From ba1ccb8a839b6ea9a05a7b06e0eead5b69c729b3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E9=AD=8F=E9=81=87=E5=8D=BF?= <358614401@qq.com> Date: Fri, 24 Mar 2023 15:59:04 +0800 Subject: [PATCH] take 51 conv kernel size test this test prove in 101 kernel size the Degradation has occurred --- ...t.tfevents.1679644278.WEIYUQING.19792.0.v2 | Bin 0 -> 71750 bytes ...t.tfevents.1679644288.WEIYUQING.19792.1.v2 | Bin 0 -> 3236 bytes ...ut.tfevents.1679644438.WEIYUQING.7380.0.v2 | Bin 0 -> 71750 bytes ...ut.tfevents.1679644448.WEIYUQING.7380.1.v2 | Bin 0 -> 3236 bytes .../FiftyOne/model/ecg_model_fiftyone_conv.h5 | Bin 0 -> 116208 bytes .../FiftyOne/picture/accuracy.png | Bin 0 -> 30926 bytes .../FiftyOne/picture/confusion_matrix.png | Bin 0 -> 33806 bytes .../FiftyOne/picture/loss.png | Bin 0 -> 30767 bytes .../_mian_tensorflow_FiftyOne_ConvCNN.py | 82 +++++++++ .../utils_fiftyone_of_ConvCNN.py | 172 ++++++++++++++++++ 10 files changed, 254 insertions(+) create mode 100644 Number-Of-Conv-Structure/FiftyOne/logs/20230324-155113/train/events.out.tfevents.1679644278.WEIYUQING.19792.0.v2 create mode 100644 Number-Of-Conv-Structure/FiftyOne/logs/20230324-155113/validation/events.out.tfevents.1679644288.WEIYUQING.19792.1.v2 create mode 100644 Number-Of-Conv-Structure/FiftyOne/logs/20230324-155354/train/events.out.tfevents.1679644438.WEIYUQING.7380.0.v2 create mode 100644 Number-Of-Conv-Structure/FiftyOne/logs/20230324-155354/validation/events.out.tfevents.1679644448.WEIYUQING.7380.1.v2 create mode 100644 Number-Of-Conv-Structure/FiftyOne/model/ecg_model_fiftyone_conv.h5 create mode 100644 Number-Of-Conv-Structure/FiftyOne/picture/accuracy.png create mode 100644 Number-Of-Conv-Structure/FiftyOne/picture/confusion_matrix.png create mode 100644 Number-Of-Conv-Structure/FiftyOne/picture/loss.png create mode 100644 Number-Of-Conv-Structure/_mian_tensorflow_FiftyOne_ConvCNN.py create mode 100644 Number-Of-Conv-Structure/utils_fiftyone_of_ConvCNN.py diff --git a/Number-Of-Conv-Structure/FiftyOne/logs/20230324-155113/train/events.out.tfevents.1679644278.WEIYUQING.19792.0.v2 b/Number-Of-Conv-Structure/FiftyOne/logs/20230324-155113/train/events.out.tfevents.1679644278.WEIYUQING.19792.0.v2 new file mode 100644 index 0000000000000000000000000000000000000000..633036d1e9c76ea3a3b12fc18cf73995761df3d3 GIT binary patch literal 71750 zcmeI52Y3`!_waWUN;32%AS}fg5HTVpp$2e=-jUuR2}yuJNJ0ut(Um40lqLumX(GKN zA|`Z1q=O=Y5fzaaF@hc6_x;W}bI+Zb>~7c;{r|u3`SLs@{LbFJ_1tsrxpQZxf<^mT z^Kz#ke~ZPrvUky|E$k(RCPl`^*KRX5CO#!BB)-$cmp&_^rTd~pY?}YoZM!I4@aYoD zM@WdccqhQ%dBri6xI2FZz$Ny(UWSY%vs3<#1UhYyd5HVC+aTF&)? zCQYgZ)i$@TM~qgY`=%x7pQd1+Mh=a`5>t{=u|RjVN{LJw9%E<*G@w>sy}|B^Zj}%} zwqEOOeZh5xejZyd8b9>1;9;?GDO$(ZYXIMZL5+`z3r~)nNWEFFZawVB1vO2A&$16t zySRj;gp}U#u~;X}$Do19F*M$&D%in6m_6uGPT38JNlHjIXG32VbxDdDo*EaKBE zT(kl5&^0D6`r)ntZ9!jBV&ctxE{(@9{ZlU$Jx2v~SAo_s@n9#+n#0p9nm_Zh@KjJP z)L@)qW;IVv7?uJ9f#v*vP4`062jhf=83HqQEZ8luDA27zA+_t(tz8#8acE@JsF-*( z=Ru%7$q7kd`o{%L>R3T3uap^{6qz_8T>JLugy@(!o3-9yzcZg4pQHJ?eahl*{WopP zBtI9lf0>UmTJeho`xu#$kYp>?EiN)DW<)|5ogwiQw!BjtisDb+!g*DfZdYs~l* zTXun6&$GNzT;zg|F4P0IRzBNR=5=!R~UxE zVl^9+x=Q6E-N0}i7R_13uO5md!YAfE8 zmI={4v7_xC$K3AaAlbd{TCY=vU@v!wkB%8nx+Ij$7xbWX@`$9^_)+1J<71P$=F#MByF zp>8k*?T^$ayBGc9MVb({CBDImQV7QvhSq|@uJE6nrnj%M(yG`!500&lJ zTgQ%0t`i+Qnk_*k9$8z<(loNlzokp?PLU2;m1L2R zmHK(9fUTstLiYSM!#LPhSiodokCawQh7|`T1Fs9c=i^sO8Kpe!UA+zJ=4wc?Iag1H zl!+Oi2p&H+C0uL^fPqyk!DW=9f-#StExNP`&c$S1qUqcUvp+F) zS)HD+!4xww##U7P$F$@yB@M2s6i?Pthl6$|+e#|M?MBNd?TMH6S5z-aspqPsEnzpI zMRfGvWj~f!O>0ikPWOen*o@p)*K8*|uf9tuA6k`)9(%)9RMgPq8cl=5<7ryW<=8x3 zlRYSH?nX0FDeqeU9 zcbHtZr;KpX;oe+&Wd(fwXo_i8;1{zMFc;ZH+vu_t75_0=P;*j!MWPRw2hDLYjXq#F zbFg)VN8y$!n^8#X#{AWB@e@^)N?{eVuT?rpkGnjlcDqD(jtKUXRyw>5}qFfa_Muw|=nsP{&|BXoIj$m&lYZ zsd0aoCs=AV?RVr*q>CTOZB@-);Bl8uDWMb#^M^I|w|=0!g%yYq9`n!{wjx@mm|_AR z3XZ3YI|Mm23np1H*no{sPE5dy1h5{VxK7(Rddj7e<&?5vWwI-CVRI&tn29n*sq0dG z_a3&u!h%IslP}O(?Y>Nx(ad#a&BN(=>J?VDT20g3R4v`7dm3z$r!ajt+nms+p9g#F z?Pw|qZtB}p+hd1?qV^xtLeW$$y&hf{*k38B`<0wSZH~16>*a3B1jP_Un>=%wY@5Vk z_3YVd;m-H^27B2mt1{E7RM)PQhDX5#yWt5*u~Ct6;ZblEEE%rqCM6_JsM88A?b!<9 zZ@ZzMSa8pzD4c}8xCz!PDK#FmpxFtZwN6gK&-}fw%OnT|>7uRYs+cyDjXRGXMmIOR z%1*2D?4!yz?d`Dpdz{^0`IZ5~{aM2lPfFl<7Fv}fXdE8V1uovutMRkvu4z0!{IhLa zRdX@6Z~-CP)dgj`RSA7mD{|PZFSzb}S!s}mdOT_i-|Gd9Rmo!oMt>lWFpN=^#3 z%=ghcZ5oPfoBQ5PNPAv}+n%?v$=lZqo5Q9n1OJm31YU$q1@GoMY*K312kNrPaoyha zWNtidyj`@yIyQI3iw*tU*ZR@M$E1U7eB5s2`{a0KFx?89m)^EY4=6l(5_@j@i0htx zzu!xTTv*v|RXRMX1wE;SVv*AdU3DAHRrife8PPdmIGjN+Uv~A@sc`N6b8$J=s_gVp zh8IYcAKfflH80u@8@=AD04!X+OUgZCg=_BFx6rFALD^iOyYQogQnXiGo@V}3pGO-WbI}mn+I-=c z{hu1`aA1+#_rUaeBR@Xc-tDZs@+rZullkR%a?!N8r#s3@6!VOetJ5g*Zn!6$2 zUT~O#YgKK*noAQwlhsajd-RlPs}uq|o`3(@MJYz631>(Fctn|9!T7jdN@1!UJ1t{f z?bHEwA}E*2RNgYo)P9^UX|#0D#sTO=pP4v&Xp8Gplxt^rC} zH`&|V3GF#n#Ey+O1#3!sr3fmMZopg@C0;Jao>xlHfZ?W5fhd$A!-7$%K}u0kLslwt zjqRc<>{6T?)#?wPOkY-Lmo2!weCk)YQq_$DKu0GP(3!!pN;$U$xYw~qRK~9LgFRq~ zn>@|h*AFy1I&yTK;YpFvu^4*QNr;Er48-aA{A@PNvMTL3*YFg$6X1~>YUULpS!CYK z(!%^Qy!YYPvItymft9DRF}}f`7pQY!Z>@kTqfgYlSLcwA(l`IrX_=G|865=|=h}(E zYmqcO*;dZ2*j`X$VK2CTWJl{89O4pL1S(at@2r{cWKqsqmCpI^!|2$t;qeJ@FHgKp zU#YvB692$Te20(HCjTvx-nBq`$NqQeYd*uWg+2u_v0bjL7R)#l*rel`lKt9(r{xeF zrz(IJbd4Eq^Mzk|id^+7d#dCVAEj&l)m@*!V3_qOTrkc52PQr2Bo%Bggcy3EU~{hb z4|E6I9$5fGH=3hBx0bwMdqrMg_Pjg0)u%v~Li*aaV7kcOKmXIu?P4RWUOt!Ga9eJt z{MSubb+8NaHm-tL1>rFK4XYq;ZF_!~vZ7bCa|OK6H!Wr1NVa)pZOvh2JFF*ev4ii@!q#4y|Q-zRvxa4+yUDY1!h5IUP~Ui35=iwkDf@bMrXmVBQYdp(~a zh|p1^$<6m@7s#yPp7Jzna=IX}GoLfZbaXZM7x48edw&(isx0zRTIP42!7yqwEnn*m zsT28|Yt)N5%{8yie*6HJ`}5N+^7=vnbZ&0rs=SzjdVSv5z`g;*Fkqkp^NF zd3DLlo-M4*hQk24>{;Wpa6BG5)vMyYsrOM}3!y>oY9mat9vA&RdScH@C+U4)Ue|g( zIJ>P%NVe{f&mpX1x?7}# zZFYI9tLYg%TCcdhm(hIl9NvLvc)Wnu_fDE~(Qd)JW>sqEropfp@#fCLymg1Ug4u2~ zeAL~L<}YLGtavL-4UetkyCF?0!$;oRs;igx*1=c#1fC}F$cnfagj}hj-OHBh4KPpb zT-}un`yZYwXTB@i%kJfyr==h8zIzKPS98*0b9G!g+3Rt!=c>h?x;fW(r{D5X!aS;u zxox5k;eKd(C}lgcs0Q%ro_*7kBi!b1_iQoD=|x}bUE#qZ{~b>O$o=CFU~k6ThLKL= zJ{kST?%@Frdb_>XWnbm4RjKRcc#Hlu2KxC>6|aX?v|ewX*^uP!*&KUvvW!vMqqgv| zAf(KG{6BlHyXet_l)HLwa9w@s3mj2zzOUS{s4=f_JlmdZE!X?n!xZwos41m@VtY1S zqM%mV)67i9+PFeCCDUu;ynevCb){|+eE-x8)-BCFhX>$?OQoSK&752(_ zXpcJ+k0?3;cQ1RKwQfr8YAZrD=xVab=7jqF?%qC$%A@my5AZR3KEZ)5hdkgJP4ryP zLfUTy?pgJ0M9dXzMbFY|36B{}gge#g0phl@ZiM#Sb&Z#;&B0!otI2MtAfMCa@fkIq z9^mEXK{dJ1vdupDv>N3#U!|#+T4o-Gw)FUMTYx*McN!=Ur-@@^F2)YChUXz_S`80M z@a#+THaZ>*pUc|83J+KFGzcC?&CTd|`?$F&-kUY*8(cO(U%_K>pWu^p6w_VY{a3;6Le4#ABK_b z(Iy3U2sBBl;HeCkC&E0sHpUV3d^TY++>Ahlc7RQQ6nJ92&5!?Q_gI^tT6IPy3=M;) zM@PnuNPrGWiopj2Muyd`lLAlHg+I|TW8o3OVXeCL4y&toyQj-xczhdAp_-q6Sz!G- zLL726XYbObIo840oBkf}!<(om)DU=kLY)a>vgNX~Ovk_dZI&M9C-ZtP`xUF=$A#Mp z<3ackyLSG?+-|#}in*+taPpq(02`yls17(yV47=(uw}J!S)Bfy8M-aq!*gal>vptK zO|MMI-=$q+6}#tBT$Ie48X0xXbL(J-sT38=^A-AApSwBKDVL)lS9YFeuc@0u|B-Ia zUP?~goIR~HD|zi^IAOuyIaCIn=kybXCHmLaq1Ox=`RV(1_gtj zxhp^9Z!Le4C_g!MXr1wSv#j~Kn_;Zzd?+68T^cHkDAh*%pL(XCyM3hMPjkHI7`Q>K z5dOAn))Y!E=(1i`ic?vTH5`}tAL!)q`WT~*VKRRB$|%zAA%FbcwsCu z4({Bw>%Fg!czC^nF8&3fUGmzhc}XUEK~%1w3+I_dkwHPtti|b9LcO!EMy(6^pU}FO z4O$nHUF)DmE_Sw{2f)|^q5so85SqOQphnqy0N%1zucBLo}=bcic7H#48?lhz%X5@)h^h=vs&a5?NL`Mm6YtQ zZD=Sq50}mLqCGdZuyVGLQqr_k?P~MqB~;fOHq<=~u*uWbYR^M&{6Ewb zxTX#7XDY5JA%6Hu0sIMmS}7AQ_W%}4;JX$0s#!a9PMw{N{kxR1$ z&kIbZYXSHIux|3jS#6cpwwCnbEW;Co&6=ujpTk1R9DTcuK0LoJ%*%F;{lC4Pa|$Uz zj~-838J8i>=Sx!TUTKk6smAKdQ)5J6&$gCxiQ2LWLd2J8IcCphHth|DwVdE#N@H6? z4-=gIeZD5O*R3nKY5fnjF3Z=|G`kx+cau5yZ!fWXsV82h`&%Y)X;Njm;DIYtPrI4M z?p3P*r*6UMfV=4mhoD@C0XJO#zUkUhPS?gtLtFjq)77-3%hzP}x@`qFS^u%N-ElWn z-He;NshZmtOt_hVZc3^%+RJqR$V3gXKV_V#IVe>DPSb)IeRq=-4#BuiQrxuu`zC2C zIZ2x+jcg6vPg3`GFPH0NuNzlzv-F>9+z;-ishg2=H%)W><`6gY&rMNo=c&7N|HwQI zwbyi=r|$Kt04HjJD1f_}`i)fy&{x01lM+(l(YrB;@L1fg3C}0ms}0dV^c4BppL9v& zZVl!xnH#I@E}5Ib&RyRsBg9@5wT8kSvHNTOD6TVO>%~A-z{l)?SkBX z_39Q>&;fW*7o3g9R|&xj?BNCXLhs@2?BZ?Z^4-0LQVj2&#rIife-^#=dU<%OPZ2G5 zoA~SIRY?4jB$s-a9>yeF1=|6JchJ+DeY|RDlu(EeaSTLM$e;>2AM5a{kkLxvHe*sF z<80a=JCCB!h7fo$XocALsD#mpktwn8p5JiV(hHACN=isF?`(Kg+)&Y`P|+r>R6~=L z9Nvgz4fd*xD1{Fn>o@3Wsu&8*!yQTEmcRMBP)4a7 zUbP6GF>JK&puIxROSCK|-nizm46;?P`lv0fQr zOzPXqyL+N$c(%TWn;t6ak0r~t|L<~ADd*?KKKc=!9$f)EfU}avYQUr~Y2FsGyHzv& z38x;~UeBoUp2s^uQS`bPo>1nwqwG0VURPsJYTH7QhqMe=I1QC}bQb0gbh(n_T?ZQG zsW-~waWvt!$0~Xcx>Uy7@igeP`|5akY9m!CZmf-AL=D5{QcHWzO?dQ>v{4k^Muis3 z5w@Eu^XP2)C`HL1K^~gJuooMm=bQI9!-G|;Utm^ksC%ncKNnU_uZ*2L!8nEem5zo! zHXd~}^t`?B5R610-O=q0c^S`i=p*NCPP5=$6IiB*fvXxKL^tu=|K1qcUQw&LoBIgt zmGqCoF$#|~Jj>klA;#XO58Z~I?w|kc$&P!Fhj@^OdXU$*mmZSs)und(5ZzW}uX$z9 zpTT4HjGww%ld6XAx_k=X_WmkM9V#DyL1boF? zT(}m4VayWb>$k`MqXZY6_XSn6Bk~$ z&WKnzEds|#Mz{R3u%C|&-zQxa{`m%-D-5})x38Q|A2)8?(mmxrP8XF^nSZ=@@80A- z9|?JugL&AnVQsrDIU(c$D)Wu&*H>1#a!knmROa5jd;fB$+)*J9QkhSmKHd4f-iL*} zw#wYPb?dd$7H0@~J(U^i_1n6Q2ZcNo>q!jduUCWL7xI=^AL3q6(6x8>YI0`_l^OCY zH1_FTLf#egCys_MKG9>FkoQ%Y;q#+?x^K|r>JUs%92gW7G^g9!LOwt>@|3q0Y4VKz zD)uXKCiLgtaT8^FW)<>THE)uG`aff^%6twwq*=^jP3|0`GS8SX!!LH%+nQYMuQG4n zxN&3X?hQiTPi2Phb^g!pZ9?7?^C2D&9r(?FU7Fm|Rb__!PIkDqSIE0y{=_SmEvvX~ z;QK<}T4mn6apTBB+$>6z2IXY6CS3N2uEw%fv*Z$UY8MDyiB^Fatd%xTM7vF4MU zc|pMYhm7@McFwPRgv-S*FefVS@Qk2*m?NfDId05{xtnDX&j{)_X7vT-BhKGtrtCib z#m-7%rUW*B_BsFm7FniwmH9=KIYpET+O=3Ool0P6+~?_FBzwK^-Dl}kX^S5kO=2)6 zGmZ@XRLYq@Ieq$rVmB@ed1;loOqnu2_3VF1$OBboun(g#jgErOj`fyd@LXk0c-Q<=f2 z{`TsqHJaRSIvQExe$c+QuL6u}?cfPY^wUjf1;@@ny>n$la zaD>`qxs*c@#4y3GH%?z9jJ#*vG&`{qpOQoC{ zCgdJv_6jLyhViL1(?_flp+?NG`uk!|x|rx7XNK}uE_iXh%!e5a(2zw<-j#9#2fp#^ zCLzyqWM6&x4u9%?eXT1jLqZ=LyC#iac@?od(xQTt>*d5W7N$`n73E-qzRiF4_qg6KMk z!P1s#RrQRJXE~U`6*cMk1iKnPbWOyd(LUWL}yrPV7`H5BVf3@*0T?oi>HEDg}*5`(GTIAb)g zTAQNjC5HSSZb%ju3D)_{XCR*VXo9dX&Tc9*SfG{Pzbq_9MlXs7kwLSrmo5IT)-Gqb zYG7xt3LH=MQ=ziN?V-ZK9bOmd2dKN%4DsmV*Bhp5`CHmxd`b-CAJpUx;VPk@ncrBp?2np@d6n2)WiDN& z%=rqhb9_`wWrk{Q@SD#rv^v(4+4=iyUJX`uadD4V`EaUfk74HnIa~4)Ieq=oiS(He zL+;;xES<&#yaY4MjUDrE9uaa2u2P6$ZY+xlV4byCn4vEwH*L#0Yq2o*>D~KsP!{W~ z#lk!sRN+id-Mccw*o>RFPxqG0P_OniD(PO48Rl5%+JA4B^<)NXd->r}_F7pEX4JLy z6;{gh%!#0zo4d}Ha>+264){DH=wijd%O41N zmV+6lX!Z9Sb0n1IV21pfepBQy=Y#nZgV*m_@-pjqmV+5g(8$JXSjR0EW*q;aV_3&E zeL#ltm(6joj#GVzVQ%c$TjFC`E;DrN$;@k~W&I7DscbyM>0Rc^%EeojRuP_Mz~hM} z{on6Uf<07TVyBFWf89(69VznT!>`h{L8m1ZF&OC1Q4ceP++tyd^fk8q@})67G3e~B zr9WR6^3t&KkgPf%TodvNDwIPEgMWI&{i{M=1C@ao`m%rbpEza}$b+$53o; zwFhk+BIAbLfQ!PIq(#sM9`avsl%mh-bWv`M$_xfQ^pBPMG#W*axBE)@rs`u=)m?^GG?k41OIg^O_Oh!rQ*lPu;e;@ZQOQE-gpLW z>>;N?$2NKKJx#v-MU@#Hd?!^*qQC@l_{b3BESuO;#7^p9jCqI)ft`4_^+_!sXHS(G zHrj@L)|QpLJ#M@a!{7B&s-M%+TWX=481k$5=93qMygF_8Aw%=#?5uG~$o8E3X~cWQWEY5G zgo`bC>wriPt0BQ)m%g$1@g6coCB(2aI5;X%ta+dWX6U&kS3cV-^I--*lF*`s$*&ND zJ!!xB-CZ(0Gx)V99<%BGh8gVJpRY{Rqb+90|DCJHw#fD}!}t1cTcSr>%wSiGO&k7> zESDLh!vT%gO1Xg(>-xVf<?caLz#0*oT;m5Vs$#R*YKc@aNaD$XH!}i35$7gSnasvl; zd|#|BL2t81PjhztRL>MW9juVHj-n?YPtjAei^t5-)AETy2TajZSXG%v4$;%yffLQq zQ`5grmNP|9b-KRIb;(=w6nptXI&^m39}ciHpgmQ|V^+(k3J2XHIPLo~>?BI7AZAv7 zy1`LZWt1~#{=VrHmIFT|XLed9oD_0$Ld=1FZ8@qUIdev-vPVVwP!%#`j(9BdkdQY< zx#Z^tu(PR;a*JTK%g=0KTBDrVIcT1+BoIA;oH=7uO|}fZQ7-w{shhNNGbl>32zCbS zU#-dEDi!9#JnZv@qMllM<_hJ83VArDw=k<4=Q)rqmZ2*C7VI1|RyebWNR&(N+45bH zz7NVRf>nFb9h%%p^_N_1G_NeXQ+mM}4=;$7rL!~2nVokVe<iD_w(rVLG|**5IP!@BM0DKiZwnI!n#xB*PDrWF%w`LU4y(lwySD)u@=w6W->Q&{zp55utxAemd^=YzUuI|m4 zacANEQyWD3EC(}K$(z+Drb#(7F3_s>Tp;t8j18F*>fmxMf-&l9{3CkoeJt*^G zhVM1|VPl4rGedQ^+R`~n%5pG6eor*MC>DNDe`Z)HE*$*bahVS@jA!8~55Sq^5Wo-!W`xRnm=%W81@8~lquD*Th&>w~XZj-Ocsmrh!6Q^@^P5HklZi2h2* zDN16lyR~tqkdq@~cD_;ZhEdL(cIgmDTQxC%=8V!K^=J#^%$c2S9BtLc^pa=3e@WyY zf^v)Cz+*$np@O6Z%9&MbF?OUKP|ln&ahQmzRB||yAM6#zL>++XErQiiMTOA_9FB6y zC$oSfvZe7n75^~bdqXU>exFNn z!OrQ=h)L&!D_f91^O9L&a+RJ)=>=z8ND&Spjq1PZ2F1Kb#I52rn*b&TE(~2Q$p~W#0|d{Q)z49+&zvM_aT3K@5IjeWiLP zKf#=NXtW+}K^G81eicV-+@B6iKg?jSdY1f71my4uGn6}LcQrlQVuo^$4~W<;^D(k@ zC9j>dGLWI1ChuI`F4Hr^D*o2;T3dxY%fSqv_y2C)Mq_$n2zXD2KCVYq23DPKtdZ%V zWMXK?uG3}MpHaJr@gz=2`DHRaGo%mw*za{&A7=D-Cx4wL(;NAALV}cIi;;2TqT9m} z4y^}3{{-Vk#_Il4rJVUB)TeRSYf{dPpTE_P&uL^i4D2k@`z@Is${~hgPB*N#M#`BX z>gs=I-+C!$#vSpM&ux@)W@uk>_hVb6+`vws_1lHqHF|op;WLv=(bMtJ3L7YT!aMBT zp4XfA$!2r(^hM~T1*YifK{J_04$;$`qA!@Er?+aq(!>-!^?jov*CkKUQ^wS+i?~I& zwd)Bs`WBTLX2yyNt7KG#TZF`*IJ0l2ursKDTXMwk_d&mq!jdv}*QHI2B7nESEX(+y=Hh z4OA$H7&PUN6PtN|zb#$+K!z>BT|XA(l_+fy5<@-X9*YwDEzVvlGivlpFN*yWwU27x zj88(=YW38jCt}p}unS^;1Fj882KlL9V?}z1o&@8TU8#3P^rS}879KKOtxf*0dv3>N74#v>wnf@^2YU?GZ68L`(v{h!eTw+@NXQVuL}K$BZK;}#(? zZV86&Oc(O5v_**Q1B;?*&+y8!t;!7FD|>&^QIWm{=0gnSHym>AxR5u;`Vd3@{Z9pb zB;<85e`2WDiw#qGWmy61$(*+O1g|V>x{)uSP;Wd{`$=r)@9m$Cx&R|-$fg;E?X?jxSD?EPu68^b&U*j zuXxuFS(nLM62mp6nl}sS-jW&W*{J4R)@4`(35LFI8()sS9C;^VjFv_;-IlJ+MJ;+l zhUnzv&z;r_IYlwVFb1cs`%)vTqUku^39wk0p`4fsyI9Aw z9L#ua?U#G3;}#1u=ue*u!DnRt%+P)B^bO?&B%SmjhI&?O+g*>644hU!;eyO3`+~6S z)u&%DMNgL^?Ce?c6g|y}`xiQv8dv`OK3yAhQhs7k=D5da-WGCg>4ywsxNF2?-^ujM zuyp!k$GUGhJsx&oRv(6%qBCMBcY5o?H${3nR89cwBL3VAIR+DDA}#gye}D~$3-#-+*cbuNkYbWMsF%DpwKvv9C* z{*M`#EMXUf!_4ST7x|eZiV0(qp>4AvL;e+~wH8ZnX98XGLPiJE>!DccE*MV^2N@?v z^J`*Kx1UMZs)*6T7gHTHUTa@dEe2jb@EuKl4&?BIjFWzH(|ww}-%Pspgbeb|E20l+ z^19?{Qy5N#M8)>|8R4m6^8jh{2IO@KrBq`NLroW-xBU z##G~Is5)JfLWX8sy-|dtAqzSdVysu^J70)=N>e=rXYBvvOCfhX48C~rjY_8IY3aLi zvgAH`3bgD#oDSE5N_=)o3?bMlW;mzw=eDnOyKmrgrGDa_VHz-E_}$geO*JU)?kk|`fz_+HrAcXa>34EdCM`LZ58891x9@1AtZLHk7v-#c}qu2?&P zoEg5iZr%_P*n`~2lPa(u(lSDZ&-Z+hyh-Gr~nKV))+W zhttxeoEfgwl-qY$kDd(d96Ldeo**CM2*_tt#B`YtGoIAj*eF5DjXc0M%AvJL`;Cm( zrXK4%P0E?!EX2suKffmASq>wYcy5_Yk2xX3=cm@UN|SPC^lR;IuaR;CM|?L&Olhq; z#PGe1uh!cn(=)^OetGK3Rw*}dV07~xLhc$p%`5Uo7gO}qW<}aYik=F2ik{9rz1$o< zP5xoedQcpCodGM?X!UW@9Z$rVKH!Cg zqMidOJu#^0o&VN#X#EdP(ZB(|i!^!0P;8e489ojU_)5$OXQaxEC-qikY!UhNqLX`q z)qr!mG`W+mNfE;g=zTR^tSsT+2s7k2a@97mvUIk`{FyU$$ZJg0Kg7_ij*Ctl5#_d3 znIXT+V;vkNHN*UwBl_x|?thv`ujGhAz0{o`HTi!wt!2L~3{_Zpd@ z{EFS5k=_p%qQp?nWDVoEcBGUOo1T zLu)N;d>S}-*a|7f&ygW&o3ZO>-MTZwU%#iXZ5Qe3+7mIX<2wI-V2{j)8LkDrc4Ec* zGCecu;*v?c6F|`uF?_FhXdRA{{BQwGjMti$zr{NN77H`v*WIV|31j}mxS)%5a+E}S zoWy8r&S$ZX(<*=%quVBt93^SdE;5uKcWwmhc$Q=s&*p{R=7psNPZJYEy-GH|%25*4 zlR0x#8D4O@dbzTLPrPr6o|?t2X3vtR=&9+JESxMq{QK=6)3rgT$wCa1qtevxe-Lu* zFg`LUV+W<)T`6aV&Kb90{2iGOGj!&<@);b3QD+i^ZeCnb^gGT6qaI?2?5)+F=P1li zWrnSf+V3v;TBI+nGDDO%sLqYAggh9JgcGAf+w)|mkXI*%hHNWSX3RJlZPiklVGvJG ziREakIYm{-pv*NF{C-*F(*lnq6T=*uy5d!KymU)0b4K@Ph4IOtYca&wA0s;nV*-wX z87}bFo)RmT-dSVl7E)x4dK#4y4lU~yih78l;cK5=tktLb>nh%5gN#eMQ(0nZwqlXW z4AI%G&}L%$ZR!Gy&WPbSZBwg7Orp9ks?506ar-M__#=j^%vhhZN6tD(Pt<-?A7pT} zv##|J*OHu_=&mPZY}eT%SG4qSgr6BE-NnQ8IZ6t`sEQc-WAD1_B7JGk7&RC>yqH^tCGzcE9Ts=Uxq_Xo`2>Kkku%xfMxxkn5=-}&oA-A^!s3PwLRb$_}x zb?F2kG1T*gPD}M`Qp`~P!k0Jhk?EO1b2jceC{ztHV+OZ!_`7quzhTB5>_#WI$$XgM z^P6wo)1xP5u)k&e%IW^ez-nUCwK5+lni%Y3{AZDAQqGJj`bz0#QqBw;6U({}eoe@= zlhep}cA{0UDKfoe=;$XC!lfLKNFt*R`Xy_ugZq=2{NRmQQqGKiYDLguAv)?8E z#Ow?^yi?XQ`>tGz#|D34ik?c`tg?lor^241r;XNm=IH4K$JVb*(bJOeWF9$0Pscyc z7CpUMyL%;5^z{A8s$7>mMNgK5g;#K2yYlcBY{dQ0Nf3kcY7#DwebcECV%Xv7(|08s zcR$=RBZh%Ze!kQBbWKA7P(hdj=ifgo&Tb|ZfE-`LhwYbasFx_eE z3K_Smo>(g^gW8?8u8`5v_zc=E%I%9zk=c3dsr8yXV<5Jd7@b7%I!iUVa}YTRVrWQ8 zN`%NKLdA=G$O~ZR{#a(A1HKPA3{{z-p0^rST&v09+LMvTzAN?z#I+}6D0a^0D|U-~ z`d~eYam(`0Z}w|)h@O~X>vMg@XL)7W5w|{x(UPnP6HXDHFJa(_%{Pu}`B>ViP+Ma7 zUX2eX^UAUz=0gnS-~G78DUtp;tPe3byIt2#ofh)C==_MGoC*Jm7tYlZgyk})P4Yi4 z(z_l{@111pW{RE?@5tGbhv><X!MJOwSAkj>>NV#vdCe;T9Uw6{ zk{ZSA9Bq|G$HJWPpUNC<(FrkPEa(2?9Bq{*hlY#>`r|e?M7fQ~U?W5Nin}^}F60i{ z%0PzWN1c~Z_veAJQTaFFpP z#V^*1rLp>=%8b{l?vG!irSC`4kmL>9-f+-3-d>{OUu4`e=@PJ4lV4g$*RYUL-tRxc zQK&DI92pL0oSu1K82-!=cvyoN((f9a%u3!5(=$8Aj%KB8gXI##*E-K1epM^i(uf={ zGB}2c8zQd@d1-QJ$gl)Y&fLOLQfa)PObqF--raapq_<#tX7!JEz7cZQ=xNW)8V^j- z)9e{?vgAH`Qhm=J!HtHP3m15;LK_Xlu-cvd_7y#PVg}XOk@&f8_n9Hy-TLwedi2B$ z0so&>j_T19GmLoK4?fnTCuWFFULSB#s0j2sGt~3?@1N`bgBi+ydg)EEMuPOru)&eq z;Eo&Rs81uwsgpXewbk+Vn?9QW+BgVFvEsJ`@v=O=*hsD%K}Z& z6EOzTSL&q6{FxzYs8ZvlH)Q_IFoin5wPJxx&+LT9sni|&ij+%+1~v%kB;|Nf4H?f7 zU3&aQ2e*qEqpsgB%oXx1+!!E+cAWJ2c!^BU3@W;8=H^vW&J4SO4gA`zk#c4@!?5z> zM(;>DGpxmm%&)2YS7spTw3AyW3d9h#ZQ>N%?euH(} zD0(X5DSEOTpJtApe)w#}LR0jV@tn*fhv;d~V=tOd?hXIuau-wdR55Wq*CkKUQ{a>1 zKEpc}pV(6T({wSixFtsnGbX6P>dR8j47Rb_!A6&aJj=lh`xVvOd?JjyB>=abi81{C zWaxR3K1gK-C)Igl)>$DZr$r1izU%vycqLjBw*rZwUfoZ%<)|tc>q!jd_xxO*j%tk2 z7BQ65`_2mCJS@$zTw<6&eg8bc7RiB6?IXt3dcZBVFwfKK9T{fWzWUAH)9UH$fm>I^ zpg{+Ey}nbE!^u4ZJHJ22D^Bg&6Eg0L^!#&$$Y(I#gF%dU(0A@MLF5ymGNbd`+-re@ z#wB7XIX`6FA1MElm?^N;$P8DTdtW)v(NlkVFcLC2*BT$&_GtMy`=WCt#_I^1J`nrz z&hGT!B4n5`^V)=FXzAhP9y3&DP6Iz)S$3u<3>miwpS*rdK-2R>cWj zhC-OZ+V);~QRp(rnNg=3r*4$_Fr)P!J$;pwGlLfycd@k|Ju#y(s6SFqefQB?(UEXbhyOS>%Ns45s83o%UIs{`eITXiu?A_hm&=+Y29s$#}T zmi6;htz7M~M$Br7*}@?^>Eb^z^vBVspAbd~PWmz9hV`8Ik3{{W(BTl{lIz%VvGk5e zrEM@|bUc4n+NPx+F^e1#vJ=`n?X=TD|$#VZ$VaS~WDe6H6BeeMP(koiI&bD~yfEXR;e(N<&4vvKx z9n^|ZUkW*$%p`{D6w0{sm5`Ul{vifEJiO!aZ-ksCHM4U~uUk@{eX=y$8lGl~o_5TV zlO^}jQ>N|Y5%epEmz~g~CuXSX+CaHhp=&_IUkDi#(uS}n*M^DU9ubT^J>`T|CG)-M%w3BbYx<|^H!QPGBHeHXN zm|^PGJ~(ZMOwSD8yS3O~s32^(FoQdY-%)gvOwSBc=C{*@-;r_yJ8%1njR38(#HcEM zg>=8g90(0_SeA%X&2*)o60kk6i* z24uARTWqh(^vuwXabwFbmvUxYqds2ZZ7F9)|5d2eIw@y{HQwsmrQeluX1F3y@e`Zw zUzwr&ll^9Gm+6^t%5<8&Q_2mjHlM@(*fo0EJbma1Q}ncLP|!|_o{D;ko=%pWV2+;t zT6*W9DSG;8sLUgW=qY_*w&*GInQ~F4=&4RXHLgqEqNm@ceV&e*JIpGKHLN6xeFUCEb3dOwUNh+&^&WYCWnguDVCbRdSAI^ngE!stV^ z#SDsA#(J7pqSY}?A^P>yQ}Bd2{=5k-i0$i;NmN;hiHw z-hfsr$T;Ksu40SSNoB_Lqk@Hnfon9(pg~8Usvs;zMsIRj%qNR&75QsVhd{;|pnmtZ zkcZO&0%UL^2fkKb)#UIvTV|Z8VXw|~Q2#rlwELuhac1|KzFL!~4W-A^BEw0yjn_AB z)#Px^iy58e&f$B6ydODBWL#PPI^lpOxAdYY3>hs-mE#;ebtC75j9azOo#p7M106R< z2B&s8;xn-?56AbJp}qSifAx{bzcEFf$XK7XcTNjAJ#&v3^yP))56%iXJ!_E|EM@JK zmw07aT{UoEVc&})eSph-PYDZRpEN~JLq^Eil85NYnNj8;@5@+cEjZ@HpcA+2 z2Axaixxx%O-Q+?qJ$hn>Aza-uMvtDDVF;C7sT@7g>Y5mgZ*sNidi2B$eRgf(5{{ne z#0N3zs9#szTQWo6_y0a#_kPS!Zt$u3x;JBnG5oD}q}e+mqc^D2cByQyWLP;Jt?`T) z6X*@W*iol;E|qcvJJ&4L_r~BG#277QZQLQ#GlR}nDLrc+%TZ^EaZj*L>_L`Wn9*iE zwf2ydGsBkP<-H4!vYbx!BEvR+T-zxpSdLE}BZlf1x{}0E65T&V4E_IR%uqc_Vuo>E z_Ge9wlC)?S8On`0oW{EBhvgE(jzGOx6 zCjKbPWrp-~UMli~%%2$#F_c`vQI&-bH3)XDtfxm+sI;HatwIy7Q1oXH;y z`dZ{)6AdRZlykS!{Y)XRkB*BNs(*TKsp~?n;x-j?#^tcjG`W+WK0%C2sGnmliuCln zZ(^JTPX!6%12@hx<8hyu@xlQHj-mUHkZ}^XUAark=d)>a&4}5V*h7;KdPBwWM8@=o z{dYN#ErH7@Ju=GI)MiI9o#e=PV{pu8!te(s(v8B%kbYO$7DD;q1g{#M9oi$n6WkKdN^ z?9o$e|82`m(NphVU`(B)@M^DVK=IQ#)T(<9YKP@p#mA1dk<+Tb; z6=L+E#VhO46EoQJk+m!9{(u=&w12nC=I99->`D8i%6jy~4E~_eqRRWyam4Y58R}DG zZ{3*eLXDB zfqjEN%s3?$mv~jkwde^M{MYrC(-+G0%(%uoFzrn#XU3_%?65g{LdG>$@5Ae4dS+^9KX&h? z=*iDh^z_rz5$5RWyAjQ+nxdzr);*j@4$;%B`PrhUqHj%KXNsOeZ^(S|7Ck9TzCfe@ z?tmZp0D%RKJ~0e<=%)5EsQj;geS4#=P(UpFtxE7a;}?1&-#)yjv?hnN$4kmvrU;SJrZsSE7wDe`35Q^Y(0EsUQkqhR>6yzW9O2hny2J#OuqBf5jG~AD-xA zc9xkZEI`HpESDIZ*XhOm-q!MQ4yJ2K$WG|E5p$fH93D{1j5F>?b+Ipz7DY}78J*De zcIzG39*ZT4oRDDW<_~vha(MDNd`OHdn2_6AqFe_Fs=5vbZ9&MFhdt7XBna=X7GylR(0m+NqdVLGDiGeTAz^lFr!y_ z*pziv^D4+-WQT4H)x9e-dW9W*SZB2-bt8i=?<(1Lugsqr_Nq3HYOr0(nQV_5CoLatrQLx#xy zHGjwZQqByj*7?d)88RPc`274+`a6_xCx95dOYaGdg)T#x%xGgysX~`Q&WulSsN8{d zncfpZ3|{T#=8L=0Z7QN0G2SWc@FWGMfS z{`)UWIWvy$<= zYtaNTE+s!2c3Ddg4~u1nIplY)`8knK1aA8gg8^N(`DwAOm^qTR(~$9tN!#{m>EW6Y zvlEQNfI%}fc{8~7Bp9zf4SYj5oEgjM+7mJwi6^QaanP{CQz@8ni5ZY6wi*)0&^945 z)Td&huh_u%$NCV%VT#ND_P?s-V`-0vDTr~>{}ysX$V2Ix8ZtQS^}lcVO2~uIffGY@ zrlz+1M#$-{W5lo#KlJ{UTSA`YFtD01>U$~A9z9)|Xbmz&PcQ!}Crj?5Cw1*JM{o`H z(@(Vyr&E`~RAB~{TjQv$+jnMI^YofqM~|ME;cxN1kspeDw6hL^6T3(2{s77$hWswx z9rnIV&kR$h;fz@Qi~=*%Ygx58-G4Acxqp2azgy;G;D`ZZc1k&vOAO^4`6YR~kkk1k zVzk>qKWvuinPDwZw*UPNQqBzJU!DJ(?w<^tcKok2nI6g|hWt+d>APH(%M2>le?-aG zWqM{@vu&z3Rmz#2&<~aDky38tW*x>kcpULBG8~S*b$I@4A&1Tv3@Umn`QTzHXU6i2 z>{==1%<%cJ&X>f_Ipl5Nv~p+H%k=OOF|0|i-uP&vlrw`rD!bw6Rw-wO?AN~+E~YeO z!VI6csxo+&F+FqUD+BfjxvO8?J2J*`@lEqc09>C7Qh^py2Qd#+2Kq9^ClA~!Iuzw}P`FVdm2@CR)sF&NvL@2wEV z8a`l#nepOD`3gks>6*ysbUq9DROAytP6!#C%ah+v62=`~naB*9KH-m(7iGE3;PF54 z58$XO2=9m{2B#Zj4`*jkU1bIZzuQZ$Q0aZU#IPb-oO*|^Nj0Gh|HzPE^CeE69iYhR^`=*igyoi{PepwL5K z9uw)i;);+MR@$@DI&kzv@5v<*eTpypR`-6)P;T&DCwnuxyO$Uj zDlZw{r@x_FSvQ4+mMh8W6e)8#7bGCk;k7^9r=NvzBC z3`SxofA5-NpBn2!jM3+rwR)7q4E22K&*mH@(cUm~#FL+1ll9NOAbfUFL^X5tG*-@) zyhKmxz&9VFq5a{PW`Cx$GBbnnzq#NBM^&W!#NYrrJmdULq^Ho87#j84u_rjHqRuCV z&RiF9grh3$!ClCpn>`;!Kalw_gM+dzDRQ6X=%9#U@@}oWAxqYi8S1lt$-;Y_9z$tj zD7W0{EB_L5x`0Rw`HivKzZY^kG(ilL>~zDyw}f1K{}eJz)|zo?UkiDCG{D55L{s1X zI#bA-qQPU%*wRHfYA3yFgBbc}T!l+lwDfQUn;Dd%_LKqVMLvVHr$zwd67bp~u|*RR zOWSzJ;7G;|T`4X&WKKrMqA~8_yeB66prxusFy_;)&Q1r7Z|gTHA7m{548QyK_nA~5 zWN4q?AO9AU$T@}_4l?HR+V7XNd@Ow^A7p&+*;7eEnZY45gOM5h!N0x~=|kzz1Tswe ziyL;{6!JiHP{dfD;Xv=!rs(O{opQ3| zK6=VnsNK(6VNbXoJwcZ;Ctew-+jo#NpZu+_9zB7aSq<5sM^7MU&Pqu$MNiCW``&mz z9n$d+bGJVi=+P5=D7pE}y~gww!P{ScMUS2!J#)n22|JDHnM)T=VtQa7>S$K+dc#-=jxQAZJc{d_6}`l)vPT&n`38$09hRSIO6ma>?m8UNOoo%ZARwFq`vuFVs2`jFX~I%la#E;wW4rnii8$#uUKYd^{co-eC$+D5}u zmf$01^~pk;jrlNVo%P>tlryVy%ZMqh<pV%wpu2bdvj5!zn4?TV= APyhe` literal 0 HcmV?d00001 diff --git a/Number-Of-Conv-Structure/FiftyOne/logs/20230324-155113/validation/events.out.tfevents.1679644288.WEIYUQING.19792.1.v2 b/Number-Of-Conv-Structure/FiftyOne/logs/20230324-155113/validation/events.out.tfevents.1679644288.WEIYUQING.19792.1.v2 new file mode 100644 index 0000000000000000000000000000000000000000..75c34f490a55371ed91db0487501a1838bbdce10 GIT binary patch literal 3236 zcmb8ueMl2=9LI4}bKd#1Oj64l@BOTl)Di)GmGpbUafi8LGLoDrS5r9! zRDO1zLYkAOQc2Y+X?DI`Nk37=kj|4l?SdR@r+P-mxsU`YP|2tqN~!WUKJSRP?0)Gv zT~9n6W_P2>lzNTkQA;3;1Wq0xH#yX0iT_}-tHQe&$8B4r363Pfyrg;*V9?