de cette étude) - **Efficacité énergétique** : Optimisation consommation pour systèmes embarqués **Contraintes Pratiques :** @@ -118,7 +120,15 @@ Notre choix s'est porté sur **U-Net** et **FPN** pour plusieurs raisons straté ### 2.3 Positionnement par Rapport à l'État de l'Art -Dans le contexte de la conduite autonome, la segmentation sémantique temps réel constitue un défi majeur. Les recherches récentes8 mettent l'accent sur l'optimisation du compromis précision/vitesse, avec des architectures légères capables de fonctionner sur hardware embarqué. **Pour valider la faisabilité de notre approche, les tests d'inférence sont réalisés sur serveur Intel N100, avec un objectif de latence <2s** représentatif des contraintes embarquées futures. Les métriques d'évaluation incluent non seulement la précision (Mean IoU) mais aussi la latence et la consommation mémoire. +Dans le contexte de cette étude académique exploratoire, notre approche se distingue par ses contraintes pratiques spécifiques. Les recherches récentes8 mettent l'accent sur l'optimisation du compromis précision/vitesse pour applications industrielles, avec des architectures spécialisées et des ressources computationnelles importantes. + +**Notre positionnement se caractérise par :** +- **Ressources limitées** : GPU T4 Google Colab avec sessions limitées à 2h maximum +- **Approche comparative** : Focus sur l'évaluation systématique d'architectures standard plutôt que sur l'optimisation spécialisée +- **Validation fonctionnelle** : Tests d'inférence sur serveur Intel N100 pour interface web (<2s pour UX responsive) +- **Cadre académique** : Priorité à la compréhension des compromis architecturaux avant optimisation industrielle + +Cette approche permet une analyse rigoureuse des fondamentaux tout en posant les bases pour de futures optimisations spécialisées. Les métriques d'évaluation se concentrent sur la précision (Mean IoU) et l'efficacité computationnelle dans nos contraintes matérielles. ### 2.4 Benchmarks Cityscapes et Performances État de l'Art @@ -126,9 +136,9 @@ Le benchmark officiel Cityscapes9 établit les métriques standard po Des études récentes11 indiquent qu'un **Mean IoU ≥ 75%** constitue un seuil acceptable pour les applications de conduite autonome, particulièrement pour les classes critiques comme les humains et véhicules. -### 2.5 Segmentation Models PyTorch +### 2.5 Segmentation Models (TensorFlow/Keras) -La bibliothèque **segmentation_models_pytorch**12 fournit une implémentation unifiée de 12 architectures encoder-décodeur avec plus de 800 encodeurs pré-entraînés. Cette bibliothèque facilite l'expérimentation comparative et l'optimisation des hyperparamètres, constituant la base technique de notre étude. +La bibliothèque [**segmentation_models**](https://github.com/qubvel/segmentation_models)12 (TensorFlow/Keras) fournit une implémentation unifiée de 12 architectures encoder-décodeur avec plus de 500 encodeurs pré-entraînés. Cette bibliothèque facilite l'expérimentation comparative et l'optimisation des hyperparamètres, constituant la base technique de notre étude. --- @@ -149,6 +159,8 @@ La bibliothèque **segmentation_models_pytorch**12 fournit une implé - **EfficientNetB0** : Architecture efficace avec scaling compound optimal¹⁴ - **ResNet34** : Architecture résiduelle standard comme référence +*Note technique :* FPN utilise VGG16 comme backbone par défaut (vanilla) dans l'implémentation [segmentation_models](https://github.com/qubvel/segmentation_models), tandis que U-Net peut s'entraîner entièrement from scratch. + ### 3.2 Stratégies d'Entraînement - **Frozen Encoder** : Backbone gelé pour transfer learning rapide @@ -157,15 +169,15 @@ La bibliothèque **segmentation_models_pytorch**12 fournit une implé ### 3.3 Pipeline de Données - **Résolution** : Images redimensionnées à 224×224 pixels pour optimisation mémoire -- **Normalisation** : Preprocessing spécifique au backbone via segmentation_models -- **Augmentation** : Retournement horizontal aléatoire (p=0.5) et ajustement luminosité (δ=0.1) +- **Normalisation** : Preprocessing spécifique au backbone via [segmentation_models](https://github.com/qubvel/segmentation_models) +- **Augmentation** : Retournement horizontal aléatoire (p=0.5) et/ou ajustement luminosité aléatoire (δ=0.1) ### 3.4 Configuration d'Entraînement - **Loss** : Sparse categorical crossentropy - **Optimiseur** : Adam (lr=1e-4 base, 5e-5 fine-tuning) -- **Régularisation** : Early stopping (patience=5), ReduceLROnPlateau -- **Métriques** : Accuracy pixel-wise, Mean IoU +- **Régularisation** : Early stopping (patience=5), ReduceLROnPlateau (patience=3) +- **Métriques** : Mean IoU (principal), Sparse categorical accuracy --- @@ -173,6 +185,7 @@ La bibliothèque **segmentation_models_pytorch**12 fournit une implé ### 4.1 Performance Globale +![Comparaison des performances par architecture et backbone](performances_comparison.png) [FIGURE_1] : Comparaison des performances par architecture et backbone Le tableau suivant présente les résultats des trois meilleurs modèles : @@ -185,28 +198,42 @@ Le tableau suivant présente les résultats des trois meilleurs modèles : ### 4.2 Analyse Comparative des Architectures -**FPN domine U-Net** : Les résultats démontrent la supériorité