~~FGDj6@+0Yl2 zq!R67>jsY>($b%NvKRQB*jm>}`@MI;@GHM}3;MNHxxuq{b{D&g=eOWRG4#7^xStOE z$g+B-*`CV}=_@>wkO=&WHP#ItKcvM}-p~pBGCii9qy2_GF#O!Foriv%Z^qNX`Rn#) zck%qLEZYtJ6ycgk;5X%m57X?x<%jeg6`LOczdC#0i47hjsY>(vlVB zu><%S`ur}^etq5;e!eBgpkLD716ttMKgjOl`Ms*K@zYhAW&po^Y@z)g24MJ^8uvgyk+uzQ@k3f(i^9u+AC=VFO8d3X#_*ff ztcHGfHe6T)&fiiQyNliUO*~69t`v2bddGkE7{?6XL{oHfTojWu2 z6#Z}Y!@WZ)DT;glkcy`}IjW9LbtWXWxM#8}DLpcLM}s@nPb%o?KChavqEcG#Rg^9) zx2k%us#<=cE7h6S`PHgH741srC%Hl*gF^WRxb$fx4T(=ocBV&!V+Ls{&eSwa8t+U@bAce$Ic}UQ&LrRp>N&R# zdGNvJP;G1L2D(Snd?vk7| zxpmh9eZh5xexBSq4!`uX;P`~ZbiLzSw}oH9peDHzqtgQtS(PI;wm`L=WsAED>0?sa|X)1hIaDcie zCZ{H+4@pYEI$=Jh8JOmx@y4lw9UOw$!#pZ1yOFNcz^;jIDPV7{cglB|6$7ms-3TR$gyp%c_w1-iPDV4bke99FY9{?5%X3q9Op{3+gevoc+&CSJl)Q1QdqAWT7NXXQhS5unPD^pc zCd4PW;>ZlzRlEE({(u&KdqAsNVRh6SqLVYyrR7Sqms24l^&^{Ft*0ojyDPn)Yihc^ zpul0|Sx2oRazR6vX0M=@3lFdbhP6|xT61rzHjcF0D+gWYKbt);=*@u0suo#T1GPdl z**SX+wVJ(ZVsdPx#?23F?@?#}a#hEv^$c6zQrO0pgV18z%hQLWU>n0Ks|9Kx&K0Q`TY>rMtCU=u*Lh-TjlEod zP(eqL^U2{yzxa{HH0G*W4#yXUR>6tT5B{ex^$t{DvZ)T=gJZ8K+U2o)d2O7f6L=!p z!m6kh1`A69%Ug4g<;|hii>zZ=rfKQMr3#jxTTImhzYu)?maw!ze9-cqsVUB+xULD4 z(pttPOyZTG0gtS`b9EY7^>1ks{F_Mc*wn^;6lzzE3OEYsM2EjE2!qiZj4eScAk9N7 zkN#?;HjH#w`wP0t=(C5^yZoqrbnBJ_UCy|n;L~I9c5e#Wt>lcOE|X_k3bqK-YN__f>Z0R}4%`r6afB@DYOjE58{XC7k8U~q>zc6I zYNa?4cBk3FO>&g8!JnZ#wbja|sK{QyUant{VO_wSRTLo}|0uu~R#&aznwkQZJs~|> zg#WORstWi})iH31&4^1%iiY@pTuO#LpqVYKhFVdi!;A-Y>U&REF_iULea^jTwI`M? zYdHuum|W9c_KMq*N}8TJ8fIsj{RXv)!@Tmz^~BHhS5z-mZS6TpJHu{5 zr?|L(YyEiEX7M>iJG~d`v1Sy%y4H2VxA$F5-EC9r`|J&SMNvbGX|xOykEg|(E3|n< z&g9~aW{O(Jv;G5N8_He||8@9ool%kEm6%|$-TDO`bwCL1LAc5(1snn2D@%a7 z%Ib!5S;C<<+;HDL;LSpCHdJM!6RiGtGmkE*qt^1=O1TgOn-48bs|Rfmw(RRn@0*eM zZ&`xpY?l3wLW=aT1I4YX)e79?(J58c%8`}8$G#8*lefGIF+yD*onfz_cZww@;Gy7n z%Dh8RNV7o6D#HeBQd&wfUL*jwgW@`UU+1a zWfm4Jwpna}-fHheVD{CE2->O$$U2n6fxusf$P4_j}7E59IZ2_Gy)X&Fy?Dxwh?&ogGG}RPDTP$;p0-MBxp)Hqoz?M#sVhyK%{>39-(^=vcT4mIhaKQyGs7o7uRgs#rFY%{z}iMz=V-%5Ix_ zdr{?E_IB9(-NfdvPUl*}{MjN^Uz5PM7TVOkxHuHi1s>MWukmvfuW76wl?rTIHTGCp z;Q~T|s|)HZn;KD6D+<}HFT3u1SZ!N^dK9&V@3%u^Q%hI@xj*aux;5H~gcXBPx!z@~zKx(=I^`t^ZUyySRp z@A_J9d~LiPw}Bs9yyC@%e(`Hv^x|WggS_|zqKPTEksna#mBDNqY+m}?DkGrqX-OQ# z?IW&x!To+e4RU#PgH7#OR0{@C3x$)@1x@umx~U$PkUqXo@;EqyV7=_>uTkOJS1QKk zSev>jKpj^mRW7<&_Qrm+9X5LXodV#v`j?b@#uipptvEQ*ITp@5k$2P1!y-0OLkd_# zZ=uK3qHW|9SHigQ>2Ss%5k}Y=ao1*-qe^ELw(XTLh_l^MR(Ic*=06rt^ul8;8e&^} zApGO_uZFp3gJP{YX9J(T{t@S6= zqtUG?x=4uAubx*^D@}B{QuLj5OAPL7s;#l9kwqz(wcMnPNztxE*CdEN;H=Cb*lR06 zV-003=>PkwC^+6xC9kMCLMlaj{fww=K2H^;tKr3K#6V|~JR{?|<6OYe_0@L|s2z(} zD(vKpqXRmratHChE*y@8r90V~@+`c7hwZE7^8$*yh*Q(;<)Polxf~_$Hb)7@xn#vr zM_E>ZdL9N3PNPKz*cBBPv?2omtG2^h1`BFQmNZ-ii&+@;eVE5020rFsUg6~BL0=<& zve-@3&z%KzO_Pw4SMJ@ZD7jFt+nroJQ30Clul z)8f>Z@qxT(wYHb+i?YrI^xAj*ZK{s~$}Tkj!=_fXG@(G~Elx~&>qUq6wtE+w&P7>b z;QwXlJ4&VPM6s!8?S?|FppWT`zY+V5HZ@*FUsZQli@8LQvO1`4MXO9VwH&PDrMI7b z)ylLqp@x)!MU>f{!bF7HUIP`vS)EeU@PwVU(4l_H>IjQBiRA*cQhF&d`li)T3aeBTqn+LJpK%$r$ym=A|Agj3bI0$gqZ&(qwPz%btq>O9z6E2GL7idypO z>v2by&yBNGqspHb@wY`cRWi=L#vg=1Sw1Hva9+5?`+Nj`Gn)OZ= z^+TK5r}TXomoPaxDH-nNNwOQBx;K^h4?OXW0qQ-aZ;`aFW!gKAe`~&$((o?|C=12* zxUyO{<4|Tw$C^^`+JX`qxK@0l1#@PempAto`MwNY4^3edbU+Jg2p}?>(8!B8j z&HoRS9(Iz-wim)py->C}xBd^h18$EjgQ1(mQJ~kAyli_#M%li1XV(Xmi7RCIwq?^r zjuE9-Kd;V4WNEJ+z-_s`OJ6s!s>8YU+{wbUE53R%8Fjm&lRwvZ*gVe zNVe6pwiV)8&$pFss4Uef3*UN4fZC-rbH~FMCT9K`#^8iRmmT))6J3t77-mQ5`vh+n9t;*IJs~9#LTAg(i@pY9 zN!e%(9}nVTDfOwbXG$4@h&gIra!WnhWui6QQ@*sOunPj4N~t-PqpQWgfNxaU|En-I zb#Z{&xwLu)!>DUosr(H&CrYPl)Qg4bnqOx>zJtsCrRf%VeW46Gx43atNzS^wVN+v@ z*WN)zpT+WV=UVBHCVmj0-uG|T)^ftWwDZ96uXil%jd5^jYF_1QYU8`9z#7I|;0F}?g>9Rk(E@HBxUE8?*r6l*Fv z{A{Vw0IO;j>#k(j|L|Qo>s`@)b}!#NE$x8+-CIsQUDzzPR>z~0{T>%bv0Ch_n~QyS z`o#b>(&yB%woUXQ+z(9;rR+{CstNqMXW#PV2(S4&e6JYR^rEkguJCx|3EuASW0@}H zQvizp_ygFR@wZ_#r*WT*{>S0t0S-pH{h!N$>bEwvm7n7+`qv!jmtv~;J*=YjM)Rx- zN%5Y|v8Aw;F;;)n7Csh)CUX$~pQG4aRP-Pfuik4ty-&lz5%uQ#%1us<)x+_<_7rHj z(bqn-#kW&aO@)c=d+8Ddbe;vzfYp_X*}Tz zd<GXS4fqb>|o@9=Y$S%;w;J$~F?%bV1{87L2@iDP6QiydYS&qLH_ zH9RQ6w=FH%=y>=JHh5f`kJZqp?@)}VsQLT2xkvq9)~IjLZGgUl$Ku}1C+X^St|J~? z5ExR$1dkv+TRDKV%XuYpB*Pmx2j#Y1_gOd0# zi~^4~DYHYMscJo6Wq3Rhrs&$3N6`1#gqd(N0u|a5HUZM%iS_m%{y&G$+JrQ3IU#v$ zBs@LZnK(WfIwaMF4-RxjwrZIUPu7KxIM-x&L~vx6{zD>L8Qt#dau^=p##5-)=UxAbZMb=F!yF9pZDQSS5;~Vygi}iG@)$8>@3Ui?@D%MAjB!A$Bz0g`w^QO z#D&|-<3advhkpLW+HQxbip8v(F!H|Z02`x~sSch76C5|*kP(h1+%_Fe;c}6NS%r~3evOl z(dDY8ngIywlyx`H5bE7Od5S#{{&5r>eTP}~ z%DVK2#L5N*!#wj=e)zvy{)3|Yw2ZMWrQ9GCbXbn;YVjB$=(H(P2XnhqUZ)=hs< zG#%eR1Sg8|!k9A=?%Z`4y>EpsX}&N%qMI z|JGOYtPB5N%({n7vo5^gtb-bPtg~f30OlTu_+R%xM8O__8WrpTc*|PZ`v21ldNL6v z6YG1w)kkn?#2fwub{PfBZeuFD;00`ttp_jrtVZ#^qvmR=N3m^9#rodBuw1FtFWADf zTBM6suntUWr|(euZqP`xs!4a|QkkOCg&D zUOUxMg5LPQs3~E$sx_kJhF@}u{(h!fc6*nMwDjajcufTF7rnhrtM+j19A4#AMODLt z@a+Tm7dFOYv$v1h%lf(r+VrhvdZ;i7%KMc_y#P-yr5Q#4WTe1b4qOm<=r8c-l#-G- zjlP&s2O*wrdn8r*gcufck9Ydt^dQ;XywM@TRVC2+DI9aKrWAQ`gQ?T|21l>}?9FtHq@&m9qNX zwz5;!|Ez6Sys4^}ar36C#eKnq7X|cEQp-txru$D6HQaHFSy2m_RAs29Wik5RloSrZ zcq%DwTK{`W+C?g9N434Zt#>8$zU~#%PxiZUWv8Y8UE{vkDnmsrlL_EWQ@^sQwG8ifTxxO#JbKra0*}S*mwa!EqwyHy zOJ9+%qp3$CZ$6l}WL{QfZ^^t2cJcaF9WVBxs5KPsh}~yLZBylq=7*K|(l}fyz0v41 zFAv4?{+O*o4+Mx!QKRzsxGm2^4CYPnO6n-Jx@B*`^dimD-#rHxG0d4;Zg%tXIvJ0e zc)Q)K7%!BWq*kz8^|w?8^Y-JNF*g6-8Piv-C=WH!|2RbP#+Ic2M??c)GV)6%jkis5 zhF;$-X?pE~+x_a7WU- zCGpBUxYQ~;jSKevI#ttTEZ&rdXAGOycbL6mo>%Q$S-v;P=J%OHn|h!As7Jb7H_2hN z#39Z%dOSfCri}m3diL?O$8hPBT6SA;g{Mhn$9-axmipe+jq(1p$8hgv$m`P{jmqdx zd!+Z=#HCM5f!A=gvcXeD=@I(kLHb4q`Cc4-ttf-VjBg`mJmqVe@P)ks%=h6XA6*<# zW?ekZdlyF(ql=Boh{dFhqmH*HYDO36d${SLzVTSH0{j0SCzT3+UTo2i@bqa4-~pTs zd{zUL{s!x|h{NkNGoEnjqwTHDGv4=jC#$Ma7t<5Ue0P+iu*w_L*w?h}q{>5DrYoGL zN)(-iwF5n_k1_Hsd7R;6RcljbtJ+xat6H04 ztZGJO9NY->TrxP){25PZ|M6wc+8&pThG;`k?FS{-@>o`zsgd=>#F{5JNdnl92TNBjCRJx zMaRQSRns9hjE+slSG*-g>oFL{EFpnGTPm%+`<7e7;YJ<&Yf^vcx0O;FZ#Xcd;^|Hh zLN`@aS4wj1czS=B{+_Uqa<5Ez?(SZd)kHf_2cNzxj*?hDxv`wYH&A00HSWrQIs)AY{ z>OZ-4T+4~B)FfA8bgP!*6W{;|oGh8t`CR#+06V@~cYt*Q*@tL1@3wb+@8S1tE%cz|~u3G-VO67hVkh*t9*{gzcY>(G4$)(XU^>r@;kAgiDCTjX#4hFArHp+Kn&&Y znzwkrkcVP@h+%%+^;OdQLf%kgzIyfQ?mK!O6!PktiM2(IKM?Z#s9tb~tE$QgpLXWa z%2OOdSAyOcSFY09y+T*!S5TjGg+K8JhT?b7E$SFOgx!&AX+?B9T5{@{7xs)$hOJ zMb1ZKZW9qP=+0}aWO`=!ep&yuuW@?C#CdUp-;{D}FEadY(VgxM=6s09$H#B&c5;(U z&kX&2x_|R6QqFuNH}~4encG;dnK;<>$qtrdi;1D!F3By#%m*PeloLPgvE4E~GmQVf zPLo(86oq+QeEi97OIafnjTvtDywrQ|yD}eUsP7;Bud=4(M=?YBm50`6P07c8A%=D| z9M$zbnGZA6t3^yQYmlOuSaUspK&1E7l#a*dz287+O7LB`-(4we?Ka)2JY7MZS3#|( zUyJqAsKhjR{PS#B>-J3D_-QuwE&SmkP8)UXC69a$UTR~9vAX@8Z(U4nnq6_6Y>@sGZ>2-E>8YXm%BTm@gRnJ9h?8*2SVN% z>q!hZoBIGU57!X6hHeDWiOvr0tKNG|F z@9X*JM?$V>%us&pFNZ%Ca#9sym|p=aSDxhb3bVaNjg@^eK9O=0YrpsSROVCAsKnh{ zC!xMjm4(i?YgB6E-ma?(cwZ1U)zMYOFPow~_`|Mju!>pTXR=q5AH@s@3XwcOqGClL!%*;b)GGCB#=FiWZdGK`B3Mpp>AE8dyXI4u&GnBu6eaadsXNGy# zz5czgOSy^j9=)Ayx2H|{pLMAW^nQg}w%2N*F`$IFghW2Wa5f4<8S?JTH4IIPlu*)oqpqNcR=)2va`sNvBU8VRNSGI3AEO3xfl=em?AZc@e`JDQEA z<(33tQozJ9gBQ@}$(Dz+^@@|1NDP|#)74)%&Z@34!%SZ`a2K1JVDzh*wXHLaI1BP4 zhH@^}?5{~5(!_qnL!D{b{ay#HsN(|q}zxzhEE_Zjv^u*vrX3gm!Rvz~~nwbae z-zw7g(y$%KkYAsA1I5aaGYIo1MiY|#j_`7|p=45!;rraar&fu4?!)xN2jFx2`9-=s zXN+d%4Qpa_xi*%{MF!1VRzKzGD6EI#c52KR4^4Sj%y9P@ijR;xKz%N+6*Ja7Qe%eX zeb#jsrccr1JLZdTZxQ(qqH>YZR5xnzwvgXTrW+Z(zhNtdH|Xw(UKTNUVO4s}Wv@>| zZ<83m|7x!=mC9X|UT}{4Z}#rmW4XjI{`GHc&)!-H&Ie+sPuh+YHlfY1KEzN??vTt} zy`D-fESDI{4gK*;Hm&(sZ)WZN`A0>1Pt9FB?3*CV9z$$c25UlqA)|( z$7fGnBjwCsbpjr^utLh2q5L~0z4EM-Geh59Jn+{nDVGcdT{+oS%CTVN?U2vN<&Q^U zYq7n|_`5B?@G2gJbAcGzG3=)K#%j$Be6fch|l_qy%; z`W%s7QJ5jWqnm0Pkq|SC^W{gUvaV1hL=5Ew3^}t;=EDsA(IB+*ds5B}<+u554ZETF zQOq#!`W~o!kkjKH12H%U@yn!cDY(bL?4EGK_a4Lg4>}IKQCOCdH>KQA>8Wi}S4t8) zDXBxhLc=n2POUGq^>HP`LJWrG%@rS=XE}zO#IW84ZeNfmS4{vvX|LL}Nx}8ZrN4k)C2LVkoEPZ1p1{*RWh> z_oS+9Fv+kGgDZ3TPU0u2H&F7!Ls9~bgaTKJIzz~y}^{G^aK)R@s=jM>UDPjxaN$WZ=!Eh9e@ z=@o?;w{>j0&j@*b6f=C^?s9ORIX!dUv9af6`hv03$t}(Ox$(ME4g)hZ#{A zGxU7((5Xfg#*FLgRrZ~rTxO`(&aE}Y)C4&*%(TFVoraxbhV`vi_qU8_iy883a?_u0 z$@(*+@AlRb!~QX&Jr87RrDQ8WZdS+9BJ5B zW@yKNHj@|1^vvi3){I&z<;=rjd*jE7FH1QyjL!q(FRhYtW>Cp*PxUeEF*B4uy8A{W zN@9lg9obrYoy^C?!8Pw|MNbEBf8QECIRobGw?t3% zC(AqviJoqmINcgOP5H)trzLv&XM1g~OUa_A#4#UbgC{WMNXW5lePr{am_ZZIIFGQA zP|!jXgNEgX4&$h*Iz%8I0Gmj34%ka$BG=BL)v- zcI5QELf(n4<{)Fet_SQ9@~#>))@OEIUP+>;KFC;({Z_FuxcgGM$e90&kwVk8L6ko- z8m&G{h33LW8Z)Mk*(o$pyN}W%yFq?w*FwEM?r6=zA4W$}e`;|WeF86l^ar*Ij}xLN zX8i2G{S}dZG|7=+M(5tSWW6rW(XToo&x7=}I&RkG?qM1;TxH6fdyDWCa|Ym5Ct}P; zsly&288c$=Y^U5YlcS{Ww84oy7xJI{2YY^nx&8b{u zoDa7|v&R;SSDlElK4VV`hh2DegKP8 z(8zUiPN`*yo<8nUhqa{y(NoMX7j|cZ!9RHA99t*yiiu%Si^w}|SRrO`3|~BP+^{yx zu$Wf(;IN3`VS<=A&;7JvRp2XPa2T>CKFZdEu7?oA?`931vO1gQn4S+Yrk{E8c`0W` zhiJo$r=;A>DXm>B*Dyb1*ip#({mYqA$oR*MpP_TbT!y}9hCQrV&5j9&4dl#N{#|E` z)!M{)126O56%|2@{jquaMp-U1Oq~~ZyT#mx{F%`qJveKdNS`0YjN^5Dp4d5n^d^ou z`^-Bse<+z4vUwoAPmYu`L;3Gb`;c{o#)}y8tMTwa))k75iJ@NiJ$8blB&sL#+Bw5n zhp4^8P~V^CfA+pCml?{vd+`_bZUr9MLxPVJu%K1X(!wj7>VoJD-&d^IIh6U)3RXxs$^!jCRWT@A^ zAw(*$Zce&m9ikEUP z87O3Q-PYfAP|wFbT4TnAuXcGhfbp~tGXJ@Bhn_xVs)qfFj1^vRZ>BD9HCK}i9ed!T zcwOFSk%k?Oj8RqljMt)QTsAyIQ57;StcP#guFHd-B!hsA3;e_V#1=vIDYU>NgDbhL z-V#f(#W z^7(C|o)n!CLw)LR4%{l`%y6;r#1Bn3OF1*B@WPfo4Ex6nOF*AV6O3I&X1LZ=V`%+# zG9PA~YR5(!cG1jzSG_9I=SN|`BI6W4aB-!~hZ&=mCx*T#<;>`-Jalfc%!k@`O`I506>(ds<^vtMY+pat(<;-xc zDKp1uL{H4Pq{Jnzmg$+nF2`TKMJxeODQ2wCq%SjNdS>jWAD0VX6w;g6eaG!=r#*eJ z+$S0iwM0*gB6E*Y^n`cVdA;`ZnDZ@b^t9jA`!-ATG%QNyQAqSu{ZfJGN%?HY!!gEhI%er(?iTz$c7ms-lHQHae9h?nfuR~%5o|gIR*+?HF!o8 z3E&@Qh?XK=?Xy_ODS9G?Rrq3czK#m%nX$efj^@>xj?^%_pZa5+%pZP2jO}{07tej& zsw0CjtMd5LEwWr@jF#dq3daw;4`v*%E^UNP=+P6iJ7i|IrCenA-En0+>x!ZNW4f`&fr4dSVXF4&J4Z1V}^2$zm}0F@(ISEL-O*w&j@)74cmtd z`HlE?AxB%SC~8B-=pga}M_Z9}@gEs4>d)yQqAg_rUF1iGLCjrW_pqKnY>%1P-Fx?b zT^{4Ya*5#@O8n7-yL9=A$#g9V84owqY$3J-wI}JY12GQ3l-MY&w=(`&jaCQX94M&5 zOTtAOzF0GJFPqqY>+pnzKSPG?#XdnJ#Uu|-!|g_5bm=B$9oF+#MpIOU4E>NcZkC9i z+;k3-7}D3TA8}HoZ${VP1m_$&cUs8F(I7@wZ^pbcLLRCygSf(TFXjn3UF#%<=AQmO z)rgXqp}BAN==l|=S4`|)dDBIfdnil7fW?nkqNnh6Qdx>0J*~JHw;!ke`ctF!Wn@+TEYZ`{=`xQ( zqNf@YAFy6~dZFqATP)Gj)2~0pbtzHwq&($5j{6?p)o}14PWv9juaB3}6oF9>F>2nB2oXKGHH{heIRc{NIeO}Z zhvJE$o@d4{;}xI_T?<3TMft)~_FVNv85yIeKmK74mF@r{hWx&$;@Xf+6B$mvF{4M= z>DgCxIh>SZ#;v?#`xcAz(X_Qk3>EtO_L2I`SpnCWOuSHCD&$TL%Rz>#uQhJ&C_G3w z>BkJ8$7ZzSnMrbD)ZB!lTlIV(N@5NU2^l+N0(*o5HD-u5P6P++(bK#8QPhJBE9xJ0 zKHRIzm2PO%iJ`hTR(^48`ZRU&T5>(F!rD zb10#*aKG3}DVojTtTNv#Cq;dW6AINAB zcKyssF^voYGA=50ZWEIhZtZ2pt()zwc!BRrTQ|t~{e|AA^!$~!l%BcfxX*-~q9+9z z7SRZ8<~bn`#b}fmKC`wSIWOcv6s01=V%ewf=U)nWzGSHX#V;>k5OO-{$LyZ|+t)1j zP?mdt3wXm4Jq3Ism8JO6lhSd*``OT=Qzv%ko#cEhnmPZaCj0Sw{$n10)W*>keZ`y? zaPD1mdgkG6ckMCDnU9W>J{9G|yr9i@yUppD-OFAxqAK_WbILzXBdP*9b4+YQ!~TJs zx&MKaVro*c3bS_m!Yp&S%&ng3ZP-Ql3A1*!@_I{p!NJ?zubbtPXa2(WlKNQ@oY#B8 z3Uhj9_iekMGs~IX58eBekW)UA``k0xoL*r*)GRSdZ>nA{bLIAPgk1ktaLx}Kmzd>} z#~fI0mMemTUEi-Z%bB$ormr>2nPZNXH|#N#%$)P+feq&L%tssDz)=#_lR0n4pe-W3 zrw{h=xiNW`=qWd=`$>wP%KM6*EjX@Dp0YiNTWy7=Aym40mhH=-tnI zoL2xk7(on+W|}*KuRYyE$DonHtIxbNYMWlJILU?#p5zz(9}}9W4MES67^9`s5wD4Q zj-u!Z8KbAi2MY~?YfqAMpo6jkqo}<(v6^Dyj^m%x3)HhYBq=~@pmjL)giKOgN(}jRj_=JLUOS4Okipo5hPOW~(zifkNemu-`G;#974l|y zt&kX^rQhP7I40!57(Ed~`ImeB&CydmtPe5Fx6fLoeJs*b^h6Bfez?x%6GBeW6LZeB zF>G`_H8(M*(l?gqDeAh^mJ&oy?i)Jn!Bd|HlHOvgLU(f#!_Y3wxoTJsW@y_8dkZlK zVWKd@oDPYbWLODijDRPOkb7(t0V9L1#8>--=caz`0~z~t(@(7W^&1}jK+2gxH`=Cc zU>(YjVuq6_0}d_VXh_kR;Ykx)7i?$UQWR#4-gd2J-J&Ro80z)W*GpNq6kI!*V`|Ph zF8jIQVWjwLXEs@)rxj23WXn>L=t;}};%77z361yvl&w!fih77)?kpPm+K)m`8|TEh zu|8+c4>CP748p}-6D`peb8y}ZS7mxAhZqOHTgM-62|c~L7e*P(IlG@`!#j-1MW*Pa^#PH;OOIB7F$|1(Tr5^G zQ|W{r@(Nf4nhp@IWvvBtO$r&Ksw+nqM?rfOW$7}q$jm`Cgdu9S7|T_V!C+=xnJkp( z=p$$_i7^Tr;1ZL3MLb1e$j}W{KEG8=LU@1^GhREYwo)wQ5JfUyyM8^pbG^^?`Y81@ zX8hgG?s-B^Cn||?Yhm!CUkG^+8cbr$@9OTagdC282!{IBoc-rTmgBKx=A4_`U1qsQ z^mK6Gu&I{lsl(?|S&AP$X`5d@kPXXk)w>ek&&ICBjRt1$l|J3yfukxqamT#2UwKPZ zMGU{oICX5V$cHw;h+(e(>$Rt>*cNU}^z`@mo?Mp_ zMNe94vlDnf(YCRxj%VXYz#raEL=4eSi$M)Js;Z9B5HYMhYq~tki+FQfbBV$Gy<>dv z5s^=GI@XK~6C$i2X=@J|J*~>uMDzqF%9x>EzkTyPYdYQc zL=1~*?y~nq^rUp5Ek9%^Cv((W!gGZ!JZ8vm_KnYN)awaPhhWD2^WA^15%nKI_dOw_ z=lS^aON2azq8?&s@Cy;~QF^z*K?)Nm-Xc8C9Q|o~$UVU03E%g+o*v}P_&MxPp0Q&{ zj*MG-OYFjf)JD+O9x~qNbUZ9ulsk~_dqM_J?8NMq>?!uA6OYKa#rE2|{UUuY%!e2~ z?e})DN7#v?8)V2n=;D6%{359Tkbu=dCaQBMVr`x8Sw+xM?1j4NoUiF2Z#`b4Dn)ZCjUAG>Oa zo@W0jwWS2nQ%n`OyBGYC<54TwdeC+{F$~qk_~l0Q#0-wuA5XntSP5ou#Hwsr%GN-? z#Y3>R{kC=4`kbOwmKf(kg-~AgX`7T7$KZACd68aGn9-q{JK-@YXAXu2OdCE$^ck2G z6VE)qM9Q&zWN<)Er~bN1$myg5F*-_3t{JN`GgPzNH|~uxA7

-}mSimeY2+;NX{L z$tVenC5Gx(nLNjcl9=Ih#x3vV$oeot{y!~xpXWZExFd%CPEZaSQId)C5)Te6ON{gC zfdnHOVut$M5I%u*i0VTOYiG|(6AT?weB#HlJ|@l?oXEQ6sVncQSw}6=QQs+cjl8gZVZs(Sd)L}qvE zhdHXMj^z?VIUOtA$Wc`@jKYW^O8P19?L1MR78oTF!}lZZ-}t$Z--+poadHKJcS@J* zkB?>6jy4m9+C2cvCC0_!`hi?MJscrt2Bq&aMiZ`dt2B(Nh*Kc_^yDl(eX}Pt$xv>U z`NMR1&Qc9$IkTE24AhF}uv`ThCVBnPFND$sJ%N*)7#4$w_a_LYSdl{8kjN0Vgl_&r zOy-=S7{w6d;!$q*sVK}>0RwJgZOBZHo?2`0B{5Y0;=t8;B7GBdK!~Bb%^xWLrI6DN z*~A#7t{!(m$m!THF)HZ?2fvnbGyiDl^iA@{T^r*4_@nk9N_uru^?ik>R^ik^n_e9#&_9T~jxvL$-jvRCF& zNc0rbr9kww@j%qgmgwp23Ab=vN)$ci#ou}Y?=)N=%GC#eSb_(4AJ3) z>aPe-5w1xw!|%Se9eQ7+?~eHpLv)h#)AxsjJQAZ7Vu%)h_^LL0eyuQCB!+(O_{~d4 zMfxyu4v?XoKfi1xj3PV*f*FFzouBVz4=;qST_QvIGfoUWA@ZTqQN%F6?mBY$B+GHW z5yPpif8Lv6L`f#j$*%UPNbjk+cPy>l!V*1=+bXrC1kqFQgS*I@b8utR{Y{XbIj7YCwg!}*IcLWF%xp-$E=uteVwl{=>-VRId_RyYrUR=-TSVs!}jwZ^NPViSwc?fC3m;;>PvD(a7@RB zJI(np=iC;`I|O>Uf~!}PPXQ-6vljHyUUNRoDYjMn&2r`yf0~|U2aRAp`qLW+&FLk7 zw}E#Q^!f{Kb#aT>X4iXyIp*Bk#25XU-e{g%LeLdgiGYzGB^?0+_3h z{hD=4?+3wa&tB%}iR8@MsBc;4Jar}OSo-aj=;`H#&DgS(BznqOnfn_Wme7Mw{+g}# zOMVnHDE3qNy*R3(ThEEXko;U%{aL1GhJ|EQ)WIL6oEbLe-;JOBgOoGFLUrr>?i^Lo zH7{Z?BsWj2dR3%X6lSQ`)g4cMBjwCc{;nYPvXIkDIf$X0xx;2(6!IWEOhG(n_Uz$n zDtsm6p&B!|ilM(ec3#LM(Ay`*h5LyLXNCN3TF8;XFg(^Y@U$)m!)W5*z1M}I)}tq4 zFtk(l{4NY{UJM#uV%&bZ_5-`jX|x@M3@%r0GQY%Q=@WFViWn^67xQ{Y(Rejkrr|kV zWV|tVb=S?h{L*uDV=gkfn00Oy1}A71Mm@y%V9w9@xM@z3#thj7^lu<0r+Ww*USf>) zHZ?k}=MU{=#trmZA!l{D(i(4ECWiJsxAU3vLLP?gB?be2FtOHGLQdD7h+)3`b>p)a zg`6H}M+}E8ZvU|EWhpmtjC&y2SB z-Dk+&(QIIbdX;-&juAaE!;G4@@jLdx$fgrRxwQ`rV7o}=5<`A3o!zoEn=*%gm`OG2 zZbxr_LKMo~7t1$XE1q%b5GE(NmoVPP#17(>*(79)(0t zp_2Bz=v@H<)3u`)qD+ zUK#E|ubUV(wO`eD_59(Q6f-QEBSMx7j~1dTX1MyAx%OtUzX1=BWyZy{#j6|id~$|i z{=^tPO_2AHjKX|~^FVb!cRnT3J2hrE^hf?9v!bZqR>aaX_XN9>m#xy}5QV|_#29Uj zeMam9z_ll4_`LCrd$#K7;i(bKXylr_E21Z;Co`^O_rAPGr0-2p1~O<&?Roq(WcNUP zx&<+0^X-8KVn5y8gQ6#7=)ZmCM}DB^qeNkU5<`Ey(0M6GPZ8KZ#IUmNi2CNJNFR#P z6EQ@kO~=e-4=)6xRAM-Nv~b3)!dNQ7cp8Zq4zgT({=f;54;@1%hVC4{W85hrS8%=& zL%lveRY4e6*uplk_Uo&@qo>KXsWmOp(=DG#Z7D(Y6f^H^4qg`>ACn^H8f=9!!y;H? zZDYeqFk>Hmf0C^MIda6P8|~+cIS3Pk8BP+^{%5+e>NCR_<~sJioK15L{$a*Blo~AN zCdirb89-6BUEG%nGwxN*Ik8B}nPILBY5SO%v(U%P(AVYG+-R)I%+Rh8Pky#h7;E~6ye-X{iYdbZb}ymJ5-Km>y$roI-;I|uoA@_`tPT)V*Txw3zlaeSgDu}}ZzqZ|z>3Nu{pX!Pu} ztV8)x%rFjZ_PuWC5Hr-X*N?kS%KDo)Cip1pmS^;oK6JzaOY}5p#3i;YC5fK$nymdj z8yfNZ)A#+B4dVxY`BBWM9Dh~ksEVQ(VwhC7#_#`Gq^Cz=5JMw6ADi}*%!e5|bL5>Z ze&qBDGYo#(YhUC`IWtU_x=mYrFY{rBdiD70S$RzgqaI?Y&$MILIeH4h1&n8cV;nuvGyRBR!K*Sj@(Yo^H9Z{y8PY#6xZ61)?~DsAF)FcA?^7Y~ zM214Jw(j!By4>AggH9#J!wXsbOh35x#0(E}4XWZ0hBW4We3&aSp4>Y)eT$yYhFNrS zkGNacu5m5L>+(x*?MX03Pse}Dio#J;W-O)X2^n0;iwlN}=qY9vp3oykSF*zvp)7Fi ziTPV_fxn+ECNo4&%($W7Wt&*w;aVFr80;(0Uf}2{91S=zG`H(7mA=sH1COC%hUl&4 zO)EKis)f-UF_iyBj}Bjp^!a%7ofurhjj10R(UXbYFUEf>(tAcv)1%K1v_wyJ_DE$Z ze)N>r;EhB0fwZESxYdCBg-@jyP7L|jN7{|3iWxqy?2pfu<(hcIskO$nC&-Ez%E`EV#juOa z@Vm&rnr}1bBe`la+e^Jd$nd-UjW%wS>6y{Tab7f{CljxDY=U7&Atz#3=fl=sT_y6N zb)Ohd#yxl8d6~bN-}&rmmTOoeWIWma>?dg~r<3l;cv7!#g{e`P4*yK7_4#9gl;c;( zFr~xF|L}s8GsCAEoxa*EXLjF_zgEg2A7W6^U+N~VmvUzCAKL!;6WeLJzn3}X(#Fj) zJ>)|S1mD-WQ89 zc)83F%`EEN_;@z-Ec`XZ=!O_PgKMWAIws^{7(EfgXYQw)KNRvdC}&<#J~3Cw=_XrZ zG-|CH^NP`hj(sD8htO@*r@R7m#RC(>P_O#4779&==!qFVPdgXx*7JwO*Tn8^*I7g9 z{YS(QuZLDm5}F9tbePeo?BD*Xo)0`BoEf8*^I;2hc}xsNG04HtAy2oT8AaU_JXSNY zyTitnx?G`?d&IDqM?Cd0&+r&J(0~l`pYs3OBGTW7a$+d9&kIi((GxRVwLZS;={yRqjNsxd?P4MV>5^@FG zMGWQk{42tUo=lwQ`owqilsoOVw=L0A+Xtn#lq7mOm;NrEPj@wH!FzIaKAjj=^Am3$ z;k`GypM^QELnoetG*gJt>TJ#0luZ)dS`x$RekGyLn?g?a<4BHg&3k70uaMCi>}$T* zoSxVX72Q8ETFOoA?j6OeczzV*M2xHC>ybQX6+Ayq46Edlbwe^S9sJQbaps)i+l^Hj zz9fe9TR!ET06jf1WS4p0abxv0@rtuCmTOGJ@O`gVzlk{xnKMKF_xx~|nByQfv9{^4 z_e4Dv4Zb3V-$ka$lX&#JMq>C~+ctKd`?^&T-0GL%hdCd}Mj?iL!nVH5*ODk7Vvs*` z$4{&iBxkPvVjb2A%tj%GVR`CW$Kx`8X2?e!J(_ie+Dm->`t>K?akH){8Z-Q^e4|&4 zD2W;JnfcKBQirhLB%izTi5$m*Rxa=UX$>sV)9Qm#S4t8+DQoxsfya>=JU{XGY-&DC z24)ON=hgg8%9&x|9`Ml4U!6zjCtotj-Yf`k0hYa@M@{pl?O)3bFmNN%OuDK-gp@)VNLw-XW{dz&j=|mYZ zEO_$*x_v3+^e$LpSm5?vT#~2D;ju}~U>JW|^1){!eJ48UCpc!z#FIi!@0lWo{BuJq zAJgSpG%oPOU`W!=4iT=mmV}0d7#};5DX~#dRF}tAw0sX~R%+%*JGoL*vl)cvT z8jdG28qTwC?2STJhR-2Gii}$_eG`QN(ex98$awr{3~vR%QFLZBuuFdB=&1`CSiv!e zhn~~(SK4S$3Nid{+RRZLJ%wXF#L#bDmRG(Y($iBTh#~tbZ|^jsCuXSs$rBT=i1c)X zoO#6$4Zf4|g37WvqiL=sdb(b5I=f-TkDiou7Z2ef*M>=M_JwG-g&0(zV@t<@Z0uqD zW5%hLpJhZ(%rKSHHul{w)0=of>eoi}1X&S7xo<{1Vnk2OP|m@h9Y*xT4BzKYOfaG+ zX7JG}Tz%1qo=mKz95tdRD3=)WoAzU%VHcTU2(!}LZ=tyoC5{TR^nuR%$yth zNED70{~?3VQvb}Ci=>Uh{B4tzGeh;iy}Wmelrv+0k6W-^%9)|Q(=Ob%Q_4-O#olV{eil@fn}5Bh&Ho2c CR@Ais literal 0 HcmV?d00001 diff --git a/Number-Of-Conv-Structure/FiftyOne/logs/20230324-155354/validation/events.out.tfevents.1679644448.WEIYUQING.7380.1.v2 b/Number-Of-Conv-Structure/FiftyOne/logs/20230324-155354/validation/events.out.tfevents.1679644448.WEIYUQING.7380.1.v2 new file mode 100644 index 0000000000000000000000000000000000000000..a4e1f05743bda186ac7a1c2748f9eb6b7025fffa GIT binary patch literal 3236 zcmb8ueMl2=9LI5;n%?=4GjTp(K4qdk5ZZ%U8XDQK2dO9#MVVuzGB(|GII|~}O4J2q zhBUJWk`gQ_tx%*AD@Ds7v6l8A_FyCm>M~92;qKh^-LE_N-CxIXy!qUV-?>}R*VUuj z{fR%fo%?JJF`ka;DoLhd^;V5cksBFGRKDsEGw;ox5!Vp)$8S>aInP*yM3Uj8w@f3E z=Sgxim5MaEQmszYsM9iYWh&~4I+nDvbg}TaZXa`qj<+WX(pD{%$R#TEWI&%_2h%n7 zUAaV@ImdRR$xWo+KV6Abnx~RTwf}GL+MT}{w8uixQQvOAcILKy0EZnp@QrPuGCrqyEUyj-G7apCu}k7 zP80o6;QJyrtaJi)6VKQ#p55Sx7TS?wqsLn2%TvQdDa3Gxn%->5rHAb6Dsej!&NQxS z4<`~sy`~0_AF`#UOHc*;s%0+EDZg*_7=E!!A40$W4sSX1%V)cIe$y!h(61!8%J1W148P*T&Cu`10f%+KZ_bnL z;`t@dnE45!rZvFNQPD$hw&L$$<<~F5@Ed+y1^u3v-pvJmVIFK3&#(8EncrSTk|*#JO)+g7Ew%x)tf|4{hir+{O|<~OBCo(f%CFN0!|!K-4*Fe?4om{Sx*)cT z=hr4M^J}Om_J@AP<@9D-EnL$&@6@N=6rHF*4xEp-=XP6EF+i_h;UzefQWeu1Jw z=od6v^A`Aha%8)BetB=q{$I7hCmr~ePcm&gEnQ^wXt;8!+lYVi0WTjuu!v;sfL zhrA)muO$e>uXCUn`Uy{5C<1<^qih$?FDk<9{3U&;(E~q`KA+x9aQPwoR?U`=13%*x OQ-jA3*-|Lb_523e^438B literal 0 HcmV?d00001 diff --git a/Number-Of-Conv-Structure/FiftyOne/model/ecg_model_fiftyone_conv.h5 b/Number-Of-Conv-Structure/FiftyOne/model/ecg_model_fiftyone_conv.h5 new file mode 100644 index 0000000000000000000000000000000000000000..6e5ce210ca25486633c031270fb14e2a52fc0179 GIT binary patch literal 116208 zcmeEuXFyduvnYs2Q@SEeief>OB1qY50w@Yf5fmF1L_~TKP!TK$ND&dFg9Swt1q+HG zu-62!U-Syh@^Mn7iof7OS>dE)O7w})Yp#lQ&{QRC?-7kUyeFQpT1Nr6BeERA_ z-35;Piq2CfOc3B<_R#N1`PF_Q&_m~!^1omHB_v=o!P2p_qqF$E)#ImU_wl3CvK0v4)3Y>C#eiyUw_u?z5+H~H3S7D1>^-p z1$;e%-9lWKc?5@e2L|vUih_b&H9JRBcUz)-{H}yIDtJ$KQ5U?gfJGNTkXP7AZ=svJ zuSdY5zogSOaQSpPMe!?N{krIM%fme|V6nGnX9J2nW;%KLGroK}8ROII9HPI{lkTDy z8tmpB;2q%U$|w0(^lCdh&!^X$_xfk{Ku?4RyL=!&#-^st01bXa2 z3BTKp{51PW_lux_P}jKXnJ;?g9UH!aed6N_@~}Epv8JZgS!D|j|1z|G&I(+d5QamTY0osV$W@2_dsaNv&{F&^x<_M)@6 zUnf2v-iiBL{7zb3^!V_ux}Erc@K}$ZV%Nn%r$OL7-Q4io+6ly6AJbp??dGScqpsO) zJb2|1nw=u*L%P-hQFHIgH1hz7ek$Z&nN7O{XEe36xhfM_*6B zQ;s2_!QP8Jy1tGHM0!qD5|@Zmx?1gZZJ1<4Gi(<`re(Y(kWogPVziG`e)=^ zJc0v5eov;WDxa5N56`83ZozzBx^=Ld>>on9dg>jz!u1cKe40Fld2;7XzMTU7Ey;fX z{E?Q}yM;Lh2Kw>7(x2*zzgw7V5Fh9NMrHm%8+bH+)tG;ee*94fCi3)!XLEip^Iwd| z;$NZvMn(Up3i?M3Sn&*Amumk;b9#o^q8`}4vGJumTw8WNUF%I=8lmYI7}6}XzrcZbN*qzvG;Hbu0k?XHq@rQe7k9xK-JYxLPUw1ga(ahgZPnL_^el~hNZ1;ftJlul2*7baY z%$xM}^!2(QLt{fzV?!hTF+A=TdAPf+;5E*J^KuJ4cxGO|D{Erf^%#%UH!{&TG|=yX z8gxNp&w{vbW<1MGU*KfR3ijT*KcN=>ih9tkdhfY`jey#pX zy&k-7_%GG@yH){#0em{0-&yx}jp#1xWJHD!m;VF2PG-BY1O#OH@czHW`)#9qL^(dZ zC+%wYSLS=j@z%)Q&!5xt?~+pw{LkohWBuCC9=gBnZ&yF~hzk66|A}0>Fnjg`J>R#B zo;Po8)WsE_2roI)V|aco`upu~3H&XAza{X$LITqqrdSE`cK1E=Vi4b+_4om@`S}XI z6QRd0-sIQB|+X!rPH6?y(|6Iq5Y@lK74<6kH5Gl?b_$?jYQ|3=(qms&OOeb z`Qc0W_UMv&7dwA>F0_4cH{Rd&s9O&IYQI0*BXzz2+In92`CoU+-32`x^Pch9GamWq zf0=aKqt4UY?kAqFw>|WJ*5kh<_%Dhe$n)rQ$&4>JL4ocsAt=;c;K7$mk6e5FCx2Eh z#Is$UxH9T$yx5k`M_oWcR6t=(*L$b`NVE&yt5>fslA`>RKq0}WL%LD+^|%c9HM;F0 zKlA@Q=~ic;EY97=k(PR2Br+Ufb3hO0sf6{vTK2C#<7qVg; zpRXm>LQ;@d`w)IyG$&TeUD+#(v%&kFA5Hhai8fNBNr{Rm;~o`-A11`IAI4n9!uWVx zCBF@hI)^Dm;C^oio$@G6BCcu zfc^`net0xqxCyvjQ;j4HIR|=q6w1?;$TOP==7gRqDVH2Z_upk$C$(8-!DqK{s-G3$ zs*jQIWUwjVL|GW%YsAiHW|C~x6HMinHGm$YiJfsJ1Ph3hikc<#c;;ht2)fG{eLMk? z1;Mz?QV(om6-lNA1IIPQF+yz`c{%ky9B)qm1GggB9A>~;>t1E@Zn@Fs*%R^J5n-yd zPLi8rUcj7Glq2Uxa^Y394&$i$i97B{FtJ@Yff>5!3~Y~}AQhFsL>!y~$(JV4A1xkO z$jDJy$ug$!LJ6)NEJng)jfr(-0~F#IW^RKEDQw#SpA>cp^&RVId{#S7-TMunB@5!-l^k^M6N3(3cCg~uRd#s)1F$vnC0H4|)8n_l zvfB0KFiSTZGiWM)x$8(}H%8;p>eXz)w;J~IJVT~gBpTn}%mHtxV>}FM;m+nsBt^oJ zwiPk#vbY!!I}^oL%(#U=c2uIZ?i`#gu7QgNmZMPZC&v0t9P2Ea0>+7<%>C^*z=)M5 zoC;HF@<^Q6>kcLx%d|1ZQxUG&`(lw=3)?;}3xdV<(Lt*Mz8ap!ytGZwCrSl4tG>d^ zhVkU~wDok}tWl&U+#9A%m14v4q9Ld53LaWc*jkAW=6vIM6r1-Rq9QJ{V%i2I?2;v( zIx>PRcq&F#tcaopIG6~V_9e~P%DDF8BgX7xh*@YKF4Jrfi6;Vna3^YfTy*_#g-D8tRy@yB}g%fH!OW>JmFhM}?+soR7j0 zX&{^WgcV{0$g@>j$;|$aFhuq&G!-ksrRTHgqv{<{r*6l+Vq`&65+~r~S#q#P-~?t{ zG-BymC8lxaFffu)CUd6dknIi^p?!@yjPi}gYs0fCm&w89d%j}zDhX=X$B@2TFc_qE z45s5h4WbKA3}zx{m_oCI1^IR)nV8gwlEw2A;ZP7kS*>JR(UFN23m0H+{}FU(-Z8xK zfCHgcdQ@tu8r^(p9`q5JfFn;@5Zx0E#Gp)se6;(>j@a;nRhKBH?-MlWJFQmSQF;zH zq$cCi=L;b;dpO;H_5wP(#=s$Y7i@DZg}dVAB-5FYeD57h!~J4Z*&Iz@4PQX>+jp~9 z=Bd+x%S&*NeSh%XG>111`=PU~Jka5FZ0dIn5-PBf*jdaWvrm<#b%D)2jTA$KrBLt{5a|b z$>|xatapFPSVS?@q>3{V`j?G$lkX5G@OijNUMyx#* zif3=+%ADMRh67Gv%IiutqJA{{>FIR3I(08>Y?dW+e9q&##6p~|`I$X7v=_V2y#Yo% z(Z)-f_ZX1_HE``~8M?nuLmF}u!XK%i*&qiRu~nSZ2lXTV%92#MGK8JrG?>ep6`_kw z5iAW9h4Za1aAr#~XY4a+y3gV*v!VZISVE2Ps*)oe8ukV(WG}!MJp-y6`v~VNIYYs- zRP^1n2`;xO<6hT+c*^cN=aP6Mwk%^9t>QfpbKDj`FWy8486Ramx4wZp=Pc<<;SDHt zEE`HPb8*Y3uP`Pl3QQlQpvLDEupVYibGP4vtjK9lZfJ`{FPok%c*EY;ZUNN*eOf+k z9!?8+YWDrYB&I4LjcK*Cfv*B0bkmH(Y}OGynly4Fylrk`S1k0!mFwnFr}UxR92sBO zwHoNLW7+5o@^J4(9jn_O!^%xQ3pPZ9-g8gH>DuPh=E6i0yI&1eM0Rs_eqTu4&cxwD z(QC||*oD+JGMgiQYd7nswFffa8)ByIGj^t@A3opUgsU%3qDF`H2%B#OjZ-U7{caLX zFssB+1u>jmuTH0g7od?t0He9`I>@V);T5sxtYv;LI+{E{<3sio!pD=kDSa?5a5SEY zaiuchy{PY~0kAKBAJ#ANVRrAz!J$q2KyL6m)OAi_x4(IV?eA}3>-is;FuXSjy)c(i zsoTIk*2|ubx_%wE%^Qm`C!28B3>$p-KuJ|Py+a*U4tPO&bv8HP#35$q*l{>#`7`GEm8 z!C2=RL{fJsabE3*=}lQ^ttp0ih86I%za~?Z70t-{EWxokqL4PH6fddT(b=Bok-1Te zAs;T`!)I#5cfng2dbtQ+>5s-C7gX@{8e4c%W(fW43gOb_F%Wg)2PY`u5sp4Mldj(N zfxUb(f_<4>jOSzYh|AG@=-?c|1AR8)>!@`0M#XGK(HwGfUiG(m3u zN*JA}f$>bRnMd1k*7x=?d~&}THnW9nMaU#7s$c)M;mc)7H)zLzq|=V(J%>o1JkT+7fS*n}8$Bv9{bE$DT)gE6hOAOUa9 zIornDvPFf4BqX7X^-#!#tIxu)>dQ_t=*TVD7h=xTR^)JxrH&ziW(R0sbT!IO<*il4 z=MkyGDiF+6#j|Ju(oVW)-mx7hw-5LBxZ}htXf8-J>w=7&6i)4%2Zss*>DJ>l*t+Zi z+*ME@O&U#{ijBGKj{aw$F*X)uyd=r)wtP<5>w{#m$bD$vIRiYG+~$rIj)cVH+vtSU zSLpol3tS&KfVj(#X8fBw*a6RC(7;)lyF%?X6kalB7nvmxiSs4EgyuuG(qK3nv5&iM zfHOT2orwOX)l5O_c!*v#4hH6@u%p&az;9EpnB~6LA%hQPVE?I^q^QprlC?z{cv}K+ zdSu2~_H-Q`yB^u5agV?^^*yXGxdmIUYhr3dJ%+g<)U|7nTk7iAkmyAQS=kfuKzn@g zZ8LnmJ{k?=MQQI*&bT)_pVM!>8#`sQ5HY%6fIfW(&^yt(a3w*V2u|6@+AlF8JFa{M z?WR?X=aLOfuhMc@8lyz-mcPZqb3$PE@&JCufkZJ*7>;WtqxrpfIIC$$u8v#BF7#3- zbCnfI`OySChMpiU8vqBwL}=!!ez@|~5AKm^k8pLvZFrwH1jLIGuaAsj>$VG$D&waN zSs_IRnkf?n-*YS@mV#VGw;j%=Jc1y3sX!_+BpsBzMi%Jz~cH?MHm!?GW_ zAvV^yXxKz>jc)$Y(2ep030#=az@Y8!iUpEX_{8ISkWdQqL52SC#| z6y8r9%9*FO6BW;GVa2f;Zkd~5M9u~F#Jp0b`h^uetJ|Bf8>7HBg3EcTXw4j!6hagl zLavTsnRsPa##Ci7&X69&&f;j0)HQXShfN2$Tfz;PeJW2d^5#R{e#0E{T7B8UvvM%) z*<3cN{s4H#1!A+3DpNNi5Q<6^E*bxYww%_cJ%5%c9fldd_ynw9FQy zcg=&F3Hv#7dI^(q+dgcHYdw>&K99*Bc7rQl;sb|vws2C=o)oy$v+ApasHJ!Z9t-}; zM6AgKe^WJxoMMl&4K~A^x6j%66GwCJYEFj3I!obz*+WibLkf-$noN|{X5)~Tn{b@v zFq*^#?)sx0OaU7R<%)<3gtvk7)EAYT^90DHSK;7$RF5ta-NUZ9a~&eY z@8FEmAFwvXghrPMWO^qlOYl;OPP*R53&(>FYn4HI~ zH*K(dUoe|_a3~%&dj&FqiKsnu1G6(+lI(dHN%EbxP&wm9JgWWxmWhP03R@>)qJk%z zo5j>f_ySNA7v;k%$j!kqYB zQ=yZzy)nx^feD*@7?=NO#SC>pGGnwK^xnRgIaO;3hsPK)!EGxc6oFV*H$$Tpg{4jE zWYmgrG;59va|1WCwwK4DXv=2S@Y*eKd9R8S*6atz1?S+MR{(s{^5lqYAbcT`Jv_G*-I;I*o?Q;QlL9fN^fj|Eq8GWi{UYpJG!ftT7loCv zb0FZeF1glcIN5tx0>7xc!S{E!%ruPSxz~mqgA0_>N;v8sxd>@#$UL>k%11fB%u;YU=Ct*rFel#0Q%o=3itp8e!?I*~vE|VD13j>&d z-ab@O!JbArT||}L{Yk97I?2x2&KyzDB=f5`!qB!AF!TO1$PYY-*`Wo@_|lI|ee+`M zaGi)Qr}U^_j1#qL-hoOJlSz%DGSNMti;XrKBr~TJ0#5iMR(C6*xtpHwDasx3*MWsT4wF`GRx z@HyIt_^<&-!l}*kg*4;S6|QoS3!cyOq7UQa@WrbP^5%{PnXqCV+)q~^_V2^U4xtKo z(RVb*^s6;(3T|f{j_s#2y_~70LoSxDngr7eU*q&=TqqrxKu#@7fVEE)$+1IXB>k&9 zv5;bj@tkXTaDXXYuDcE1Pl~16g0!jNw25r$8*9irdW5anbrC{tZ6T|+K4nNBeLcT3Ek_89gD9x(=8?&)>@il_8mo?U@#^daFPx26~Z% zZT)a{{8S>lY6h`+xtMqjpGPL$$j0mu+EhNfniU*rLyKBw(u`Sqz%zCat8~_joOH4! zHL^ZriIx;^ua!Vl=eNP<*UQMJhoi`4v2-S>bSOQ)xK05^emb?Pmwgs z-NxS6{m5&T0$4Uhix8cji7F<<{Lu^;xbF*_FkO<;-imZqZXWft zeGYaKCiIP&0Xa194t(_1B~&;D3vMnWcghn%vR4GTR}li?r4Qg^pbdWQBSX_HJ!xjy z9(u&FFFW#xIDPTH1pI4)n7Nuw@X_cL`=#$z;`OkAZEaE^F;zR6+@hV(Qm%l?BOasM z)))#0me4!pcIdVU=-w}WOo{w57&BOsD6SX-nxRQ#aAPGmd-^DXv)& zwqkpk1g8;n%xywHX^*6X7m3izSASsdR&@xCR)o7n3xHk1uqTamiAsPeSj~t5YkeX5 zFfkIIUOfT#7HiPLN4@CG+x=-v@njs3vlT^ODv}Q?#YwJP4O=cZ5j5{>k%;Z*IKAt& z!C>`U9KVgiu!6l%>{p5p#_7`0UixVFek&X6lf`h`L`mIw4YGY&D25Kd$7l$@hLy9d zQTN(4j%n3fTs&3?Oa_|5Kb`?~pMD7P&z5`6e0tJ<{~1p@|MdRnLzVddQO6^H7OS(! zqMOYgZvQG)C*7_azvqnTe^e*`X6FC71b#jn?}>@&Yw`Q0yTY}3MLlP%Hoph|U*~#a zOn#2F`Ol6q>57HtD|e@D=!%`^=R0A47GolB+1({Wer(TQjiVP1-S~fxqi#9;tNs2w zj@0=AaOUezk39afV@&>Z9^l8CdGQ%Q4hvENV`e*!QALu6B!{1*u z^J&IuG9g@>eBCWaU(N=i_%m)prc(X_`Z{^gP5t?F#_?sBs_t`oOUWn-1=#4ViG*rS|K zk!e-O${4d{qh4`f%s9@Wv&m-il3`}0D@L=SNAFfe=RM;N98hF>FRi}HsOqsT5sCWcI8XrbR^?%~oconQ6E_FwJ>$ z%~UT)i=%DX&vfrrBQp;dF;mf_OH4jnPcm^lmuQ@ICCd1(x{ z!2iz@_&JvLg++I7d)6yIuh;*7mc@UhZ~y2=8Qw)sushUMz@s}L_Ln=b2pCET82%9I z?nsXx{O4}{*}ne;-#^fU-!qT?h5742|I74G_x=34Z9V(`Kf|-(-yQD3YqgLgtA|8j z+C@ovU*ZJEwWN$m(afQP*EA5H6Sidf_Y&}2HNIN%QyXsDyOA7s+62SW)N#|`d2s6s zFV;ww7nf?Ik4A%jFmtMRGnd`n;HIM%9(w+nbw4r&Csx{kjf5h}F{-2Ul3P&EBonp_ z(`QZ2?qKfj4q-hs71=r0-0AZ=%BX#Of&o!9ifSFFa zKvs)##jR$c&?h;PXlF$>I9$Q!ZjpGdxdk(3CNcD8U+A~npVd9*8J;OOBeD%Qp;TJ~&p{eJ)z^@|e4Ne> z9={aV$LK+T)_Zt1Xfm_dJsqd@I|9Zc_t;uq>|1<94X7Os1R30E=}gn% zEjTLq67-rd7#deGfr~fxgX|mVT@uvy`C-yxw(Qw`N2+hR7?u= zmpg>#>RZ5fBNx37dSSLf4ZKhsLhKJ9-nQ&bLmaC>?&Wu!o}o{o?jguq_9iPFTySMa z9I$co$`(!6rADBR6OB=v&!3~((B;CT71D2p${}UjRTM8><*5N^ek@Qf}de-t=0Xz1h zHB43%MJ_#$a#5AsiSbpi z&r17{38Bj5$Rkslbm%qO4oZMIkILE5x*a5A6$c|CCGp}rS!&rPK^9!gCo%FPS+j*& z^pu=*^*3Hz>4U;`v^DD~Q+?w*6c#3M2ep)dVE#IoeXbWBHN}>?<{6M3V}}yy2P@Df zD}r`R+C-}y?vm`c;;eh^N5+zq%*x;0%=vW50k__hgs4wiBrIbSl@9sBEtGHLPCTr| zJlM0AwbK21+Sx#p zbs)2+2yQKqKsO5?j7UyLi_jWKmUQQ;+>XO}mxs|-muOUy*~%aluzs)jiC<;8hqF;{*>!&k=?5U~_Q zx0pC$n)#Z&xMLxe-IEGO8sf;~C2363?G<$F$Zb@@aSqYF5Dzu|>)GauTbPMeBBU;D z5F2pEmD5Y_2S`n=qH&=)7#v*%6S8b^{j6yGW)j0L=Ea#D_%2F5Td!lS-)zEz8#a=l z*+$ii#@r#Qt6JdDO>=hWwQ2N*(qvR=oqt0VnrW_vM@RWI`eG$p$tx%+sjEb|? zLY$Qhx{<#0v6~H?sa?mM|Cm8n417b{jusGE>2jJ}e4X}1OY-J5O9XReXmi>V@J^gw z-DdlO`{k)SovOm(t=^wOTVy{@IHyN%UoIyP&pwAHHDP+>`bfIzoC4yMY(lX?0=4J20b?$&L{puMDL;L85C+~M&sdk~s^5{IODnjOE=NU}fmt8U(}LQ6CB!Ek~jt}Rrh>wV9|u5oL~R^0+t zz9FkL7^+@6lvx!Az z)Jw$zG6sj?!|4|A+Ab4?dM{yAwU%Lvh6S_d$8@?_Yy;aOVL?*z%rGM~4jQVRaXaS_ z)Ewj8i+H;cQ*CmqW(x-pKast3!r1+EtAhfuvO9})hX&FC=aKl$RiYzm592rGbkv$C z20HT(;HF6l@MZo@Zt&d%HgL8eI^5j~g8Ji8LG}PXkU$dlXb{@pQ_w}ESOp0dsh zf!sQBqSCAWH8b=2O>XfME!;9_8{09o4gKVK>x2y_A=F=hZ96ANwY?7$%ZFR2&zi0D zai|x|M3rOW?J-m#T8QX2&LWenxVY@a5xoBGI$BSD2GZ`*meT-59@_L|Q6g#t&Z1LK=@654cUB1E1v z+M{;Pv-BeFpxo_ny?;7Kniub6zfP?B?2LTUr*u0=NvgmpsToK6;eivyq3UG%}zJ)CouVNi2gjQ9tS;<|G)QSjzKOgk(}I<+thAziR5wt6l`_JP?n_UsP=Oo`G4sa0 zgyf!CLBnc`G1;XMHwGP|+V0lmk+~iriDs?cU)|R$si;!(rm#|nk7hG@E zFae%N@SB?h}WJqU{(}wFwSgKZ7$2V_;P7 zRo3|1QdY~hH@t%S$Y3s?h1 zWjGj{17H2-kW-f;Sf2yxba!1Dt&7lu55{R&_j(-}r#uYygDBCz_a29&>XC8pcyV)9 zyKtq@8BF?d99N~6G4+*e@lJde)|yVh=3Tki9Jzqm?LUO7-7W@;M|asGi~dj`VvOxo zBk9)7;_NwBCAh(h#VuYEhg&-+K9o_0zDi=Kzw!-aPt|98M^7NlQt9wm*o|I`+f4VJ z&&0X@!|0xGSHa%Y8GgK!!)2MbAw;{Lr0QCdm4$JPd}dhniOc3}`u^VdP*R)u62B4e zIBo(`J%%_b45FTj>X0g7RPCZv1}?n&lZM-skt>)D^N;ny6|+LA;GS8e%mcG6IR~ZfisJy!lb1wjH2&#lqy{V@9&F}sb|)ab9;j6 z!pwIVv11m!TKkgPUfu#j3+<`wPfqwcH&`BC$3!YhQ`4^^P&~#4 zzn8_*B*}OfG;J`cVZY*<<~#WHmMN35Ns;Uvmv8pY`x2zf_k)j{X2S8Ep=jiKm3cf~ ziv)%>L8xymA z9uH+onN%WJn0#t60qfQ%qGmph9`~2x-BEbLwm9{xUeqs&L5iAq9s9fiGRpBt$2`dRPUm?bB%Coe@x)&5N-u z9Sw@Y=a`c%N%Y#HXxuU5D~PRpgi-a1G|cNHC_eQJZ_*a`h=H&L4n`_Rrs zg;XkTLl=2dayvbP3LEikDvc&(&V^ukY#6oH45RXL)i^hP5ZyMng!SRpz`S>(%yr!d z&`ItdV18#b;ay+kOuD)OXT7N9T5Bi}yLBA;MPdmP{TDM=3RmJ-ZZXr5 z(w8@-Xwx6hb?NcAk1*%XNSLzwGz8~nz}J#`e6={AW5N4B0>dT)Fg*GaP9+Lbz1xzs z$w8TV?K}*-E^lN4&x_!i8+%~&6k7A7hsD=Gb%6YABJgi#FdVV9JN) zqP~&qD$zxysTEAb&a^43PswmwMu9ciJ}hL@n`u?=(U~OMvB71ff=aSxj=HA07I&xVxes>Nh$1bK|FYtll z^d@?|dt{=SLszR*AvK0kv!JEu_JxrJoj&>AESez4E<1Y;I( zo}@Q@$N8@1?DLbc;I!xn>u`EAO`D=eKDl`l+bp5#@8XG!)9@4QbcX@dqd=Y17d`=n zQV}ZgazEX;SOY&A+JamDAR;7{0=1VH(}@i%?wMjoMP8@F;e2^=a>Z3J@iWC}ZXed7 zZzGmV+JT4SZRT;`o2VVFOWW)26X}W_BPRrPd(Hy$!1WN{|7-{nIN zr557e!A4|4hz+jIy1;&%G625$6yO_?RMeR|0F{|CG}BQalUv&0p1m}duny4SuR@08 z=To02GlS$Yn+*R+*;<%b=9kV+)G_qVdI7Pf+u zrlc~$B=PnF{qFPbr@E8N zNyDl&*9%qa+z*9;CcVkVCR13lM3$<(kfyX|BwqG9z`l$M!a*)AxKukCW*HsEN2=Q7 ztiL&D3-7-kZtiy>vmB$@RFCm^$Z`O#IC2%2eJCbd9!_H4Nmipnk}{k=u$Mh=TmuG? zdm;PXRrFCALi8?bvIqP3rJy$lyl=>n#ci6joVT8tt69rT8j?dseUYb6=Xrsg?qn+5 zHm>^HV;eZ6Vu&yO&B;>h91`lJUu`AnPQR3ElCn#CaC=G$Q9N@IKFO_O7l_uguO5vy zk(!l@lO^ZFy;=8Q?{<0m<>LnEb4H`OV1p=iKCMk;3|uflcs)!q)v6ZE6JQ3s*vqa| zK87dud}C#|jRgI9E>vyV9cX!-M^0Acz=&;qs^fY8-H{}|kPfII?4;wf!8P5ITkF7Ai-J5hAnhZe#U(k8dC0OG!gub*9p%Wawpn_^C+<)-F zv?;)jt}-|c7jFA8jp`%lV*N-8!DcY&N+0v^jn{B}q7@xvRYP2NS<|A$n$_Hw(NtEw z6_#H5jEXjr=AS$6LgnYlsJqVws^!+9Q?CRFFC4@f_p~>ed}B0IxA+)rBpaya9XGmc z^;|@wLb!5Jf;{l*Mc-E3V1_BOuzB$`ydl%Xx-C$^1@|4OQ->NEq4S6=pUm^a?KnfpWVN8HHJnwcg4Tp6?%k(S^t0bG#?3Q~T2db( z?I_7c6%E5jC+tbEXfesXDOtUYUcw!3Lr9cEJMI6@7==ndf>+yds{Brm9Lb6&YFn)t z7rDnc!AF5Oq7p3*;L?llh3Lfrlkv&tXPomnBgv_pv9R+)K9y|WOjaLKB&)-FVMk~z zSvKMm)2uB_rd+N=&jLS~u;dIKmS|4gPV?@S>J@{C+j(@gy+zHnoar*(S;Tv`JA3f@ zC~^VcK=X~`NG|k8-HZ&n{1uo_9wc5JGC+>#jMxt~T3WQoMVeN;)`Kgu12J~_ZT7*w zb?ol)uORb5i(_4K3~a~SlLdoK&`s?SmTEqr%QoKuI`AHQ;)4QyGC0rdwz1*)?Y6Kp z>xQ!i*F`yV8V;DtkkGD)F@4V-;e+u2R zt{Bzh#fYkg26_ETf^IUg#JbWnob#xP@oG`U&xXUn|IKM;$n?u_RahFvwV0y)jk%;> zu@e;*UWFGE%Rs?l3YD=?$)8?jXO;kW#1jpyO)%+=BGW=aS821a38{Sxq65Xk0!?_KHoA|HJ+`Y91lAZB+(s(UM5$8&5v8o{;#QT#NY5VpJUa#t4r#xt*9vTvKD$IxxHbMWwd4sjYegeFF* zk)?6#ITu}KQ=3nxU~%LYs~X#z>UO-MZ58Rfvngj9e_%W@SLL1iXbXep zjB?`hGK%-V0YSicY~=1cU|KzOjxx=Am<~P<#OUNBmefd)qmaYMEu3sV(TnMP-6C>l|UZD&SM zx%&n1aSMmR@1eA6Lju|eKW5x#=fIZRGTi(ZbsU4*I(+Bc!t@TaqDmA8cYPD zZZlGC1980K0xIFE$gX!ANW4ETrq83U5;^njG~<99Jlpx0dZaw0>KO;2_~bA)iRX(p z?z5Y&nEM>oxSnFozUISa!D4)&bOlm$O38iJk-Scl#MWt2_$_%_b!o#XW}VbqrvCnA znCCx<-i^P7<{2MgYDXE^E!3ly&E^c}LoM988OvrF=i(B(Ty?j7|f$bBPdAWL>Q{dN~{rUqF+CvdL(_kz`?12CeptB4@{_R_`)) zAhpiX?1M1GyGAdeWREFnk1%4j0<73I110Eo-d))b@lPP{!c$x|wg8fZfJsO(!ztBT zxT1b2%W6uKC2O}~eCT_$Y5am;6K{dMq6Yi)+jgpXqzv1A^vJ$dA~dQJVbOPU^8Da1 zoHKA2En!aK;W}+R&Sp`;EqdtEbdYQke1@&zd1zgj3{8H8xa6cXIW~15U1>3r)aiV{ zTLwlnOQ}!w=D~Mi%i913CF7a;4SwkS+#B!doMf#7Z?Mf{H-X$eS!_@3OSctSkh%%J zusVJsouqdP6VA9ZqXqV|iU+2WZ!W#7BiCB9`@Kekj$##^<)aBA&24mhfH)C+095d< z3vw+Y$?yp|)a>aD^6kao>KDRtbc*I%W_EHBW*1%sZms}Xe`z}XBC-SW_DQh3Q+&MG zln$Ck%}mCtc6R!wJa*br5$435cw{F^lCc>9;Q3`FyxAE=R=oU1n>s>ZhRkTVUs{OZ zUX3X;w!*-7v#F|J6HK{woA=**N!;vp;wU@A3eQ|9AzAnPRT~uELND9JX6M8|(CfVW zr2=Eevz!TA(Zk*xa|E^NmMbcxarg<`9X$k>KTe`M^k&nA$2a26BM<4@N=-6(?M@hx zqDFRnUkchO3GBICc{CyEtkcW})Ok_{LZ+%1t6ok6o%(ZMR#jnk?R!>SCI(_ZvJfZ2 zA$LcrQe~fK%oVGF)n)}QWV=Wr9@rjB*J;}kFWYqV7`hYW9S2q~JRgPGx2rH^n;T6! zngCHwxukN015K_JCrcBlQ#n1g}L`DgvuzCNv> zwm6!qD?SG?b#ba$IuqV)_J@jIIgD3XE6Rn2fY{Y2cymjc79OxBhxRq&C7xgS+Ts3i zK=L+w$u5I^efc!b4oOEibA%(`Dn$IZ%B*LLhp}t%) zwQsu%Iv6-oBm4iu-kX49^|gJ&#tbP$lt`rvA(C)i*FHCCFhm1N(nM5BG-#eggiK{f zWv)mRMY#6f=Q1=RV=B#3Nt#tO>bw4T^&Izezu)~n@B4kv`yKE1KKDKjdtYm>wbxqv zbgsRo^Zfl@Le5e}?7S_P_LbaWmyvT}sLY3@8aBJdCiCfdZ{!2oKTM+s7jnpF7JC=8yYM4t)J zBfg0{ah=9T*n092cu8@-V3Q800*Ai zhi_8fqr%3~FezmbJ;dT3b~RkY+%>0g$WeXrZTxHq=9+P0Ss9jX3WC!=J-ADkEI5=ZVOdsW#UnNAr~$0VF~F?c7* zw|oORw#DQjzX&q61QY3-r6jBDETl-}fa-x*&O*Kji$wb|s|TNFd4SZ^@JwR=`bdJ9Sr?>AH<6zxbx?# z@cncjq&L08-R_|%Z+;mMZyryb)jtBxAIHP!zTup#mOEB&?&mZ#PU6$UmtaceaENVMrj36x`*81>69;^hfyR)LEzPXLd>_WA0QJFQA2vrz6KloYc<%iTD46{N8Wu8S zd7NlYj6=wrVb-+yr1i+}j6;LF5hzS}4Q<(WpzLy*Tj?l=4(lJHw1g+^AIOJ!(eZf5 z%Nlv-jj;1U21*?p1MhEWlY(ig)RDa(1TG53uzS7~J*)H>j1uiZt=*dpV`G(x&*VvD zwQ~Y1IIaK+ue+&^s0OAj`X-vYTGH!7OCfmhaNNE2GV#8Vjw_P&sponZIP%bhE>RQV z7K{ymI$OjsKBwr%LDj_jPBh(TIKWym)0WM-lTLd4qG1;Ll7yEtu<2DO@jm1T#zeF? zy`>XRbeGZBc1cw%i%O$ohDsAx6$xt>zbg8xn+l~SL6e>dYhnG1P2k@bMqTJ}fCUlC z^jVocWG0U$%>l-=cE26{A;Fb&2ft=sdEZ5^Hj&+hB#&%fC=NS&ULc&?O+SbqidNnC zuuW13S9J#A(i58W+eeN#&Pok~`_kFf+Od>$xE5@eSxlAXv4}$rutn?>cQI`^&I+1> zRvk;|ty9g&AW41b*=IzWb7xifcWh^;bV=b^)#0?~L2sPBsUL3@2hz5}5>8Dnl{&^1 zlaT{Pkj`#XvhTw%9H$#kyT+>Hf#O8LsIGn})6Ia)n|9bMQ^qacSwuqaWpPzsJ`sh0 z@wBFQFy06sgh76}-qnLub0fiIa-u+YvL3Clu#VUaK8RCa zltbJ14D93|;TqCAVByjzyy>}-?vK3#!<`$5(f&;&F?(H2;M}VYbh;Hm!$;%skjFbN z&7}l3uJ4Ae&h~Wbhg!^DITH>zttG)qmKg79PA<)PjMT~5wBC&jSUf_S9=^~5$JN{6 z>xDH`TCfIO3z{A&8ZmvVHkHzTJm*Aw~cMs!TR9(}D5=tqHvXq(r5 z znpae;c?{i}3}qB(PJcWdN!(MGlJ%O4Uri&`t5t<>Q^axK7t2knw~M7M*XQ?jo{grKa?q_j%k)iJ4e8wV1rvTMDHn zCPbxiE>qfN43t(X3@pgvOfLCj_GEn;vX%?)n`zl^4(W9v6)OLw+w80?{`ijkd?%w?mOk>4Pa%byvZu!InI(>5j*b0=vaQ&->$5EGOUjT1}0xDZdn^PHCrpDI|xku@*G=>aWfWR?CjRMeMJPP#hN zUH1wgVf0a=EgVP2dmTWTxm(fk)=c_P)=t6~#G_bF9QWd)K3D8+53cTaV0oG~adzGf zFJl6^9K+*aD*XXR&bW^1;)z7qd=uAxc@Hnj9@F0}vf;$bYL1B?M9I&%z=`Qi0Yz(B z80l9Fi#m*1{o_G!>4^(@EoVoW%pQm`MlZ3?^%19keJpKfql-S8Lr7xWVGPS0L#ObB zu(t=Rt3gB;9f)i46F6DFf;#m>+WMSrx*%0bk>5LWK!udOBk)cMU}67OYSP$8aCz)X zkv$WQ(+8Xb-Ia!PQOiPfy(dZTEzidbgOAdK(uTotO-s`3avQFeUB>hSQe<0`XmY1; zhyGyE1tncdxKG0nCbTC}h985dxBPrOcRm>HuP?yx;||FAvvBR?QlyXdQb}JMxSX%0 zT$Rf?s@$iIU8H;kLyH#>X7@W_uNu%QUMF#%<~H(i(LTD>u#EM8H;42LET&y1)WdT+ z0WG|);D^X-aIt0u`Y!jSb`&4STE8*0;(!=%o-rKTcTJ}h7k#6!G!JW}m8i()nQ&#P z5&dnjALn;*4&3ldB11QiB8mASP^vkUj(?htITmU7qNNMA=h@N5%5vm=QZcpF@R$hO zd341?uT7wGxt`14$l}L?2WiLC_Qc#n1Sy$35jGm{g}3%1jIo?@eBbCqjCyqFebp3A zneIc6YZ>%N#e68s8VZ6<%A_|?3M;}3VM1yx+)G(WPM=%=O>QwbbITX}+I$xxvy#cy z07=|nR0}~dgGBv|Xus#x1fWenQ7+S-QHKtCVC#Z2IAxtYZP1*K4Nsm>$L|FZ&zbv3 zP1=8|B04gb4Wh%|`IE$X{e% zqDx=QY!?Xb#X^^PA|9@lhnlH8w41YxtXbtm&5^r^i`wQwV_X}=o|2=B1mo#)PL3<- zzCfuZI1q6=mJ7LhfP888qLa3$(+_I0=(#&Pkb6FbR=WBQZN4iJx7A08U)L8-ZAK{N zY_X7ZYl^UJyA(w>3-8f#mLt5j*iW3db+dB>ry%#3C!y*xSyk0&s!_X_i?h;&8NSQV zYQqceo5MVMHZzeskf#o5M4$LhJ49kj?}`4e>GYeeN9bjVH=$^_0WG${9UTJnaGuUy zh;auJsAf((g{Q*a6nCP%ErrTn6U>!LQxg^3@ zWEPoX%A)zSUe88wyz7V;rmiOwt&Y&P8$^9b&pW2JZ7uPCdy)DSuo+FpY@&}`9YnM{ ze7U7{XK;S4Jp_jDpwCJ1==A1s@XA$zta&RS_4-keej$+j7!*%CJm`XpDG79OOCz>d z<%0I-a`e_wz}t($$&zk@vjhFOXmw4rm!j#X$(rPl|0L3`e-`Y8p5(#ZII1?!lx>ey zAueytI6BZ9cO)O?=3M^4xr;Ya7dKlFdFiqAz|S=hf5Q&kicM*Yd6}fxoe%5ecy!6r zRC?JpA^i0C1f)_Qr-YhuxAy1Zj?jCkT=pKu&;JBluPfoKj>`xemJ*kPt=RM6IXB{G zJg5fvz$zbYQGXkXEi;XYwu3a6H@ca7E7uRpk2%sF@)ODJaZAZ)gE91d9epy24g^| z=3;lxG`gp2mSFGc1{lB4fwnn6j_#Zuf~}W5@uQ3{xpG~dxK%5`@%16N|MOR{|4_rJ zM1*3i2+J?hWgIC|K11!U)4>^WhuO2c`e4obBslSbk50aixhr?`@%)O(B+Kn8cUVt> z%2lEH7H5iR!3IOJw=5PNdb43@Ss7?d)~1&Xw5Ic;hCsvsdu(i$A(wXOkhdbtJ&$XC zbb7fTJglRM!0;sZY~E449VrVF9xj0s-RZ35b_p0tFTlL7;$+tD8Vr2-nVZx;f`&sn z^jGJ83g3?*EewygR2@OO)_cQK3$u!+hhA}Y1%NV+gJ_QrvE1ObH@Kl!3UPDQepq-t zhGyD?;Gpsj+-oDSOLRj!d51%YIsG zNUq#oPQ(l5fRSn`<)zn#Wpzz>daS=N$4?nE#!cp&Vx7QotQJ{N;!OKj9TY?ySE5v_ zs=!HgGK}0mglN>Ibxn=mEaaljlRd ze;$S5?~icDqSHjSmLI6zfXmRn|2b$%S;GmtU=r!*NwMo($d-OjXm6IQNNRddz1@}s z_VcpfR*Ps&_2P3lu{sTZ{(R5Au~nttFF3*6T_cU5%6S~KLkx}UQ>d9?1L+Owui!?B z6w#iskGxwlnNArtkY2gXm~;n?MiQzncxF+CiT9hqj~@%HQZ7z=X24AttAjgqySa#L zSKN6`0aNr{Nn3;;eYpGtM5qkol$SyKN$(SxK<)99?rfoe8-)e(V$ELxc=@Iy*RT3w7yF=iyB+g)gC64cV zio#Hl9e&*n&{62a&YD_ubdo3Lrg8Ln(_E}-*uaSCro*&_i4agFiEHY|LItmu(sjK- zh2AUYqAD-oH+fgs^IV0#*kDgCOVr}NeabKdn&6_qfCyU7Q5BndA>UV@Jk@?8cs+3! zY`1yJdCw)FQ|y4>7rek(Y581A|2gQLJP~vmYtHa_H2uzFIQb|&la$;!Pn13^g5g8v z!h$#PoMsu#9r32|^j98PZqITNLtjy=rsY!(pF}vQpPRv)cYv!{&4;7HV*Uxag+y$- zHGL&u9MttMqMp95g=2zcc-ML^k@|2JMjq-wlQ#v_larZT@6}WIxLTXGwDcqUEGa6! zUjim%e#VGlXSn5yB znPd&JS<#qO)d}LFy>t2Jo&3|I`(ZNu91lA>a5ZD5qJz6F+O@66!n-Y?E0Txq*ZZhj zH-o-6Cl%R}Hl(L8By?djo^rKCtyMDgm+DW{h5@_aW=bsCImR8IsY-)*#Vx4J))Bm( zc7_@f;7&zM@`l$F2n45#5o6VBoKPha@_X$B4I3Px(7c9uz3Vux>lefEeony4@#1WX z+MDw#uiJj*P?rZ8W&fH3q1U>M?OWs!0W4W_b_MG9cd(wA-$=q=`ZR}@O zcKmA;I6r}~BA_q#g+syyU*Mk}f*$pYQN406H;B5zEx-2))Q_Iyw)*+O(N&Ykjy+T0 z^u{ny$qA(<+?OUnmy4;Z$sWi*ZUHMR2C%LU3beM2J?ZWYK<^QO)Q1#voV!_sxh!>? z-=DbwrzMwj%9koZe8DXKF7ZcrP|yz2i-!>MNs+SkIzrC9pG(ZQCF01N7s1f%1gJQF z6}9*6q7OW@QlsEjI}E;vFIlJ6br-Q8w0?l)ELM4$q~&bxm5O> z1_+t$3tp27xEGcms3S%`*w8l;e(rpX8*Qi4ML7yw-*Rl}oybcEn$)HG_`Vso76BEX_W!?3M;0BwFOS!6%9 zhkZIvhL|U;BD0d#bBYdDutT&jX7Ac1C^&qcr0q|~G(%mAeW;Ck7K$)y?r~T>$&;Ji z>JJ~54W(CKI*Tc5R^bD)^Y|fCgRIe3fSJ!i0S;=wow2cyKBp6%?D_<&e2TH(PQ-h2 zW(9P)XEXhiH*zC&WO2n_xU@)53D$SGk*!`jt__GtWWsfpqi-GeZ}Y1ESz6vN6#rg1dXzL2tP{;V^aZE z1REihEeoH`mw{742leQ!s1FX8fL&hI7&mGi(|BhD9u`f$``C>a*0MNNtj+2()P&nB+APg$C( z(mw-6k!$XzblsA{)T}p(ly>n@oRc&JKBlyD?Y5zy*>et!uBGD-#sSLHPQ&_xap2=1 z!@c~Ti92siXVdoYz>!ItP$o|Y0%NMdb-y?n^ll1$TX8W=4d|uZEL&l|NjrQ0Oc$3e z@Pyl8Z75$d8-8%lx!aM?sFj&gaKU~7x71z%Kh#`-{G-0a<%kBoN2w9zZO)SOvd?gX zK_T4kmJ#97hCo1tCi$$?#w{EghIFJmZX5d+WRvay7tNr}vWwj2(dpEyVcnd2M+3jl zRTV>?F2TEc#SpV1A5N-lK$#pDI?>%*c=KJ~*-UNe+7PWG8{$#=Jd7BHD7FBY) z^s-PXvmBloOef+d{h0qil3wa20ZluP;QEFXI-&RuJT{aduk`z=g-yZm-eQ0tcJe3c z)B;=l@^utOmL=dh!+cnLBpOEK&4r;G_p`Ul&8X^t0{nLN6c^K0$F)Y)!@BQQo!zFr<&d z@Oy6D;x13rx9|j|7gsQOe;L>v?Z%zv)!-j=gp=Q)BeGwc$F8#tqZj-f0cw(>wLb4z zc;`q!g>8E($_+b+muJkSPUhxd?GY1TYF+szC3@KZ#1bR!pP?j2f8k`4)L>F)I4x-{ zM-6$so+PZ+zAkYAXy!9T}P5*D<^_o#1oLso&_hWm(Ux07YK?L49Dfh=fU$ngXcCxad-1V zsp^d*K`*!k?oM{b?f3nma!ocqthPXz6Jby4 zVe|nJkJ8V!NAUH=PP)KlFYkNx08}tsT(P^O8h0P_f-2)X)QyAg+}taT)UL-@pkHD> zhFPEF#(h)1yYZ2I^HwBh}{bgqQB8a%}by zoGs!FJgh!G3cHra!swDn2#|3U&8sZ&`g1<@`O#%gxOI`>K~4|U8cjp{rUony8U;TO zN6{v${2|oF1ZNFsymch#Y|{)#svk)28DGJTx7Fc3n#fkH5N-Tu zO)%v4&U`3X)y;>^9ecsbF$(NAMZ)pM?-(>7jk~H%W8{wnNY1gR&pQ?hRGBDZ;oOTQ zX=6k_2fJ`xP%5`lRg;=w90r4@C1F5+12|cSQJ*qwk-y0ViXM!oPs_c=+qX5*gxb$e ztCA+~W?PaKgDUV+iy^(#b1;mS5kr^$Smc>maf(ZyQ9)^^xg0?(dh05{I=4%>d9?@S zz52p5#@bMx=j}X~INtVn)%W9FW z2BX5QGnT;@dq&XBn+2rrlO4`;$NJPYL)jN_?$KAQ#ZEaoVDA-JL{;Fn?gFZODaV9= z%c5G7ied3!b(EAiK(#kip^kYpMD96=`{vnj&z2^kf!zsInRgj;_LR^sM00iJ5(?YO zSAbA7h8vtFN4r@|kgHv**}@&x@YD7qHoM(~1z-DM`ke1*lwtuI{Cw`mTZ*luO{{j$_yrv6+;3=+HiA zoUqSdn-)`kCy09B#rast;{?i`#9sHL-^$04$#V_ReO@yjOFn{2-^arNz7(8gr{lfS z3HUK~6OK8hLf%Y~p!e&1q@0i3V+Mxqqg;-#qBR9)9AsHYIZn;w4zow_%Hm5X|3C;| zx46T!v`HYqi}<$WCTv|GMr9~_qk6R|F33HB8f)gkb<=DC@16peE9Zo%c6)HEZwq@~ zWT(<@Jdh|zhtk=)MI=1G2#q>Y06$KL*@~06pniY@vtr!Jrj+ z8MmAr0@+u~1k*(vUCnkKV0)tpGr}(jrmMcEUe~FUExVV{&ZSpyhG7ras<;;o%<3TG z`$&4-^5+m+{e)Wdd?qpYHj^G67DeW%orbv=l0fCmIGF4{m^|>BMNqV6`(GUO*Z0I5yY0C0sW;B zIL=L+T(I58eH5AVPA@tm;!*OWJ6;-sQm!QDKK(kb*m)Z`anTq!av2&mEaqk|A5R8~ zeD;>EO@Nx50&4vlU7T90B(PH9xTS~o0()#A_BCv#_sCX~w`z0PmlKZ**X+%OtoS%w zX`@8X+A$KkYAs;Nu!lJ1CJ%|*PjC*BC4PBEaASKhwey@bZPKd(hvK`b$wOZXUQU_< z_nY%kM&knrUy5)BVs21X_JfH0zyz2!t{-a2V7mIjVVLYZh6qj?(3z0}vQ9S^8YdM| z;rEO{k`X6{ZbwBnJENfUq-Y!{*Gj$prj6bG%P{a+I3>R^9Ig({2J>Nr8r+|XC!E%U zfuO~#Td@ti@s8ttBP8h)%O zgd=+*$%C2{uDT!=3N1x;1bvBkdB`aG*8`>5-=Lyj8BP~X zqH9HK^glH}b1PJ4l3R-yNE*z+u#_UuH-Ca^OS8y>j7t#Pc@G0cHsE)qJ0bYV0nGgD z4nEU5S$o;1f@&!mZa2qb=?-PQu5}KL&8~AtzbpsM$m3XJ(@M#!45hjYu2O!h?BQ;d zGd_DT00u@5p@q2-xbWOZs`&E?c%i(VJ9tJ0t5!UsOoXGUx4WL9hm$KjdASWgTs?|M zV?A;0^26{^v=0`by9m|^#bN$(9+g)p0Pan52Z3wksqBdGg7I4#gmV?bMOW3WV309}h3DTyIq(3Dw(CI8rM)|1F>d`Ie zIESM)x!*(6!1JJ=!^f((=iuy&N7R6VatwY`#{KYqNIkSI1(y|}P(9rkd`sV8d|?TR zn687W*GI6QU#~&>&@AYjx(zo*pGDWI$5h6OL6|n)6BlDDNJvXkl_@oXG}+67l5wkX zmBt97H79{hHm}3tNjd0KYz9urp@OFwl^o0*0?k(>NMiIkZtd8WB3lR}s&dHy{C3rm z+CBd)_u{ZP8SEAVC-=;N`y&(i`hDy1eBU0Z5hO#%xe4s+5k8RMKoP;NLzpn5no`&# z;ts_9aB-LzIdoB-c75s(Q);xa&5zH&n^TH+RjzVp_}6irmNpCtPC@M-;gmy2Db!7S z!KH+KhbogOh^`+=4r*3Hx?T)lPyHA`X9#s#(Ggy@m=fpL=@2?$K6HUlG#3=$ne?O7 zV809qeyPV@vUvpq>E%?XsZ2$+e;CIrnhHa1tKsPskx$9{GotYu4Ke#E_NIdlT(`c& zbxb-27H3W2p6_r_2#|$&vy1Wa_`{eku^4AIiV^3Xr%)(e5B681sq&m7RFTbSGUawO zHv1{i{t0%}&ZZ_*S{H~-0~^3T!GIDY71;5$00n*`4m^?V(!`oMX!l754z$K_XP;Dx zTJbxoGioJiSg#ESQrhr~h)2`z&UYw%X-J#~WzyLLDCscuA#MA}ib-$oaaEh8=+8Pg zVTZ(`@nvtCXuhpsCje+O6+8@^3yYHH?IktrR^lm?!I#LfFc^SgitrA2POQEpv zFf6(`lne?;rR@7WxE6ywg1b9Je2f_yK z$x{ZrJKW`t!_-zcRT#1I5TqHVvoKi+lV_ZR!JGGz*M@81TIX_1lDk4FcoxBo>nUXK zN`JckSOK?4(2BKk?)=E?OK7Sk2hDSljTmTz9|N>-_^c>u!1g+rnJ*9Dn`_IHSFeCa zr3*#Am03vhhH%1B#_(CR|G2$yJFE&1BlAWD!?F_taiU)%cj41G;x>9cY;cjvq&98zhf zUYXxUm8;>@n;nYu?%Z~+V^tq@DmH}HSSRA{nA6WUn(R#%83u#g5ROy-G6Tz+=WUhS;=M`_7Myyt--RdY0UIHrMS*CS8%FlB(!TM2)%=h;K!;qE;0Q% z@cPOzP;(-we7h2N%J)F>;#=I~>hY-1UQC&?PvKF!9vS+01UGI^9W`_9b4uG%gF7|w zC01JIaE9Y_p*2?tRYP*H(}ZyMW{!ktr=M8+{S2kCeJ*HdOy?ZuPQqm(ewVBWb5f#H zgK~KyziyEoq@4T`xbyxV+7>#JmnMtA^Rs9^b$&7oyfFYyWNZY9oH%m%JWT~=tX{R?d=>U5ZPBk?J}`K^QgV(^`HeU`~&Ei?r4Y_Vap};Ip7XYQ;OHvj)y2) z)>zahe>aVwv}8u1Y{4F!m^zStC9(~A!wbMA>%7ULm1AfZvkch5j}WxIkKn#4&!fzu zSu_6r==B~<;uABmR#1y(OFwWoCBmq6Y30ZMlRd*BYqURdOWiq9R>B=P6fwXB+s7 zIKVf>^@6|C46NN%!kslUgT7-f$WPax+8!N6SgJ~y4<16qPzsC7?&I#cArKe18C%lt z!Gj~^ptZ&aV|8ES3%5yF_ry$uy_3#;bS;CWm1%fDXoqnI5@g*jL+XRxTYUAygg*9t z09C(06Sq1Bqt@UXxN?Jv#vEx<9EzEp3)U9>imA|Jf=z}?jcA^y%1jGHD6*DO|p*bH;{GRh16$B%|R(?wij z+*&d`(gT_Xi+Hfh58%5_MLMqhGk5C5eNOeE3Otj0iD?>(U?rqs%THS z5en7S76szZ&*F~GOT}lehtk(NC&Sl-@tEeS#Py5j1z$^|us~#kXnyt!Cl<9Hx+VZP3QV&K2PrfciE5zuB#HT*TWV2&kNAX^$8dHECXVW>SIM5jUA!w zn6V}Z_f9i`;MZb;#Lp@qKP?3xQEnjNe~#<95DUGRqbWrtZ6Ho(MK)sg(Dtp6n{%=l zx_gG;I^9C*aZQInb#y4GkvY)e!J_`QF;rDDa)~z6VZG~IcpQJ1NGP+LhEtVx#9E=G!1`Fk70=IR@*p zHP0^Lu97m$O54R1zjJ}IN*S2ocohe33qkeoF=%|913P~Ukpo^WN1j~alzytB%+OT= zHKhq?$GZ*hmY*T{y<;Kdg*G?&jT$Zx>%^NM7E)oi6)^T@5Vc^9E;advB~GzRf$gCK zDVdjt;roXLQ2#I*Q|0~Pgzpbwfq@*ICgSPSn$n5V9~)uv{tB*DFqnQMdmYQfR-jz= z9f-+Dr&RQ|LFVx$+%r@fZ;s^z#?xEyUTqR*Jt>~*GyDi%89wN-DqPSrSe4VYdBQPj zL0~T>OIF8^qpuyP!aC#ccwy9buun!p=8nRpUoEkuC{R$RVZ`sbmCD`u_KLgO%%@M^ zPlMVT4?$?gDNI*LfyM<7IjciD==y#lEc4lk3Nc~ujaw*Ha}*DF zoD$i7OaTq&c96^lV%DfEkm3hILb)>4{V5CGtfM)F995jy<&2gi7T{RTSTwB%`lxCu zu=bCzIoaWBC+vcgP!7t0x`K zlqYiy+bi(co;_%=o1*vbA4QET(IX*&H-LYy61pZ`$9Y5&!v@xf{Kza(#(Efee8dfZR)MP`f)88z2sJ9#o;a%X++9xfnvaBjK`M z1=n?V0pz)*66dW(ob>ZF?wWlBmY-N6Flw5Fi)!~lOJ*u~NAd`FP7#J19ipxmTKZ|C7PRuFnU8qQiP7?54Zc|~4)}qSU z@gV*BB-^^D5W+v}lh9LPR9-9rS6@rw`J(__gofNuI~mgTppLunSV&z}1cZQQfdr*Nm53O?Bx2=5;* z#KT)3fI`7yEEn0W7K&d+bCDgu>SrNbmzoD&xUr4e6S@+<_9nBEF_nVIy(MUN6Sv-K`GJs6ag`sBe=H~ z$JsX)6nLv{M7LoQ(C&f;v$q!f62tZ17}o#UnA!i*!~fE1 z_8-3dKf_eF`HgM)Q?8LV_E-6TxNH8C zU-Mtt{ckRTe{8RRIDX%i{rief@$p*w*PTD@*8bl||4)bh=zq~~E{~?)