systématique de FPN sur U-Net, avec des gains moyens de +3-5% en Mean IoU. Cette performance s'explique par la capacité de FPN à mieux gérer les variations d'échelle présentes dans les scènes urbaines. +**FPN domine U-Net** : Les résultats démontrent la supériorité de FPN sur U-Net, avec un gain moyen de **~1.2%** en Mean IoU. Cette performance s'explique par la capacité de FPN à mieux gérer les variations d'échelle présentes dans les scènes urbaines. -[FIGURE_2] : Distribution des performances FPN vs U-Net par backbone +![Comparaison FPN vs UNET IoU](fpn_vs_unet.png)\ +[FIGURE_2] : Distribution générale des performances (IoU) FPN vs U-Net (moyennes) ### 4.3 Impact des Backbones -**EfficientNetB0 optimal** : Ce backbone présente le meilleur compromis précision/efficacité pour les contraintes embarquées, surpassant MobileNetV2 (+2-3% IoU) tout en restant computationnellement léger comparé à ResNet34. +**EfficientNetB0 optimal** : Ce backbone présente le meilleur compromis précision/efficacité pour les contraintes embarquées, surpassant MobileNetV2 de **~1.2%** en IoU tout en restant computationnellement léger comparé à ResNet34. -[FIGURE_3] : Performance vs complexité computationnelle par backbone +![Comparaison performances selon backbones](backbones_performances_comparison.png)\ +[FIGURE_3] : Distribution générale des performances (IoU) selon le backbone. ### 4.4 Stratégies d'Entraînement -**Fine-tuning supérieur au Frozen** : Le fine-tuning apporte des gains significatifs (+2-3% IoU) justifiant le coût computationnel additionnel, particulièrement pour l'adaptation au domaine de conduite autonome. +**Fine-tuning supérieur au Frozen** : L'analyse des configurations principales révèle que le fine-tuning apporte des gains d'IoU moyen variables selon l'architecture: +- Pour **MobileNetV2**, il apporte environ **+0.5%** pour **FPN** et environ **+1.6%** pour **U-net** +- Pour **EfficientNetB0**, il apporte un gain plus important de **+2.6%** pour FPN et relativement négligeable pour **U-net** + +![Comparaison FPN vs UNET IOU, backbone avec ou sans fine-tuning](fpn_vs_unet_fine_tune.png)\ +[FIGURE_4] : Distribution des performances (IoU) FPN vs U-Net par backbone (Comparaison avec ou sans fine tuning du backbone) ### 4.5 Gains de l'Augmentation -**Impact modéré mais positif** : L'augmentation des données améliore la robustesse avec des gains de +1-2% IoU, particulièrement bénéfique pour les classes sous-représentées. +**Impact variable selon architecture** : L'augmentation aléatoire des données montre des effets contrastés: +- Performances moindres pour un contexte **Vanilla** (encodeur intégré pour **U-Net**, VGG16 pour **FPN**) +- Augmentation favorable pour **FPN** (**+0.5%**), mais défavorable (**-0.7%**) pour U-Net avec un backbone **MobileNetV2**. +- Apport systématiquement positif avec un backbone **EfficientNetB0** (**+1.0%** pour **FPN** et **+0.4%** pour **U-Net**) -[FIGURE_4] : Comparaison avec/sans augmentation par classe sémantique +![Comparaison FPN vs UNET IOU, data augmentation](fpn_vs_unet_data_augmentation.png)\ +[FIGURE_5] : Distribution des performances (IoU) FPN vs U-Net par backbone (Comparaison avec ou sans Data Augmentation aléatoire) ### 4.6 Analyse par Classe Sémantique +![Matrice de confusion pour meilleur modèle](best_model_confusion_matrix.png)\ +[FIGURE_6] : Matrice de confusion (en %) des différentes catégories pour le meilleur modèle + Performance détaillée du modèle optimal (FPN_efficientnetb0_finetune_augTrue) : | Classe | IoU | Criticité Véhicules Autonomes | @@ -220,7 +247,10 @@ Performance détaillée du modèle optimal (FPN_efficientnetb0_finetune_augTrue) | **Object** | 0.374 | ❌ Insuffisant - Critique | | **Nature** | 0.863 | ✅ Bon | -**Analyse critique** : Les performances sur les classes **Human** et **Object** (signalétique) nécessitent amélioration prioritaire étant donné leur criticité pour la sécurité. Cette limitation rejoint les constats de la littérature sur les défis de segmentation des petits objets¹⁵. +**Analyse critique** : Les performances sur les classes **Human** et **Object** (signalétique) nécessitent amélioration prioritaire étant donné leur criticité pour la sécurité. Cette limitation rejoint les constats de la littérature sur les défis de segmentation des petits objets¹⁵. Les faibles IoU sur certaines catégories peuvent s'expliquer en raison de leur faible représentation sur le jeu de données (entrainement comme test). + +![Répartition des pixels sur les 500 images de test (jeu de données cityscapes "val")](repartition_classes_jeu_données_val.png)\ +[FIGURE_7] : Répartition des pixels sur les 500 images de test (jeu de données cityscapes "val") --- @@ -326,7 +356,7 @@ Cette base technique solide ouvre la voie vers un système de perception embarqu 11. Wen, L.-H., & Jo, K.-H. (2022). Deep learning-based perception systems for autonomous driving: A comprehensive survey. *Neurocomputing*. -12. Iakubovskii, P. (2019). Segmentation Models Pytorch. *GitHub repository*. +12. Iakubovskii, P. (2019). Segmentation Models. *GitHub repository* (TensorFlow/Keras). https://github.com/qubvel/segmentation_models 13. Sandler, M., Howard, A., Zhu, M., et al. (2018). MobileNetV2: Inverted Residuals and Linear Bottlenecks. *CVPR*.