%UUzj^TQ@AMx*_yzfH;G2qx{bPUkr+r%eN%%i_{YMTxF_~Wv{>jfq_$$2ZAL{Wx znEij5WdAMK*{_!TM~;%BFV|ncl|;9H#n}8!HqxTdU-u;>ev$3Tiv8k9lN5jYo73zc zzX+Lsd+vYt(=WaH>#ctsTPuED|Hvcrcet|Z*Zp5_Ehe_;*}qS>?|1mb^I!M>NMjWK z3jd#e{%2hD|0uuzsDJr<>EFxm|8%+i>;3+{1pcvq`P1Iof49Fssef_Ni-~#rd2Rgb z-kQ1;e!36chlPcmi@oA3;*BY=#F3a|MX8*zxDf1`TwZzzf%9#Isdog zqhBLcamim2^8GD}Kk`!i9sXzc|DSWkrd<1#b-`cLz`r|I{oU{X^*{gU)gOJax$@sH z^N;>*o%u&X|NZp;Rbp@4$!88q#PM&2xC<7nXytvCX=X#FX)zCv-r!kkyk$YmKfK(^Gp}sxmu-xC+)93;pQ~V8a=caH;;XFH4rONYp2IwO zolZt}l&i4kh%3ADE?>|xcMCr}#hPy~rBgm+bevFk*-YleFc*HGq_bd*6~)_qqK2(> zNEOa+T+6E~>10H(oaNxUh^@Be3re0E^E%5#@Kg#0L2QcpsYA`O( zwfOHgItbdyhNueCf+5iJRxT<+wy6!AXx24dH8uL zzN7T5^71$S%&2EK%ha{bS*=+=ULe>xg74VU!mhK65)OTq%FB3ghH1}RP=4Xi0ru89 zd4Z{_m+)wkEx)qYR=9S-ex^xJrF_@&sPdIbx&o^gBls?Ax7aSJ4&f44j@KKR%8csE zE>rk=h@IIYFIac>w9xlsB>&F46ycJ96vnFiN4dwCEy5I?kpjm=d4BJ~JM0qUp-h4Q zWghQZJX85uU?oZMOr}bkz;zz>ljVz7)G3v zWYUKv@pbH;^FsP=u|Yd+ncKRTcnTg{nPK+QLX%-RtlbVNk&V|V=4^_pVC)((=Cb!) zCQ9Kbv+!`8@cZa!zQW0L-ua6+*hAM>Gc{gMc?N}HjQ;Ma!pW^?*}&^!0tHHyX*jPY zhzw{D4q5w#(Ww{7Ym9QaX_yTEMST(Pf?+cow=s{`%M| z=6#SJV{xI14NAMgZ_@f8T=Vk=f5shQ*`#n)*7o%-rlUiSU+Uh?ySrN6$}F;mRZ`4m z@=_Vz{-^hucuGG%9k zyEC>k@A6$6jrm1G?v#($tY*)8Tx15jWecMcvnj5KTVq?bA6k;6W5 zb>O$3K4(?5Cy>9|HJw-S-j`*3QkWIq69oqh^!P){E6R!C1-92Fo|)o4gE4azV|8Ci zu%0(F*f^b~{6+poya|JL@(mxB@d|GHvFD$sF&S!n!Jq;Ye&vd*P@~5q<=lLoIur}8ZGY8jA5v(XTXDsU58DZHFR!UUo(cg~qEi}*ZdY|+7_J}y*G;q z&dRk4GKYV%o%zy&E^kND`qauFlA#)`dKI4PyBttFs9+dQbuKs82?Ij6ua!$E@9i;EWxffj!gO4JHqJN zYi!2V0OsP19sGolb4>SvvFs_2KK5#D1OHKF67z1~dgi&*H=b|)ezrt6N7!>bUl4FT zifKz6$b8mmU=_=~n7WPm{GRW~%$TLcW<2U;YcCb@jcm>{Mz78=8r*x{?#2jqShIrU&cGef-Y|#<`7VpEmmlZL7YpYAT?fx zb+lkfwLQCGw5l*$TaH^{Ue0jO`uOK7ZZIS3dzcaS?d&tld;Cp9d2G-!4feCsWnOuy zJ-Z4OdDW-(2z0AwvEIoK%2oEtbJN|bna|`tf8qB!=1TMz#&bd&+qCQ_U!d;D`m2m% ztBmjRf+ktA?^b154dr|VBJ6HfFMIkAerLH!C7r~HG7k8NS6H4GBu zTwlmK_nEPdGhgu{`gK{cy8-1Vl4lD3FZSL&n#%9{7bilw<`ycq5JD36v(|%zB$cEn zB}uwaNt8;GTke%>goGrda^KII&rZ6b3rR?lbdO3Zm83fR{NA6&IKS^1-|rdYj5E$} zjNkYB*V=3EXFtzcbI&!`+VeH%Yx=b;VMC|1GY*f$d07vx!TT*2@SV(Sa4p~mh@lp? zDMXR}+~v#er0v)N`%!dPLz!*9BuN$?-9WbsVKyegftc);JYf)^ROlgS z?rUK^9;wrFrGr=-;VrCQt00T~hFZ|#LlNxj7qM(%zYz}AsD^|BJ!lrTruVk?K+J9*LhqF0 z1%6UvHI)+aj$740-M50)ub0@lPi$$iGl$qK%a5}oMrJsrG77v6>|xT!d9+gEO-R-? zB+LtWp8nmLY+`i={_?d3Ous3>n+K(=-c<*h_h278Jn;kzQ}pq0us>8Svjw4fdbHcU zOTesn$XN3fcu8k8*$v%i@X94z&`O&ILnjJZr_D?0wF`H%lU=ge(~ioxSZ^!bJt7B= zFJ{o@5;@TDavdX}tH>KwQe}Nlm*I;G0Ct>p0{Uq-+biQle~9;Ee|6@tLE9(d@W(qL z-1Q5&yHCMQKt?pX@<23btZHbvfC1xdE#MHSSZ;N&w5{7Nmu^#U{6Z% z>uu<#$qD2%{b!Ub@8BoV#_?qpk9 zz3Bz*i`mTdbk=kJOQbd7G*rcI0&RbF+DT>(8QX+NUx*UV+^Z9^EHC1~(Zi6jHv@Lw zU&Usg@}WHzS+dV`Q&<_l0krj0Hjuz*2!Cfp4=<0QtT*`(GNi<7ywCxi71emV_#v1v zd>mHR(d?+&W;))$m@Tr2VZS7|p}?>d*r`_mr#!4_$Bj8?*Nim6=YQZioq7tw=UDvq z;y!3Q5di^0v)E&y-gHu_HaoEU02`j!fTEkj;l-TaaNzk$S|m&X>zu74v%f0ybastE zeAo?qK{W^%${RvPr?J<<_?%}PRd&hz9qhG_mr+rt3rL(bWS19ir&}cr@WELf#MxyU zPXhPAdi!VCc#$s*KDLC*^Hf<=i{;=%E9KjH5i_=K=ng9I&L(^MLs&mZp*{EQ z$2+#_z@+6Gyk(po2s$=~52x&dhszg3z$6E@Bi54MX3+~{Tm^P)!F}|&>j@)~9LF}l z&!I(EM`DZ3i{Z_7EncncJ=jn(fo}Q~1x>Z?@OHHy`^0}X{Uf6S+@=Yz#wB-<&(CO1 z%)R66`2}Za+3o(And1W5TDrV}oHDRC5u#sih=#C$aCrJMoaH@Nrb{|w;q{AWV66TG zsVgUQrnaQ9bCZhcsDMcPmTZA_owIol#uK45N0^rDOa%drR5-7lz%FeNrq_S-2A#U6 zU?p<}B^;=wJf86NggHmc?o7gc@jOxZg_; ziaPIupkXcowHc^rb3FU;R57i;Jq@qEaR}x-GvPT0h7jM>Z+P44N@!NO3{8)Yv5t~F zY%Nzqe0@dod2u7!cqWV$oq2{nvm^~GWhOyMs5$TTcmy&Yzl|pcl|cE)CfNES zg`IpT7hC(PbL?VPL3PGKRO9B3)>s6xBruoO*p`RKB8$L3%#_z?WrDT8*Wtp$WiY(# z8K^s@v&-cUVe`u_s3hG0YPGYF=C##Gl(&;jmgUzw{&NvKoooP|USr;r8OQPGO{Z~= zVKD@L9D!)}6YLaw7hD&Xf+Rku!y4hMC~L+d^d@mHtCbv2H$Q2{L$!U-B4EHX4!wrk z_Qqf|BL@OL39!L)v)D01du+4)B-+872SXkoQ1Mntq;I*O9Y{Pxr%dg@HC10>z;YIE z-Jj2RsKgd$b0XlqkSM$S%_(+6r!~Gd@(S(WwHjh<1u)awO)bw1WFt3iqid)ad|8RG zQmwveYAC`hs`zXY;V7WRkPFaCgxi&(vn?=A%{3(R0onm{k5&mTBgF}78p!D5Te0SqGW%!3*nR&N8 z-IDtXhty7EzxT}Gd0&#I4_B`zpYzrdk6o?cQGANMeTTwcGXA*EUJ;<{;q! zcXqJKie7%Y3mBSB9>g+9psXQN;K(CaugV(%z6kneMsrR$lvxd6(i|l&b5ReV; zXEdP+?Q>AJ&Kh=HU@l$c^#X4dmuHLA6nIQv4{rDI2J?w(I4ULuDEDmEe&rmT=IMiP z97}}Ybth2Ys02!Xznr~98PJ@tk9hr2AvViip4ZM6^7*3uAunV(?y(Pn^sbZat`pYS z&omB?-`fE$2VGHvy9D~IGU;$Cg5o=@#hK(}nEPVnl!X_!{eexBNqAeMiz9MrW!vD6e* zIGuEot=3DA@53F6X z2gd<_|2=qu<@~|8IAIxf9=3r7*9a7|NEo$Wa$y~Ux6mffo?*N-4=Pux^E~6NP*8Rh z^xoWn1sHvhxs=MPX3OGd6|=BMjXl_CT}3iWMVZ>`?(Et82s-uI6D&}j4O_lx@SK;n za@J=xlkSbF;U9&Dw38it;$ z^U@m(m_tv`0r!e5URpC3^u3R=AExNwqD@=yw#}}f+N6#}MK+UPJ2$a5Hc9mAp;lZ! zw+fb6sPXetjmcY!8}RboOH_Y!9%NXhut~@nZ!L|)!=CP78inw4uLvS+?ZX-yAEhn7 zRpa`1?NFJj%A4bVhPZY=1>I~OdU?ed3>~vrqxX?mvm^rd&s`5+<}AjOXLysoo=t3? zLo#h7eG=7(x*X?3((Vh?-Ubz6)>8!x@ z8!i%mV^8*k@-ceb^B8Y) zC(zdq?8O1avhcY49y+U*h4V_ypCoeG^jTlBqGhQ@PjF^ ztmy*VATCa~M)~2 zZpTvTie*&rt~6X$z6`AA6th>CNzkTS{IG@Q5ma(3le|Y+Z8)mCShB#V82} zg-Wt^Loe9}kx8hB@9+62&)?tPpMu^sd8~=99PRyS8P4M^#TwTeNn3*)@vIVNC$t== zEw4o4++bnWd(ku2Rlg8vWxqo``q|jb_!6l4X0rWiinPzW1z5(&9q&5SOiJh()W3%X z|62_0e}x6hzx)T?_=}1BXTduDYo7l|;NQc7%m0PJ{*}}JX)O4E#xVbhqWBww`WLhO z+y3ukl<)2SnS;gOsr;*r`#1gnZ@d2%!xVn;ACKqndW~E9Ul`{9D5-zXF8>d2)u75G*|M40B_4@z+68QJ*;*EdBPX3j^|E(A=ySM*5(dS=!`M=U%(+~e#|JP3Z z9q)g&|2ZV^@9A&!zx3y?6#h@|>wovLzk26o|IhyPcbAI$SHHyJpLhP+*XjS#@4wgm zTYdjK-v2D^|9n2u{ePw|_)loNz-HlpBr)+{0{OT7|NZk)=+Hm6e7X8xxBgeN|Nq_n zzufz)SAX?I>-~Q`fWP`DvE{Eu{m0k;XZdug;p+mS6;Gv_O5NlygZ*g7VT9Ke%(S0LTlw`=yPEW~QZ7lWKu9O}w9Lh}>5 zNR&<*u23HXx3*}77ec@j1FfhC%m zQhc0k4^w)77TK;ZNqzUmL`-54^1A77b~oOZG0H80O{=xZ=~+i`SA#fSCf&?ac>*76F@8V^s|Lq66_T9vd?;9CA zMR;qeNstn@-*H2;OB@Lm4jxpAgo77`h2AjtnwXMm0WHn~1dA zGV7Fl!f}p)FJxa=LvrJW)kuj0YyQyJdB zIFULue1hv`(nt0iN^mznxQ3K9oRN3F3=x~K0ctB}LHLvNcpIM%k72WGlrFyJrXL`% z|3)G1+_e-PeRS2_N=5_D{=7o&E)K%ipG`&H1y`Ag#$wD(q1EJgfgh6YUPNIvDQ4@_ zc`&ZRBj*-dV$Zfe=!%>naX&te4YFI{s-iTg7O%y92lPOuwU`o1Er+(a430=u9X3?r zkbbQyOrL54+>#9*jrZ|;5j&DT7=qu0sldzm^9UZHP+sMA^7gPDttBkT;_FSIa`Fs* zm%R{5Uw?yus-xuUi$Q#O_ce53uOe4wvmTa;m4{OXqA2HF0Oh$gk^FErzz*|k;5^q1 zFDe(M6wL*>1_G5xQalA_s@UU7jZ2)kjNf(JEepv&#x$m?>oRiJr_k|z4#Y~#AJn__ zK{>1v=Zkovue^J8XTl7~>4I}$Sa%ZB?~~C`^Od?!8WymM^O;;!NWgckHlw5Ot}-j# z?lMahb;)zS|MsH)R_az;J69(6Cpl3n0OrY-_|D^A^iA2Eq<&SV``5pO&E*)#S}#1* zYzG#5WsrwL4RmMBMoL@GVQ#V;30IV*b5D;!uWcJxW_4q=*d}71QiOXHSHZN=D8d|y zN5-c9k0eJ{s;Xs;sf=j7Y7 z#<}(A1T`eMlXQJQhDK{6pubTWTijGYR+C-0{rlap>rgtpyOe=8ij;D04mfjqpDK{h z17*x-sUh^jQkn|fmO$ufv%&t$e7KmDgSQ^uh{RVP<&KH2N1UYvV7PJ(_8ap--~F1n zu_JFt%gyhk_lz&z`au<0h>4K?4-@NB4s*ztlO~9fm!aNTz2#Qyj)o8Mg=CsMe{F~W zYL$>D<0(QkJKhAuRu)nYI^dKTQ`lCu50zV8h9_-h$Zzv;ET7;>5|7x^35&$pv8jKc zO6M+4QV@j*T!6jzZh%FH&X8$MHOOG`L$Y5Yi5|`|V)K6vgVw|g_>|CbDE&2sWsdO+ zH|Q$T9ShH(`TI1ur)uiZDd|hZE<}}5QI4XD28Wrxp%YBc3pMz7_zKe{#3ZR)UE~Wnud4efZua76tdsB1`vmU=wW?Zp`7^8f9a=MSD7I^_9Y(+1s$g z?f71Dl`{9QJIG_`B!gfVgd7D#s<|-JK|3hSi`1A6zrF6`Cc*h=ftVpzEaW{}6n~lYR~B+@zAvTrrT$=M zuNo$Al>EqI(}!rpI2HX&6X4q3a>f248qmw`BCkFxa4ZtDITgK4B-;KeS#vB6Icdma zDei5?Xm1`!wNHn6HMg)~ZU$;xaGa~&6N7Zx>|uO~Fdm(=gL178VN4gPAm5VD|4-QLO@r$7=Dq-#<}>&2^?QMu;}Ctc7577LvXl!bcZfB%=*g z*iQKzSv za|6$xz_l}Is4X}~iXGM<)vs5{Qq{LaP1KOMUaUkee~uxs&yjV4Ay#x(#km08j_2JqHtx%liD=sjLo&@khph6aECh`dNbSckL`(wd7Qv)AG1a4doB}d zAQKr?tmI0voy?L4-RSr^RoHI+3<<}DGe&a}ahFpk9lv^*EI$MEWwR90`C-afPrpaC zI!nP*t|UGXrGiE-946hrM9`{xo8aS^ElwRvK+oHbksGCh5cxU+;$@U*9o6qh#=wB< zzF`RGtxAO(Z80#2rr~Sr5=mKQ6c%V&2#Y*B$+-6;dCFoEWm}y?f@4j!O(^u$iteDI_gsT0+y@6d)vGr_+{5X_6X#w4eyq|CzxpDc?$-$J^jQ_axY`U@C5#P)EgA zULsLGZ$P}N5M)0a(#s?3P(@pc`N~oedb4;Cs7G&s^ImhQy46`^_&#u4S_EP932St> zq6x|221dKDoE|x3#xBXxX4hVc!^IP0U{Ovuo~yhDgf}qEl@qbd(&fkNUQgA++cnof z^DF_lZ?^_7bd(|5D|KLW-~`iph)22n*2TP^3Y!!o34j&gRnuCjDRzoDn4pHqAr5Z>FH+g^`TgXdhEs`jdEHx4`Y+ z8@S3=Z<*&uxY#p28LD^2Be(gLjKIrLGRwCE-0q)(4>~$@k4FmnQRB#YB_K}+H!K7T z*Hq|TN9x9xG?Roox*!^i$cv_NWP0#9(!X(?8OkrB+b+&yONCU}Y)K!yeu)cs_q;=k z^`DRi(KU#TzsYdU$Px<|CF1437UtZLCE6N%yBCU4U3vpGBR-;gInTTYIk+!-)#zt`? zl2v|5-CkS91Wu75(;B7%#k0iQ9S>7$HyvmGe4mbw&71`B0(pqB&o_g`jikol6`0g) zhS(To`pDTdboJ>3GpP{)`t_+kBGOg@r?-?*Ivy3|BySP;4NYg#W=_E)uc}b!nr0@% zCzh_TRb>^FUPJlLc{tle56pEhk?9#)L}jiet}8EMYU0$$DwkfeaY6(L1RgZgyi|>A z#3xa9zUyIq_jS^iyMvmwvJle(=niw;0A9B zUMxC>*}zjI@=hZf)8td%_?onL^h$Tt{aPOvg7iafpEaVRH#s zOo?S~r1nbQLISh^eBE@M+;!STG_8bifW;DO$_;y_{i;7&5~%=rpI@Q+E-|L8Et=`* zO+_kMFPRwE2bAk1mN}C)pJWfdg}v-KGCyb-%W51&3KGxje2Sa!)$xNUZe}y+>xxso z{zr*+x&;VZ40G0BosM(rtvNpmcJ~- zx<6A${-s#1&6a4O%9CM@yel@ncnYWIw@|iaPeAsVJ-nC_jq8S5@Zk_KqBygem^H|t zeAQO-s{Y3)vfPTS`uP$3dWG3e=m=%urS~cf|BJQ9gg4YJ69W za@cU{(X;dBH>b5?l_{RcfnQj8v10~P_VF$=%fJ&Ho*NU}87uHB=ffy8>pu6-a1mY* zXbO!B1Yw(F1v60o!Th0=A_zQ_gxP{T{7lS9z0Rj5i)8x4wJw<7wQ9-lt38GB1ktxEn#&pB%;& z^WKxzg|?{Zlo4pp=En@Eza#rvVwqJl{y?`03*Pm=F|K)rcO+zyb+-BtFEI}keb(ZH zMFYqq+=t5d&Sm6`V&F$`1U~n1Cu$NOVV;aA;YqO{h=$QZN@~L&YGHpav99evUO9PW z#%TkN&Gg?)r>G$3qI?FCY_p)!&J^I9G|0SiXhIa(ip)weTT#ldUf-y3~Mg3&b)S z5dy&RDTR>rqhK{nkT%V$#M4j8kVi8G*eUDHS<}o-bl{AByiRw3-1)5xt0m45`sxSL zr+O8;UH#2CKVCs%Vu5|{T|pOby^RI4W1*aCBBPy!a8u+7;IId)H%BWruwjZ zlM$_or_$%r7eFlkY^*sm3mOh~;x*-3IDhH+I>+^m=*x~Pu-PyTyIF2PlYd8(DuGd| zq<}D{uXiviXG*B2Gd40onm3WK3=kKsiKuIS2D8njfLR$VNsJu@%T9$u=U9wHX>eq_bM_Tj^XsOZvJ`6bMM@YjFCYkzXnL>pKmYEFwFrZfzwu72l5M*e+XUwMwaEjC@6roZH ze2Q-TqvJH==H*QKTcQwGDV8X8&f!iN^hD3ymJvsR_e|t)6G!fH5BII{CrVuAV9h7) z62PwhP&{b`UK4l>D<4@-#y@AmZk^j~^s0I~x@RIi|En0R`Bn*ImObDYoP~Zrn@5Ki zxp4=DS7VdVMQlXcaa?B6gsXj9h{Kdx)N5?Q+V0V#OLUS^^2$GCLU{>H8I573Po$K+R2v3htl7b^>N7RJy5M;O4k0_Nx7U_MN*Tv$Rb*lQP3Zx+C|?m zCm*dvC4L?xaaXWW_l-^D?WHIX%B;a2Gs;lF!=L18r#uWg6;j66C5fq@92QECrjA~d zrCqCUKnWcUIUfd*b`s{7of%_HGaAVc^jEX#Mm)0Ahj%Ojp)Z=K4z{Bcbx&-Me{ zdD(%3vM1tR<$AL0;#F9))0Ca{<|ytd@S{EAo|E6zGhjjX6gJ;ql|BPY@tKMn_2-3H9G7vA6M*0w{%oM?#N3@(Q!33)xN^i@yAqfnl~42l>#y#zu zT$7=*_%MF-J<)vV(NpGpZ3LT|F^Nue5ur)LC1$4CAjpr$u-ANM)5Eqq>8^@$k{!4c zUw)U1kl7_jADD#lw|<^CE&D9E%6~%+mxNHv8(VC>D71GOv6J}m z;eS>f!Va3L@N(sTbaSsZ88E8kj2%tjM4caDMyLP8l-&yU%k5v-GQ&f9cX}IK|Bb;CMfsCeDp**p3jHj0}4lta<8tl5sxM$1I`ptK_ zr&m1#vEvD>^LI@;czOg~H2)`w89j>~*O!@Bx5YtJ3jb{WE7E8`k%f#y&FJtuZ(twB z;^pp-&9mE&!e{|TU%UDCX{SGZ|3V15s#L)ArF){G{1gzhIgCwr{WSY1l*O#c&*4VB zFhps0^Oz^i`^~JcVq_yQ25~P$XuVg@QB}nvsP~kHhHfo5Gdmye+LMpQs~PfTb|{?K zHkDmoy@HO)T8HB^9U!Bl8S+P**$of#=-EXWKYy_f`lile^m6ZTJfwe{HJO1vijCU;2q91h&D7Dh!Ih|y&g zvc^7(@(nh`Nk%u|uCN(AUfhV+eQ@REqlXn}NPE`DY_fe17O zLK>|^)L#u4nzL_7%#2i|v?~U(rsQI6wHc=HG?q*!ZxQzKWH0zGrs1n3vR%B8%!-pm z2kKvu(l@`6SkMzw3m*%{#{3OOsW6)>@W_yQ^6hfn!+R;vVK5By(-+g4pSsbyHYs>< zKATJ&i-9NpwRq-6ZKP7MiO5Mk0vYm!zt-2%7rt8JH`ApcDb^dpk0r9=yU)@I3r=Fi zxZ`kJxwkIP?EoW+H7V=TwH&%@7f0Pe8n0}WWKF1P^yQ6eWG!a~INXbYro)NEqx>_O zT=@(i)K#Fwc$;y@aw)RMe>p7DI6(Cc%5q6r4P~JJf!x_Ti(JwFj>PPIs6QpSp!;+P zM&r5Uy^0@wW33w*47q`a-5wJE3}3K+=|sM_M$Zf0&_#6VJT&&?3`DQ0#Qrg<=E~ls z$id|tTHU{#-RYr9ld=y~$R9ycU$PTD|5QajM@AssItlKY-!V+e4jpEb`yr~4oT6TD z5@sZ*Hz1o>4O{CBXrqL6*p00ur8CvAzM}ve)A$qL-6O{I2}puKy9m45L6*&1c8D(5 z)5RAaZz2KRgM=r3o?TRUhIZ_{iq*fkfMT8lrS<1GBdX$<)#bh`e-hvf*((+TAGOh?yX~WhW5}6ar2O-$sm5KKN*y^2f#{vh4efj zoanQyT`5T$@Jblr_G29Yhy(DRG1`p_HD%#x)Kyve}^ePtx*iV&9N$gzv{ zwtjH|uWo)wRHT~8wA@TkwZ4lVsCQCIdVd(x#~l0$zh$S4T%}*DY{4Ce z9}=%pRXp!b0XuTpgZ|#Z;IJ11WY|#{)s*VMqjqDQUfjev_;Mj>I4(w~W;KCyryz0s zI1@#uPlF&2DRw`M!;=Y<>FhP~bdA(eqBVOyF7|q49(hCqUR@hwKAj9STpRC1qH2U| z!cyjWcb5DU0yEGA+ z(;t9l@EmNen}a{jJcgonNRaH?+EmT;ItJ~`MM1wt7;jm9ZhZA(q{}HHi2}pa)+Y&^ z6LU=9WB(Sm^qwRwtgcQMPVFF0SylL1|3=XLQALWE%_8xi6X$Y1+B1%_Lv>e1U8%k= zlen87+Hr;lwdmo9L9}C`8T(LP6D2SV8Tw?2+fIywi@rR4_?alqKi3LJ$7>*OuQXOn z6JYU{d9;y#5ak~?mG<7Fhfeg%vC|YkqJ&su=#9$4acCMl_l*QST}T(zJWYo3>#8KC zu#?-LYK!uJ?&kD&+~Q75$pG%lz46DoRLx;}Kfv8pSr0lmMPE{1dFMdf8 zO71>P$hbpHV>Thr7sFVS&0s?0{a_E@FDDS$ZCd|gANDk_qry*3B$wihI1YXjiPHTz zv}I}%H}!}N>AUJrW$TDi3;Z0Z)32VH3JCHsj>Lm(_aNYcaYZ`Zte6apti)};x)Au~ zINEl7J8Io)1m~Vhk(k^gTou(?O7Vju<+LG{b40|3&i+uuot`(BEi}kwqT6Q@DM$+tV7V3MaLVWeF_ z#Nhyb7AwH|?Rt#E_Fkv-gYCh3vWb~ww<0x3fwmn`zh()?r?oz zl=^Bp6<@U*;Y?RT#2~GaYusW@SoRKD@h!9NYO^uR#C1)*@y&86tadJ&bWQFiJKuF6d7Z<=ep(bb|9XOwYz5gU5e@q0 zhO5+0Wd~Y&43V;iDQu<_mw1Nck^Hn=G};_VJ=A(YsO$t38SG1ZCdm^8H{zN@+ z`lSrIs)2le+&$EHDi{gvKFCq+-b{~jZAtUc0`{)|Wnw!#(>OPH54LIK=ebCHBq#34 z;N@ScNz@z}Fxg~<-h_RFkE8Om!~0v@u@^S<_Bn}6s=_qZZ$J!~MW?va`5YpV-aj~B zGgTq=oeS4$4>os$Z%p-%qs;0}vdF1YlWKJwFdx0$fxb=sNX$1XQKOAj+ArB<>AWKQqH$@8}WRr459z5n2b{gp)P)G~Uo z=Q#P`BF!E#(S)N%1DIpl`>@w$iV?NbhUcwG#9^kLslu*CCii0s^HSFfojqGX?Yt{Y zmgMOY;|+UIPgw!epwnh{UV6Rx#a9THeqYXB6Wm9K-ki+O`RE~)pC7{bqENP^Ba7~o zHo!{r5%P-Pj!s7IV*O-->41<)MCpSgS^6v-k}o}hv1(OXU}_yQYQ4$i((547#s?^& z$#~J&b-dt95xE;VfQRPK% z^n4ljlleS+>{}XY5%XfyQhn(pJv%t_W;!bs{e%?SM45Six`i6&8svVlTanpk<yuw8RVa?b0fKUhhYNZY`+6e?tIRxD}`jCw-Y^w4S?G( zuE5TmPsDC_J~57;h=1ECGYYBK$gZCcnU0ZSv;MuM)L0LX9D7@ea>d=K`Blx#pS{be z+oC?iE^9h7Cr=MKH=9#M^_RiDwi@!s#&K6;B+l=C$?UjW4#_2l*&T=B=`_DO$6*GZ;`|c?kbYFwYRSU`U6i0T_h!bt(?SfA}mW5R+l5DyFKTl7zp1yf6 z6EnNS;m9&U`uufkqP_v3<7flfBYn+KXOS#E@n{D7$MZR!cz6L8QPqG6(r=;rrZQRf zr4;Mm3C5*%B_w6;div1TESOYV3^oo~MA=s#9;U@oirO?V0V{AxniC^_uAPye*o1$} zhBBKRPk}&{B{^hS$P~vdr6>INT*9qJAp40WXFUSIPoBnV* zmoFu{FE(%olC~r9rG=af4MnD2c{}PVzD88Lr107XY2sWJM}$6KgfzQ zUqm=lf*pGy^q?<1BBN++?FBskX_(Vt5=X{nNq|^1k4OsyUhKwhR^AjXW!sP*A;M5Sdm_+NP}-}9w^VeLbQIz%{3mJgz}WO zvq2#%=+X7Y_(DTBnQ(L?Sa1IhSzVg+xbPm#yojstt0YtMcym~~c79@k#3Pma`LllkoM&b;yXlBH*lI)vWf!fjqSb_`vJ)4+ZrGAMT^msrhM!k*~cME~iYgbQX( zfyp2FKD1x?5ZDz+(#*%qE!Zw3UAhI?y{~7UdA?%O^)4_i z)NZ8Kv4*i0_2KMMNI=n37jy5P&?L&*g`DhTpP7zZiKM(E1wsbaVx3>6c#gL+ku|+T z>RYAp;FV<9qaTQG$ro`}bs1w9YX-$m`U1kf#`sx_CNjyJ0~&qj$!^~%h?(w!?YwtW zTP1G$$!*vk>4ZIZzD->j2;8O;1xJ5Q3?A_=mgQEG#uPEmzCHt z%Et&K(N*=gq%8awj(Rqo^Dg5OlsTyaSH5LD-TP-wr7OqG z-=$bWU!gOoa#L~5nfpi}om117g^BPgKh(on1zL+7@WY%D69v6uJUW%j2|N4)5+6>% zj?KHN(2k2_L%TIc=mC$|UD3w^a)Q*cou8m-Q!#ttKsxO#tWPIpt|rD_C$U`o7Fe}3 z1KZo?P)^ftf^Ow@^fcUveKl?#+Dq$6*od)1E*yI&1Kz z1=6f_DG&3qFrMU40h6BG#9jwI*oER6bXBht(yUwo@@1X4-bJ6>(Aoi(7v$mB=5*7f zRdV!GG?6vCzY~9outcb}4353>z#1PZ*5BTezP%wI`J>a&WqXvlC>=%0<#{O6y`NL^ z`WQ2>SsU9)BBr5H6Kr){s35OYuDseRD7;cY{JyE<;vWLouELg6taT7AJ2#O^O45W! z_v=t3bJyr)@O{kl%One3-hj`CZuHD;4rL|HqiFV1$FpU1{|{ivm2jIwy^ zhqC1K*}c`WwAf^MgoUKJmq;=mY|v*d2j1Zz8@@jyIt=a}pNFkn=dgLts6<_7=nPw|Uh5 zel^bJSXJD8q=93sAA|Is?B%xT*OT1aqtxylR^}p4`8l~iBbi(G0Gf9fqqJ}timA1r z^dHWkPHcU~ygwhw>8Y5;nJMrV>P8FTWrG!N8~lUc)|Mgfb{Ra_9m1sS<)W+@4m#^~ z1eA77p=ORI@p-evvF)BF^m3aRpE$t|H5~W=56|7g;b(Q`;aSyGE;kp4s5!C4zs2c+ zU@biC?F!M3M##yu3c56o;sML+C{j6wL=-L4iaxa<4@MD|Y^1q}0u!B@cuN`wx{~}Bm zEycs}QQXxrozw&ABFsCti+$X$PLui>_}4Xk=&$1QW^9Uw>4p)=chg*KuT)Nchx_4x zgVyj$DGe9JYoK3CdB7*rqU~qLvN0Ph=~bKgyoJy6z>xVy1Z!5os%87})59j%KBSfu zEE6Q9R>n+xwjZ+D(Z1 zicGsE2@CTK@sYFl$t|rGrZ2YJ{QJiYYX6Ueoaya_<|%nMh)As<9+P}ROy=!FK4%gr z=Q|x#4iyTPHq$XvXo!;&+lWlMC{^CANs5A>GY;xY(0n|dN|Nj)o}XqxMtJ}hIP;o1 zA1F%Q-1q?(rp2?reoE6a<`C?WIKO+f~rxg7P}M zT~}bw;#E|){bX!2`7l0AE;BK5yK!--BN#8sA?~f}IN;D1vUt-I=IJ>PYGznF^(8)? z8616BA(rBO%7bMacn&F6AJrEd$){s}pGd@Fcc#moPp5%TF}^Wi4r#V}|yh zLL~U^kE%%iP|=P!43#q9`s zsc?ogWrUL+{_EQGapr`JC>nA}=XP3l1L%fRhlt)1&J(;TvU0VjsZc zy`lK1`2ok7s|)O^0vQkmYLyc7+tYOt*~&$)>nhbt`JOvOF+%1~YPkn;&{ zfR8t1`5o`SV*jcg_}L_mCGyTp_V#RaoTkdm-ps?eFT**54=sFr#ZfL@GK7wGnoFfk zqq#&g8Ou3m23J-uxGor-{Sh;McQ9gA0d^nXlhesr+}mDv=+U^&rOX?Q3$OTNN#}Dm z5L!#(Ri;CbcNU&r^^hOum__x1R-&Pa6bmg9V6^!Rc6m+@m-18+i=-um%kp~I(3RVu zGvN93;a8%FY`hn(5^Jz{+0&k+>Xd*IW~ zU!2aVJkDyA7?*fzKCW1Niqv|wbJI1wvHR%`zCzE6uG};ipTu~xu$y+=k~8Pw>bu98<@~azB^q zf?K-^=k&#cN$DR%w}sWh{)S+7=$|l|>4|$EzwN(C1 zAYHNdBa09VVsi)GViGFG^uc;tv^lYqU4Nv_t~jj*J<~bp^X6E^*5B3KIaG zX*(DyZ5$NYTVtjbo0fZ*%~CkcNfbyjRu|3r??**$J5Q1OyL`UkUx~Q2W#ZV zz^L>3w6#&HQmpA5J#_se$PQn|)fXyqZg!VJSF?Z}lug0M=Np8*A}`12m6P%H2$)?^*A*rfNjx_;8cn)lI*>u-1C(j8vgQR z`&_(u*F#hJyh{mm?AQ+|*&zk`pJrHwMO%vS0TXtkwhGf0#IYLbm6*Ryz(v~xu|{t- zT%s74o+WiO7+h(ko=nfD?Z(DgszS$olQ?Vfc6gR3 zWU(^IIOvv1#cKNpT#?BroNO)w>oEi;zARy_($|^Wr3gOZw;}D?u$ktLY~d2eKW5cK zE|F>n8?-S9K>xk!+?Ezu+<&p1Z(nhOUhx=4dtK%-4cTHo*xHa+(@UmvHXorjK@se^ z%waakJDK%sXwge9BQX5#EOzPTd^TuydWCtD8y=B01b>TdTv5#;+CQzBcQzhJ*Bmp( z-{!IGgou-Vd--#2)czfC)~5-xMn{gn`r4>GqG|< z>^m-()#AMc;mm&hIe0QGi*v>K?6SWiuONEWcx9L#p6dwmEHF z|A!B$bEc^uYLK%VAWa+c;QoS0C=GbPEW$+oI(E83y@L@O8zOrYyM$) zF@87*%5Axi>6@s+p?rSFHWlh!^b+1kCo-qgySXG4Up8HFGkPo5ufjx%20kE0lU!7GWiz@1sh@8**ZTUp2;0pP9zD$C z_D3Bs`av`opmIx~JnlK)SaODHp8AO2Ult2YCPX=r<<-5y?K{^}`=xRG^qqh4(83syZ%bzZ zPQev(m5SMNK|ZRSuEECYi)_N#8n!4aoHzGKqoz+9&@b7LY4m@hR{4V}7fsORzQz4U zF|Ppj-Oq~^TS##0w@oC5k79Ao5DD%=|2{gUJ%_J1)7XGREKF(@=Np&)z-7pA!TbBHN^3p4Uvz?x z=1kR@*X`sx}O)DrX}qAt17}PQrURT1m^R$iv!7VXsMct_7YLt2sJ}m ztat^E^*8X>7VM)LPoHvo(<6}9oA3@RWYN_65z2NCVmlTT!sL=lZnW?qGn=1;r8hM= zkBE(Y#fvWC{bV(oqjV0V_KOK7+Rxy}TpWz<&!4h}PhPZfwK#6}Pr|N{A^gbNm!dUL zl?@Z$!kw``%ep*I@}F%YXk3Blctr2x=8WX|SK&_VqAyYz!DcEO@Pe$r^oa|PJG)-j8apL7l8H&>atmdmap+%tS{8KRC#D2Wn-NwC(kwYca#wQUe{FlObD$(W3Iwt)bW#ND~-Ci3~UWG-9gQ)^vsboLnu4qcmgrMb~~z_p3B zZC*z8)G`HKfj zSjQ(qdmJrj-JB*^aiL$hK(UBj%do?`0|glJawJIru+|2(()P7KQ1?%*V*JQw=? z9E+yYD_L$!J|1YT{6e-K8NfpYYrS3$A|a7d-x|h#A_133auqSirEW$aO2BjfyOLwQven4By0h@0s%h z8PT-Hr<}F0m=cyxERrc5wm%B0aiC1WucXm@%(~1Sm2V&DRnsVFFyyf z1!KdgY^08Ghvp(Ep0JDmWK@JE-|jN4ZT2)f$q&^uM$nrs68!z?Iy6>t6yJW~9Jk2Y zk}uKiW}Z|)9}gQw^?rZmrWtSM-^%`CeEJgVBh`X()AccY=Lhh)ah_G572rvkmDs;d zp9PjmiD+`F+#`itbnzO*YK~M3OC|?G|0zG#mLG~C(QY{5MH-tUCrM+oj_{jjI8dqU z`w%{g#w)stu9EBdZ;5N@1A#r9O@7F9pq~0#JmB@}#f0|7H!<^k0c(wSCc3?^*|jEd zs{JJsBCad5s3WrUnTTIiS6R${fA*mlyxW*&F5;qXzFgePX{^V?Q>2?QVowbuS;UBg z?45o)jyOCERBk=vI!h+-KX(SQX47mcLXcRx(R#S7;LZ1@ z;F^jo5kF`iT~fD%=UxqCx01z0y2uz-02Dc&!AzToNOrF50k7gjsRnlwpmt@E?+eY&;K<;vl0n*D>jghKD(Ni9Ji1yvejk26=&Gh6*btk)fd&a z4`ue9L;3Y?QhcaY63t$e%#5$kM-v?mpNVvKlB*`;*HzEBsgt#s#IQvyRemd1^tN8a z6RPK0_vvv7<0V9X|0$%ey$EtJ!LBYbUUCztQVSZu;3nk%EDDWi}_hby0q+O8_8@?VuF?{ z)OD;}rHR4^Y$!FN=i|SzjWfTnHqTj@8X3T{LuF})hKwNJ$%K6nT{9LF>}j|`G8qsv zXUAjr@NceYve@lnmfX2b{G2oU$@=_G79SUZi$Y{s%YhJVylDjrMSX1I*->bemPTua zX!H9Hq%!Ww5N=S*NhapqfF&0~;M&9=oZ@j^ULwDe$*nJ>r&IcvAg2Ywo-5(bWwqQI zSsvFLBr$FAH{6UBCs|L?>I#3p69-A8a}7)8b9?kt*;$2GpuAZXqkH0UPQM?U6FHB@ zv|QpNZmglB&uQZz%_6qI$B}8Ai)NEmCerkdyWnDWjQt&bg*HaZS8_UaSg5uf5Bw+r zsYltUl4Zj`nyW$$KdpkhnwBj8p}gglA9j@sOB`s`UrD-=+-H^QLwWn3_E@~XgROF~ zrl&h+!iTF_EULPKt>5TGJJ`62{FeqSY>JS#zw}!e;ihfroUxmCT7AFb431-M5AD#t zW*i#(Yq8dolezqeIKE)&TXc0eNpD8BbMII5ve$L-%)Y>lZMY#zTYH1yN@h97J1*k4 zZm<*0rHpFHS2LvrUxY^#!?=!Xr%8R}C_41UJ!X8~oM}j&U_TY5iSdg|7^3SXOibL$ zc??vrjycCGN>aixX}mA~KCZ^b-EpLk?-lU-COFc%`sd`LEMs#NlGwT*liA#26KcD8 z5ZoIX#^m%a(r`bi$`I4nnDVhq7;wcH|E@oSJC!N#-tY-cR^0)kTfo-Um{>N~Y^wAX z^>eajLF39<*AG>ywyTk>Q_*B!mxxzB zHR*;8))OqBjP`QTIbzPtkwt$tD&a`~^&ZjbS<`g<5F%QG1hOh?5Huf`XKN`8zvPDmnX?x-u z!BPt&T&OdcSGsr;jVB$4CmFTe_Rl(%KV^3#Cp5Iw9CDVueL8_lOch~un}bpA#5Q_W z*N*>SvWA^ntRs5=dW5$RRbYf%6&@`Z%vT!)@m+F{$!Kx|4V-l8M}24Ee$zXA=+ZuX z&~%(8N+CMe>}6*z1oAQ$bx@%wh?<&~g0tR15vH)3aclZ3N@gCwqb=j$#?uJy*48r4 zwR;Pb(7uoRKOW#Re!dm{%vnHNwgm7FQ*7wQXcHzmsg{XtjD}tjwwqzLmbV%CtlF zF3gKgV)3_2n54`n*s0^j#ZJyZH@#+IhG{q?E&d{UpL&FuZVjM+({BlEc%iW3JV(Vz0x{KZRA?EZ;YOmQCK+6+nh$ix@lxqM}YE9db| z7{Q&)@&}!z^Qp73s=)g51-?J;DaL-2MIH0$Kv$GJ7HDZE-u!67E#}-#xnH3;R?Ca>|%YX@U_Jnjov0?J9V}$BrQ&$;%OvdbtbyN7s@%>EGugV^ zX{;*s4!#&O4?U`zxyHu9m4S1Ean`h-^x}{hc=JPoWoXFozKa!6vHm3eK3SemtUbvh zjm-JMTG{ZUkXyHLCp4BAv0>BQVzURKVZ==I0KAEiZXPF5)@1%-g?*J!r%JF(n2*t#1}6Jyk)>vewM2IzAhfyhqlve2RyMR z5}3@Ad3>i!2mF|lM4P87v(}Vzti@lX15CO~2KBkqSH1^DeZ=AH+smiyc@tsoa$@Lq zPKpY`r8q%UDnCXq4IQU$r;=3e(tD?>xc= z<>1frn(!+lffIC|VLt;;a;obCX`+iN|ER25cy)ORH0aqds-R7!V+@&pYZ23v3nh7z z3_vbEoc??k#wTmWaGO-d)BWZeJfECOcM4DPgP#xPv>vo^6H2{>zE0&>QSSux?_ybI z=4<-5;xGR^cm#F!^oGPIf7pz+9l}OATUIUk0G)LzIsWonZqOD<)T_J0Mh}lgk8*D; zzU0r2si{;pSDwK`dLQT(Ov0Ajbxfrl_{?Ohirx2o=~C}=@X|J))yFUDeH*5hCX15elDK-GM@8MF5vH&p1_*%u5{M+2E2ITFe}Yf;A{6M zuou@>(T?Shq1)vPcd}|F8+da;F!Y2c8Wrk-V~!ukEnC8^^H{-rC8KD=9RZ(T-_DiX zT*n+6Z;|EGbg9H6A(uVx44ZxUHD^31j~I>$pof*V@Iz~Nlk2*=tSsvZ7{|HMw?1q5 z&No#=G3`5P)KcKgy5?idD-F+voQkk=w_xz})vRy>5O6oOdVF^S42{v}v!*ht@8NJc5*!TwaP<^$LL zgx#Bw8u$lbW~&dY(r%?CTa_zQ--^?osR1}?vMGBebAZ1yRs}XR_|VitZ^_dJDb7{d zg$+xd&wB_B>AlB>G;M1f8)(wte@xxW$|Kj(;%qTYhf(b4*X^iLbe(kutQ7f6#gHzE zT<-g!RgmC*h%Jr{rX4dU@p`AVn3c%Ofr{{$%Bco)eeDYpZ=23O?$F_jVJ{yehU>vbLi(APnp|+7lLW6pCL%rkd62mk7pL7ay}&!*zGHwxTq+U z2xcte^cs3WH$!9pRgrgxHp}m+F80%Z1jz;;P=o(ft0ee1rcp^!j2)2RSscXtRD41bFfK(n?gb z@hdcS?PjkeXE5{FGu#2|6m)4*guVPeF8$~#W;UjtyQs28gzt%q@;dCf0JAoBv9zmV z&?Rm9IJOo3wns4+rDk68*dVN()Jx|Lbz*TJ&vVm4?fLeQ<1j2kluz+`fSYjQl*O$Z z)-3Ys30QI|2R$Fo;uN#=*(LrUUQ%C%fo_ku1QD-S_UZsDp0m%(rbhKQA;JPxzS8<*A7E2P>HT=SwUybR4^Ck%=z9 zo?ye*CCpfJwPorD@5;@8&(YO~>nhRQ@LiLZ{hVkv*ENS6SUfjbBYw!Q2iOPSt zS06ID%!qlsj9(oTkDW$kXM7R9uND)U*(I<)etV#_;uvyz>2Ug<5{o~c!?A&I6dZd1 z=?&jtlc*miUz5XYnm@Mkr?5rSI58^2X?F5T|w zC*sJrv4o_Bcx_KC8*tY{r3>3Cvh$O;+cgLHsB393Z~A_!{wa+7u`T5yBd#&4bTuaa zbsVi9z8Q9HvuD4@e&mmy2^8^$TIqP10`mnyKAfF!AwQ|V8dfYty4qlV#UuBv75u$G zwoxUC!!5xFfu5n&_}YM=;_wvVrqRTcC%B&?o?CQ&FDm`e;hW=yShtVkOtX48v2aIz z=!gnfTWCYYR&4?1b%K-mAi})oM>C!0rgYaiOHN+LfEDiOKJj z=*h((ya1gt&SOe#@8ROij zLdbVlV{Tz5xK+1HS<>rSG|yubN7->UFnJ+06;{W{huHq{j+SCKwpY3qlnYZ=ouIPW_WYtpeRyl>3f@OxNKek1g&{V5 ztl4u2d#g8-djQ+9O|6u0jd5IIr4%2QRY}TM$k6uZM`2~fJuaytj@>Gm%e;P1r&jeJ zx!oVt*{V%f`C$=jND~u1t4GO!zEwUa|HYdB^eR>`)#-~L%f`uQtT^J8H_2zKCAwzlDr#Ym0 zk1GAp!C)|oGrwCAEcD$-mgwn9vq%AZwBwtIds4;6Bq(r08XwS@?nlCV)1PpDi+Pbp ziv{QP-~-P27{m$0KUk=g&*R<-lv&HsI&4rI$CgDZasyKb^K}~aEx`>>7)f6R#_+VjkZR>M za<0>sa0^nsEvJqMtyD=%VdC2p>C?&m?DX=XG_OmC@5^;WzX?wuUnYdP-b*2Tp&6fB zGLfEm?Sc^^|Cig}4_W3;jjQaSwjdXpL*=GA@ZKUl><9h%yu;`K%w5@u`eiLlwk8k- zm1XSInFF}7Y(BR!zm99lmf+vjigOj8hl_NZP0)Nqo7G6hu-0osm|lDYm47C~8!eV( z7th}3uie)aHg9}SZ|I%no@5VVw~yzr?n`F`x&u#8%dCfk5djr{#&Si@x`nd)7DINYLjE@{Tg@&7*X2aVQxKR(BEswqqsC1qr%_Qo>sNeAtX6|>D z`)x3tsZYO)s>)B`Os*Gmo%|VJ9g5{UQisre;!kkQrW`iMGstq^jFif{WJHH|Y1Ax+ z@D2-srYQOHOVSQu$bKFxYO7dDNCQ0gUBL=W95LYOWOMT+HC)k_vAp-x3@~&xqL$95 zU_z=PQ>zqtYb=ZBl&+@JzvdsAO^iCzT+_wB6<36d3JR7z-lv(>VI>x6qs=Y`Oa|-_ zr|HA%*|F2x%ywuL2p<|$a_&)MDbteVuWa}(%-o=c#?LNs`CG@*0QdR))o0hi(a8{( zK2zW)5KB@1YBTm-abgK+3+US=+xhap`qby{3-)60HZD4GB7Jz%ou6^uf$pe~=RHn( z3m=VGW*L+dTv^>62AALNq50MUOn<8!pRIBX{=_KKPVx?lOBOS`-dK8Y*KK|a2I151 zx^$0RGkbIEuw~BO>`HU)Ecz%W(L)c$@f{e2O#{eJ=>33NM-nken9k(-RoIp392X!K zg1+sO;HyIfr(5)hy>XK#LobWbZc7eUgqbt*lhgQkm+`_io{7|>Du}Jf8Nq5(9`ef1 zw9#I5u%+dDX}(#zlN(`N!_>k@VAt&NbbW6p>-lt7Fd|l;Z7WmZuJ$_9ns1}{1_u>x zhWZ>4Ml_VAK8dF_g46t;J)JP4x>|^Ny1W(_iP>|T5xk~xjvn5W76Pqzgx_oZ* zPfT$ghf2eM*(Z0<@~S?*zC*zJyF^@~C*r)kY>?%(lGMuc(1zneEs>)rpud;h*3|N1)n z=luV<{m;*L>OZct|K1r)|A)){U-tF!J1tRqg*Y6ZG8V@F@+V8b$3d;UF^cEJk(JJi zA$F-Ou1j5rsa8_xzGyx!>syWnLr;|@lz%7!Ti~%H&G0=7rUX}I9FUQnNAk(w1$EEmiWCy7H%CI1Mb73$e3s0@IJ{F z^QN66;(zzSx*K9R$<7YjZvTcIMfvtv4NGtr=f3=G8}3j1KKL0abHD2 zXYe%i-+zG|9~=c&-~IuY#_4G5`Ws|u1in*Ti;vY($nu1l;N@(EQqOc@Xo7*r^Z6)w zDH97WcT7>zzlG)ixki<4;!^l)g?2R%&2@u0=U*mE4Dp%xwr;#?vHPAhCD%xzegB$5a zQ0g2*()E(T>G~uj!%h=1zanUTE`_m%+Bi2v3_l$?hWnpwz*~pYNc%ZgsQ0i$NzNIR zjLpFCTqN1LD;++I>tf&VY!V?;4io4gbj=ZYgr+ z4b_)sKwfbuxsExIy;l+Y?i?qh&vBq{ErZ!_2jSLrVi+?h9zR_7!qm!i;??a6XH6_| z`al5u&UAw!Rkp^A<8IAUc#6u1F%Fj0N*Xxh6aWit< zI)|a<+#J&79SsYgo1#JAd~mSygtx!8kYg`cD&ms%kEsKeIL=;q8F2h?5GSHDX4RYz7DCUv~YbyDvnL5AiKh|Auu2aH-%|~)lqfu7i=f#osVHq zb3An*RFgEkRH1_6gD*pPz9w$kos6}97s!LzdGPyAAogk4!T8%lV8Cf9 zk)7BKXZvE{=Z+hse(@fVnZe`7+1mJN#AWC*8;jT-CgJa5xx+({CS^hZ4#08$^ z%R!2kHM!n;9X>@I1*gKZByZ*+n6iS2ykPY(QN9LViW{N+wsf@WDkqV$LTJ(0g<`f_ zLGVW&T5e1uTBes^^gt903_nTwx&ojmmBUyM16-7N6NVogi-DWc(Dh^mDO^(yPi?m2 zn$ZU#uWl%;uw6lxOss-sn}aclEl}g5E*e84r(Nj%B#_kZ*>is{dD{+yaC%|#$tHgDfGR4 znXEit154Jq;bXTLm|AQMUcuf(#jF^PU>IOzB3X7XT9n;-75gsE!euShpuOEtl*68n zQxmHRzO8{fMxOXFItdc=%)ux21SyQZ0CD=E@JBy`bh{pdX*;i=_0Hwkc$|j_bA23g zqZs>ZuaXGWR^W0xag6tIc%NYd9U5mj#JCzJf5rS<Ug-G45gka}jkW0BpXkdcKKe-Z9)!cD+ zP#LV8F%q}fpT^rWu95aLkKlUuP8@$N1L_<%gOO<_nNxEIE_MY&_rz*a5Ssxmd6oDu zY(19my8s@qwXi7V3{Fw3C1N%mFk7@v7_LeMx1gQSJ^Cccn|B{%4u!z#S%C=+V`DmD-?hlhsrIEs>N8s!g24lE7 zGEtZcht13JjhQv76^Xp7+_mt{hD;nRb(82E>jt%oZMecT7FsX*L&C4)q@&~o>@PbE z`VXtf`#~9y-(QAthW5Cy{32v-*Tf>T3=B1YNMiQ)gPz|O^f(y_dz5_Ph+{HYnfwwu zW<)@TNhP`MnhxDgWjJ)TJ?`wRfr?r!TrxWa3*wte`M?*Lv)vQd#Dzjvq&F;TNF;+q z>w>gh6nF+!kZwK|z9g36;jME~drK4Ohg_BeFrTFKqaZ!ojU1Ha`5!1eeoF!^pg z*(xs5H#8oFs|6*5_NM^7QjY#{OHq5zOZdp^;^>$t)L8tOIB5NVvxhu!%9RMnPjLq? z|7hB&WR;3BxZCZ&%<$gG?PzJC1>*M1ap}4QHlN8RB!pnMIC^kJ1 z&RDy^>LnRuOlCh6sHedv?PQ`>5C?JTm$0oT5W6~+F#f7Oo;w(XS=}#4g{Cz6C~d(X zL_z{4caK2z6g|A08-db+KZr`A zG%iRF#CfAn!ZYJVFvsjHxf&{gUe3iZOed3!kB)?U=gP2OHx0MV*Tspmbup_r3V%QR zO(tXv!uZZW)Je>RzXnU-uH9L3bcHl3^pwK=$@xU?cQ}~47GRfq4!+eKft9pi^;8MFF5cz8vR@fvG2YD zYDTD`zg-%J(vRf%D@iAQc}R zV9`WxywrOhXD!W!+s5)ZqP`TZH#QN?;}WHTp}ztP{2z&iZQsLiIikWgIxjKG(qYA5krI7g> zjq#JgO<1^THwpCH2EV@gx4VHTb|~Yw#=|Hg+KD_dhry^T z=|oR_9I8Y$fWeOaWE2L2**IUUkUNCBwPA4EULC`RW?+ByU2-W=1E1`Vz}zbu*m++A z4*kj`-9HU*WOD;tvJN5H+u}j|#CH61W+$esh=Ajg>iEJU2UW7~kzPqX-1IOEpZ!t8 zB&FeSMf6@9tUU_L9qK^JIgC`4q{FQN4-7M2jxU^}K($&82ixc2%ck2TI@<{2)ehrq zQI5_XV=dSvmrfS;kHGQa)$rIphOp{V2s-VG@2)JuC&_VO|6CczuPns1%kPi@It4em z9>&jx(x@M$3x_q*h`yv29*Yu!LT@s0{80yTqgNq}n~$Lb$DyZB5qD2IkG~h(CBM!H z(0YD27Vql^15O|M$EJ~jIt}zKEP>3yC&}Iy9gv&qgo(Cu@z1=0uu{!$gT)^{5seT$Gn??Z{n`N zZfPxCu2PKcojpWBc_J39O~j*djZn_(!jdP2f@r7#n_wig8X25xbI#vUR>7(dx~|yS*er+ZBxdaUm~}mi6_YEu)%m}vOC_J zY=e7a%fYj3G8Ww~Lhq}u$qEH^+%YN@Gh^OE-BTT?4Hl9U`U>cL{3h&-NhN0Ur17XI zPpoXr3|uv#5Y+ZeL&>5-9J{KQ^m-_uf?S%27bJ#vB}PI???vLVP!<=li!goHadM>g z57d5iL*;8$Xrh)4UOQ*wKGA(($d6t!DN71p7$@RN6FGbpA@WNZd7I1@NMh2-v!M4j zo$Rpcg@%=$*ycPH%kQ z(5DgxSN5JHW5?A(mdOSjrDlb$tB%5yQX70N!o6KOdx_trH*lpW8jo2I!x0m;!Q@6d zNvZh-6-~a7D3?vbZO+4!Giz~fh860U9Dz!6z@@?rtm=9}nCEK{g zNFpv527q*Kh0gLcqH;0~`1ZAUe%DNVXBq*oY$xKp?Mb*!_9^kR=z&?Gk+^V%3@*K_ z4A~jUWP;LPc=>oc>`~1mZ}dXp>uzTxRo3Vc6A91G>WS_d38?b%A=%*64Xh~=CwqT~ zn!`h3>9$OwB`1!uExwRGHIM9HyB6G>SK_FQX&90n1vSfu;cS&SoHMb3=ag&IiUSQ7b zNc=$_0WMO8$7biqIWb9G^fC~9rZj;0c&rmp8Qch-QO2O=D%P>4{JVu;20tHV#Lr+LJhF-5H z#}~DOXYf%J(|ZD5kB7tOFJ)xCsWkR@M}SK+Px7T+le)={C_UE*bDW}~*6J^r2!)GkLsdFs`3j4i-MANM$ciWL;Nc z^5@a$y8j4#JMs{0kM71y>t-_M=Tlf9ABxp3qCQXhXfS$lhwL|%#1Tf-u-o7y@iDzf zoQ6AN?pFhh$cuv7VRxZm!EXFeaEC}-e+1*4LU3NfEBNJW0KE8J^7*o)NZ)W1yebn& zarPzhNNo*rLyYmKT^zWIdRsM@d~w*mo8;@1R*+N-!J~4$Fyn(EB;ITwM`lQ&6E=X{ zpKu~?T1_+-ti$K^lhFI}akwXcA41Li@yEj(q(8D5f_y?Saqc@XnPmjxW_L(-niP)e zx&t301IV#2S4r?tcijBl46l^s!oA{$puKEA7N5OFgqcmCIp`2B`27Xm&m93dPwR+} zm^3=vsDao7Zz4ADI@$T!6BF%CQRh)HTnWAgZXux z1^okb5*Pcg%6XRG_Af*J_sV(x_x1SKn3VKCP?Ude|MQrX-#;*^|K8Z|e;H`>KLh2{o!F4t}y^XL-M1I}Nmo*Gqh4UMZIIw|&onY>SehVi@=3vqtP>Wq@^US*8&8A7pTRJ9u{dlz zJf3{WF(d;&6gVyp;;yLxVMYg;;(HxBezwQ#jmbJ$% zhF_m$am;kLz|K6u;-%wriw%W&=HB0bn0vJ7k&SH&1skS56s&D~Wg#`^g!#mh0BHN! zM^=2TATz!VCe9N+2t17>q5A%OQn>Xr**r8yu+354;zY`3_KNtG%A0)4r$_lg|>qBm{ zlwd@~J2G?0Vxm#J+G6Dq5gxenl;E~ZI;pri;ekx7Twbyns18m zvCv$XWNtnXZZ2Q0L@rJX7KB9S2@aUmTC6PjVlL8Nz^M!a@E#TV;gz5Y=}i~#VMj5rAf|qDq0*oF&K_4pF$G;q?6U| zX%?fa%>{8ckAm?*8)7tmCb;ykCULSqEqF@>_>nhGP;7UTBtJ1Gk0YmBJhrGH+tX47 z+M5Fi-Be;>e@M?__Zb~{za!n^>GB>jTE>H9{|U5+{JtB^W(5hh9hn5(?I+1kH3`AT zE&;KMjkVBd5hFTd?F1OCX0g!jyTx9qPV+bIJ{C(ea?JbZrL)GEH zkXF(dJ)Ov}QzZ|C2Ji<%$b&19WVFk6fm3^uVB-}L+V{E}+#8<4oe3XEPnI&cR2x8I z#V(7!@L%NPXIG*exzM8ch8TQk98TT@93xe_XDmYc#tPD8!l2A@jEGM$9olX=k?Vik zEG&PtklN)jg4|(o#Jo%>Xgx1sQC#_gR3>%_j5LmuU2WGaex6IQkk1|ti~b*m&ch$8 zHw@$U-bErwq|A)>x$pbXPDn+WrAC4wZ+}qs3I^QW{ znot-M9&LnwCnm$V_fjli;cEEveJi_@_khh4f6U|jWSPUSDQGcgEpX#nAnI2QGY=DE z-6c0j{oPdhTPa8jEg9a=pNWQd&8S=LG|JQ$qSM1O&=xu!T7SPK_QIZ4WvWoa_Kj%# z%!@yRQ6saxd$B!wOxop%w2zB>iu1VV8(J!8^WG}&_(Gtz$$$xajrkms5NyfH3|MgKIRnHP#7 z>-`_J3NyxEEoa%nThCxyP6`9rBjC35CKJ>B!5b*&fu4Z@^DoS0`uqBL{T~F`woXLB znq;t(c?_F-%Gj$#F3fxNakAMUNuNv~qq>taeqX18!QmW9zCDSXn#*zRw}Y@)Vi}xh zyFo9brcqwZ4~+NVu%=`#vb5irRAi62jtf!C-X2^Wyd&NCms9-p67h9ZM`7-K#kB9AHaF75H8s|m3zU4065 zsocc+!!^w7mnn5EZri3t1`x(W8onP~G_lLuH-@~j* z=_3mWF<@&Z&SlAQ?#NqK4lT=DAn$Jp6Bo#2exk;F4&e;`_1J-ND{eqzc^1sQtwVYR z6EWoG7rYpw0oOb$*|HyQ^!9!^-tb65^@vu8%xQ#;5)#y8;DHjb9A#E+28odU;P>q< zXA@)2JxVp@iW(Vhp1p|{AI!x4_wv|8v$Z&0tsUgXUE>|DnoptoR^#H&FY%r9E^xC< zfu_hUq+FZ;wL%;Xzwt$x_CU61?LIm#c>+!TGoGrv7&P^){tN4g*na%9m+$d^%$MC|AWwi2(5;phw zupa4fw4L-2EG8=A&z2sR^&x_Zxj8~#6UWphH8P3UJf{9)9P^lT7AsQa@rs%_o_<-z zG(2SCf_o2&;(C1d&=Nn1y1{?BS^)nJlG(*UC~ICu@-3ZEppngDk`$n>`O$gUDI#r-v|CF8Y(?v*d`$>kzDZg71%Lp;Gx4 ze3TQ&Ci^$@R(hYsLa)mpRy!A+7c7H;uLJChYydg*)v~nIWt46I1Sge6vK1!P6mC?8 z39}PPK=(GAt*j26AOFMcIiFy3UNuf#=78nqBdqUu2%WVlV+-0ja@^O4-w!=zhs_Vu z;!+tjcJighv&->;SR#`zOTvPrSJ3)F57nL;f?7!idtaFgHz(&Y^@?#|V&KOlTMsgu zE=TMz&xA7(ZD9U8k{xhJW-eccaGP#48qLthH>p$M-$HlTnioTVtUf|o%Ssw9AB3x> z(M-8pnr?c!pjAgCHufvS%U3)Qu6Y2j@2NwN{5-G^_hqIx<(P}(3NFy^I!QI9)61GF zMDd8#}Br1=bB&(waus_BG0&lFRJ?2)J@^J$F-jIUJOOL{?9ZvMEvX2>= zs!@pS1N2v^VpoTANx(`R15PCI9q@6O?D~owI#Yrtn?~T~zNPqI{7iU%TMQ0K>7(6# zeX!|02WxKhvjevtvDyzaaLvD6P!FAm5#f=_Zi~t=WD{y^q5=+Z7;JNrp+*x-8 zg1*(W4c?b&X!Buaa6gp_e$6AHxr#8OznHZ5x#Js|W0d$L0i66*K+9=}WQy;j#+>ui z;VVFA-;cqU(~L;ul`}+V{lwaVSe)!o&O9H#p!Aut_(t|FHS+aZ_u#3JziSlH@Da@X(9Gi%4rB`@*7fNu+n4vxU;)2N+pljm= zUWET-u6U*nC74uF>h1`9_gD#6Df`fw@5%TnOMvD#xTEfhV0cQv<+s)Hqi!a13i6lf zqk#m5I%m@_4Q)&*i>Bgp%W+NU3Yg+5W>NY;k>l+>!41ytrQqP{<$$Th;&@0`kR9P9;FtRWEE+e1clXy`eDuW-cB~jR-B!Pp zE`EK_6Zp7*zNq{J8)<#B-P26z6ehBwS$gzPFBXg@$D6fE%3#2y#n5&n9n${9vCUiE z*unr&T7St5rU<;j^cg{*o+fJcYP&BdE1F8j3*XQokvx<=k&TNjtI6cIEWI};+Vbuw z&i7D4E6KZ@v56v$M5J-0uF{;>_)EBf-!HalwE_;$OQO|c>6r6z3xuS_Sj-Tq<0LK& zaw~W zm9f~=hMr^`#4Bxw;AKz{J$(Njbz{$A&9Pxvx~3U~r)gq=i9MY5c?RppOR)zB8hKuq zmf}J|Rp!_>6AOLEf%y(~-sbV~WO{ot3u}y}0xkgc?TyS-`+e!5Ts^Z`;>Vw}PQj79 z7}MOIDdhLH9t&LwR}A?;>izwY<1RvVBCEk%<2hRIIt-(dhUQ%O2>I3^`B`kDYf)Ml zmnDeXmfWL?B~!?On?wh;M4<35DNHb5Y@s`53|GYO1~PuSk<)$VK*1mG(wu4|l;m>@ zQ5#;O#={~A{TF3XF4xW-U;dJt7iG*nyPZ$oUJab((ki-=6vXWj+D~~I#aI`6#v(i6 zE?4<$nnfU=2kt)dl;+I7%sp}x;RIb2IX|zZG%scZmkh%*#rtVz&5Qr*#@Nc;=$m7JeMhH5-Ys>=&lpEPTJOW|X&>>T z;4?U}*^X^WNkKv1wXFR7VU#*s#-^AHnKuon@rT(VcxqKFdUpz-&QvY1^p3UIJmkmi zEHbv}@=xMk${!^k<@wxA5k>NMQ{u|DxYEZbZWwy^8Yki|&+&^sx%;0YNg?$ant+^z zjEOqecPxV|akxaEOU9A))ntp(W%*qGGIfiVc7M)a@HQ2D3tFg5TFn*zvF1Jw^YeJU zIHD=ppj&Rm+;_S_U-Sm%aM_KyTr9x+fO6jLtUFj3+Y4pAR;EXv+EV?oGOQMRgdu9% zApLz0y!jYG+IyWLPbh-wXLO+F^pCtBJWDcjJ`4RyR^-qcis$uzvAOH-z#W5|?DF{_ z@N>xLIrWb65^6Q+U%)yzm@7fw5(mJzX(8*{7>h+px6QXsJ%WGUs=%o;Nv5IuOCh&# z0$VYs1oDPoG2^y_JkclXEEZLmaK_umSak4bf%gkm&~2A)uIlJ_djC0wn{C`d<5i1oADD)rp-j-D@Wm2qZ4m_>vK+KM?1xD_2&dbBIu_{4`z9qSbU9Iz-_x(#Vs_L z#;N(wdiMprT6?;%DRWO^vwNG#n20-hvok0WRF`FJ6#pB$Hd;anVXOTyFB21~eGu z^80bhEwWK|+9Axp^A2{*TMl36F945~Yk7N?$g?sBLlXQ_1REwu(wpzeVECYmm2cUI z1@7)lEyDx14)?RX-Mh?e=N^TGEH}2R-4CYoHn5%@COq!@Z*Ir)lXQD*5trOIjnmX` z!zDU1EEL#sPHVQFOBWA>wYz*zP*s?#_;bqohO*Knu66FRK- z9CI>m!|;q4Zatqnn5)g>{F@5MGRhD4@Y%FQw_~B;*isCZz7JbmB-xefCwO90B4#b# z27Y$pATftQh)zF_7%fKoJMsAZNHcWv!l4XR2&-pe^PxMq)gT-kC6B_$rBLqTj$nEo z!*R=%$I^j2C0I7)5ErdlO7|M3aJKV>$WTy`{2WT*hOs8>b)Nxe8j^USk00=+PLbo% zdk)jH7s1pj-wpDzNqEU*5gpO#L)-8(7-CfkFMc$z9+$JYd$%*D4JAUWmJEFMTf)Ni z_Hn#bLi8>XxR|6HugE)gd)yt%;gz<=p((SeTY|bsHfYIUMrk~7Yi#vc=tiJ%()t@ zBL>(*A^+*&t*4>eDw_p3PJ$V0HCb28N>80h0(O9n_L*A9@bVA({kKXFTa})Vn`I=Si zrB6EUyr+#5T{^&3ri8t|D96Mr1Jk<;*7IGnNG!nY)g%Zz!%$?@iJ zK}$~3UrRaCG-SL<{7&|nd8&~AYk2zSn90;i;_O72HeK8@3JTBVdGTAT=}@L3HK^HB z_rVWXuE?N=uEM&*tJvV-H0YU=#HyExn#|qc3E#^^*s&*~@F`M?6>L&s24@#?U;Fpb z$`h|ifX}OHFTRQAKDA=!k{~#9A|DS5=)?5;g)A_AC-?gDUW{Jn!`U}_(MOfBxFS^4 zVo8T8CmDO1Yv{_L>5JT`_;Vr%Hor8_8a)JCYqEHO7K_arcFJ?JrJTrfc@CXd6-T94 zuDE7bDsG(hh_#lNU_kf+yv7bN@6jQ6mLm(7c^APBrto%$OyG_0x=EjxKZNg^2_(6o z2eu+4c9boZt25n5p!bzFG;8jn@(sTNO_lyb*NIl%SkLI-azSo?_<#cdW`RHndQ9IwEXn=;GZ546%);(K3B%f7SsiZb`Vx`XbAj zmWuMnj>5Pd<9XjC1i7p=%GAH?5d9YZj6d~nf{(Td@h-2#0K2C+@@Wi;ZF$0Wj|yO{ z_(Hh;Gz7{d^H`m~6VLLx9R_H;f{bleFm-D%3*ROHd8g&LvxXg5WLHo33?*paT4P-0 zdW}+F=+GV~J!~PoCrA2eb^K+N^&4XmJ#jMk&Z(HYvF8qL z3o)kP7z;d9`W(7l(?I;(7#6eiI*VP)=UO+0w&q(uTL>191RCt1?M<&Ic+V;nh$ zJK$f-LcF`A2u>ee#O%bLf?cf#D-=Bi6&J5F+V#-35JPm{mN*IJK4v$Peoc5;RhCQ zJ37KBtXt0Fy3c&BUp<*iFwCP4qe=9Kaj5+|19D&8hk?PFZ2aX5(n3-`$iHE*(Kn)4TY?W-3m9!9TOl9ZTbq=A+g7My!;~fLpn9@sp(@ zXVT5*b<@t$1O6O9`QQXR^z;w^`zDS<_Lp(qfD>H0{)cB4-vmQ7R%}$F5JYz7v-rb& zopAjy++S`27jv{>W!o_hm^GjlXQi1xn>mW5RRP+gyt? zO1yXt+70M6cOTrf3N~*p2&6l=zM1dNaG;%5S(sGWWv=ngkIwt_qd@yrg#Jq)oG=zH zIXZJ|!e3IQ-vv@#eF)22jmWwqiTuw-qfOad8Yk0^|H-9;ZNvyFySxMWSJzPSgf!HR zEMc;mPGnB!QSJwS;&$W{3~+BDAW;N$x=p~f-V_qQ?Pe0TZ&^d=9?mnqln!}z(ao>= zRM{Ve6?PYKmi<(?JtYH+`TC8d0zUQ3b`dA7W%I3a$KBsHeLHLn9)yS#jFMGvOc#X4!ENapw zb9oiv+{5EN#6rgt^P7XOZoS~;O3%R=t1aQNzb)^fP7oa_T44V3kRy3ImtyGJ3Udp6 zadHsR#v3zo&_*PQO*34<(gtU8PlnEt?CN4_@;HH&)e^LHl_mX`GZ_aLic(n5adgrDD>p2cl49DZWQgkd>aK0v|;*?3@%A9gVaA3Fn%D8 z1A@})QUgKatE!(aKrhdYl zPW^N`P{sqpa|LGJ?L*U=5-!<4-⪻riHZ=DR02(VA~% zjC5Tn_V`0kj`cU!?3J-NsS13*LPR0}8J_1W5rCso}LC`V`hf z$fjxZwMhmOUVlPMrzrfZ@qq<-EFmSmNDN9FMX6E)aK7aVdj8|N+=di7!}p@z-yeyg zY6%!$x*UgIbim$q>mV^MnQ`?7P~TI8_OA~@$h0^Ndvy;^O+3J+TEE5GPy5*2>i_W9 z1qICid7ig#{VkfXcZeMmc}m4vDztcQ2HRB0=uyE6n6TE2;slkD3-jPjRs9T~c2vu8#ZI8#koK3_XP-)z08G5HZ5?=PUa zG4sgo%v3tlcmaabHeyBJ0pj&n^O`3vBZ>L}R39hImJLoNq4a}HBVCI|H-)noX9diM z9A4nW<_T=~`3`K=4~7wgtL)XexfDn$=x!rGOf3nw73qQEdTm;9aU5jmC{a|TE-0Dk zu%IvVFjvU~6!Z8q{&m?b^T7o+Ji7{fc{waCW)bWj@5PpkhO_SHLwNJWRy6c9#8b{G z@Z$C*_Q))caACkRbM@@Z-@b=0qy0f_oCTusN zi^B@2+UCe^ujz$1G9P)4%KyN!W;NVjC(5g{iKkk{6YOW{Im#byL&zR79qC+22dX~d z`!9(Yw?qItho3R;vrbgu>V=-$Rmoyo4M_8QaV_yMMXmQ`Il=3xc9tAH5kJM+&#WWC z)_rWxqm^X8KngY{S(s;fk7AFw4|ptji`V^JVe{GRtT;WD=0~Ss1y6@|j20mqTL2f? zQWE#@V#De-R5x}bY)lE`eGBe|^}k$sea0Q&(w@d!r})&&ov&e9y*kY-3+6)pna#{r z!jYX#IfoAlHE`>vkC3%b9X=)>WKTR}_+HmSO3hZ{LIZ#pLJlsuMQ; z9-x8GjEYj`(!%B&_+X_d>N+1Jm)caOst`gWOYT7_cb@m>qy`FCEaUku8;8xRK1>TQ zny#r+#f$m7;nYPBSXv**ZtQ=}vUCce_dhH4c55{Fe$;1TjnB-d%zeQ5=?ZZ#6qayT zAB9q!iVWRLH?=7BSLf86-f;$_=A078QQ_-$?vx9U^Z5i^=C-X=%%6#`h>fE({{R%N zo=bWi*7(yp3oLWKP*wag^e-BuWb-L>?#nUwc}j|G_r{q=s!7q#77eyVP}5W@{{l|` z7SCJIUV<++zkz=n#;`3XuF^sC%dC;_CE75K(Ubco@YcYYN`2~C)WW4?wD=N~*_`I> zSdmR}zt!p4=tOeOz6%DS*&th&O_`g2;DSerBx<9Ni9O-a{on|>`?Ru87KvoJSrvWz z+IZiLjWHz2o!9+uDn?2_Wwm81O|?`xtUb0L-WkO~&C@g{nJx|ACmsS*t!Yg2+9Lk@ z`GXgywZL5ZR~}cT(oMk622c>&NjjCCcz$1k#i7%AoJP|)3;8c$ocx0m^!R2UcWtdX z_o>a9o0FJCRq~SwPf2llC{0GCxm3947G^%MKv6Az52BkjjmbH{iSRww!Bu&9{Io4m z)}T3)v7>R{RAI(+M^m$|3-}?dny1S@TTLyx3Rm8I;qBb|kTxsxxuEG6Xld&_`db$Y zwXwFe*LyCgJ+>m(tUqw?NC%r^EkOH};z47^3!G7$3_h>JdEt8E{2bjw@cGXRj8q$C zpH&3e(zaB(wbdGml8#fzWp|v&pUHo}W{TRfz-!$)9gk`>vDn+=%_f$5;1=IDc-VCW z3}=+FJko+|*YAL3@EBP5+!zeoHCg?aTwdT&InK6MgjCMmqL0hQ&|(*HoKj?E@xW^- z7d5Mw8#msC8<=TDB~E^v-@pla`$U9$*twA8R^?&0eJJM`R!XP#57F;G<4M=B5Tg_L zeeu?6T=L3cPB%n>n_|C-7JAJj@871pYO(pGY*_!v(Sx)Uc=$!L3C!Jx@l2=>Y~1i1<2SUz zZ^@lJ{h6ZVGZ4)-We%ah{XVv;*2COiw1j4hTH<^CJSx^rN9(2@&}y;57lu2TvN;b0 zW*b4vkGtlXBfZf0RuZxVx59e2XeM~=6yuId()SJ7__IJ54_-BfP3NNEis3v;kjsa_ zlo>SMAQ`(?Nx-V*Q5-H^PHtv1Ipe_w%CgHwBmTM7V~IM&d^$*LW%xWsI$_OnKW^fa zJkky9qz}r$h`j78FtI+wUYZt{;mY1>+8tge++_krDiLA`0JE_<*0E7yet64`s*WnOFEJn7T@oO<3#$EkkSB4#$b?V)6`Xqc6Bl zMH`RoT?w*Zp219Y7ZUk44{4z)9bXrXx6P#?wC)r&t~i7h7D3d-=Qb+O9ERE#Cn!Gk zKh)&=XhQvW;C8(yu;x@T%}*)E6=z*&duKYXZM_E|^~gf&)(bAed$)zCz&Wn-;2^(4 zG6GwxOISu%G!A-)!t9=j?7vk!Zc3R3W#9iwlkaq*>z%21u{xR)|H3G2_Z;ra;&__d zlZ=Np%5rz^2+(Eg}I>1W?JK& z2SQhsO@1ngayovmF@8)hg*5#`L$yR~nX(hL^TQbW@5b3z>)?o&1KalE2GqRCWs+{I zAbH6qw#e9z9l!e=S}d$#dblM>Zv4y(+T+gJ%3qOKo;HbzSdrC)8z^}30n~j~q8p!Y zK(weRebpU@THBBCwE0@upiUJ28h;DvTr0di!GrD97w~Yk3nUFi;hN3euqP{?l?pw! zc%a!? z<45nn?oGNdGuReWgJ`*~+1{=@gN>)?x?jQL5AyI7l@%xB~>ux$&#!Ye-Pnu##l zY`Vu(_q0RakOidXU*nUkm%CWJyjd#XRb&2&FD1=jp1^icB90ZAY6ZJB3JljDgBWtqpOa^_~q1W{ALr@B9Li zN!)}I1%|A6s|i=$G>tlUDsVwcCxyFY-NZ|ZCy50E>qlZ7>oCpED|EHC8 z-9HYly_Z;j_#eOOU0p@*mA)FFYNq{U!o&L`X-VFc5Mx6|}*&2Vyo54r6Y#KM4n zxcMs-=c!1-v!R7pzdjIlT$5z;Lq1bsh7jK4d)iboO=toCFG`0OalcM)Bn?L?Zq|e* zw3pLId#RPQ_GJ{BdygYor>Us$Di#iieIWJMnp8NwhQ7bMi`gBGxK8IVr`=aXk2~jb zm9fgSrL`GvoVB3B#S&=vUY?|51#wROdYCg3g?G{`z=Zn@&qBt+r}l+#?s*ix*1rYH z+a&O@wL0{v%EJR&ZA>qA1b3Zk=nQ^wr;j-j5Ffocox=&K1B*UCAOefAN}Qqe!{Lksq!{y81 zz%+Z#7`Bpbv;_By?~k6@DUY8EEy!V3AO^b7x6N`w)+6GYi1!k{Bi} zoerP1+`!sD8AFH5K;efPsvU5JN#SGRsi6|i-E0l1Uo%0k{UWnYj^rJ6G@^}{KCtZR z1K77L1eawUV~OhX>0`}$e0KX17Hm_*;^1mnx8fq4bbHU{b*n+$-+3%OMT99VUPHlc znm9v{N8gW$A&oiA-lG@kT~k5l?bdWwFb6VoGc(6noqR$Aix~)A_ zHB}7dGOtqm12x)oF%(jA7I9^?g-%Zw<^JT>V%}U)4D*{n#{%upE8`x{og#+;QJdk? zQfV&X*GrTO9VJVjXK3tr8&ev>IToD4=O`?>c{~w%JGKZXZy82zvlbqic>=L65`xXX zu@v`sT#|GSuKy>2X)9-dx7jjiNji@oFWrN8(@pU9t`HdWNd;cih@v-dChQFkh5aGN z*^})@d3BDKWE${-sWgfaFEN>aiCbR_qsG`V zR5M?n@5!h_eV!P;Qg(%RqcU8aSTjyE8>JTi`5I_zu0b?6IH{F5Ba z^6Nr@;0YLhG77bRZ33-+3CPJgj81pbV1Ky;HXNG)^-eP&XJRQ@c)kHe{~0J5kOYJC z$H7kzS-e(l50_gL;Y09Ywm>+G7m&7)>LyNsDPPCaVZ*C9d%FO%*UhIe`J;IBS~k8f zRK#fiQuy5!1L5o6un^le7ArN4{raTD1mXngXn{N?=;vZcmLuGdN@S1dAWaCfM_n6R zvfFn7rY_&gHXCbU+s?`GlO=(zwLRn5fHVK33|jvVUrhT(;^9`GYzh}GSU!la7{U~)(+b>D zB?DEnov3opO>}p^fjhQ}VdK$Uu;D^rx64E3`=*wa1u3#ZUj=4V-GpKx;<(`5UcA6x zyB!}KV!!#^`tK4)G*2eVuBnEwox$wilyP`yaV^{W^$oame_)+mGgx|OJ$>$Lg-46h zNb|!_oVMx_oVaVscYrpQEvQb z2^!t$qG0<>9El!>%J*Ek^?f#!`cZ@1Q7lA@T;lPlZ3p^1`~h(*qEYLiGx&|`V38qV zIHVKiST&v2;Kk~bG$U-O~e`)*;FyBr)A3Z%#F!`Sq80MmB;2fwGBf-g(ALzPT98+~$@71Ri_ z&K5Z)JM9KKsQrUAZBF=TLNyD`i)GFyH_^z6HE0s3McJw!;O%H4^T-v#X1>-OXj%eq z3%i(>lPhbnuA>F7^1(7ag;Z)k;V+*i2$z_`wJtKGZHgZ#dTKL{zpRNDgQk&I@>6gX z`G;Cz*I>zfUHBR+$T^-kg^vxM)5pt)@y_xGa3yas7Y|cOah@8t>8BWdJFu7UUwDEO zyPklWPZWNzSOW8Q{KtO33&rR!Q6L*U2*m~f+P#xN)u<0|KeEP`dpBXpxf77wC^RoNsmQw zzDovM`$Gu#9jsuMzJ+kRpq4dE^I+KZn6Amjfi^!I^-*OPzAb+MSgOh;500b9Za28Ue8$f1&8T31oj82e4d(oStsO zsReO(W_%RQC4Qw@d%Bjb2|V>iZE~rGJN7 zhC}hw-Gea0V+L1KAVPmH%X7ysNz>J#IT&}W2J2lPg5Vl&K2MwgVf(+ce$Nox{v{G- z=zj%)eqDH5uLOr*$&;C86uyb&=e)k!4r+hQp_u=!?o>Pmo6E-I+^o&u@+6U&WS3EU zk8s((j*2^yM$Vk@!v>7*&+RRikuRqh7{bd1D~ywIS2EDay?F z_qZhfEgUU8iuIemu~hYXc3*cTu>pqlntV2E!7%)~eTRL?m%(_y`)s|z9r*cgFI%?W zhQ(^OQ&^lmr0+UU+5RoK(5?dPwB)(}evaV4_%@Q>ILv1P`5u^wN;G?y6zV5Dm87?U0{42`b0S!L%$HQu%QZ&mKIABeT}S2IHk*Z4-yCr%nP- zcp3(@ABJgPi&Z*?Ht`$dl0wi?1Yz=jN6qdLN*U2IcIxe znh`q|q({RI}_EX-W370K=V9r!o?9wy3{fQf<_tlwlu_dgn; z*Ig~@m;VT=)&p!)sRZ_Tma=G81rKYCS)KWK))DcZ=5kSB^16_!7eB@GGfO~Gke{_D z{v4MdsH1|M0c>9*gAR>)^d)6E8a^JtZ8HTRRAV9=s;ni&e`|3Sf2}Z3K8V-S{Xl4| z5!ba@h*Z->xR3e6=zT~CcSP|sKEg!t-JumY-)bks>0W130{l=F!$CEt6{@7hfwZ(Z zjD8%#^2WtDyMGT3#znw4)f0^U*Ry6qR)Tfr_&p+{{meguKV>!gdL^>zx5*N8f{AtGhA5 zRT&rk7!O>TEiF+tz~az}^yao8ChiviZG*A6>}(=y3}}VaRA=V)S&G5g?{wwn5imY| zhrTv9;MVl3aPx-%CokH7qL1!S;eVaznJP;V_30fJPwIov@3+wN=RdG=Sb_T`mqTOF88*1r z8-v~*g3*dv;MFRC$tw{E2pYy&iy5{@2V(w@3=sZ$0F*o{@OSfj_$K6x$wjR&G*cXm z7q`-Mvt;b~lupk`h_A7KfEL?48WgTXFJU#x+_)XnpUY#&8cF9vBH%#%N z63gH-A2s`WVPUrz?KE)5T@_~F=3z=+!m9lJxg^;-DI&Y^kNK?{hvubOEN??IoX<>U z-f=^`!M@+rIQ1|*n)8@M(jMWYmWyD1WrPaO*I`E7O|ltRi$C5-;lo;88jVcH?+;(0 zey<`pEhy%#x?4&k^G&gAK?Yrx3dZ4HchLSZo+}vX!ol6&Y4epPTsq|mY&5uqt>?di zn7jwJby>oz!6X)1u@YyhM8Vu8*ZDIxc@U}>2Cd0|vF?x#9vC`^K7Y?clG#CsaB4zH zYcU*owH{OLzktWyanM@*j+FQrv~Q-IrpIE^l=S2)`0Oty5#vfUxT#Ca4jjj#G0OOJ zlQ7EGt$?NpF;MmOEt9jJ%ogNsry%voX!u2mG9zNKWcM=I@1jc1iGrBW^a(RF`0uap z5W8Zlit8fBK=KLxd_Av;ojlOS(<%HxRhxIh_DT0?d2ScZwT6Y!b-7Q7Mn2Zri3AzNs^J>xCtc}eku`@#EZF&W%#L-qDV z(0MUH7v^8b3RXtq8sTV}{~kKuYts+sL)gH(h9+V~FiCn0^R7S5=fO0wejtWk9E!s+ zFHE7P_bV0hdG6rCtJG$E9gm+m12Z8FpL~7`{41l}{Mm3{c_aJpts|!G4uhL^IndoB z4HP2;wL6C}D_R;e2ZK@IW*uBD+yn<+d_}b;{yBEheq2@34>sov;OMp=G)W;DXPKU& zG4*3;ZP`;;ySSD_S{gCX%7`X-p2O!)M#1u{IIfd$0;8U2c-z>;F8rFq?x`K7jvZ-u zd4(*YWI4Y469z9ERLJ;GHP|?O$8R50&?a9LPF*^HU@eORlWb5-N){@UUh*>9>gbwO z8O#`WmgXmX;GZ!L!f;UsjXiw|bw2ZRQ;V!oCZYm#^EsR2H1Rl|Uud0;l^ z#zySi@X?WIP+5}$i6Np;bV(F8ogTsTUn2O*CJ_IoJ%cO9o#ExJpXlRbiKEw}@N4A@ z2uYm{%KHW>SNb?Aq@1D)_r+-A_gZ-7ev7vMXhD~?x|9V+u)Fs)M1NJp%D^2Ec|QsI z8`_ym(MD$ZFqMw<-p1nTij?xZ8m$+`K(>%E)$;xL4u&$+=Klq3&#Qw|P$~|$O~tln zt8wN$QCKwPC-0ca1Ns&xfd(Sk)EX&BCx2~&>l-S_Q1~!LYs6E&gc`00ONZnr6B=#u z!hi*Q-DK)SeEX?{P1QU^5>qGRue+{f%sYv5^v1#B?#J}#?F&>YjG&0i7ck7`0F*jM zqX5eV>zQMbm%kidnr>#M*BnrIX$&L^r@@Nrzt~8EFu1)EAxIO#=#WF0nN|Y|9t;9r z{DjeM=DH{%@1@P6RqPEGPUd=vHfOzHbAjOv{4f-fr3=66@Y zhQEFWJxaxo|0bY^qCIMT>R}hY$+9}rR_gsb2cLT6kjs8qN-6h%8m&yKc@&PS2CFIU zg#ez~wF9!BSy8Y+BKAb{^YbM&aoe1KY>D>)@+g>wlsJzTPD;bZR8=^<=srD({Dk++ zw~^ns6#o2WC1iRY#%b%W!`>KqEY(;86=K`isk~ln{6}{3l_1=<8OHLh z!{FO=5F;OC!@gk^DB1QK%XAl^p=b;yOfG==ft~=44dkH|g%QF>=zB~KO5e$aug-a7 z@Vy9LzKJv)!I=yf(udUz3n zr}7z%$TH|>|8O)blCM4gU>(mQaj(Vz#5rkV(CA|(kUxp(RDGo7g?w$<{VG-Dj3Kjy ztKj9>7~1WWf(hRlsX7YczS%QDVsIAiUzd#YqS8=*r6jJMs{{Rx2T5kKAzyQ{qUqv? zaJrlZ*j>IyE*}MHhNw5C_XlB&4Zl{m@if**3!{Ry48D703%TB2Y+L*sY*`)(H<}KC zSo|Bd!G*tG*+0ja)L}U6w;qj4_QBx~LSVl7C-U~$;l&Nn`1M={JagUz#P!TwBUphD}IYo*Ao%r;iHt8>v!_BX+fPbYW3gupbwApt-<}eTg<%;IN`nlQO6JV+JA3a-NJUZ7D5>NtN(vQ{l6j1h5K^R2p&~@7q(Vp} zg@lSqrBRy8cmINW*F9^UbJy9=`@FwN;@=5e{;Qm1+QySc-zK=95JxH}@8FAJM!mb` z@JFI7hIi5U+r};!h(cA%9h~p_9kd)B z&_b{Zq^I;V&-_>Di-!CfN1=0BECft;hjYcHWVty4f2+jMm;;WuFfRhby2P_sSGm~-K2$&C23u~AF%iw zGSD1Jh7%p=jFJ}KQ2oc!Dj9W`C7|`;4D7Vl#2rhtL9)i1&c9H>+MPg>m(_5tqzovI zZ=_eh49P6am-I{p7_R<;bsj&7LkTh{Z6<}6Yb9XBbaOVYz!LX`M8OBqXn6bWAuHoX zz?(C*=n*1<+b%j|WxPF%wtvXpf9b*_Rm>{CKLtFXOKR-KwuuzVZI zzB9lHBc;)#MS`k_ZbR{+&9?Y@mOS)G+mlU< z3M&1XOg}nBFeO_I>OXhUj2}y>#ODx676V@JY-fRC1*jB>sQrBgo{yJ;#AXZT<7t7b zI|JaUVl3qDZDoZvf7saORtzedgc?h?;84d>sMe`uN=sj0F8__k@Sd0t2M@uIJ4?Z} zsfhN9Dd7C~N60qQ1V?>gux8g`dg@<;t+{GcGygN#HfKX+nF@X}c7xTs^T9UxD)XCk zi_Pe)qBvO%8ddB-r%(>}-{o25+mq<6y$Oa$4dR@>X11}vR~8fc@L1tFgQ*!VjV z*kIPnDwPT$T=X7u=!{}De1^OC<1?)01E-y#LO51?B#M17r7Je+`1GL+scsr(?+&Q2 zeTT}i+_eD&1&G-i@gQG69wN0Rxn6aiwefABGp6HcfprFK*Y2aD9y_v0iKVuC5;)

20~ge;b%qkP zNocklLAQ65pyl-ptQ(dD7g7EkH2Tc6!xPw}s6^H?W~rBF5V4h$7~QchGi zX4y=lp;_Uu;nx$U-qVEYBHd7=#o_I)3p|f%1XmS%D7xGd=Z-o}7e9T)7cSATMC~cf zUtmTC)#3C6?3CLRSG3l01p~AJ{?2`t|s3I1N}(7i-&ILAihZVS?ZgebQ*c z&%s$>uR0bBG`}%-_p=~+QIWqHTPLuwj6}fw9 zbLVXIOwNYiQwwNh7=L~aDN~c0Fq(&j^0QMzYN>L;=b`b~ZTKD3Z)L)x#R;TQ+5pZy zwsg3(0P~_3LQj7y-3Jx=+O>yHKUj;A;|0)g$%(5SQAun2@_BxXcl##YK-tYUR303K zjf-VyV|6B+Xylre&|6@E*(c0eG1YPW4T><{p3;hjH>4U zL{Wv$sIL=CXRAMBVIa|?;8L*oo5$uqN#u4d6XWtHc2U^5ku+fZ9!)m+Q2m`QEIxP# zxArzeiNzgQX<&_$%aY-SXgs(+zQZP!3^F)kf$EE9!z7ar&~0f5<4-mVe2(W}$1ig@ zY~_P0ZhJvuUn$RdeCHAixu`|uW@kz9W524wD7DR>c6 zfwyXNAv}f9Oz{vn8}zYRqW@4&aseoJWT9278isy&$r^r*{=LZk(8e-=% zcaYpB&0@?l(KCArZ204e(KTLRd^U&aaf75*_6DkDD`-REHxx{-29RBX2|jXgC2}H$ z^yopS%^!i3D9HlrnIIl6pPC9^Tn2IBy-=7RoQT1WQYhA1#l{}f%dZKm!Kk3io_P3p(5z9}~xer-rTAhpAYKEv$cNhIPCXmu5Ova_2S-+*7e8l4P(%_N*$zH-U=RcC-D9$4Y;0Vj|uHdL1<1gOBd;*A$u*T>-F|x$j9;dq z(EV2s#VT2McrX{Bd!4FQlvBQg9&Nlch-cmx(T)WZX%F8StM8|G0Hm~ zhPILr=&dSb>Rr7oB^&X2!668(=4WdWA6b9%55YzC1e_=<0XjkUc=+`JSd*B}`n-7G zjUmGeN@>*CT#sL)(_p;79v9z}hl#foa7N==`0eph5Po|Q9!lghwX{-rQ?AP{2j>V( zo0BQ>-x!n(bENJL0ZQIG%Klcaq|W4Mr2gxunx%>2*H^+Oab3D0z8n25E~4tqXlPh9 z3pO=q(2q!EY^bfp)R~PiNqz*3%&+9KHDtMw5~AGJ)U9;b$%3+jYH-D9b&S_h!Y(V8PyE#pOwc|ozZ+Hv*78U}LD-vv`LoDV?O@NIO z3vkS#BOrG?iOmyfAwi%b8hNMFQ2I0c@b&~OK3@mR<y*iT}Af2+p+b@2nv-d1q{}OfTB*WOiY)Xaa5j5ObI6c_3LP; zc>~V+(g1c}^Wm&WKMTpKW(xwU$i|lUvj|yJ;AK0!q!0{B(qFjmaZ9+w08K7vzdt<~ z^dze#MznQS0(uum;6O=JBM*-RCtPrxtVglcoHf`36glji5n+M5re z(&k&ZLc|BXtioWKw>s_IFc(EP-NUj4ru_TpgKC=zwFlVYsl7v3V&o4`4~WC^t{P5d z{S@xWSxIi|_N`Q~!y6Isr|ov!$=`hxq@~aX4=N zAUEJ>%Wa;f&Gq;MkZQFjt;p7;%<)OQdtg821h>Jv2`AvfA3I$1_%zHeI1CrOTA1#z zF!ZFE;l&VJNICKftYxHOZ?Xcb*&c}+uh)Z&I>RedqaZQLhk4swq12;7cs(eZj()p~ zY5lul-%}5`bfJuSy7#cPR*uZ&ZkUlDOM-WwYT1yZ4v1HzFlON*@GG~Yz$Otq;53uI zOQk`YwJXzWji(2vF5_w0CwR;32p&zi36Ba3P}=!C@5b=PB$0Y{J0+Aw9FwNhISSY- ze;2a{1u#4F9Gk0A$HlLj#(~>dZrw*`vT8S{*kJ{(?+B3-0O!?4!B^fL z*&^djk-nn1@|GF}{)<2td1+X`H5GPjG=T1#4a~gRo!w9}Hab##9$tOuW#b>t0oYr? zb|ps$ge_;&J%`CS##e@S@t1)9Ne%W~?Jy<%&O=z$fuax7(BCYF&mLETX7En-box=K zOPs-ejS>+w{?~}D!=2!)oQQprhOqJuFtOFoIY~zWx3ocxQ@-uS=UI3jU-vIGIx_G{ z3Wr}pSuF6}XtqPkjLQiCGwS%k6+A*oigBtM)^_yz&5gf(}cOE z(kLN^_#-X@PP}`=j_IwznGtz>#b^qA+SJW1&EfN8R=k5ORv72J?1V?3l_33_9Q+SP Cf(_~b literal 0 HcmV?d00001 diff --git a/Number-Of-Conv-Structure/FiftyOne/picture/accuracy.png b/Number-Of-Conv-Structure/FiftyOne/picture/accuracy.png new file mode 100644 index 0000000000000000000000000000000000000000..e8fd9235b066986f4894e3026ec58443b5f80004 GIT binary patch literal 30926 zcmeEuRajL~wC*MpP)bxl8VRKh8VNyKx?57ZyDbc)OF=-TH(i3HinMe$h)9F9|a;AF6NcXxIZ=HYSpuLroD zTp#k>p(r4QP6(Xk^xRM=5>wA$zT?xf8$JmkuJ4JsU8g@)Y)nC+apfHm-s+OGAaJDc(O{&Q^UAnDmxvY;3GL zIav1C8PKs?9?aMO>}pxMWyqai)sdJHcznRd$|?grQr)(Ct(~twC*C}}u~6Jh*JqQJ z%$n7g6HY5)J6vSy3u8K-r?I!y^Yr|bshqr2zn*lmJL$K+IBHj@m8G0~iJF=N=I$`| zX))2RKrK})0RAV}aiYrR=l7TT^??DULlgBu^?`?DQ|O0XDKJb0Ma91T`P9OWB!TuD zggc9Uva?NLcDpsNUY%oMWnGFla1?4wy^eY+09xP;10&E`xdx_fz+v>xM{+qpeg7p?7UPhu*~9c+*fPfVxK|BZ2zDjJ(=+XDI_tsO|B= z&cS9o4~g*c5)4(-(C{61?RIbQY#o~nz5ky_%!_FeV$sY-f%|h<^T(SB^@Nos8X9RN zVt*yztQVV^n`@bvtk)+8o$RA?a(d=dg97`9wpU8K+GaO!4V&R$=eD&ea2Zwg2d&g& zjtkAq%!qw!>)e>j4_S&AgZo~o-~6y6_u5`$s%6yjb;RbDe>`{+1b}GQ&1dsg}!>F4m#(H58QOz_1)Ro z@m(oywx}4xafEr)G3R7wFJu>hQm}?sE{&Gwo+YA6KR(>E!<-xo&%blKL_tAugUAll zFLE<)@CnB0AzYM<*mu~98yi)*+j!a^Y%eAXxn;5{C8k$Q`YM|EZ#=6z+Eh&TUCIH) zNSw{a#57y9?gAp5Q&VHeQ}_2H^WsJ`y^f4b2zS-O$H8h+6#hlEuiPlq)zs8q$zTo;!aY$C!tW zO`bnVNype{?yfAQ@AiU==FsNJ;W`HoPnSvaBQea8o5Oge8ca)3eTkiF`j5H=mc_&{F4xG~$Do0<7LGKue zHK=8;qqB1m>=br*z~7nY=sXY)yg7UT6l=~D=420@m)Af2^~ug+R_Xzcghmh;2wvO%>tS@F`iSa@ zOHR(;+;j!IqU2P&Gk77OWtWYcdk~J1Qy8_t+WWrObUwc>fa=h7`~9QGGQlVl)Qq;k zgnP^<`;m_~&6`@lo`v$%sn!P`^IEoDLiz<6$XKh#1g=ij8eC+(9|`(>$RsF#cvyGB zbIc(+oujZu{r1Doe%P%1(oSJT&~5#*5#j~kzkg>c2>SMv08#b_yQ{ex%0kk1gLyqt zB%=NHRRd)PGH8(p6iXA|6dw9%ffn>C*=t6|>%dGffg4?Y{PT9vy@^fo+L! zZ@jE?or`Pr#WGg#3$hh%ZxsGRC7rLru{b(kZxJ?J=jP^jtXgDEQ%vBN(bSBMii@)Z z324a9$srJQg45Rodd1FtWw_@>SQuZY=$@hZ*6$9k0`eV1+agA$C*MGz!LfomS=i$i zm?qQlAj~n={KAdg2cqzPP~0G2f(t@*aW#lHa|LX`z`#HgOxj_4v9I|>csM^8rPrxP zzpgc*wQ`TTT&gFUm?G|&5mMgxg4`v$crgq-A8Oc_cnnQKyXDczUcEq-*Se!%vhr+R zY3HrM0wcd}ts?z{k@c~PuFAEl<=16pyiEN3gOp&-ip?6&A&=Sa&KEgNiOuegISJgl zeVeFy!ZAG~;|hhL^P^&)t>0FK;L7cR(diP$9K9E(K)rA$Z+M`ni$du)fZ%}Fw++_$ zZ1p9Sb;X;Ic}t<#ZZCK(qye)Q9E?>#dKx3SnA4^D_^;pm@i0-M*aQkEk9|p z@bu|Z1|1v-U2x*!;&S}<)=s({1bw0PcY#%QM#e`-w9_4a)97UQrVA1D^S^~Sz7mp= zW2@RmMn*;L_AX}{X{Tb`+xiiVG3GWad1AF)kF$ND}rH=;MjY!lis#`?ZRkJv!PVgR z9hWX$`de>O<({)vcj)LaQqmaoqk<|<#mH#l!kN%tzkUsJkU?LWX6ML9@52m_E53if z2VOqrI5CmRV`W$kQDYw9|8Rhxix|XLp`jk&eS^)BDlRS--v1S|1EwFZX6=ziQAuej zpWm*%k>6_htB434E2~U$PTdEa1F#&^a-ng*-}MC@S#H{JcEWo$tZK83W2ceAgl5y@cV}|$*C%+(%Z2rW9RgE% zCYXbv(HbAO+yMfZ>fqN)d8FD#^V*o|DZb+XfljKd;f2Bdfw%k)iGjPNsb^>oC)NY! zF(;qK9Q#DpYtlf6NlQH^7F}3=2X05z{_i9fAE^#Fo*yyC>p@Ep#pL#%c6=9gSCxqF zj^K3N*y^Ck$tDH(A(|pyYq9Nf(d~2UhKA#eCiAfx${RuJNlWG6n)Byefdy?2N0EJd z=b6OcNktL6=fH(`HuSUG{8E%GT@N@z=ol3-Jr@_3L>Qi}ogK-(Fdly)L|tGqwR0~* z^ZX~!9L`9t(lc8g?L6HNq1;t+I)*OKm|H;~SFhJ;fIfa~h`dQ32gE?fcW*5p95=fG zwAN^uO-$fUu1QW&(T!nCIAibQNF}-pe!LUXz`-N#uXLG3!n|C!`OZXM8}*`g*c}Ou zV#@r_ne5?;dU|g`FKOxPqv3o7H{06UZi7C|mW`l$_3|Zw`m>oQsn<{_LGtGZH6ct5 z`2RzKfixP9fl{(T#(>9H?lZECHSwxQ&(*&-VAI`ld$kJB>D2DoDK+es@1UJO<3#WY z8LMezDI`>Hj3@dI_z~_XFTdZ*O1-?I*l^)$FwAT^a%nt;_0iY-b2>)ms@7CjZK<)P zq~x-*H=aFjnvE;pv0WwprJxhAT*oka2}xrx{P50V^`UCG+xLF@Ja&O^+~Je2kLD|n zo7;_c(D_cs9Rc~|Y@HV}h{LaAbk_Gi;j9T9+iKuFH*z6P!sxzZQgG?XuaLhrN_W~B zZh!yh@`~|{2}?e9&fK20TkCt(?Y5e_`f1T^qfNnT%kg7<2j`PzWc7|2KRjtDASN

U_bMQJRR_QP$;B&+>MPlnaeeo4@zGch)>MWr65Q zU3b(%*=+{`#t777ez(echQhi7TO=*;##lr|#Go%zsSos0_~JeaRhB-vs-`BLU*Bb> z5);|u-v85jH(AbobU=tv#)cp~grSF&lL}jQ{ySyHcWI7Si%Ks@aY@VGK7Ndi*#lcW zfOrjD2A}>$2qkwuh&_XPArWF~9i)})nIN#O#e4tBCZF57%^OxN&6(b)UB~9(e4?*c zGoRV0-8|{OVE*tK>w7kA{C}!!>KZF+n^`d~4H8eegArUBbE?+@+k(XM%LUbI>YA~8 zLz@tV4}5!ezT9umF(W;Fp;wV-030i?}Y4cRH^}Ij9fx=xgM87sMmF_uObRPLN_z@>ZN@pUz3@Ad_#PO1_vAe z@lTl801{k-@3l@P>Ra~7X{vzQsYWf@y-Rd&VL-=Z08u|Iit!8SG0N(urXT9|e^bl% zLfD+Cp(3gUxrj8!%9)S{#%JL~LtKv5uXx37$d1m|a(SlM7&locO@x(J`SGT6tmXjS zK&GdB@ow;iSKGL}j80Dx^;_x+Iw=jr98N7mpsE%aSSReYmItwvELhC9Z{G^f zzP`;Y-`d&=ZaFA@5=u2JRGG?-V}t_Q_L%9?Nuko?XBfMT)SW zC?+fpG^YErl{fA`Kj*`jp+4iAGfkcIAX&3gd9+%3$v4rx;rZ7BV%ZlcvbH63`iN0S z(3JRE^vBuoWtPD_y)>TsBXwk~m^Wa>jmsvr>r z)RZ$Qe7c4knltFVhI$zItB9$zBkAtQ2Lo9KR!s4{5 z?em3@=9=ahvsGT_=V`A*iSEu)J9S_GD>Itl_s30?uC;Cb?)B+Dn#bQjAJ-kO^>u-n zv5IK?{yiI95hU#p&tp=sHx*rb(M`mf3_3{hkh`N|uUg=|ERuJUz$=>KcoD6@5e#f&nfOuW$LUV}iD zn%eN@{>zDs&MY}2<+!SMKaa&eEW31d2K)Ri6p0-%uT8t~)q84|*Lhk3Oulrj-=5fl zkaCs=g|YVsB$G1X+Rgr0@|A9y`R$junTM%cx*yOUjToqaAj3ac6XlQ~%YX zW;4vq*XrM8#%ex%cv9hXwOpz!Nb@S+~#&zMn-n^7&V5y+iUeMeK$@)N?Z@Qh3xPR+E}XfKM}@%GsSNzJd#4^M(x_$<5Lr*Q9q+jKUn%b zufM9UUmtQIOrzG6>6p2-=j%~b&+orUICpP?>r#8XJC?|27fS3Q@1#i$G#IMrsv#$J-|&C@I0&NVq!sP)|ePr~eqG3vsH>~9%d z&*l!qcvK2%23*&UWhT)4OBN1&l!`vnt??maJ+6xEPL=y6?d&77=?l8+*S*~h8-|8) z!o3842ywlmzTD9N)_I!U$(q6PdFjr3mwRdLZ0cEo>Y8Qy9!%Fc z&!&!#hLx1uf@C4OtW1-DfB-83T(E`b^nt1obfT9oUc8uot^rS61+}UNW_@f|(^}*1 z+fVDG97EydOR6=>wacFtG}}Eb4ZH;Wl#@SdPOs!|#`als(d30ESFznhD-)}PX&THJ zRi=MZK3)n^&d=BIO7q^W3snp;kDwfj3?plGk#$64lw(E`(?_MKj}uevq?5Xo>=Dwx4o zgwK1KD`Jpl>D}nLR-Q18Yw)ebm*dP_of+ef5QIOc9~)_^41BMyn+S@3G!moRxSeucwKF%@T zkt(As8HXX1VgXG&x!5#|mBPeX1)@g{y>tDMM#`dj!{+JV9Vf@4oQHg5m9b@Xh-n;b zDowOjYOm0>YAw~q`3F7qX#8}e$~BTMepqw;x^kaU!}&q^#xdsdqDj^JW)IB0=QYy% z#b)^O30KLnn7n%^uWvOf7>(J z@z9t+#%GHnRDL_cHhb)W)1QS%tDgh!JBC-({j2soneWi8XUl)dZex^Gw2bn4`msQP zy<=}OT-HCK>9@1V!onMQH^IjtD6*?7o=&o65aGU4ei)fc5TK={6-^aXfVvuLN;zt< zwkh!BFtMS2Oyk3-Zv>`>^0Rw1i_Wb57+?R)>Xe)t1>GOBX#1W?63@CXQ8$OH`>)gg zVUX9(t*{a0*Xt#CEoyj7K(c(|1han*D!EE7@(v8zeeQu09v2?89&69}JQP22Y%1z`^ z9=kC9ou04vZB}5)dVhv%%*Q3_lgpnoTXS4&l)g1Fx zBoCE_EUy|Q6PA|rtsTE#C>~pV?T=#2Tij*~8Xh*vT=&#z(OS3J5Yj95ph_@&Z`vci zaBt5`fn$onZ-CCJ+nS1h#bq+MCtb~uVB(F!8B{*FOpopPsp;Qi-Fpf#*C$?FqNz)0 z5a9Ac^jy%>m&FDH*SL(c+)EZ|#&niUb~4lz1g@ihiR3H<$8hnp)doFC^Uk`ccLpCd zN(qq=sk?_`MBsHa;TvI(=_L&%JuY=mg?Gv;G=&#Mnsc4zy?2y8U3Xh=E^+iXK3EG_ zR~}aK_+d-Nf7U0-{p}}gR3_9>Q1{I#Lp-jbtN7r+uMMWAHpKgZ~^$6V!fC(DN zWKRXciaT z&BkiPQST=J*dT#_i%`m^QR{RxjvT${)kgOGg7bn|Zj!HMc9jRR#n^=N{i1Khm|Kbr z->S%8jQlX0-V_zCe61{i3l;479F~yrW97FDt+CLZ#ZOoB{}#xJ?CIcv#(dFRWXwi2 zAfm1c&?B_|(Q;lRI7VFv}Tg2lGJ25YhG6~ELM z@}-#7Db;r3Q2-6dqaTiJs%COj^7uj6&*vI?oDPAxrs=a6TdhlYF|w4050<3koAzF?KS!Ia z;z+qzsjIMP8R&otjzmx-7cXm7Zre!B{>>VDm9*#b{hp0?*CnK#TCK(a)4+GJ@J#kl z*hGC7i3P!o;;47X@D-5ZOMy0S+yC%gB;VGcn7_Qc`R4W9;)vN_j;wnwyjpt94!(UN zy;0S-Zn(P(4Nwann1CpuXegjqUG~wpqIs&h_-FOifVg@UkF_uPO@|)x-Px0DR3jo< z54YvC?cGT+>;=QiM6}dX*7&qazRLcvf%59ET@07;QTPHd072pq(}m|B6)*}~sR1T= zn>Yu8Rjf_kS(-bG=@($qqhBwi+fr+;*w8Gt9Bv19yXZG;qeJm&QNjFoL7vmfAoHU& zR{LnS&p~=rOaI~@Z^`?yGTWO4ntW(4bcu%9lfLGj{tuF}Lw(d)IxKtm+Rxx9AWa*x z-3K_XReYxx(lPL-qD@*6myG zs3OVpDH~V@<`m|rGj^149`O*CU1HYv%^Rh@GhUt_WcrjC1dy~C%VM&|$9Lhwb4^v% z_c6-C@<^O46G0cyy_E{JCef3>vruc&f|M;(8Muu+2DGr|??9O&Q9P(_b89OuF%hlE zQ>zI@BDMSXNe5T)x?5(WJOjAm?43-1z1Np9Du-N&W=XxKVeUX0POmA=AFG-rpFx zxoToxw6wZpLr2j2j4PT=SbGKsU+6tv6gl6!`!l%tBaM2|A!OpMrO6v^5FeS?4pR%e zXP+ge$==_ZKaAK}9#V;6RqA~wa~=W!y&Wla?b3gs%2zkD9FhP9$iG?qI2Uv1uYQK8pO-< z9UhZh>2Vny+OSx4kSB7ju>d%42TzMq7r4i~h}) z)Fk{0#a`0Xp>UJ$VZl)3w}mI>#8~m&IG4}4P5q{yqxl>c0E~t;C*LQx)MR! z&id$GUmGV9tpvW4xQE4Z*F2QETPAa;CaPo3KD@@(RYLJGqcMh9vg zO6&(vZ=2v;;GJ{*{LA(8(O!F78?i5UFf046cb1leuj0YX#a4~^plr^nQtf+01EH2# zOIwK-f3Z1?Yt{IbXr%di^=88WCpn~BU3$J|)1iW2kh@@gpZ~(QPt+i|AbbqfOHD|? zK@p6#;YMsqN&$d8mcHWA$9DWarhszudXVq*BRpQG$vZ@}!kS~B9QqKr3b#>}_3s~V zx$4$H7~H1<_R80uVa?c@I7*2(kEx%`+m1#SGqGzp4G{O1RNWm_?USlI8_xamCe`F^ z=?32nYf!BoD&a&5i;%Kc`@Vzh8$0;Bg*BV6xaE*S5R_ToiyzI9K)I?uPdgXRb-rms$eHbzHGjUHui9v$)>2br%pDkA+0m!MTAZvE zaXW`4e~Zwjt0|;=BVMyoYl)}1AZh|xbTWWR_lJMT}PEWQ2lh-zU^of&Y>X05Skk_`cJs^_8sJ}*+hn;bq zg_?nP&+q!u9cp=%pMv%-{ zP$GFSdF68Yc-$@i+KhuRr&i-~*=R4axb~vui(Re0L$~j(SK}!Zw^9u=9N8``sFWPQ|`whx$|Im4r|rKA@0tYnCkwh zz@@EYKiB?*)~l`DIpfYtQeBI_L!!F5X?V-AlSX`b4__6m#-ZzyXD!Rg1W_n_%L_v| zy(u@dNN0XzPi9TzVz`D51O|N8vs@|pPMTl6#;u*FOOMExnro%YXRNIT8PwcaPh_Be zgagIXKR&B}rGMe$2Y-49-uo}i`)}`tE@2u(mNa(agxgnxj%1m%)~Th+)3#J%N1e(- zb`<(}s#w_D2K~Q6fs#}VTsr-Z@M!jYgT3-4fw~MjKk2<8ZA9)yPi8? z)TMT`7}LL({z&-IL=zV3g*DhpS$h?|FtNir-BhQs++K&&#r{{9g}V+ixQl&t3Zk`K z+tKtF@p4X{p6~Y<&JbqIs8+^z9D$=o3l5`T_Q!JxVi;)az%!UIc0SIyM1MBVWQll; zDnoDg5OX%CR8Vu&q3owhGIO&$#dQvTp==KvKs1J;u)jE&SmxLL{You}yj;YSV)6d6 za9C;n;Cj9Z+s&%BAjjI;C$Gh3E$E%2R%*M{Y~2k>Iq*=Z506pU_lkO#gy)V_f0EEZ z#^{oh=0etB;f}#rf^c84va(`6#$UxSF)yGi;Xp}KbN8*fraNga()0y1jTEks<*2yq zgVVfg7Eqn5NhhVyCl*$oKS-Ze*Y7;WD$S?ItwURy9(XaM?xMwNV2DM=OAuBX5o~-? z#=&2!ee@;J&nCz49qskFI4UGw&o#6VWZ=FrQDt!iMrH_%+`Q zZ9J0c{2!JYADbm97yB1pxk>HuVV1+gC173jYoD`O6DdaSxw`L}d}G-ANqh#0H@DEc zY!4fQ$``l1_*!e#yhQ2}8r0VVx>;JOSS%wpL&7ieM3PnEmLmA`VE8t;3J=kH?)0X#s4jo(cNQKU$nJt2+AklYU6qxoU;jMt3l zMPW^z%bo+{VFYMiv)D^^Lq-(aLo7Jet>3I+caW@wgrBN*Hzoh3Sd6Drqy=uu#Uyr1 z;+PT{xwj1#>8W`bd(PefCx`w?*97Lp-n&;0X7`U{X`0VI0(lI8n86B)GS;~jUTGg} z3=g*wQxp0d==o!XzE$%&HoRzpBh}#_n151XS;(C8(DvP0y?3z8wgTUl0t#ROfRMGe z+bLI{5oYTes^564X+-87-pKADHc~CA_4~&9(BIAuV|3?g&uxyN?zD9$Eu~~xhz=d; z`V{NMsuO6`R#aihM#W+FqlR<65hncMjz^XH=tAN<*Vvn?H&S`*EeNB`$cXn#Oy>N& zZcQ03Otku2M_7nDZ?rBY%ftwQ-l4@Mo%W7fcQiaF5EQ3bX?*L>qj|v?Dj5MPN2pkQ z49`S# zNp`4VwL0UaT#UKyK|e?-SoMx|#9Y5Nws33D=B(0h&~862NRay2wxvf{DUMAhysEc5 z@s<===SAm*gls4uhgSv7TE`CbFMja)wD62)(}GgHIfQj9wGWxtH&QIzsEl8Di*xPi zwMkSF9!o=%{E!`?txi&ZWlDLl9wIq$_`71XuiN6J^wEU-5QtRoS5pN9{9?rfW#?Z7 zvGK->6SzfE4;PQ{GFE!j?MoIjR<7stiaG`6k_fCv!J>%SfGB02P7IL4R~r(gdxHWw ze3mi_vJ^Fpqsgigjb$Jvd6s(eUN$}`Ye~3bg+DYfz|(2sKCxt`+8giVhVvEz*$qESs%R(atx*%B+0I}){hKa~mrtiqs+&wy_Nc?F$< zs5(rGU(k=#^xHw#-i{9&X=`L*_SVQnF+MS@TN{(fKk~H`e}F?^!5GYN=dweLaSG>U zr`603{IF_rx3Y@A^>Bn^?S-F}OgN7BFg3YG^1V3;@)t3z(r*O@ zY*xdM4`%I_%X@|_Qj+sV#M6*bA?0dG6U*Z5uH5vRxMbZ*?1-eH zxUL2>xI6gB9t`cMJACfHsdzA_&X%9b=2YtzRKB*qceb`Zr?~a#ME;tcCOxvCDB@?R z$KB?Xz36(y_Vp+WIlZ)W6VCXb>Z3>b%M)~5`g0Dq3eh|KZ>QX~c_t)J$8rJopbYeC zMW*~z&97SVKemfUm}}C~75fH3rRMckyf(M!qm$D|C{pvp7EhOl2AQvHBb`kvs1~8< zM%H8jS>f3xekXpO!koVGy-!P@yIgHw_WEC zP;`pfuka1(bCg%tR>)gR<&{V~bhqu>1L?!}0tkXh2xGt|COu+pZ*qO-;$rW!=-W9R zlO-9fTPDdPiWMhMPrDzKfbKPQxQ-9WZ5rxp_MT5NhXqKKlus0{RMFQe{hnIena}$?0r7@)KP*=JMS_bD8Bw*orf2=;1M{3lb0N3Qb}sQ&>OS zWprKxE`+|_&TAfu^&5#us=(` z4u<=<=do~qXS2necqDI6_)Q)@JTVsb3$Z9q)DOv>%zxZ#E3eK9X;0J_cUZ>S==F>Q zo|s+7_>X4k@>}Ux3Ah=t^m|(E=5ob7{2ohRte!xZpiAF79RGQVoYlpcOB!5Q?AC@C#<;icBO1{myd=2iYvkeJf_5r z3liPJpK5t(UGsmj$B|VlCe*G>SQOE^_z|vJ<1=u61qvA{4K67SeM4m3-{;$F^ehcb z9`vkAfp?d>*@olzN?ous;>WPvs##lZiR#g9>(Tt5>XgH3xxJe2BEx=n*q?|BG zW23O`!PVX>mdV2>g>g;d*GE>q<}Y8T44H9~>;fz#Os<<$!r6MRIwK=NQ9O`M&%XC> zy~4wB(iL?0=;XNswCzNRe)?->gkmRA1dlqOnUdo%VU1gjg%VP#__ZCXi}2`6rvt5_ zaAj#(y(flXhb4XiB-4@_!&Ms?qp8D^u^kooSyN&0GCcW~C-~n+Im7vAxse`0AA2G& z=2t(YlA%bU&>4Q0YuS5_FE2Q*^&CKVQFo&p!Fojp1wE zi3moD2&l(wX4e|Jk_1#leYaKb-+zq|4=!_P(`+7HOYxQj%0^7zV*kr)DcOyo6nJ+6 z0TS45R?J(C5O^GXuH z{z9Ll9K`x)&pf%u?v6_L&kgJue zUH%u4-5GD*ya_f3{Ed*15IQ&4ZbPW+&em&4Yq_@knQ{HBsjW@!d^@a}Dd2{p@2aoU zUqRCv_X$5!3bFL2%SF9EX%W2{%n(|MQrFaEt{BVT-rf$LU0hsb=j62C5CYm)U!RJ2 zKD@f+1|c%b^Ay~gMn=i6UcE|8PK6~WqUK*XSS}Q|;6n1ZW@aBTgOE=%uP;git)hQe zvUjNFC8uE=OSAF2w*KX&g6?Aqa7=1nRHA;G7wclLQHS)byy^P!_BKMtfX?m%^b2x6 zQ9xv4mq(~7ok73fKIDDy1(od5bme)TDG)2zxwv+wJXeNY>?zzhf2!B?<#QV|B)b(_ zI0VwpTrGUT;tdCOH1x%J20-&5eaMIafV$6K^Lz86yY0-kX8`C@cXTX3lFz_l0MK_v zX6D&<23lGf0Fk5d+?I-_A%0FqMuzQ}iJ--nEZnAU<5S5>K+*w)`U?3xWL zIoFO8&I4&G$OH@ia$EJRzIE%CMd?VHMJpMCMbfsLj`)*`Im!Z3UqR*1SK5WN&6zG2 zB{Ltu2yqSWdHzyP6*EFe55N)01H``F*T-kty1Isx1SXhUMfhw1HhoenhOj&!lZqq+ z4|iAl05zM3to!Hr6uaF~WWN#q4gh~N3JLIYR7^7df(sreAQ;%>cL6T-9IX@NP@Uxg|zj+ zpSWwWv5FNP_hXv_^|7&j07`V3<|l=4fj6$Msh5%_jys;DHzPh04 zeyRQ^^s!2i+DYo^kM(p>2f0E?J+b*$wPoqqpRFv~<>Y;iSY>)W|dMK?=JdyE(u6ftVe#oWiMM>mcNFy~ZgF?|cZh3Wn zQ3hnxWH4%``VSbU9vdCAJkgc`_|Nw&Fo3Y}k0G?(dZ+pVYMl)BzY_jgF+W+D!-Ic4 z0%o`4`BuNO|Y z(iw>?&rA_7ylpKm(dE2ba25uECj|p8tt9Ip{&IT&{t;XnkVofwgONm*I?~7f zzy41DwwDACgj65-Zy%OAHr>-jeu@nv)Su;E`0rQRHd@KMIs@`ogJD)r&%u3dHiJ!7POY%ClYyoO?Xw|bvfQ=gzG|+^MZ&0 zs(c#%5Qk}ZpPaR6e0BNx9SnFT2u zpcDtS6G(epLr)hUU;4slzcJw8@PWYxX0!_80RY(|2e^B7U?|&u{IK@~Utx>Syopd0 z91f~m7B5^~T@fbUbznF`&OMfSU~q5=>I6W7NHh-E(XzC#um)=m;AVlt&8w1u4XjV! z-miyg;s!UN%mvz%5{Cj<73I#R_=z}DJ$o&boo(BybYClOfhkgV%U zIXK$t+8L@p8K9RS=QhlajwVCYxo5SPf~vN5yu8jOpHr2}z$-m|DQ|RCKVPp@2H;Ob zf?}R4y6`BvalX=!8-T{RG;YGlZLO_pVCtC{ffLgY1rd*Su8QlTqDDAp3AzcEutfMf8>vpOy%h0gg7JPSN0F0qH>l`g(e4=K0mpaO9DK(3A* zVuW*ZHPqCim=_P%>xZBW$PV5I*r!FHSjHfX96aEVzAuOIKn?TExU|e%mgKj+WQ! zllcXM_&iPgzw;jyqO05&KVDQ8{7Ns!oMTcS2p*KCgM&k8p$N!BTzve2lZfYvbw)0s z(?10S3?AV|k;g`G^ibiF-_JxYELam!@yfL)@Q?`B`R}`iQQrI+*;PKa+Sbw%*JMhU-20TGYnUz~^ia$Zpr)4)_AJ72 z2CoAFMpN_KBU^qve{?WZkCdVu>yJI*3kO=5{jMNh;AJ7G?@SYu%65*;-5`tNQ!Ux@ zvc=N-no3IE&!1*cBUU_f<_y)12f=Wxew*-DynipTzrTO7HQ`u+>^9IcTA)e{G)nz) z+c;o*9nZV3PZ}ZK2SOlEc5P!@8q7~Z-g`Vl5_IEm^IM7&E_0Ho1WZmc96ngWG%Wok zH!tu0%a<>~L9`SeWHhW^Pz7Xk-!T=XU>1+lX?ou8Uf3N;eErTc_g}XN8wi9$C4&)xI3xuAK=s3lnJdHgvbHef6OV=IA`==~z zLH)3OZVWq>8-{IAZR(o}{(iyTr>gB0a@Xfy%HZiO==a<|MaB<*0~J+*1({h%4bEg ze@jvoNx*=7zhGxQ2x9w|(2+MgO62Lu(d1Zw4+r;oK%-3f^dlJ1Z+X~88;MJO)_nHi~uPPlc6 zBD#ssqJi7f8|23q0!Fji!^gDNx*I`$AfTq)JB^ZyJL-%KF- zC)S5_OmpKlrQy?dH46NuiHt77~kkW+a@>X3DU z1AaFf->PM&F!(Y@Xd~G_k*IX8koR!d7iyU%exT;2Gk(;3cFVf}U&b`iEg=eE@kRU4Ze%rJawVW(OAL~TCB z&ykcv%HW>^^M~w~6dn?-ApCS-ZX^dDEJml7+YPaUp#cW6e`Kzd!N&UIlz&+(LHxI< zUf@|HBoG9&gHWD?l9iFKbX2XBwCj&w#Qo3(PJUWCWQk5)jc<}59j(<}&A`5(l=B-w-ICI^Zjc7&Lm+WF|)c^*P_X={$U%SBb!8r!V?`Nz(r zx3GR8h7A~|d4S`A{09Wk@|){Kz}tPIM>i@ldrtSCrKeylJvWG8Jm^GytpRj_&{Ha= z0(0Rr8}|?>0ub@*A0#~I@2(_ZBwBzaow;fuBO!LUavS+Dz*2us48SrFWJVZOhLGFu z1%dkgusZM<9wfZbj_*1>c&68&#kgaIu=@goyn>R_K!FiBPkMTKKqgYWp(sV&$`TA6 zKTVFjf^`K{G+>&tfSzRwWEtN-U-2%}(&nEzPo51P##e5V{2w=7gF}k&xlyG2u)9ZK zvehj!_HY&vo(;i8R_pDB9tC;%9`Kc(7}Dw+0AmlyY3V{vD}EYU;ZuObf}G4_>Yz&m zc?IaI*x1-#CIsha8Uzk{_7ILuBD;J!1H@tX;042W5HgLdNPLFq3OoxWRlvqZ;K_F5k<-O*_W$-+p=CSx2v9ad zpB%>e%k6aF)WBB@{+Kk?!-o?Xv_d|8IbE_DO@cjV<*mEX_z3j}tWio+fLcX$L)ePS}QBQX7 zmDdNdHINId7&M=K`f?hp&T#zllRz?6pnt@NE#F^8z{jX>I&yfCOG~z*yTj(-J>Yw? zSxft{{8JY?jJMBlz-NWt6HMG7j7v!102~mouO;E2*`W(O?7ZG8l2xDT_%u+*5qCD_ zBv8fr`G}w)?@3QjXV4BAj5Yb092mDymTPYB9+?X(AYpg@E$SA4OCBVkF8)oJwmkLo zIiKApX({az%SCb=BO3@c8W@R&r0kLgEqem*`!LXwG#n8k_&|jkP=ZTm;Y&%0qJEyp zBmaWDKjgQtn0a`RWTUm`9Y|k*-vFw};p-62w|^QFHinstO9?)qWaoL5^xxY1_OKe$ zx9znEF`}44g;dgpgh~@B+X@v?5mF?P)Q||HH8I(*vPKgb+NzW`R1<|HtYo6lmXwmx z22oU0?|I!%<~P6j-gmy=9PeM>aeQ;kA6BiN&HdcZeP7pkp4WMK+*peF#7?nc1ZBg? zIDj)uZJ2ow#EE7=J@Eh7eeK~CPawcS5q-Gq*X5EMd^>tAX+mGSHnXcW#@J^0$@DFV zCSh=MWK5vWB`{qx{a>a&eWLN4OCk&U<2L4*n!3SOD5IzQbDDRvJ=UAEd*9#7%gY<& zy~%aFMR1jSMjg;_-Yx80(r{wxjI|1#1@kHQo9PlBYFdsMjsppSulZM7A1!Kw=@7>3 z;F#TJ#)z}9s@k7H$TK5|rTCt*n2oT$DDF36bwN|RPu&{?OT+8y>s`bEr*Iv9ILfLTwF6wP6^|!O;XK~dGo#l+T-EvMt?!eh=}@1w)fdi1 zA|$Wt8c0&YT&CqDMIx|9pu7=slN}V_wZrQM7Dpi!cyhvw-^^Zq99h1!dW~N&3nSji zPPM2fw+| zlQmI&4WRG|l?7wDZ-DVl33+-U`x@Kw0p3FYFipGQQF(*RRmdvm`j_|jQL|r2`dO47 zk52ss8;|;wDTTg`&#!-$S!;TQ@E|ZeG9FuN?2OONzOOLN06p9ih{< zy)=_jG*}W~^zl?Tw#W4L48#rv@J8t(!KSkQ0S*XpcKxKHM3uUj)=BWBX(0DB3`T3| z`hd|N8iD%axOxiBr70V&QkKe$geF*5=MuR^h0Wfdy0_!K zpa!{J$srk)AswqB(mQr+aM>39Nh>eUBd439^7jD+z}VMh+M;OZyTsipKO#BsK=6ET zj1pE1r-X_Dfgo98;lo5>K|%Q3w)UC;vUd`{zNh+bv{J#BN%Pw!gEEcK4>rdU-xYC#GFP>f9p0?pWIRG9XHEjV@ z#MT)5o?j93Hr`e6AjK@aBS=))2*{;y)W%;6HH{B?{<5}ubXR={5~GIp1y?Xi1vfbM z=5`^~NuTq1HOdI@EooQDhUYrGII^`Hul!3DEmJh~eUhGWLweHQNJ#fvA4%m5>5;&m zp>+7kL$`zr6;|1s?-7&5Z0j(KVGLO77`(sc<U}p?lZWdVKAAk?5ntj(HZn~jf|Z)Uzj<*vBm6Wa;~>xjG5+&ywu@n#oxP-X`r@pG z%~eZ&jjTu-1khDbgPd?lt^VSy2nIw>MRK{kLkhszFcaLaav#3L?4VUI75L$Vs4ESl zUmrgsJ(VRN1L+*#CRv1XNJ2td!eU3ls?7VVMXqyzCLa10KRKSnH-bXokCf_nTtxx4 zZ;K6`P*$5n0it)^dq&ztZCV##1SM;nK=+RmXy63$`r~kGhi2kfQY;5Nfpj`7HsO0R=Rd(5NX3 zZh9d-J{GlNep$OLU9sxk&i$|VYB^3}H}+oI#L=*4*fo~j&Qt6oxme8Nz!OkmKE{S> z#>3Wp2nMI8@^p@=sVK2nihYi|a@jU0ZR^U3)}NfY{YG#P%7Gw{)=0OAWkU5;EIbmF z;b%5mWmv{M4=}*uAUj4ZAA;QQRNnM{T1So869pa~{r;`r1NPF(9Om^|#@#dhy+v=- z88LunlQm=vAz%Do+g%u~cx3y$ehl@L=!?I+mi4wS9LpDT311Px>sA zkfED^w!r#g z#Fj4^c;fR6XURlZ)H2wg7osExv#9OtV>XrEW*!bYg-t?}WpsQtQtY3ja&)MioM(c8 zEMNTnh6GJF%6{J5d%)(sz#D{sehm;ETDW=ZTxYf*Xc!SiH50wdh#vDvpdz& zEbS+e^S=VE2OCUB@SO#dBV7dGDcUg=c`>xu@CF>pl?nWF&_vN8)&2laO+*1p`mTRN zsL44)V_9^4Mq}b*a##|4Kt`&a^<^8jqaP@o8WsE~@e)l%-jHv<=SThan=QdQrI*(K zdu7QYM5TQ3ua+^u))7S18SA?hPb5)0Vz&yJqUv7K`Tq1H2j$p?tMs z>-m_N0g6^uR(4KKPDdY(f;A@Lp#+4(3Z|{0i143=hKA)}!_7N^XSDr3?IB4F46E%? ze-Q}>tDXe7aESLgH7~~7xKPt=y!mOi%HffXFxd-ZrJFzG=!A^^a2mdf@G?z8#De;l z#)zZZj}Xj^H;2<9OhYrOk7%_b{?yRZYdhq23IQ%mSG&@Iw1PL``o(nW^XVRxh^T2?uo{S=s5Wy79x{9Ja9Kyq;@|ATpUX^2l(Kmm)2m` z@sT%9fMbSTIHbTo5e18iMnb*d38%NW-ILIG@xZ5l}Eu)TvV=QT3oyWn}2xq;8%sG#yl_UBB`kTU^4H{_m*n*%^Kx z0~n`WFbq}a3zClt?EX!&;TXJqwSRuM$xj>LSNBTB&}f3k;?_8HzS=g`XX;e90S*K9oj!sN>SHwl0T1-aPW<3Akd zM@?5ZOK>6N0NPUKp=1&{7xE>u&qtqN7uS;h|Ih-*}luZQhqhb zerrJZpLSV+HyB>qS`QN|7h-OCx?oS^8KA~fL{)BrW;z7_xRm`^d2MQgb=mUCQ=~Hl ztzt+TZwQz}+nSb<-D3hd5TyVdpuGj|7mUe~%l1#kPf=qd5;htdq#`Uo&F2*3)fKYr zaXwd})nQi@KVfCN$KaW;4OlH{N8JY z=RV&FN{jO>y1(v3#)KLB8Glj^<){68hq--sm(2SYx%u%3uKPqu@&HM;>sBqHgWZq` zY+6pzD(Q3k_s4TCC&U1KmdPZ2?uIN@Tn<@lg9QE6XV`VTJPWq*I) z0`ouKS` zR(gOoE>m1+%`3p>_t-wB2${Y3eDs3^;E&+RE$YAi^-+($x7tss@Ayh_5<9FI{7e~i z1j^>I^l(TF2=eUjTaF8ySpv!vLV+&6lRnT%pKV*F*nMiMD`CiLg5!EhKs~43#P-a{ z*}Uv2@!J6!lhT3{2=El)SSH?rSnjHkKRFtGrK}LVNQfsUMP2II&mu2RRUF90M@q|) z+m?l}O%wl)#f61Y2G+RJl)Ez0+(UMz?_OmXM3uUXiRWS%uXK#(meI($xC#w~aBvk_ zYI`)p``AFny-3R75W_KV7KoND)!%oVF5bEQ<)QV}Uj-#RQ_v6VtDhbSB!q;gD1`wZ z$UXWM80^K|V2i;-N4kvkHx@WEtjzOUT+C)XTW(HG6)}~M!8V*t50Zd2!`6MfKAj7$ z4xns9DBpWTT=o-258S*2tzs;T(gf@0^RkzIaOdzBo=}c2VR~GHM0EzXI9|}@5W}G5 z#S57VkSD~*nvTzMYE^;pk)c5Zr?Qv>*L>6S-*?JJvPrX>{%m#SpcUN9Q&o@CE@vz* zPrM&Da*Ij!494JVvTRlhO>g%Pgg55}&R4IHa?f>lj?6vRgK!}hyyP~+vxcy}P21Ii z3e>fGn)P5oxPnY5;jL^rqgj^{CU>8K(eW3y$0uK0Fl<>ejr11fZKI3MFACla3&4=+ z9_JPa6)#K(-D_PV4j{-s==ABbCUD<%ZU9|Dqr~WfPpN(Rvff`|>k?~g5v;P*%@uAfz!1BvU3Vteqm*wnOKllw*^TOEo zVQ;6wq>8zQL;AP(uf?!Ow5E#RAJ5#8Q(YuqFln|&rM@9s#7-q%_jUNDpUm`r@&926 zQqr^+bpfd1bVXU7;fLR+tx9TFTHg<34o@)&EHY|Mw`EoU%@}HM4h5gLZrzd#od#)ETTb(QF$cA>aCOf0bpQELgRN zWK_{C4il>@?=ew@>%PRZ>4PK7riA_th|=-!Xh1*-T+LCn8BQ+Q01oWP$sYU^P!#A2 z3L#!B*~Evf%c`|IX5g6a?RM()F-}AFReFiTaaKx*|kjQ!hM zP6!0#XYNWSFLJ0QKv6HIb^|LmX`TFUQj|j|E}!c2-WlHAh+9`e09qj6_f6eWHWd_u zxd>+PKxEz;SHgts&9kcnPrz!PY@#9M)R-~jsjnrV!L2tsT)F`3;3Xv!HHTd<`dOTt zS=MylZMY9YLUNTz`|X()WzUM1^WOA*>4(Gwo>9e!&$w-h&F^;70n-eMD8wv*3H|Ez&$Sv=%96TiDy zQL7i1@JT&y^U@MwZ#F#+u}Mzer1!#o&Z^(ZZm6*%y_8sJ^|QgnFCzc`Ufv{6y7@hp z#bnCan7oLPjBKY45Chz#f-WzIfh4?CNUMk3W2BPxKqVZ>U=~(0Yg7(su5M$j5x1~G z-*%Anb|UG>k(nGjr1S*Kp&3hB1;sf2xDNes&MeGH?T>?MWZfRYWdJu@paBou*0qPr zJOwbk%pO& zxsSio8!q00@M%(>`{lkFFos8q3*yZXm#8NpzF>ksR||a1#l9}b*mI(O3Y58obQLny z`QWe1Sa^|uv36;AHm2)JlKn6iE4r?ckk%#DJ&Ztv>haJ4b1;e10emw=JKHUd3mxn+ z=J_wVceGrR{>}ZI{k#1W&zyUh2}r12zGQ|m&RbxM)SDL|e)pEo>EB%4fen?eaZs`Q z%Z3hTGl|@P&7u;T)d@$fPDuu?t#0ngbtVLgSB^M?PuiatCZ`Y-BYqWp@#l#+vASzt zI*9uUzhGI~rwZgGmENHn0@U1Rnf{PxKb9}C54*eOPKp?NcX!txB&6GG^|qLljvu#R ziZ=(*m>2*gnw(S$sTtdQT@~m{n6c;CGV2aCs4?&;HhtZH!iV0m25!=uKNL$U1*!%C zvj!w2I(dg+JzlCzA4yfckG@fGB%O7445Q7Z6Y)jx<0HH91(Q|E0u#|mJ1z_*gIH12 zwch9WR7GIIJuw~hLlJQS%qt~r*b3qq1{|PHDRR`7?BQzoL9rAn2nJx3+9&b?9f|e}{BTWNr5lG-auLs}N zsZW>?Gih?T4Ptu?;qTv`;5+y7NaQg>d@9+XQu+;{iQL0bSdE~^L^uF?yUKl^6VQrd z7AYF2T?Z^PAUAnT{`ABRq7%kx7=h?P5l4yX#ruY8-D?U~@`<%mOCE_<2APs6q{Jq} zV?;b%;?B0l7+}Afuv_Fm7&~R%0g8>l+U5FgL9k?heRrB|;_9;MJy$BW!mgXzCzJq> z-|^RYBro1@_n3h2eLJ)0MH$;u$zEPTj?U)~_6A3;$OQg}g1t3IA6|gI9dZ@X&p)Hr z0i2}4^xw>1oO$2vWgJ_`(}kAHDiv@;Cp4=2m_dXGB<9iM$9;t{F)^&2LftWi>6X-E z2OF76jt*IkkYo%Tl%}R8{5^I)_lcn%I`C?(3rmA~-xR8=?p07P1a#dJ{+QIGqH^zo z`l{PqnmCD)r1HmQF?WVtsr$)kWWKP2+@dLLOm@nF=zK@v{1KZ#E{jypD|0xJke0S^%lz>DLJG;B?>`vWX@2d1KWa)MEF>~P{ z!dHg|dGoV%e(3aC<5L?%v4sE7v5C-9fcIESoe)&tK8Xc!*!iimG-F3R5G`G=`X!)B ztL!Y2PKF3PfY|?4z6C6`J!c4s#}Tn9kCd)pVW@epqr?PK>4NhR8&&_rAvD6m(!+d z-Op5p`o21G(0KcYk^bR0=8ooa8(Xc4!D2rdv>Mo)rm3Qm)B4H6%&cm1ykt(Ok8|}y zqxbJNj`3-qHhqA~SnveLWU4gt;k7uW^nCd7FCg!WjJsQgl1CMJ+mp$zQES0m zO1S*i$a^lCn4=K>Kh=RL+4i5-RFP>1!Ad7W_8q8G>Yu5Y8jdbmL{4K2K}T06J+_=- zfsMsA`TiV*tMEypb}CaNM$aY&zqQrN2>D|7`ry^u4x{5k8#D$3E={ef8p%Iwl9rZ6 z+2LK`Xa&!`DExvj)+R8{?=*no@#KmD8NIj)p#TZPN{k`ADdBOWBbsW7P;^vB zZM<-@L~Ng$r5nPfj?3#Uq^3zIC(<x0Ux2FyDNZT=%tc+`+J;XS~t?ZW2x(E3GiJGf1G_E&Q#{U@T`xE zPb3j$U*GnevCHB9k7okf9j9shaln`Y?7MPJj|BUb1@m+uEA*_?Ip!jk-naF78?$dl zRo!5ym*zq{T|gqaPtW&QfdIfYsI}~xNh>OvGfgr#L@M2e-&3)kM4(O@OunwepJ?~% z^TCi!P1porn$#9(1ri5MC=z`>YS`z6J$bUcY|C#hk)!u~Y}%x+>Gy6MIvp{+JFtz2 zW5eWw$Y`wWG#S|RO`?1?ID>`8r)`|yyzjoU_my~{&=A`}vd!|_Qj^VRdfK&~$ z<0Rdid%EBDcwt}I4DFF9iuyA6`1s&e0WR1qXQU*f{@+xQNm|>uE`q%ryqt^3o*nzZ z5(u9pz0F%^Ym!!Pe-q7ieHZ8_Wwu_ImuEi>8h1f=HoHcNdm z*qBnb!hb}wyo!>{X0&^vz88AC-Z@H*owfQKxrs~Qx{h8p(T>6X`koN@*JJ5_L@j)< zdVMy{0_k4sWe62t`5biKOBoXidFlD6sDjVK?~*JV67@ML8y^-=-q-RC&>mO3dSD=C zCqq(r8bz2;@be+!X@KecBWmNr$RdY5?#YY#4mq-6mrCh1pAW52cf>&qPBJ8@VsD8q zIyE?6H+nehGZ5Fao3~Dp41s>^48DC69#sic@ku=@uzu)bu8}nx79jU1EWxBS!ited zjiz8_MIuix$QsbKtM_@+qNgLp%8vedBg=v}D<;Zahu;;o3M}XkkWj!wGr6EU>o$3# z>&FKy7d)lG^ZI2XqW`@8xli5evW=lq2CqB~{FY1clzt_~)AjBP&sZo}`RP$ns^-sM zFC}pi#7-FEqDa%B*YRlh4*}6#-}nCK&|K(#& z+-}wYTFQW)R~8NZASSCvrN)-0NBi?m!T*P6u=%U@3X8%5>hPhR*)-L?Jk?yZ9Iy?! z*rQmMx~sK;oTGGj zw;%k$g2{t;2Ml(bz~1!OsA+0Sj%L=|wq5S|428;onff4{NK_-jrlLj)@9uZw%u%{? zQe0DrzXfeddo?NijGU#YTUXC#%yGZLS=bvkA*(Hoq!;_y28oMg?hwhHL{5PNA)h;4UI-MUuK)2Yqt92QC z>CbxJ8c1DiAaR-1Ue$M*TYp~aP(s5)zQ4K}bt8if zhK!nsiM%>$gQ;smA(}fRP+EfkqsTqIBAOh`P`@jRq94+jqbHCqHc%)%8=(-Q@3_4A zsSj^4`O4~I61Z6mXEtV(>J-Du;^I``4 z=t(Sp=kDDG(IV|aXv~^?6R@b->*?w3etE*QHM6qI5{0)JkTB+FnxNV}8KG%aEWJLE zC9}pbi}<_)O7y_~)H}8n_b(hYZ6_bV_Wvb7p(y76x1jw~;70@b*LJ%fdiXAC!M`k# SvARINHlJ@fFL92e-+uvYa*HGY literal 0 HcmV?d00001 diff --git a/Number-Of-Conv-Structure/FiftyOne/picture/confusion_matrix.png b/Number-Of-Conv-Structure/FiftyOne/picture/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..45730035b7c04f1d38ad6eeca9ffd3205afd5c66 GIT binary patch literal 33806 zcmeEuby!r}_czK#6a}tIC?N(0Edo*!iVA}Q5(7vo2uL?bb1hU-5Qau1hnA2A6$GSv zBuBctW8hr}<9ogFi|2jb|6U&z7|xtIXP>>-TAx_^`7K#VaxywHA|fJkl+;xPA|m4B z$iKaN;FT_mJ@?^@pv^T^8%1+{8~eLfdPFjJZ7fX8ZA=Vxj@#*3SsR+0@o@5Uo@YOP z-^RwmT8N9w^ydMb=2iw=muS;|hm-8Hkh*P6L_~QP`L`=kEWwb7=#dlZ>Sd(|;gdZM z;j*^dm2)e4wI9#Z>emMG)jWP#@ukAw#V_X`YUMF6tNJ^dHEOI^_N@-R8yC8t)6~j5 zx9ZYky~1j&f5hv<9euBf6^|~oiUfCE_&}ak!-nNC-?W)EjS=U1_S`j%sF@Xpu(Cdj zy>KB!2X4Ke{0;dgkCF_zGNPx^M7!Y2og@GM$NxVX|HWij8{e2IRhj86Mwd7{tgWsl zO1(UpbUQ1)!j~ysF+p}{BHw=UOLT=deT`XejeeG4fBACjIfHN|ogX0W}@i&{`5c6>nV_aIXnJf{Jl)~k#!$cMv zp@P=&>q`>}85!qA2#YOAYB@=nnVH$9T^D7-F3QmJo3%E_-B_5~^c7uCY;I|xW@1Y3 z|Kyphk#FVT>f=q%pQMCUaB%IWM`z!cuM6d4lYIHstVf72U&F?W*_%|a%`HYPQD!k!SjM5tR6Xg}lyAxH>BA*f{M?c29AJ51&m7I+B8yNU90xJmYlmmCqcOEI|^re7P}r{JtHG&B@P!6+o4 ztzF`Ld!W)6r)l4F+T7fnWY3=Qmy*YtUY?TF=*7jN4nOhmFrH{nHEKydgPx2+gSr0sxw$5hmF^gah2i{ijfkXdi@qz~41x;L z(a~@Zik>ta+4eKN^cyE{IF3epFr)U9to(k?B5SrA^iJy*#zG%=AJ92`tvqD=ID>W|&OiAUDd*SEvzsg54S z!oA}gog$s*Q6d|YS@87YL{pI^GUj_&7iEPf6t>a3!;^f2# zN~WFJP0tRVTKquDB<0`v&NLZjlC=LZ=h@4q-FZ!G>(?0tEW}N_-UVVX82yIG)W?s1 zgCk^1N=mA0Ym25gmZy7?Vb;QA)^r?+uwR7BOg3su8gEO+z>A z#<0TcXlJf@6#Pq{oSdYuZfR(cqZD0z4JV#rP|vf7CZjs{8YYwGO6M`RO-l}~B2^~0 z&9}!MeBDLPAaIMTbTgAjAD(i-LcK8c!GnF9>jZ~_Zn%7#(Z&tr^E|fSd=zB0%E;NYEFc^2|y_N9ST^O$8e2Y$2w#_zbtJb^eALF*Y#i<)} z-P=lIVtakKHe|qW@Jp#%DdZpl(e=?&9?X(DI{n(ioS(UkTF;G4O!pKD7Zn#XdQdQ0 zJvVNN_l~jX`{>h>AScW~;W3b$UScI>)oqV=;k5Lm<+78qGU?8n<7#l?!>6j}3i;+( zkH~t!saw-DyPA?!xRCFal9lV4@+=1?j-3@2?s^#*ICO+Z->VFd$6Kz=>y4C56t9f0 zO&729PE2o%C#P#vXgf{u!Ck>zVH9y%wxMEGs+uFL;J1hPb`zP&*@zPbPs4Ti$1-?E zOtfNSSkXzNHC&}OM=2>Nlp};}H7ce{Hq00=JviTBRWK6iGzjaq#AU;%x5#0A38!s7 z>SElUA`jzaZR6^=G#AL}X;71&+xbBhqnPXF(}u2m>k)b%m-VrPws)rLB8!a@q5S5N zy)G-7=yWZ@Q#>V6p35x=Ue>#I?PAr)%UGVlyGhKQm5Y4E{N(ZD!7sFQbmQG_fu*Hx zJ^~O^H1jM@&~|94KOv)D{6wpL?)>>%gpCyy_)#hP3P~|xxyx;>B;c%^){0Qt^mdGx zc1_#T1%7Lei(xXwPAl!COwO+jTjH^>kRb{+@#*H8bi5fIy^m6vR#?VwZ>gx~nzdEE zJY~LKge#~ot$qvPw&20sn}?4c-QL(mWafn|+lATLTQEvFE*r}Xo>l2X<4k=h6iRTJ zQN&RR?!qA`%-7eKndQ`}GQG`)iJQz=`IzhLlUWU~f`Z~j945NsLUo*I{u8XKK??yYdU~h2Yh4h-kvMp6z1;#Ll*=1uY7w2u- zTa*tGaDZJP%@Gbm=UMbQ7haoUwC|2ih;mh%>dIAVh!jbuH^}Nx%D8jc;lTreN=}Wu z*RW_up4BC%DcIS)JLWigqQm53sz$zorKP3gN{{^##G35^U1FjXj}at!$;-zfM=ZP|v3#jE|EtnzOj)3B?)h74uAxjL8GHRWK(;dari zJFnE+5Z>SGIKiFJY&Y{&0^e7w(bDhKx} zJe*xlP7a->aa+W3vC(}Oarj%PX3#L}d5zoIWg;)#wkyQFgw3|QH>CBQr4>pvUQNH_Es%+%<1p%U;MbAE6*l#xIQBJ*|WWn zXk{jF>5!gOv^0(pz29v@QOOi}i3BP7*PihmN4_4A*tHwJygv^!`@jFO?9pCxZd$I8 zh+RbQS?e{bE(nus%H5HdYpK^fr}G|9Iux*9_)LhMnJO*gcW6NjXTPI&QB>|}&g|j+ zfBvL0Dt7phEvuupo+yt60xbMF@{|HFihJPOy^J(va>(zA${>KjpYsP4GvG^#*R|1% zBSOcKmkvmf0*-lKt@@b4v+pboyyAX$)E&O49yJ!f!~NroyAiPCemD3b-1i+l_A4Hr zeq6}T5x<`C`(WJs0GFL{fhM|4XZ1NUUU$BIrgFte8`T59-doD9KYpI^`yhV5HQj?k z>^nCEchR^DFxIbU{4?CjxS+mk;a%A8w6qDGImXHNo8FKeIG~gu8vzxS7UqaYSu_;U zY`nZmFfA1V&d6jN<2W(FUS0=~L4b#wN>d;c{!3a%yQYzoVlJL z7iITc&}P&RstYb{ZEYxZ?>D}_j8rLD<15oU1AH7wrLqw2aS%qc9hZzW3v5tLO-<5r za`qKoOk!H*#Y;g@r^mu!tO5e69O~~{JF*NSxFOoML()WQ?xhLb1VjQOTv|kCR#pTz ztfyN#I&WaHyz=vVU0!|_u1a9Vz`!6GswOxw4&o8=zSB2??n9YZ;mq9~UI!IIt?cg7 z!Uvxx4-gS4TMl0d>R|cmw%gM&)NcBUjP}K;ZrT#Z6Sx@}6iWWio!9ND>IqIW#VQmY z5>SWIU3!qQQ`M*xFkZfV8Cl?qs{_7l92_$6DXp7p3lM+#QOz)#=mHzVRModvQq^*r zq5eSU7@?u!L#oq2X5<@)nVne%z7P_#t%js?jB&CaluXL^?|h>B_<`DAXOa%f~^ zg|hU*D%;Lnx|5fk&5Kfi;K+>HSea3=vdVlD6BEJR+uLgdh0;ZnFUL`xB`$>!cr|pc zNJvm0J2vgrk!Kk*X;+xF>K6-z!DqAF!t%!+9>SiKC@2;KFI>2g4H3|}Ku6<~=>wQU zer!jN9<8pbvN*c1yd0F9yP{pv&}VUfv@zP~OGfm^va-{t&!0d0$G(1j9PuNdxo6`*e}DM?;&d~} zCvIW$5EK`o7BcSp_(YIvL{84mUVuTcVr#O28~36?=D<8D3BoK`>6Je_D1GCGb;otD zBXgLUqXHJMk*Mdg)TRRE(ktsrFmL>=Y>xXdiA_%`|3*s6#>1nC#bVu#T2Fp?%P;~@ z)bjb-f`fvhVj%p9;dxjji7ZHnA7O@Jxw*N3pfui1$dm$JpgVuZU36s()KsdlQ+?Fd;F_*REf$ZfR*beTIbvC2T)!Q*rg$H5Ql;>hDY}D@=Ne zZW|gJa&p6OloS;FdGye84Y_Plsw}fpX`V7G#`=$8`LERwGT=5^WJYfKGKsZWHb626>vsy z#p%I=`)l(<nr1fF&h;m8d@4(DeJ(}zN^uo1if?f}8p$7!o&FT6U3Cz)>Sw0d^BWE1f&5IDE@kq`mB(tlhKY1-AG3#RxHOgl zJ;+3CrXjBh@y#elX>qTwjkuiAo6zFaEQm#!%iRha)lX7fFzdl3<;Tl}#MWTA!XiSu z)Uqx9=)B6WIQ49Nymx4qOQB0x2TML*36lfcT$ib%os^rcQIC?h(UXaZ9PNThH`_%i zz9j1DOp)GXj~lfKOxxvX$av{To|cqvOcBV`tTalXR+hra+liG$Hqnu)VC69;kVmb z4Cx2qx6KX8_p2Hc_{{6sIW*4WCtJG}K2}rHiE+xlb%|8>$oCT5e8B6Wp9yN5)SFJ*I;yO%@!{Ic#M=_N#A`M8QO#_++KO3D z6ULwB8`|QG?N2G%3gcZciD&9UCwePnm{IoK^3rT7>;Qy?>tt$W>Z151SL~-#NRLgP zL^ z{iEc@p#6vY&SJFzc`nJFxkW0JB8|%F#TTTp39`M5+_DjuqUX|m+PA%*2l)ERiQe1y z{+x}t)m;e4IEDrwApnF9&dhM394At9y>3nfS;7@D3zkx-tZk5vo@-&4?}_pKG~S(` zHQt)$ed*GrR}m4Zf5?%`hrOGsm93kKjg&>(*)8+A(WY%hz88S&kWY7&;4?j#`t|Fr z(~Ja}85t)PIguvG8J7%IEiEm6n*&fSyyYT935hnM?a|~a%}w}uL1RzLfDT#&4i0`S ze|{JpbDf-;O}SRD8*<0WbPv=I#nD*R@2N%PsYfor@r4VTEt_k`7J4s2QJ?c(J`QBd z-dvEQ=HHS*r>M$1El;*j4D>5y-g_-%Q-Ggb>~79+qg~ZIzaLMj%jau0usI{lrmUda zW;EWM7I!gCJE5XZt+$aoh+XaVqV>pPdav)0N+{8RtGoR7rDPy2`SH$*03WP< zoE#mErn~cjgBvGjJj=-`%T>JSU-PAk_WBqsfe6eP9p~}avCLy|E3CKYSDrkCQt4Ic z_Rf%=)YB3BvA+!x6Ltlq>sy0zvnMY4y*MRmxfIK7T=Uje48 z8Q}sUoU_3nTqO$0dXcVnSC1JO7YR!TDu|1tOgm?_M^u&dk#U)Cx^HK?nUNbN$W5%i9W2#&wPo-q z>R7ZO6KB&T36tUSLtoylDHi|OCSCk3lhVs;fl0Ps$bxfs<%^RtW1#v<1=NUO3jnl1 zqN`sYg_-p^IgNyy+0H3w>4&)0CnQWXGKm(iPgNb9>L^wRcyl5;+EHNmU|p!7re1ZB zVo0VQpK*l^aJ-|U?I#8cD`Y~AhP@2QDE6VByr9l8STRGEFyqXOiJg%dOT2-(xAXK- zG&!Y;H{C(C`I&3d($WeTvu^VG1I}Xey#Q60y87_jB2w#9{8L?plCE}zFV;Kw3@YyN znYAly?K&OkyvSb{JpXR;(~F7Tc#iNHL5Kdw$ig}$nZ_`Ji(0{2+|?!_@u+GrQ@LgF ztVVD@H77f&AV$fMWDg0wMIh1qA(ASwTd`6H>%#cu0NEoPAC#bVvY*cv+D*0U7Bg9v zxavBGGh-zxH#W zN;dsvBZRR2fBfN?af4rE>z-SdqVd;H3Pp?SKoEPTH zEnhh`GexjW*dsERxUdwvZ{Rd4wad13c0{X@OKe8*<9vh7^yJYs(pO4XQ-$b6mdUA? zmuyQ$0#1AK8Vt`g>^b^-m!dzfPAgkMy31Kz&hqNftM7G8C_ElH9Ci2#>d7bG5c^9)r4a|ENk{~! zS{D4>pU7z>8Ym!%y5Bt~4qqUdvZ%tBZ|FwsE%MTz!PSo>{150R3V9zWNZ(){0kdg-*6VRJ0XhX6#8y`Zd-QId|1&b{0&z1%M9!-r#l z`7A7F5VDbim5fPGPv5@nLSWld|yl>w=>6vBYYPd zoEnZ)=qa#0jp8w=R|1&>p};}30f;3nwzV2V!6cf}*mw)o9A;jE1qe0PrlK7f6@?ee zzu8T+^L(lT0nEyeC63p;_YyUSniA!uS@)V%;9paqfHs=y%yH~{LYsZ>^C3*|58R{$xCxl? z2yVcaoEyM!adL5S8623W-61Ia*iK#dYHW;_(5!$Ax;^a@$n(NW9hj#?=A-+QkTuDy++6!eDh9X3I)40p5Z++j zH{mOQE>r|67?BG=Ji&hbdWTWij$KkiTKYxS#6bpz6bOQalX5aLXk}$(pZdM?q&rt; zQ4`E(9CY&3DVQ(brQSU`#u&h%REG|oM7?dN<7mz*zaX>$k@&_ma62J!D z5jZ*PqHT<}YZIUg8@$U3%kksl$W%aNGoYyW?l+42E5%7u=a}`VA*0i^usqeJ0t2rI zRWUP*kdPX%vS^sAT5bee;Mt|iJSbI6OxW$;U)cLC5b#(ZT(A4`&NS@g$&*wE51v5L z3E3pV_ly0WTtd420|P@A0>F$@4m~IZCah$0{zi^boAlkgcLCA(0nSK6tz_2yo9Eq~we^D+Iv=UI z>u1pUQhO41?Ydjt?J-ENId@%`GFMtHNOA*+dsnFe;pNegj4+a z_Ftp9{*P$>Gw%SY_cP0UPX>^-{`u`0yGeo{kr@9M7yIj{MgBeY?Agg_R(h739*(nH z%SqY^@#8owHuzXi_Ewm!e{4z$yUc?HTifYYEnDNB7#bNmqrqneHk+&50aV}omLKDPp{%hO%Th@zO>ZaZB8SYUk6zU>W4 zq7CbiyT16M2{b+)7Tt;U=`K?`ZX0(YJnp8iDdmm2UzO-}?FIs;b8Ke-Hy=Jr3Na?P%j=NgoEw=O~DO5H^5WgTIhmZPphJF~JfZ z6j-3s5V}-c+JB+B*x3K4gM5GSfx z^g!OpZac9=?h^Le_Li!7u?UKklA%$NIFeV`G}p54qXY0ZWBD(+LL*+Ncf7OpED%}D z80OMQ8RHolRj_*(`D`i%G(Tb8;o4B_+QRTC9BTC8jqf1S@2}4un@C+;v_7M6CPK@l zb?b?A;8JT#!^oEr2wZM*VsWu}pV2n{-lkeg8a4sut7Uu2fxE$%(gyT8%HUHr6u3%+ zv}WqV6ZVfZ7?(Hhs;;jOVrCS|)5b7j_)N+@L+MME2p*SW|;~8 zznLfSY1u`=Q&cTJlU!KfwcewMOMK38BVPW!jHO*snC)VPsLJ6h3r4SH6NkG zPxMV|zRFlVb6f(#Tn_nW0C zD=)o~WSU?bt4^4$n@&wncuJvyN$ZiRU#*CZ$E!shx`r z+jAp}I_pmjQ898s?9Ctb_El(fONER!!pHT+FGRLsx45BOgXTvwwu3a+($&d_mrs_a8gi&M^bykhu z-Uws-fSwAd4~%-DfUynJ-Pm|QLtcc zU^uaMJ?9K=ihmXlEX{gjNAP>lqZ=h`uY8R#xfYN||GB!hb(+bZCCOC+GncqdzNmS! zbicCy%a_qmL*|(PNXr-P1xr7wKLf<=cJPG zn*uFH9%*FOkx{b^KZD}5vFmW}E#PRB0CgU|K;nfg){0euYpq^T&IF!D!B9#0ZxRTa zIs^i-4H!(ytcx@QSyZ$xpNI|>ba+!AiBeQn4x*`bl1q?{Y{YK6M94*4Iw2?5!0_p+ zrJGxXki*o>Cv!;(J=C;EVy_$XZDkkDS$M=bLRZ{^ObLjiHS9J z9zJ}iu?)dS0~nWizHoiRbsc3r;ufrnj~bBy+ICtez=Motu{GGz+;EdErnTgn z1T{>pdsB`{8wqk<=|j~igW-6u!z`6cwTg0ymJ9cDCRzoVGVSDWTbf@nAEZHoh>n)< zDDWCuo(WEFNn&QXbV&m)S^>OUInHZVBD3#_aW42MH?y=Qo>yT<2APD8=bzWFJ%Sj_ zgdFB$!L$-{OvLdV%(rBf^mbZp=V*gShwI>}+UOe4m{5F#)2``B*rPwYIIjSF37Vs* zAd>FF&A_th=7*HM_R|e;qb+57CV+$FB@}nqh<&}-ujO(Z+(1pWf(uks43i9$d(W|; z1Pd5N;P=WmkrNX>S=wB0 z52D=d?ZPKLZT$m{A0CB@8mGOWX4~SQ*^`23R+DVHi$k=@yw=N?Ks)Kw+h&ZDW&t+t zqUmb7H9H%RB9t#^?`Ov8Q6I$=W2NM&*|e@mQZTmm_7t{$?PZG?t41d!-TCma^PNKs z&+_1Ns;TWI19Y;huQmJ7DmS@nzdX7i`9-A5oF4VL_hMlVA6jZ|pp%rX*EIcNW#}&^ zR)}nJetiLEjPcpNGO~U9UVhh#6ybr}RWP4EZ3vb=#Ae2f*h)Yq>de&h%{6@or`6hh! zOoGV#LKfROfvd))tG<(;Zk#(Opjx_BBsWvC6iRo|EWUFoZF83bJdYk+-!2)44f3@P z&(95JxYk^}(i&MH)$NgLYf?y&xUXlK(6??qi)7%vnXo;JO?D%SYTj1l7I88jv~EZ= zdXQ(-`mE94jY|Q9w*s52ik`0)3rHyeKEIAN$L%cwQb>T9s`TdSJ}@n+ML^b&l6pqL zAn+P&J6a%n7i@2BoYq{Ue&WK~nx-o^p%WZkPW zC1jg!D>WFcS!g%@w%1ocyOevYy0wIYaRyhTyY1?D+{$3?%@hAv(PABqiprux2|g>@ zA*J1gaw(ty^DYlzY=&=!CgC+D6bY{ey#0jI$Y%F5d0S}N6p6Bkz->BJDZ^0 z4Yi+!9Xtt-!tHCu8>1i9WJ!V)k_~|xG+a4yI^J8LwYCC>RXkTgzeYIyetVX|Pb2uE zX{a=YGZijF%X%BgQQOHc+~DbR;&(Ag2E?0}u0ADre7d%}VOM@n@EU{PGfZva#;}jP zn@btvSG9BEX50X_&1|WT=TeaQse6QwNY!xw_%~$`A>oxD4wNI{K;hfL+(54W;y}4u`~G3uuOumADk1-2D*66l z-xSj$JQ@Ev&5kwZ30PzP`dQ?^|J&O=8}I(Sif?akBKqU!r++t~>`)Qz|8!!;Kb?4o z;l0cIueSx<@6QwOPZxgbN62^cGvE&LH6?+@nATi-1K}960w`;{l^{S&<_ckz4pxToeye1nB#8@ z)WGG(-wA*!du=yD4r1a3niDK};F77$=VD{K(IC2!lBAN(2?+Jc)2BPmZLpwd`ZR%a z8;--II;~7|a)TG*#q;Mcd(1FkE&%W<8znk*$Qlg12ml6OG1=a|$QpSS@|j%D>k7gh zxI1GaBh%>kjP3)QEVvvY=B9;r-AL7X&_{xBi|gQhS!$6J!y@?tqM9zk=5@!*MNMax z{_lVq`wSNyu6)O`wLhymps@?Affr3XHLRn6as}IgW(8t9ZNn-`f(=O_#*L#ZJ^TH1R<2ja4$awSt;PO-ILyLP$f1 z-dx4&RHcUJUqm7j&FgOk&CjIO?(9u}T`f%95s{LPU5OsKI8URHd8Ey6dvGuy{_ZuwzHhrQ{11s@jAh21|AOh0+)-FWmEW4ZEzZ|buAr1 z-j$G$0DLOqvqwx@l|GC$2QmKs{gaMR>lq`i?G44BW}D3qJC8Sb+Gy^rIbPHStj6;z zE8ATwlbty?pbY$0A^qJvgH%X7`cNt%{6IwtaQ(f#y)V4HY6p@(=Ilf|@e;7tgu8C7 z8H`MT#f*)cTmH24t6SiuLfrH_6BTIWz=((`4PSZ4-+)xc{@-xM&wlZjxvMvPw!XwL zuH3I(UNcGMuI}UeoN3H1(zG`sEa;Ns0OKRDeI5$el(p3fVNqq5?Fg+iLSpG(O_c0j`#=xNop!%xV1PUe2s`=-h|eaEB$riu59Kkybo!_Q z1!u&Q4zoxJVI1tH)T{#_0alTO)#-Qc8GNcveVoZ<@g*=sCs2q3I@@jAb*dvv5-|iq zDwe576vjM4K6;lGpkJ_N-SAgVQH=)YO(LMf@s@Bh=s=n?Kxt=2jWk4IJUl!;cOW@8S1h++zcPp+Z7|!x#SYai7F@9Yv7mZP zq!mtI5EO=^zAld_lT?j1#el^w4J3nP;32@)6~v6F|M?@4JjhY*VU;=-s@`xT{)=B9 zQ4SxO=*UXg7Xoi5njU$_CEn{W5<&07$b0{ms6Gsj-wKF^MrIqk?}2rgp9&n=JIm1B z*{+NBI4B_e!aL5|ZEN@u=N}S+g{htlmMK=%MvhV_4!&Oe0EymPU4(QHe2B;ZAdNb( z#>YS|@=r@49N{+$|9O+F;z*>JDcO(($QTHwck3bm5}*LRd>#VhFi0T>2{*58GX`$n zu<6Y;$S#pL3Nzt!>q8jro3#hvE-Wa`(C)FZvEbxCU-`h%QE1`pE+Y5SbNmNVDpKR` z05_x#jwkz)lJ)(<*26b}ISL6xB)_j0yOW3yffp6bl@my4j=O>T01_ofZ0LdRh$<3R1vMzRmm!T`PlDtL_048wZiLi6Mz9B39=S596Yg+rNwYI6Q2%0voK|OfLuUPORvpMBPfCOMYM>R#n)A_)2CsLCBe(m zva-sEG&BbGcm-%IT7qwqz*Bd|0Ga9Cz1>FSRl2?+@yNKsG+c+vUYg3qBM`3uZ0&7e zZ_jFhIY(sXWY)H8ZMtv<=_8}&(&`pe1}7wvbdod+-+dosr2c}#5YzTs-AXGk!n$gJ zZ-)28DLBLX;_hWeKcJ}uww=Jhi0DbzeUGKW#i0BlH^y@7R*dH0w0PLAA-QV+HJTCH zRYJs~oDy8a6<^kO3q~_S7a+2KYl({!&^lrM$XUN~!W0{XUK21^BMDvtic4fl!Ej#u z^9-}v+H`=BA_Z(a=K%D^tp&uDw*G_S5(mD0IXhG(XeZ~JG`9S2Om%OeR+dH z7;(6QW4#TmyE{emd^H=Ack5&utf1Q~{<(Q^+P3S0_k|0bNhTdubcFfjBsC5Vf1CO8 zeKO7y#Eco%?9^Fe`xy;R((8*d7Z;78K-t3sKM;y)$Gcs-SdQ4-J9Xv@2sResP zL==W*imbwBcnl3gg{?E+nf4~W(*2xC%ND=KI}E!rKn&cQJW2sTE3ezK&D587*MLd! za}!79nDod}u1vFmuU|2ZVE0yFOM*iy`bw9aWTa)<#luGF*n4s3&U5h6DV z-MXy`wlHkaFyQgS5G(Ic$bRgW>%$?SR6h)(Xa7VK;|Al?d~KZh>_l+ zYlDZ8RYXEYbqk24woJVnYinyP;8y~NGoSFa8UY}0w6-0ka>iTR1`T=8A4?zmFo>qS zxkg~tT$3=FeZ9r1n(_KfiSRXO6KL947#^P!Enb>SsDVb1y8-E6mvc-fXl$KE@4{ed zc3?7>riBkLUNvDVnci-+7k-Bwc+^9!%%_3j(lc()wqLA$UCDRWHH3`1VBXd{N=%)} zWwj*IVU9YGQ&E|zHZs~^&vIMQrzmVjdb(_+Kw1C`i=$5C`9Kcs%a#7VM*Vph+Y6_! z#Z(rbMhV$ilyYj9q?~9dP862Lv~OvJ@4Anj>$_aij3~aM8}~vY z=^C{?gV@oZUIgB(pI)~6CW>GO2$c7~eEmaknMu?}s#wQybcG|95{~(Nid6yI9JfFY7v<#vHpQ)1eBM%B3F{K^%1wU*1<_mgQakk%0@%(r=xw?9eUMFvY$i^nH~yF{m~>G72CPcW&Wnm8)7#Aw zzKbuJ5&Ncf*qQMzw~S7)#--58+Z#h}RQyJdl~a07`aZ;M-8|>I#o)3$calRj)XyAe z&9j3au0$IC6f+jKQP;8Z9PE;$gCTtqNHdQ&<4VEv5CV_r8Q0jZnE@sl;gwgUNuh{y zwo7E63*6DP|{9~iG z)ETe2`FREJXHrw^eT6{i-o>B9afmXrh!9d;}09&b)9)bez?7Uhz8 z(_blVGlGn~SOOR{MT6$%SAike+dKx~=%b2@jSUVfqPG-aa0IK@Nu%pY3USr?3D#W} z0t}(^%M(djG4a(ZdCh&ow)3&f*a!REFkkvlZ`zIzJ~uvgmSZY=xFIslZbj@tk2S$= zFe8XV>p>3%nOS{F)N+zm>fSb=#59#kuja@0XOgdcdZC{%)D9LkEJBShr-T?aX1t8A z3r+=5%4k%PI2)F2R!i1zKWe4aT@I^#9ueD&2M`uGM@U!`ah5tEY|!$LElg5svVV>r$9wjplkFG}XA%1`L3uH6 zfZ#(gdzvRf=Yv6%i!xw79JEyAK*tLNQS9YMd%%a@D6?b#v@7hj@JWccNj`;>L?`1K8xO|JZ(Zqrm4Lxizv4(X>T6qS^}CzIV27b`ws5jfF}MBXNv#5n z-`1O93S0GL(pzPvEO{ln&zOmuAw>g76TKFb>gL6^5|;EAO&Sq-!QGt*+)bkZ*U`Xz zwk67+LOLgQoVf$wIz1`rO5v+sx^V)va<#Sf55k6K1;sIe*Nu(BR^>Dtjzi0DNGXps z`WD(HZNE=A@VQA7RGLr4>zVD&`D$6i^(t6}xH{RfcV9uLs;Ae@aqXd#3BI6yB0BAf zjnsXXz*)-1We$2YOUeso79cF}Q(w|b2&BRT%?%MPS#lzra$H=+^A&}-q8hpCIbFK; zbYIpUG`gW^Hj|9%Yt-6izlA`!ar+$#I1ar(J&l-jYtg*=12I{CMJWqW$_$j#c9UN$ zB`o=QeCHsEu&ySM!~pfK{KsyR);vpHm(@OR8T+~AdcmG*R{Ia@xKko+3)+-p#YbDH zdXl{Dwq}b(*YCg8Vi2h~nl&!QhAw)r52}B}UPs5ouPhUmbBnNtT&8w&nIFi~Y^zTr zp{vtWYc$Jk&$mRQ(ktk7C7@l_qNp8*mU7WwaJY`K*(HvX=1fem^lYcM zxHy70BB#%3D#uAqi&*V68tk_&k91c4lm+?Py|U)aY5c^sW(_$lN#3J&`6TIvglqTeQ9F zQPyYr+>fRY!rD?@>*fr!9^3{qtN-H0qrGC<>*gbm_C`56##%=^_AjT>bUi$axwW#B5fotNG9x+zm>+d7c}Uh>br;$SAK~; zIHJ?kd?KjMF~z>#_9dfGZ#t&ZCxDrQuzIR4Qc$AO=QQl*Fz;yfUYyUg{bZ$+8Ct*h zseNOn2y~l7$lC9;9Fj3@}0u2-A9I$&xy|p zC(|4kcYQ;&%Z!1fiUZi$s^_~0+ks9Syr;kG!s_7#GQa1HEaDamsvQWVcz-^ZaMA`U z@vhsu+FzIHeCPhW0Jk8rJXpf0=;)Fl(@FcEkqu9j6J0AGtcCZvcSS)41O}iD;GHd4 z-;j`0-!(|XrhF5&FyQ4EL{LFShe`Z5g#0Z!%Izg*g;J(8LK&@=16zis2!6As> z%)l&XuL}f*7tfwmaZkf`2#eby-bdj2q!GueWio{nbm|1cCJ4IDL)C$Zsxh|@0R(0h z0MTGSgY5N{nRKu#R)g|Z6U3ngdkP>OqpRG^lSo@|&;p9fx!;R%BWIqRp zhfwt)_-4(rBX1927iJbvV_HV)Ng>0=1s@P3&vXGX#i?P zNCz<(V^Pp|j<&GK0Phes%b-C>7hyO6(XxUa0@`D7&_oYA2MCWu$oy~JE9~2x$2h^8 zU3S;*&}z@88~O%B-Hx)61BzJn=WYkVut#JjD0)WL$j$7NTzrI6w@aY)k|-ct`0yl{ z82)KCV&Dzt12YY>F$Mf645Z;=r*Zli^lz&GyNRSa@E|6`9r(w_Nctwhz87k5b)F!; zR;0xoKrZxX2aLC;vZ0V~-n@B(cp1QoWC(KrQMrCtZWW+s8h~jWY#~z9&@jW~ik`KH zEUW-sb3H(F;Cf)DSPX#HWHVfQ6vJ`q)Ihv%7BD(MWwHqgbqWr{goCYJjG>v$KNeic z(DqPs`V2gL#AzE0*tFU#7wK6L@**(JO${E{c^XS=k_F5)zVp zFH#bcF?f6Z5wP3>WWOX?+qQBRt`Olj=5~w>Th5U{*w(OiZ(<&th}xFm9W{I(4pw=WETd8;ev69p9Op@or!*!Xx>7$`}D z-_{=OzS=Cw~WQy$mfiQP){ZLGv zMkgtufNViS$7dT5-za}bO;MsQywF&`wy}{60k#^2r=gXSivwa z{ZBo-&mcsqm@nC(p$vddA{2BoUbXMB#R#GxbZruouxFaxh3AHdhzm{K%z+@YEinLg4gu8#c2h}EM<>EI457mIX-G)r{@;p>d3Dy} zNUI?1agYc@T<`ES_hcmT?!j_vaWjrfq`y^tt{rhN^2=z*wl3{1@HZTJYMWn2=LcTr zad64kwiRRHHq6kuWpuyi(dM#G1;43DZFgS;A{bUx3+&{BJakZq zFoYdC2ch|Z&fy^QgNdUADMM+;0tN}kYC5aKq@J_^_}j3+lSD+~X;gPusn{#vP`F#e z?mWv*c(NVXozJL)SCjeIfuc$IjBuNS9Le2JY4fU0X`;JUhY->7<_Hbr@2Dh5uy~pi zK%rbXM-Q*Q7s;2|HQ#)L3tE!HkSQx3spC(YQejHw2kp|Z{y`P)rr5UX#ZfW z{r4`5FmFNC44NIC@kgu5FNWh^B|u&Bzj}5vc4z--i-2!}qb0r8zv-yPf74N^f9LpJ zb^j01me|VEQULZbP|?#K4zo<2RWT8fb*JG6BXL7XNq~TV)9(n|y{-5c&b`DuLJ5*~O(TT7r~O z(5n3O8SoWxb92L%AMh6x&!(}K1oI2(gJ*X{jln`>j{z2z&-tlZ#cKXQKGPc9oM=zg z)B*jV&&mt7OhU|PFMNHG4FtfPDTp-Z13yt8j2N~+&_Fs|fNg+|1Tc1ZJDDyO=- zTEWI9+nW7b9_`Gy`-s^P9A+>oNcRfJs%Hy(roH}H+o?HKgX_v^q^@6o3RzkM=`I1o zB>^)7ee5A16vJ3K3RWUJwjc_NNk=9U0uUV-1e}|Yelg%sg0>Z8KQTyKmNCj{ z8rUds?}3o8U84(_6LWG>jie(=_YUXI@~jFxcZfsIIOUvK%Hy`cToh16f`CQwUVt@Lt{`oTo)D?6g2!} zjNku`;nGGdp{?L%p=Mv*h>8Ybvjv2twtQ;?0Gy)$xg25VF0h-w28vSKADXt>U?&{# zGT+?V+Cnz9c}mHY29Hj7=Ec8Qj~MOW7d-hE8G-}bFFJ$J3QULJF_%Soj3w}P1lVW* z*$l`QEbH)*NV659`|LFEhy8CF_>Wruk$2)}e+q1*arA4_WX+~gH!GQ=>Ijnx(e&ra za$g(Tv&Z|%l{gAQnL3l`h7=1zkhc?wA@oA7t4b8 z{bxg&@9+PI&b{q_>~#UF#y`brc8UM=6#lAtes{v~-vf@Gu627~j!EaOmB${2br@|8 zgapuP73sUXerHPq1Dv{!jogFan&rva6KmmXQ>M#KEz}MxnvMfGZ#f4x+z8hs_K0Gg zCU6Qdj(lwkeP+_qLgU@rbCRB|D@{jw=&7+)g)_|^JO*B}J*KtLB`Z>3r>r!!m(P$Y z?gR10*!wN*I@y|309Ai)Vd$>!U!`37N|-{I%F48*D}n*8z>vT{Q7gOO{qm^$*QXkJ z7FvO2A6wtH5Yt_}_tkcw-FfYa>*|(p;DG~0!&}fLpX5rsM^M|zX=BhKZCVFc&y>9w z^9eeeYxOo~`y|F&vOI)(w_hKd;lBl_x@}9_?PV?|muI;DiRTNWMk#r6I>Y8J^P>?3 zKN}O0(CKNDH#!_wBKA3+eCI2=Ws?tDq=}uQ*;ybcyqRbdUUGRgiyY)zYU+Q0Y$I?( zOfwC%kE|AJ`adpza5Sp207>Dx|6<44n#ET4Ew$`>SlG+)o|Rp@?#`|^yMN=4y&F?u z^d)glyMjU3?&d&+Pt&WhEZz+K0L}~A2IR%XKW|DkrG|?|rESx5Yi#qc>(zyFx9QoX}xuJVmQ7&cxc|Smd({_7>cvaz#?o?P26uvTeJ#^{8Wo^G$_1l?NYyh%v<8XZ_)|EJ_`SpjgoW4^0=-3HjK9}}O*V>bGuTp2ooM2%dbVB{JF(Ib77?1axIe?YuTdj zC=icfW|>T5T^F_V2x9k1AmYB=&87<;)hJ&3Ef4*K{`RfSZAI84kZZei|5^-`uxds3 zLZCA=hD$lUd4Gdg@@;Fe*L!z$6DelQe@3=ZG4CxZ^@8jMt)liFT5cTmuMaHL=i<#; zu!?8f;`J1-wI?Q3(V+uv7Wt9KZ*;h4vS20|8uSr6dh{bw^4j)JyY0LiP$##R7T7CC zJTpo_Uw?8Z~&Cc5^-?FmuN8Oh2{~HZ$hJEn1e;#%M zfQ{)iD&!)BSlqUWkdcqn(qdJ7my+~E1qWMVV6DDrs?C1b&`;1qk=)}kB?ecA6eqIl zpIiPmPJ4UnV%SeW%SoG|ydvS>nKP5<=%(g5J2>Fdn&u*DJGuDY7Qa%{umMdbLA#|h z&k?S-Vb$e4gYvc}ix>MBSXH)UmnI3pMMXu3u0(O{%giC`*{{1uJS;qzc%VJ!PfT)y zr3BHD%5PrkmU!}Q^a2e>#6Z|ZlUo7$u)W8D=0JR4O6^V1_mPRBF%Gj5Tv`kimA1ND zX>l`C5!MB5Pf{+SxEdm0@qcqNFL%LK1X(*<5uAvINRoHM`NPA=dCI-F^5^ZPp+83` zmbyj^U3T3Yo$|nvuwKLEII(0|kSvYvIV|7OX#DnqHvVMNYC;Y%Y>?&Oqg5+-tR>m^ z`Xv#igM7wVyNH6$S-kmTT|qjpOZ!X|d!)e2Hvwm5M`yQ762xXUP)}T3s2L8OEG!Pb ziyNRo+WwW(Ry7XeBTnK!mI%GH(o4Pk^3AoOfilxXZ<>~@-0Pw%UP(_qlCOL31>NoB z>C>mN|EIk(kEc2h-#%@o)wIx1Xi9}sWSfelh0IB*aA>h4gHTlVEvlJJWhx{kOC&;^ zBH5$p*vVe9Ox7G6%D$fG`cTcZ&F}a8@%;C^UQ-$z&UgDP*L_{@TQz}Y9NwZ;cXRMM z|1ZhfTc19agHM|(mxo;!bp$MZ3q;JC}==cH9^Qo0m^6Sou`sw z%hK$)lP)Z<8X$!q+OeXvwQn)l^cqFxq z6A#P$`SX)U)0LmDXKHo2CEoeC2H~r2%)&% zb{2jA!;mM#Ov+SgtV>vbP6l8Tz++38H~9w!USr!WTAjbpr!LU_W8M!If|HAqxRdfa z`{xvY=G4`4`&R|js*!tce0{pcq$-G}|$#CmCV+|9xCTaplFiP3cJh7B*1>LCI5zAc%B*c7p!!Gnsx zb$;_tgopuX7pjs?&|iTaehUZ9H*Ki_?R1Ivf)jD$Ir~tP#}lwILFn}0(BG%O&cD4-u+Ed|F% z05peXWo0cL!R!8CsjFi>ml%pWCii+Tk;BLDAy90at~%ZH@!=?8QxaZ)?uN~sbR~2- z=%bZLybDvY5z|KMOLZ5#k6^V0NCGQ;4Koq1ke4Q1Pl1pO<`iUq6ZB?x`DL zZD_k6O*_PV36=dWc5zhoy?d|bJ3&IW?*4l#l|;PAaGq-aZmFbpeGv5WjEsz>t@Gy0 zv1VjAe~Dlu!^y_ z#)%++0;>9NzlCm6P|!Vs9L^(9fK7INdv7aIUE#B1Q zL71*!(27DCLDCkP&L~a5%3CE@?YeOra$+PD1cC|$-!}&Jiaf$Ah(o~-1(F~S_9D4kKMK}4i{I6<}h2*ot0(dGSO zH2LYfnF2nm2mi1&Cxx>E%~U|#KBgTeKlg6gw(p5)pJf_y)`lqsa1veuwN@^-V-W|( zpwqvlxzDo`n`V9$ejql;k8z66_lIA5Vm})rCvyjz{`~RNp-)_|k1!nGZzy!%4Nv$; za?R%bA_4O6H#VV!@G{O}`u}*EK0mOpLLpi^W>0|au%rHh((|o1_D=X;36jYJ`)*Rh zsNm_@FDO0#@y7mr#wYJ*f}N2@ih;Zf*j%5vG1?&Umg%@VNgY95kSj4DiSpYCb-8fMf+E zQoGM09T0|+UOpx&D1z_d1AEu-T=()~cz7qK6-*=(U`WDh&Ahatz2ST>2n_)xT&Fzl9MAZNd~hr8~vV$GG8wtqP- zWN)0&GRc$C;gdY_`}uhSOsRgm+AF9SGqDD&Aa!Pp$YVyw5dF)$zBUT@2C5ez&)Ann zz{u(=o`a#BhS|WRfLL^wQdX{12AXHRwQi37$4O4wlE6{{ZqBz&o05gqPlg*O$;QMR z7xMc^=#N{{JDYO7<(vl}Y}>X?n2ItQVS_`&3y?&4tr|hkIF1WnLvs8j*G+`zUq0muzoDk)6zA>h08U)Q7PM4wmjTwyRxQev|EF+ zX2K!=C+xQMzKyB!u_=BPb2WaYrXV!>BCM;won1Gsq$n_$Ha*#7NL6eJv+Mnn^)2^H zXLmUdkFA7!R)gb+F?PDqL&NDsV>2nf z6i~7OG=gQpZ^kBBCA)gvOb_eYB2Y^Dnwhlfbhfs`$l%*Rr{yyCZ%_D8T*F^Q)bA)3vA1|+vnO(cI;#$`Fldd9!e@H-sGP~{bh z=tiPP@l9z$h4(_TfCLfJ5G9p!8GeKtpd5tqwFe*lO3I0hJvY{EMfpz?W^J1{&!)q< zu7i=r2d|PghQEuLzI!YVOlCW3^w?TkIU8E|EAHPjz4WBAUzdya;I{jY0ZV#u_`JPY zQ|WIunL7WAR6G)loM$FJ=i<3|v^v!)xnH$V~4V8O#XIJ!WqjuIw%v?I(`tLVL^0 zJvL_)N6+nld~D-iKMjRI8;ZWfx47@=h*jTj9e0M0H8Ync1S{3O{=hc*u7sEnKYMWz zWzCvh0$r|KGG}lXJaomS^i#CF%t)0}Gs^cVD`?Z`%Q8&s%Y8p>XqZ>>XG8Ocd9loN zr(PZGMtXzTqpg-#8sWP_6;vCWN0yBt0ZXA9#@}I9ze|d2snN;i)X>pW+&ny0Ku=n2 zK25bfy?%T-^Ovpp9UxwMu_Fkj}z zRVfrbcqc^lnsTuoftz!FGRIrqJN~V){n3Wg!B5!Y`?#%HA#JXMhWot&oyOU{0D0_` zbJPSTaYq=Fcb22Q$nD>9%~>gQT_@kF%pkttyQ-T@iBHrbO=Lx>mAQsV!6^p?c&Lck zn8<%H8?Q2I7UcgnLX{Gvl`hpUE1Qz=L~9LOM>pAay%ddO28wPvgFH#^mCDK=^(1ZH zVIU--P#PTAFSIduMQ()n$oYP=h!y&2VY}ZIx82+v-E`nZqnyfC3si;8n=dwFxtNN8 zH5^!2FrqrASzcWHcSlX;)9qY@@DqQ*BFyAGcZp}FJDtxLD&4!Bz$N`Kq4rX6-2g^1BKOj+-!RihT(`PokyUfNK|o)n{3@c5lC=iVpP0y1?%9)sK#cFIT=%d9^AMfe1Z;5x>0alyDS;%vyRQ9Gl*- zh6l@vY4>0HyjG4mG~yE|uvwE3cednu`Tb(`_~K%dVV@GL5bAys3jfp36T5)eS8a*$ zIDBF1_;`%@G=lQzeY;Oueah8hq{9v1UN(bCgk+G>=t5aVB_HA{=5B&1B6&#Ck^xKf z!F&)S+JZ0Vzl!Bq7fxCCCMhOTPgJweX-`hYNTaqzh3~BakqsGp&Iy?YbL%;27CNTi z^(avF3bkA8-0V@C)OAlSDCzbemYc%ZP9qBgcB&S8o1Y-Nz^aCo`PTg%d@c_iee~?d z4;1>1oKc2+T4{xQu6 zro%;!rn>py{c!iWm0Yvg0gYEAn&^qzjHC5?6ir#qn>mtbqeGl0wFUW2)TORxE}jLq zoY(B_=jW7=q|MBQF=Ot-SAX74K-k#w_eoq?i0lwr{p1=Itho1h({^UlftdBoXp@wC zx{ZKen}nQ}KP{)7y}^nVQskd6&_jhI4%*vvRu7%yb?$xwC+Ln+pN7UZgL8eaJy-Z`G!d-jKDP+qZ67i1N>rM4 z7{r+i3pta;KXA|G*3q>igDd(jxYVR7)$Xc^k}&VAmi1HUnmT48iY6Sd2jgex;ba@U)6buB>-;b3+*gdR4&nQrYK#Z2z@}%cBCbiXU@ffd`-)o z-*JG3ar|augYt6ry}tztRIR#|x{0peSee+KCllYa(ByrGf8w(@CqyVcdAbELyh85t z1j~C5SOsXDxyr`gxDQ~+4eX3$UZi0P*e>*|>9`pgPo#F}pMJPg+N4+`LcP*o%qb=5 zj;84JY1e>0POmQz{ue02XzJnPfDivHEUW}qaUv`87?=fbosYEYzw7TWdiQAWopAl# zOG{|A)#d8GKTBJSkA<8arPr9qch)HD7UXyd^9)e#mp*;Yv%uac*tq$WcA(J7jwU_< zc?Yd#R(I98=;eLQj9NKQN44NH&t>jw&(_V!DRr&v@)E8{OG#yFN`%`Sa#gQRx)e!^ z_F!;#-7l^@P0w`QfA6$O8wZbQQ}k^PMV|Nl<+VQanwjPU^jz_FYIn+aEwbTQ-kT0y z-CCVCqLL=>kSuOu(yo-}GgJv=E$)d`Caz8nJ$+T>iByg0?!UhUy}@te@klt9HQdz( z+EK=Lv}DN0npW@PT&XJ7*=xG?B6}~fk{U%-8i%uZztDM$>i<}-d?_zGJG-gF!V>0Q zV#sf8ufM#sB(OGxkU1CdN4gsdmSAB*DnEc}XvG=t@wfgP2(t(Lw;H=F z@;sKpZx!~w*o;F_-#1Zpl?f!3E!LL=A1J)EZ&jWzun=8 zzCWFN^XoO#VeOG*zm2O_sT5GkwBA;`w>pu&8NI!uD%p29l5EKC z(_+!|A5JvxpZcCeXX;)!a$`%yF`;o?pFkEQyn)g5lZD5aB>KMSMe=>D>^HE3T=SoO zhurwJJS+uy_|xzDoErEwqmaC@FYH49ODX%qPyS#i`q&$0B6IxU8xY=a{31wg-vKcg ze&tJ&I{4j#`UVPd_16qwM8-bC6+iPpQ4HttehIq#hY+!S*G(y9G>srnE}%VqpsU^p zSg>o$Bv2vYXvy-qkQSiWl_Ls?Pn)bm{Y>9Fmr!JzVJ zZwLt-hvyTcZ@PVMs#Se~O%-5l@ZFSSL<%s3mvSGfg^Lz1_T_%{MoW1@Hct9C;cR0A zv3|OY*kT2d;-R9VLTt7>?p``H?a~YM+p*ox))>IE1uu>%T5KT4{ENIm0%M?|^695P z%Pnuba^V}>>96P5w$k?@66mH7LBtJLtNHH*BINPAae$C!W*;oUHWK506{Qb zQdqx+f5H&5Ogn~lOh*-VFW4CmI$ag2canc_i*xeLkR z^`ev;DB9r5?`vU{C-h^un+b49+PDCpaPQ4pxaURy|C}A1XE(LNg^WXcc)Oc7eBu{y%z+P+eEfcs%cclXjj($N`4f5* z#N{VLElc7wPN{y4^#Df`9ijXQZXNr5(w_-*T7tBI5o9gl;1CZd8kUeYhxhJ@U?o`E z@#r=seKl6cFxvhi&%-g}HpkY$190{b-Y552m4v91q-xt8Zu(qe5k3cl3#gH=!tnG1I zF^)M1b$FVEp zC&*SWuwEg$I53Qd6OAGvcKZcj1%*n9!*cX`A%Yg(Z@xYL0<7<_ zx>iQ?YTSO{Ejk+n!h-NTJDUPIAFX$AJ3c0X1sqHy_Tk_YWNd*J>42u93nB4oky3{} z{=$s9J8xEEJWAAa1>`ib1JQ)!gjM@pRHL@y2ayhQ1Yt)!_pr+&ws#%)NfHS+!`UQ1 z_wb@+IU2v*Dr}C=e3K(NBQc6|>WsJWb`f`Bq1yA~aMO#zRERE0m0l}Vi7^cR#LLUG z4x=AXCG6#QiTN6T1wmbNVaE*}o1@T2fpnVmQ6o7}Q zWj_~k9~4(t*Gd&m3pbp~Fa#gu0OLb<%sVi`lOCtfFY*v8GkFR0#Rz!gimLFi_z3rP zywbqBTvn7aVBPn)9Kny1d_mGCmtjOTa^7Zv$f+T$ruz^_MLvNvYXp+!9>xdb@EIHy zf3&)hfnnX8iGk`LX4A)#zz4PdyZ`HUXbDP>z{Ci)wnO`d(M0Wh>&d?}IH884n5nlu z3?MPG1H`6r3KDUkNS^cCo1E?IwC7OraRW zKzWpQL0>`fYymJTFqx3zR3Ca9VfSqPirp%@pV%hN>1kn*!1JIZlL{LU24Yk({U@oy zqRW?W!>~s#$rDQ`P^4&vIG#0{*_z_c5pTs=xCCT(6GR{KIA9!HKPF46$eO4_4h;{J z+zavg!@udf!UEq7vwAFkLOBBWpqsulVk1Br1{VcsS%H9YxvE53C^iqeJ^qLfkzP@d z^~g_0Xcg&vR+tqRN1_C(GHZg7RDx=G>Ivz_8gKvZ$l3$3N_fb;LdnR3oCAs5;D!M+ zDF$BAc0!#%`R@_FlenKqf)O}%8P{>=G^9}p6QAx>M;xz6a*-7(sC4&8gacrdQlI4^ z=q51?E;&3lvKRoUUZm*>nX6H}L$2!u)*EOmNkImH+|9V~B*H`Fd5B+IfEcMFX_hj5 z?fUFYv6i-FG{5n({o|YZreE-uv^A@}2gytLGb|`dS>gZ*5RWPf4o` zlr?Y3QyHj3s)tBG*=K3lb?r7M$KT;|I7W@ps$(}` z!|jRD(S_5dO}l|t@*8@fNtZ0HL>Qf3Y@=pn755H(l3^(Ku0$bZeSCa8<0nIGsdDr4 zZ^^(za};HgaF?z#XE?E}S!xAw#B|_QMTL>@P28Gl{M<8VO0Ku8^Ope=-xx2GWZbB( zKG@jRWjTY3OSeZ>R<zjWy}ta*iVYio7Ejg6^N+OdOls6{_DQYuqXao0<=f0KNFmluP< zkdcxK!TF#%U0Wr-@Ac#ZdJUO95<)`Ni{Zq@F`D$lj~wZD;ckcw3)_KfHEZ6yz*F8s z140kdmk0@IV}1?<$k-@4eMID-gan;0-PqY#2ffPnW7_a;d7>|7>@jp`WGE^yP_Xmm z!|iw^ke4FO(!k;k!%~&%8%bSwrDV*qKAVx9O|1Sfs+i|(M72PJ0iGF7<6Yzd-@;5) zonl7^NYWbh7WRlVC&&1lX+OBtd*N{5I2q1w%|=xX;kQ$EcIdbD@=+_gz(vHz)9`BR zzv3T19zRitxd1nlYGGkvUSVN?6niZ2%EO0}Rr@gn5`f`ASG_sbUS%;UfG^i3p4^Tr z6_YdcYI9gwU7a{CEykPN!s87N%W?B)6j{jym|0qCV|Ej6Lvd~Ree)&kHCFC+w!|$E zP-54Kbs^f+LCG{j|D~O~cf&;@{<=Y&QexVdW*oL znVFe7)J_y&2~-%=7z$`3WL@aul7>s!lX>fff`S4~Q#170vu)%7C3CE+YdXGm$KQV` zVQJ{;={XK|2lGnkka4v!ASfhHM&{W8zu#gx^n zRqzhA?CcW6^-?$7DPAHdNRFDxG($d3qc}*h3R|jh|5h+2&z_wECksI>VbUd3u<59x zT|lvu7~fC@%_%J0jpctS(w8>lqeG(YG#U+0&acRXoU*bi!&``ly6f5`Bsc}vant$5 z8R^f!q$)2j559%iDl$L#1J#Xy>l&V6v}_+09+IHGB3MTUfI17b(h#bxZ#mCQbL4cxcS6C5^N zGt&MUYnP;!1Q0SAj2#N6NB6_^jB}xGWONsHp>P)r^7^<;BDj3`3X{ds($Mg3r>{fq zO(L#9@uZ{_S&@uRIc-ElhYYD{WRJv=|Kl?9Va;|o^5Map$qoDe|Kk7U8R`)VOQFn| TACVeHP9s%WO(|yE;j{k--i`8p literal 0 HcmV?d00001 diff --git a/Number-Of-Conv-Structure/FiftyOne/picture/loss.png b/Number-Of-Conv-Structure/FiftyOne/picture/loss.png new file mode 100644 index 0000000000000000000000000000000000000000..1fd9e5212385580456462a136435032686eddbf3 GIT binary patch literal 30767 zcmeFZbzD^Y_b)skA{Js0A~7NcZ4ior7zjfu-57Mo&;lc(C@9DXQqn`0(hbT%M0zM` z5s9Idl)P)toa6c4`+M&1d7i)TeZ7u{*?ac>>`$!Ed%f3ttv%0gE6MEN!@38BLhZ-M z-c&)McA$}ebhL1$&yLm%{#?RJYhhJwO|UNa9E?$l_po+Wwpc6k`)Frl2S;;Tn+t+s zf@k^BW>~D9qqvZe^`8p_Z5>R7t}tgaKqI^DWVIbpr~~(qe^jYgQ_N8)m$#Uk*VJ6! z&J4I=)s{B5e|9%=NAMdd%YHm0E9HERF4te4kwH_Bhu6O#se|!%PfkI8c0qn2uM?Gg z2AAM7%YrVAkuQ@^<5I11cOE~^{mL^oVugq>w)>Pf^tHr}``n zG7i+!<2dBc*?s@_*8fAM35U)#sz0R7&jkN@F1E=CNV=5hP4*S#@G}J{UEN%ymnf>e z-!|YfG%!0i(_0|V6d*1ChW}FX=GIzw6^G#?6fRB*MTJ8jId&}LbnL_2+U20DTUvcZ zwwhK}nY-1gQ1c^Te+<6Kic!g$hMwxi#>NJHu@8S?Ub0`-h=_F0jYdtMqU6U^K99L4Oa;gjl%3L&W-t^7Q%M-C3ywcg#`rV(eqrg(LXU2Iy+r`_^G1p!C##6t3 z{la#tYq~`*eAvYq(oS0JwQWm~W)-yxFU67)zJAr(&vI6(YIDX`B34sfomALoqpG3t zhU>(M(2x*9@Ch0B&1h{gTxUh=Zygh&6!qT_L2Y4kU^ykVK0&OaPn=mpmlCsNY zC+DXm?Y`kYy*!puS}G1J%Fh+-ED|I)7JUsYA7NI=4ZGefwwQg_a3eq%L`(3POWmnF3ze{`*ZQ z5>dKn$g9l3(NP2rD;AnBug%vSSSqU8R1_O}m}gq`>=|8ClvvADxZ`-UI+%<`mQGS} z@x_+Pf`Wpz_Sh{#lx?N<^XJdm-J1?bEWTQv9mr6=x~Z0U>m{CBG3JUkz26PxD?fe5 z8Y2?DHrLFTCOhS1Wm``KUHSfdHo`Q9hxFf} z(6Z6az2=kcDM85US@##;iS^!ciyFw0T>ZAA_OHJti1I>9y^@Y&3K-)0T$K<8>HA5H zrh!{hx0j}#{gdt%5fKr0m_(;GX=WaAah?79_s4W!8h@J@8OiGTtNt{*eS|>vgVwlf zG4uATPQ`kHp7S4e;R$yVZ>13kH``N`yN}tH$0sBtFx9b&ScGh?4{cA1RsDV`xi)b^ zT~pJ=wE~5EgX|vyY{%@1WgY0gqx<*gr#o^CuPTP0jqmgf2nYy`i4hE_{a#RE*`2*- z@7@LMWnMu+4K1y3{Oi{h%ks*~w)W*upVCUKO(gC)aA3tf+Ohc(zGL!6RgOR0930$s z-=oN8;7Y7K@x{>#iyf-U<}0%Ur9bfU$mV&;A)!-JQW7(F<=5vErJKurOF7<~@}_U? zpW^X&VW&wo>%PLQnkib8@Ch7BiXrNfW3s=$|KeYVl_z>FbF3Y!e*7?+8LBcA3~R9T zxOXp}m6bIFkN@726CWR6d-0i%4|PuL;lqcG^Lm6~qCK~Mk7rdz`pC*4JKD?3D_~}Q zdFC~Di<2y|pxYor#Ih?jKVNP8cZ>HAhZ5|d+c?r!JRv-sWx%mTqPN^FZ_l1R`DSfg z$n=YEZ!BCcw?Ro=05qq0KRZx1)m^n!(0q0Kp}u32i1n^=U(gUweK6g**vuKj8d z($({;z5lbryBPYS7;#>DVXR42Uq8AMri^Kwkd$N&HX14ESz2h-laQXCPM^b$`t}Kp zMbSBUgQ0t2V>5CpbpWG^vrEQU5vV;KaWijf3WWeN4| z74PkoFJI(dvRzWi(9G$|Ymw~x9`3!~H-!DdlVbMKclTOnj#tuPg-1qtx!#cXcE#4_ zoVUlP2l?Fq6-!_Ea`L}=!5mF>>DqP@ljNOdOU5S$J?7MN3@R35w>M<=G7EO(crEcQ zO?4~d7Xu78uHU(HhxMvg`T6tb)o$O8`@JyECn;%wfIheR;zXM`;F2(Q;`Yf?rz`;e z+yRP3oTs& zTRR`+ft)vj`jh4nm-^e4uVzJDFtuok6e%4Eyo{}5cS+66ROspHasT#cm$1vMUQ6ZS zQwpv4lk$tO#Yuq4au`e-Ps-bbB>6C25fOF#;_KLrn*e~x9A2yU)Ya9~JXU5)!6WH5 zF7HH5XfbsMv-==)s#=+4$Nvuk)kU=%t(2k)Canrs2Yb3_6dL(PCm1F_IyySpl@*n# zu~oG(at*Z`ja<|cBhe(d11`CGA3jdDCHnOk)10K1MLmD{GW17f{K)t33fTyomEq;% zL#~!+u{OI3-c|v^yQ|OWw0;N<2`fcHU{&&CyA!Q*Ow+KCFKHc9}N30%_}tVh-9hrOgd~1j+mgw z4WlaR>Y)HXCoxBl9zCTA+>=3v4t?$8u$}8i83%{lo>7{D)YLN=6#xOaPtJuO9<$>d zorJ9L%iqre14T>l&GDqU;P=9C{u39D=4h$D)4nYZ7((NhT+Qx2M2$tuW$Pj%GcNL(wVM~*eW0(xXC1{9kdg}ew;S%hhUSXUwcej zZ&PFmuXz7`Ya#*;u=}%g3goIbMuiv;A5PTHGr{1y zvh_2}+mlI%*-A6(6S@t(^}`IkN|4>%mMC+~^EuV=t5=5>yng>0Ed?K0VBEmeQkdM6 z8rjj^&3EO>hD=aYNJxjhG?-fT?c+Vvzglk`AeByKx3_q2IU?LD#hp8M%52)e z5V7B?sYHZ@Cx9b$AyeIA3SZ4gj&1y2aB7iQVXIRwR`0$nJkjhDxV~ODRpxP;Pdwp) zO*Gi&#Py=pPxo)wxNUHN}ygXZc18CFI zh90os7zvNU@$)`|pMy_ScsXBWBaD6dB+U*QN7Q=!?1iz+~Qxk=!~JGM60oxsI;P|LczyO#x-7xftz z^#zTe=f>O_7WH(Q`!TXrDKtKFMus+E7w5y@__g8?%Q$!LT;v7Qz{$x;cDw8Fx!g@v#0 zAB4i!y0#Uac{4z6JB#f{#FOVWwD{l9PwinmgUrreq4L|B`c9$T^(3qX@P5{dc5(Hg zfE#fqu-Pfy4-mv}3O{$_giK%uv{&Hz^FE-h`SNrRzF$8Pp_Bmoa(E8!4SO(I_fLm2 zVFP<_P8mA2D~h=Vx-|$CO#mzE1g~hS?>hX%edMLsBDhL(0GUsQcNwN2Tr%)nQb%kU zsH*!!ydOA72#a7bxv!tcDMX1X0+B9V8T1H^jmTJDnWoX-sn3)6F0 zaVKz7X5-D#0HLa}lAenxS2r;Tib$-#I3}hfRJoeqwNf@jTB+KufaOnwrS+R;Mb}Ls zC!A;d)9PP?@rmo?nKThQ(p1%TbS#|B5pzN@Y05OG?THNu4dnrUos^UWtZ!j0GdcOz zWtZ8-%t890`4!j+fpu*$-F8;jZP>|Dz}Rt|@7b`1q%~SoKS6#(Gho|K#eK6xPtaQM zOn0)+`A*TZ`pCw90nX|UgoXDsR=A#%WdxQds6!v8U+&%0C3;aI8xbMmeULNvW(~cq zB?QoL;w&u{x33#D9k6ilN(|Jpbe4P2PS_6saJXx9=;QocjS{qk46WxU}RCoi2iF!p%S}$$N{b_cO>5YwtE$c8_ zQ_Yv>I^GEAUg-nAExzmv*VDP?<9siAgl{K*S5#JBDgQn)V*FmKyf91a{q;+iF8RNB zq2}yd2*ij3K)|)q8@2)8g$t_AW%>i9PVG%%L;M)=&BgWtj}@B%_o=Lyt|QPW%`P3O z>u)8>&C#XrA4ma1W!HD=RCoUoEF*mHBaQV?r9LbXo_oNlTi<;&RC5txim6&=!;Wts z9;*Yb%BftF!!H7LHvjtW9)yH%ynY54vgn9G%MWj$cAE%>sTq#8AD?b^*PhH!8_&hO zuUk!;H>QdE4bFXCZ5KS}g)}^8Nu9`9_8a?53v;?~MZRj_wDe!A*g>bM zF498F)$Yxep}C$hyNhb7s)_08y!y^P#yaorK0=-eyl?8QV{_Z@@z|VqXKl1$MelxU zXHysk69>#haM9+cwviFReR(=fK)3J=Z2Gy1m6+_RE%(h)A@8<2PVdb5dAq~B;NYcX z&^VgBc{3MF-=IQ9jnw49cmqtEe}MQ?zx8>u*p^H8|Dv<*$(8n8U$%CP1$v=x_hD!0 zH=n)On*CyC)i|o&V*A8fFIeIs&b-9N9|v~KU`2=i(0Ko6310}e^i51>x@MM$od3kP z64yREB>XO4XhxWnQ;%_2y+y$!64N4t+3)JcHBdf+Yld4V+7cPT_nF3eY5*mMP(6%$ zMI6nik=d&3y`~CkLlS|&qC#G=8sYN!DYbIz2yjwJNIp6?Mvm{p&plWKAMQqd>-u#c zaGBm_8>>HA#j&Y_-rJs=5C&=hW8x+O$aH4wmvy8lb0#Gxvucprd;qjeFfRb7tF0XY z77IH)9U|tO7I1?3j^j$8u<)EepL?UlBQ;magI=BI6GyUSn!fnr*GFGsy<-6t7sPuP zSOfP9pwC(hAe+mVgPP9hfa4JD5`7Ar(sg97Z}_38doneiXb%)!7sx`xnfVjcblf5? zHC#A2sE(yWzv}4UpHUb?)(^Lj16}i0)G_&_R&H|t7t&2f1}UGLuEictet~^du?@9T zAL7z~7rDg|wPgUncz2)1^#g}QqZD`V-VL4zmO@4b_BFPDH!GWiNJrYIdv~0iwCXr6 z;~;8A2>82qx8c&<9xIbDgj%Wqwd4jd1b^i?;RMVF`b0vnAY(* z#Ls+!t{n`hO?dHQpVLgQ`qI)8yVr(C?3RKDy#}czY+vW+K@6OcI>^DH)Bx6x!$8ZQ zP4a$^Qi+S6((!N!vt0im9(^92TN88u+B-|f&e4;04o_g;#Y+LVXhtd;4o{U*S-kTR z^+-K{Qj|C!HQkj+T`4*=9LyhpgIv`C0knsFy1G6y>)t~MkJF-IaOJMOdFFU;#n~aH z(t9u|)d%R%^Y~EW*ZmpK9!8K z5qNH+1!s__Ck4!qsX7XoklLwLH~2nMEga?xtJTB z>6Uhpdi&w5_+hwpg4I$}!B>$!Mc!=}=_x{>18<qJ5rYpB!WcYhv zXxz8d$WM>nF(F$>oSKS8rn8)h;^WBI^71`NbA@$owWmX0OiyNdwPUn^Hz!T3gcYu* zL0aP#Jg>*2KaFR3hAh?4L88lW>$3@4zWCq0>8 z6#U=(MX`eYR5W#jv|~&=+Ten3d!b{`P0`|H&pi(|SVvH9S1WJyh51EsGDz7e9!CKKiBe_kduc!h68NBaR4QdYh%N&??(5YPw#^>?7m(fB%?d&O0cvD?_dC+gZx; z9D}<~igaZQE}y-muVP>yN{-#ppTS-P!M-oh`%>1{0QQM46S>ddE`lA}#5|hF$3Yk3 zqQOAL$W~eX6AW?S3f14YC?U7Bv%JEmyR&CzUZ6Y=wo|WwIG4h}_Y)`E_9MGx<_7A6 zeZ7(~S{x2~gHS#rAIY%51^^Q%@4V*%f+2C6*F|ysdd0W3wY3ofqofoF9Jyz#GN)oW z@|4os)Q%1{Afx8fU*EffyDMMT&NX_@&m+GS+i|B^^Gk)X`^Km4)zv7Z;ja5vLD=k;e=(Gjj?suN+Nq z^asO?ijxJk$^!U0zx@psK2K^#9ZDJnKbj@V1a&<-cmk2^S_&WS*kv)-BTn> zXRu2)(|9n=)`*?$3p#OoN|^pPaVIbmbpwNJ0)abc22=vXk-INW#6tj{BfS@6dcQ!Y z<8p~PnzGq}84Kc$Ff!H;+no^*XtMOs(TN19F_6S^Kyoz>y5#hGG|ZzA$sGVqXhUQy z`+Bb^{S(f9ARM6JRP@J2!D^6!YNt%Y8anUmS^_^!E}N^=wJrbo z6hxBA9!Zl%mX}8_d|Fso{W&56YzI+s5i+SG(e+OhI?foLW6t*3nVhl;yz{vLM<5Wu zg%z01oZ;uUYU6bvAp9563lMcauUUL5bzLV*Bl_X5dKqh~5>NxwbaW=&W_t3*zY1}q zT)U|6@fv`Qu_eCRi#~YpAjm3rY;3Z-m;3wmULF(6Zkhw$rf|WuxdTG4IM7{JWLicX zO7id3&>9;V<(C8v*l6nMz3t`;H%d9nD1=z+Y3{PSP0^P%FPJp8LWqheg8~NST5fJ` zkr23YyEOa-N@W3-q=K29w_obioU-*^kNWiD=!m(*bANvoSZ;0-l0O0Bg#EbtG@|DP zUHSD))aq*-@WuYO0m4$Mdp`pNgm!oEiJtHO;SWz`nE3CbFU;@XzYQ#XHb5BFym8~P zP4O`8fL+c0n3--p$Cq#TwYf07JUnfg+IfiHxw`7QpHor~p?Rry68BYzo~XU`ln(#_ zK)lyJPNl~ERJcBpf~D4z&E9b+)yLj|WbSR4q3puZQPcjElrSvOhFRmtZj)1)|S z8U`#&i&{CwsUL&;&XV~AjuXg+U%jLi`EjkR(6bk&yn|diQqZ+laX3@}zXilEt?NFVQA_MWy#u*i*s4)a3N})Q+JJ{$%G8uikwa0vYL!xI7wk%X3t@4-B;*+ z$vkWxnIFqYf0xS???DF*UZfa^E{xHRGR8t^WjInt>K6>-!>};LSsa3~>D|&JaMfg` zyA4<43#Ss=(O-;A&BYB!$(V@@Mk!?W=Zb4HxGpxj8VW$sk!?!~% zj!`%kDvv?x?z2BuTo#Z)MjF&9hyWOv0!H82Xua40vqGm%!@!c9cC5?!(<5Xg{P3h2 z^7_KOo(0EGegZ=-JXXP3&T;RvhSBq6`wD-AqOLI#38do5%I^N~Mf`OJw1zv1T&L!% zIB+X9DGOyQxc(wt=bzJ7>&(T?1_)IWB7_XsteLfeUR zItN8FERMbH)m5=}z62A0mJY6cr!6oU$_51W&P_3ZT-@zzs7K~xfI%-p-y<`RPz(%E zOku>FitLebuaJw@Tubk^Q6rPh3(r?{e!!f$@gMg5LJF=q^nfdbgJu?*MOSRCO>LF?Dt&0DCVLLtD+WB35#%ut;diVlDh1e} zB_tz}dX?MaHLnvL&*Mb{)} z8d|#Xt3jdq1XL>oC;P{L#FWvNh2*oA(`T$c?44j?>8Wxzg-jZwF zfCaVE5*A{zw;)5guKYhpUJAQrtJ_&5?m}aIBlK}?|Eu^<{59I(1Og=qa;=bbjvigo z{txZH&uwS4va{R^NdQx5;)t)_-hYMssRBgAANlmsa=`-yzG@FRWJdvz81jvST8vcJ_WL8)CMr~fn=Fy+VbYd zENg+woPmITsT%(BLp{%>&b7Xwt>kkLKDp|MgPMDUlT!#&I{HQzJDHX;35l9K!Sea* z6+b^6a|dNH-=dS(QSkh;f1n|*eQya9L%oFYEL7-V;etuRYbByTBi|yFwLmJ}08c<7 z7m;gQTPsx=@$uKh`t2S=()&t|u1!g8UJGO(7D2?EghXT)QqBYQQvwhsK_DZ#vF4+w ziu(PZ(CodZ-bspDJ++x{#-T)ban?oMpfAqFRziJ~c)v*y#G*L$__gw`;On_NX&%*r zvfZ^mfK05Sq2`7v-W%-x)JU{CIZ#UbZ9!d;9*gxfFL~g%$fUSzh(*-SKlRLLNkPuxV99CcF0jA zRtKK;BAJPyiy8oMq8#pK>ER)RUTe=mDTcEM0rAgJoBKPS+js=G2Xio|eYVSBeJeO~ zNz0gwbn_rgQ9tdpxTCR$tR;v;B?h%Wz!2F1VddZ{A(A|bmXBHyJZn7)P2bMd-V1gW zr+Na1j%(csfp456^3jL_*{bGF6#9XPJPfz*pQz~+=@P{B+5P5W_j5BB5;sYi0;#JuXZ@e>yEPcbeNp02BICWh z^uiBm6(>6>^pGCtVfFie0Q?#mzm-5u!gX9>6rxPvDHs|za8$BN(wfE~#qjEi>d#z6 z8j?!64vR#l;Bk&zI5c|6oNWi*P$x0Hl$PuQrDTr7*^@VA&hVVNekcnKdn9@{^f$we z4Lk=-NFEx8zDseY<4C{B{920gk+Ph~z&ksra~J+Y5IjMnjsoxq@>(6<)zT8{xg3F% zO~F2k(qh~=d4WeqG($SniGD^XLxdbnU~zGK&`6z=9>sKjs|e!`p&Tg5Tpv7zwG z9X-vIWw?HO=c~0fcM#1nM31?Ol)Zw*Qg|dcJvu%frOmoQQAotYpeK)a9q59rVtgo{ zCNE$N$nS;R=0la9P$?u@BEEV|+!fHX zm~8C{y(pMSi@-ywFY>{BN81lqPrxe1`7$ijmdFf;* zlCdNalaRWuNBfLB+HEYNbRr=@A#>kW zNa�n)q~=C|#Qqg6`3lF<)U$CFC^j2m)Ke4yrE-I#w2a!9GmTr-z%w4PD1;=uRB z{33$RWqP$kQm_qtv~D|na1f71a;c1*oRC6w=YfnIWClv-D%XEt#hU~Vc>P5&tsA!s zaE(!7%F2?z30sg(HHQ?7Ly4YFg?qtl<+@F0N5{n0`kYwV%~ecnhoDYLmh5G6D2z_s zsg8nvn=XPUQDxS%dt}=8?p{qtg@+50w5NHcl!*jM`y=st0^%SfFG zAp3nx~jU^(!*rYAPxTuwf>_QFTH6R0foA^iKc!CZmxdt<9r&;odoV#CL1$RNwoI z8^pV;+Pe!#=CS3!(Nv1n+JUb~HM&3!G;SlG7tKM%Fttx&Q~EnEQURdOI{-R3 zfO__aG|zuP-5F`*YbMi@T;LmS>#Nn|sNycbYb#kik(!6^CqT_0NB$sez!&utF$1jy zt_Z7zxGl6R@^MWVLZveqcZ{tcQ*tp9@J#XDZ3pH2pTFXs;U`DS=x}ffA&@WlyW@cQ zXDFDC4Cjo9a;-cHW|j`|BuQgwt|T82H5nA3B{@X_^yL6vP*5qlOdUuhaUq~~L!g-s z(#aPKO8f_!j!)c?gC^=GAf1?>Cc}#lWD2e|!2JAsl<`k6O9RTd&l~X0lqKCyIr>{a z@qwhvwT!f#Kl~u+ljcH+odc1Rd`a@Y;D>)WVE#m&b&v^&gIqfOv0c~6-tn#!>e}t8 zk)yjP!5aCHEOn5B!)rhv;wbX}2XLct&a3x*|Ivl!AHaw$DqcS@dM|4%vY$6Q^8(pB zZO}pYbP$Mu@RKZ%qgh}=7b!721pX&coim3TZ&aWY(kaXkP1bp+1h{v628u0W+RO&U&&o()lJD-r z!p2{YKwU~fsW<4vDyphTk^BB*qM1!2pK5D)08pnGj~*rEG*sWqB}-BaM?l@Y0%_#Z z+0v=Sh1hMq9lPi|fYWy5nJNqD=0LQ|pc_*Es$5s|enFvD_a-?OM(-^_si>)O`_;tf z=L_e|n46nJ!QjQ&5&HkV48HM42EQozcNl#Hq;+9X+YGLj>18wZ^*#XKMXp-2`g#^g zIS5rO;@6g@QlL&MziF-!YUiOyEk+Zv^g-(z@q!uecM^(om6Ft#C<|EVtA~O(EV#+U zvaR=yme$t<^}m>*C?85yf8EiQnk^oo4}J5--N0jcn)GhLFA_33NwqyEF@5BWCBr-D z&CQ!P&zwFj1BK59eU4DPZqr{(e>tdOl=yW2u@I=39+QM35OA0VLTp#bnj}r-*}T1H zYx+wZMIL^>7gmG5q$rSrUPsj<6wo) zaB*FKOuHXyLO@DqyEbXAM1Q1U8ICr1;Nt2?&@nI1c;3q*w=7+bP_PZPw;pvK zLS;ySOd(~vUS5??_Z>|@YGo_jm+(IfT<1TFTzh(ebJnfOW1}RG=tE;RC)B*HeH!YB+p;%Ev$xHj94t@EuB5zn_<;>_6Ogwr0 zeegYp5`um$wg$W@-4U8sx7F>XbRL#2_6iZKOH4G|hxwTr?(roYmI7Z*y_1Stt(G8r zS|Q{I-k?N@cWrRmUtEuq(l0h@+0mJ@*bg0 zyPH_Dgv9{^FFkz|LkV``z=V3VS7bfCxH>g44cV`F1Ddiwn}Py-l&nKCK(f_j?`uI% zIk`r>+yWsiCzx%?M051@^rtje7c!Zoh7A2+!l5Km1L2twrsVk^xOwKJfQn$t4BGO+B zgv?3yXw#QadV*xWuk|Ty76{Kjtk)K*5Wd0NXX-3H^9I7?3A!iYuVFPB_wB1ute|4$(B{^F8*%x7 zqCkp7ByGan8FDOIZ3P+jvbMaWdz!L>DT}`pNZ;u5_{2|nQVjGiB>JcMnMmb+Nwb$! z6rbl$?@24{pHBBuYez4B{~{i$v2*3iEZEuy$m}fd4hl(@5OTu2rnkZy#0p&6;oPG-4QPy2g?0HY(Ty9!V@@RM}u%K*DPUNTb1 z+P$IQ-Rq_!ikv>GR)D@%4QpZ&y+~f$YeGqzLlL?ycOczJmbDllGZ9t4B42S@)`^iA z(4Lh3*hI4<{qM~Wd6m^qOoIB$FG61Nu=k#<_;sPa?XI)Bz@oVoRgb#fNxuul8V-=E zn*g#kudk51*lw)inx8*%gH%!0n4S7$_W2!uP~U(&R{UKaf;NIZdyeQQtIAwDl;f$; z`>wIyJ@9TGWRNfE93s==aKNg-3#(kD4#Tpc?R6&eIdR9SOVnf<)(GogC%##vQpJN$ z)NubPmsSpQafLkb)eiwD_%qZ?UEhZg4S8F_-n6`8wP?zQ(!FRoWMOeVfKsl(_QXYF z6{GUS8dIY8R_u@S-eYN$?BZES7H$Ri%as1$slOlEb(PO^OF574mqKk>Ri*}G!6PyC zvp~nspmEjSN*CqDr)*Z%w+97h^vo?T{cIbS3q%+zId_EPf$7Mx7n472aH@oj*w8KO z=NzR&PhPD?Y1AWcZGPg;Ai1M8g!KC>jap7)1(HZ&Cz=U%6G|19#C!M-F@HQMT+Mv@ z7U|_Ng<~NU6<`dq8!Wpek{V(|Glz*qIr14C=acr4QROT%70oA-h=%w$)yn$H-0Q;1 z2d=ySroY(8t0G9(Q$dl}I^jL$Re!Q#&5=~CaYH#a;z-un4C&4#dd84W7Iz!y0BGt@ z^S1eo17BM-5SUZsJ5N517VoEUV;4S{N2KoY(a(=ugoZFVdkMn#xdDOWN`CiJpz;MK z*$t$2nJ_g{N{jrxVB$&%ao5UG=SfH~kiE#=E7Ww2?K9k@k97lcniBlh4{Kkwo1_%$ zN>vIGkbFe78Ke`Y{*q7nSyVh!WuF+b9Xh0ZDOL9^w|VD^^jf>OSi=V^Bt!KS2J_H# z@Z^$&yhW;WPKbehbxz8$-V@ivV%jwEi+|PiEd?YQrj{oU=8QwTIN0)IdA$Vrm=OG$ zY?22dEc*@X3bTU?@Den3+N^4H~K>a@y!L|iKnSF=48FNq0H7NK{;KMa{(J(NW$PYBqqPf&IsxMI)Gs!1)NS2 zidkOg@mo@8t+Kr$4Txs@!@x$@M5UJ@?HA6&By-JThmvKR zkn&VwO7+cP;ujZa zv7J+5FI1s!Zbl%j>tsOJg!j-976-5(Tr&V$b?8_5(uZjPug47WU6LkW)7G6|b{-RZ z(Y;z(pPue$w(K~yII-Tx@|GT^8Zw~Nx?MD+>8m9} zgk6qBlb?*I)b+>DW&&X%%a_$+lgz~Vqxc3M0H!q8vU@4?McPg)J0FW|e?QDCD=HZvExvLst?o=(vYL*le)>7*yQ_LF(KX*gj4Z^TDIr@!~t7Z zq@er*(57#WM67w^{@InBZ8_f6PxFT$hdrh=ol=*>0zzDdhLuEI0Ec1L%r4%2IbhS| zQ2OnuK|bSH!A?y%A%o-U?7~Se9Q{ltLVHF!1SC~1`}2w{{p?(GouX2;K%#0|n6uNm z;aF0;%6;23qoT!MBKX7)Au3O?LEXp1ViMjOJm<|ZZ!J*vPWI03|B&zmdIq!=?J9j5 zb5;M;lRDYUnzD0S&G{-S4`$qlnG>C~l@46eCvtA(VYXMkbf;V2ZG(M)gS<3DKam#0 zygjhF)h;peTJ$RlG?pS zytccthzAVAHT>Z63J4ANA$eHlrtw_Z5C0?LtZfhvIyu`z#lKYbuJVBcBTH# z=?d2*wKujlmo`p2;ztpKz7A*{?I)oTx#e>t0zI>NeXT{W z{zpXW_r#A&i;b_B7F2V&F+t^3idF7j(Y%&T5$}P|BD?}Ci0L63E6X!wupLsJiQte{`1l*C;u|jw;1>Z1iK$ve8%;Upzk1om) zqr?KcU(MQ!YiXzOZT)->5Mt^Kh3N>`#yJA>U0{|SxFy@^M=;iuEnqa!Jc*fn!;lo_ zeMxDYzUlVk_N2=OeW_)GtGD*kr}QMj60L$yjn;GxS!^Fq5;RvCE+STW8L!1Hp1N~T zR6^9Vcx&h{FFe7tYqm=S3<#et{+bVH<2)#4;zh+a#L*VHE<5w~D58H=q<%2GH`=CX z8WVRq`^z1yuVO}(P!|Hfg`1-$VE_u>#9;osA`+7pI2@|B=MNCaikh;<=}Zq`x-+U+ zQ)YMHfdbZ~0H*A=T~RAh`cUM7GlWgYdP`5>W#p*Wb}xULU0%r&+r7KD-VT=Am)|lz znU+v^ty^N@NzAHinI09hYC9b9Og&Dk^<#@{>g)jTM)bEri;;ELb zCrDD>9>^>a@=S_!_an~&7Ai)r`w8d)-#ik_!`^>`Q`nt5x#q})mu5Fp7xl?ZiQ5X?|NpB-m#Yfy>Id}1)tF;C2Bvdi zH)vnU`5lNlBvl-*_{{<1Q5Di9A>g@?4zF4a+626!)t{h0QSm9NmsiC=HAmN=Kkk4i zvmD;b$(?i4UBz2F>rtD^4xmuOZcQ#UuTUTNTjxfeHy>%3J*)EWy_?6c-73u@#CLpz za3fVY$BX)F4VQHhM}87xx_>&|FD07r^|PJoBozv+_OpEKGQ7Sy{FI&n@&~pRWgcCh zGzn{RE6%#U5JtFU$j65^2hg8M0w&H{^TYrQFPW;}!q$m(IzXewM?bCxo+={o|n= zihQsBXQi4lyW#7U_Xt$rJs6!52ji&qvGMUKf4=P7+gqE)1v;Qzz13LpfJ!~23INhK z`&or$bE>vVW7GZaO}{68woEeg;%{1${ZgXgKf%S`FE~2LBO!d--7PtPJ6FL**aN3w%)k%3(#3VL%Fgm` zvGl=v3UmON7Y&a0?6idUoLSG^_hk~$`Ozb4_f1MMT3mf$yyfbo3;ZepHX2LBAg{r6 zFGJ};8kjb`DC#ZI*DSeig}fErlWSb3#;oXm?aa0%sll{gb*<}7Ns)F9foi<8&fh3n zPQocBLPOt7)E|pgC3p&!iukNC>B^iarcP3^DZU**gi@*-9YVw-Ye0%L|nw zg)x?0nU`iq;8l^r+HhVI2&g=%ILcdGR&Fx1rv( zdl^(d#v@1AR_ynZYZ4#@20E2n1p|TWJ^`Y!tKQ0y6*{aU^0{^LC(Dvn=0Z6*xCN@@ z*0v<7UNByAyc=my=Jodc>x8A6cnkepyO)ET%d2yy@F4HqB`D%w4u2g<7Yxg&74_zH z+}il<9~87w4zCH3+J7HJLvS^|Q9HnU-YK}lF~3aRsJ$v_Trim9=&7vL0JS$m@hLN5 zOc`P}EIIFc>eDkF&ARfY7QgQ5JK|HpPlb{~fm8{Akl+;Dy(s z^>CMddp{^9mdJr53){-?gE+2)q}SQ6vOP4{I(5t!t$5BG@YcVUTz$Mae;0|&txNFj zZO2m-UOaClPTe9!zOUfMcze2J*yt1*bULv+KKy&)o%_m(IfG=OWHf^e4U)2U;b|a(r@{ss{OAe zy`*^i#uw5)T5AkA4l`{2OgPMFQZSK~v*7f5sGGMczjTKn5@CqlGhx2_^uMX1u!;Cu z=0bi;{&zFTirg3|dKQPD4nc}&;r%FN2jj8--OG+o4LPZ`TtkGXQ)V@XO;+~l95Z+& zw<60qDC8+@IO$U8L7P=+iqYt^kDc^yi}<4SvMnb@H|3>=ywg@4oy05L~z|~CTrw#DPFF_!`fWYaw7;L)T^~qszvQxgy zdFI!~2K;WpgiFtShRv4pVO zr>#!R)0czch@Xz>ekg<5jqYzXQ*SFAd(Wj_`|_9oarfbYEUwcEHkuiqEAbW*>-9DQ z>-@?m)tB&uRJ$m_dQx`8NNz`wWmsSpa0c<+e_FYi{YBRHBbvd9HvYr}|{c53v? z$ab7CJhp66KdIlFTh*Vp+2NH|>ip0)+WC5VCboqdRlOHxL}lm#^klR7ja6M&5~!l)Gt2iS3f#j6hsq5Vx4Dc`{+fuiuW-UB9dLT@_ruo> zih`^EanGzXUAIqL{|H4mejrR!F9`?}Q9gF=j+^ykZk{fV zqsU zc^00{n{!?G4k{HbUr3J*_T?MGVAGVH*%lv;{x$nE@=|tD^RYL_Jy-_vpakV#lL$|a z*Wle~W|!T=dIR%8Oy!1CgQxXDmF`CdStq0PBiz^Wu5Vh_7<7tWJc)tVnMxh7$=PhL z)3Vh!EKbtaAZ*P()3t{cXa z2~g)gzJDg!vTmiTm1Fl)Lojjn=a6+cC`C;tCQKdEa58k-X128Rh!Q>LH?Q!`E@4mY z*fiVdilwZKqRgW;!b=@&(GuMH!=jcMLqN1%{UKVnT6u-crYoJk7US^)S+nldj5*d_ zlKvBJ__bK9|9y`jJE1q9tDWFAsc-+VyO&ByYp>MawH=maUG_X_`BPMT)arf42`+;| zo0kvdh<>HJDo)3udp;_hVME~x|9w)5re;#9r{Pqe6Q6qV(gkBRTUGA{jvj%m#%e~U zlS%t+3{tosgm*Z-I$|PL34#Obzqg)&cRqEB)?dBJ?oFPFs_a0|w4xhqMsH4cNj2C! zxvUfMsDbrV68&Nf(?!o`MnNK5z*vs|J3-ew2LUt6oQn)Lt{|9^`#J5=!Ck@^G87KK z-V>r#T0an)v38els8F`vvs}|jne$XF_c1Sa&?AEWO!9Sor|28oz3(&;6UkcVyV9pT z6_y?`;!euX*U?_FT{O7){-NR2u7D|fEwuT*)Aj=_)AXqM-G6YTy6Jxf3pwMIPiCNl zlp5VUQ2X`Ru2fAXksMW`u)zEW_AJhe$5q8iyymOwDi2*A2-2cj)8_wS$Fw@gJA1I1 zx?m67am(^}=Wb;bp8Rq;Eu(H3m@u{hB8U>xZ@>5xRtvCq^L{uKUoFx~I(!OqBHMnu z-bxpRd+^sE8#L2}_ahDTS02B~>`9824#oFZq&2gKldbLRw2^jTS4DcZT<^x4{Mn=C zE9n5~M`xLWhc6KRGVrS019clC|5(QUjf*MmNkK*It?d~u=CxfrVrF&_ABZ^W*($OR z>IV-OCUO$Yq83Ll5T7y=(!YOt$&}WjOn7Ta*cz8DwA4=BrO_T3!Wu}0gJ+ zD^_TDOp_tvV7f+wnlJC7B1c!O^DjZQ^N3oWB6VI~st+6!xuG=8k%R2Yk{cI{4y*^y zY6rTTPhAEO1d_zM{rrU-{;8siOPk!xTvY%l8^V9wl2qMq8$+^Sm}C1jqm(v?~9=@}fGk*EV?rqw?qoqv8WGb*nA`=4pYmOl=4(plDy ziP109-DxZmGjs5sMl?}O+H}7{yY}PKbW1CvzFqd>gt;Ndmbii?@22+Oy(3BSVP(3~ zMCHYWP{@!`{cEV+P>Y_`=P6qgF7niVIaMeZvJN`R(-0BwDpO8>;78<5U(aHUZp&wPN%-KyY=IfwIY% z7Jeq4(-+#>)%h+jJ+tRj-<6bOfb|RB5fxRGLXUN6VRbJ#5^dB7Dx3JeKMR4jgEzaa zzX)m0x~wk^!a@`mbxbWtrXf?Ok4&9w3ypTvr-3Mlj$zAa5V{hlelFZ%-L!skN-YfHZc`_F6)Oq?6;O} ztt7R6?Iu3UKq7(rDlaM+P*P?8;*XCiyaglK`<+AVSKHY2&~8yz$$&jYV75F+*G%ar z(*Fvla{;O*G;qPp`k{Jy4tCCJe;94dcucd{lyJR;$hZ&Gl>ckNG*z$#BnPyoXVaGk zyk_{U4K`XWf^RJ=5ec8{PgLL^5PBU*QJTQK)+?pE5{+dQ!K zA&si78$rtgKN0oEa;3%#$M1%k_J2;feBjHl)z-L}Ky!8;Z89nInmKFt|7h>L_N>u4+Wb7K)L(wBw}SYq$)J@i zz-r!#f(ZB%0Z|Z^VILCNCu(Ebw0L|ztC+(2k%#O$p|0x^A_E->PL zse6{`Naibb+t=*d)01JOT7t@>7O%>u#3tpX~+82n&TsOB7vDkO=iO#jP{p_Y&6I#pX0DkP^ zP}C0H{0hYct23P-!^&wkv7(NPQ_D!;Vry@Czc#5=tXDK_jhVmDpw_h_OB%x58>p5; zn+TyP{60MgU-O}aX#R9|)H+ZA3%=bh?4+D(J$Z>53mxQ0ge%oy$nTvvM<*h9$uNze zg}tr)po+#Oj9R!dphyWgJqd4(or;5*S(Pv=CAXFYck6QiU}o#0SD^BxS5u#G14nNO z7bKC@vOwc$xO&-FPbBXqzHSNK`D~i&;0$ZpT)_RH2c`}VLSnBJhyvEDrt{A!_S`Bj zQ!HZ98c7K`hf(4TTi3mVT-P(Pl|>OpKh?%k%SW7}_#R;~Y6AoXQ+Qkog`+MbUW1h$*t8-Hcyn$N6F1-FO}mGtB3rx=#E@ z$~-sK1!X^+GWM&q3T-aw!-tMrO5@x*)-3MtP%Znmp7P-nP-&+=%&U{Rrvon zs7q>IZHOX+pP}Z0Ws;dSf2eRqj?Doc6%uz4xrCY$8heoBb@DVuN$Tb32Yqx8UZDI@ zHY3W#aB9zHn)M+2GqG5~`^7mQ&ijt!$5CmjO|dW{Yb5a|$;A6s3G|D~Q=Cn?xD0H% zgWsVW&e?VIJPLZ;SFNW8a(f8z$tnGGDOr0l%VDtp3AwqCJ>svf`dnBv773$w4>Z7_ zClWuof3AipHmJd7A6LUBw9?VClTV*ET-U-WU0dCOri)hQTQ}@2 zk?SqQ^p;?VeBb*|CIv=_b&|#LPQ(bQh+HmI@K#v!R>gD;ws#=|+v+}C5=3T(t0}cT zB0QIR&ikg^yjNiRAjMAIgi(iMMwh!I!ey53*qKG9fo`)Yjf^Sw2CQV|k8R@-e>J^X z;X!Ka_x$!bt(D1&x5gsVDgH8eTDFP3CrnnkGVfv*<`Y^bB9?3&i=R&G^3E8Z=!kNi zrHkZRlp^Fdb?#gq#HDWAEyuLg>CLs&XIoav4cZ!0zqc7qahJkY@JivZW9fW<``!o7mSio4BfEM%@^?M|u3%D5pJOD_)re5Y`` zlC($v7qcn9X6~zT%TjxvQ+f(xbkW0Qt9Cx9?X+93E$Rt*h!u}6*=4?&zQ96z+l*M! z@1ufHQVRKcVRp&uYi-9Lp|8Z^jeAR^6b&NFG*c{mN%wCR>7P2A5#k(85;O?efcm7J zTLY-YzR_}Wu_GP>0Is&EhxZT;SLfQOz@1(!p2^bIiu=jpZgM(%D`!bG0vv!HiIo?&X%XJGGwZZv=vsCXYF59m8wNpv~$43&JouJkBO5HL^Yf(L^Nv}A%3)3UDoG`i?BY(xU z(!DQizY6OoV~35nr5C3cUvLr@M6x{{v0F{_mN~NUU~lQ0FKw8-lEiC}orVL0fys3P zK#JMuAEU^$N`E9{q2#ZB2~DIf?P9f<%yYUOzWj|L)19LRMtG+MW{k0cweP{rV<>&W z3}Sa#ZIZ;mCDVwbijh>oYtNQkcrO?PG}+zQcZhaoeN~`$xZ)OuEn|b;nZ1FTzbE*6 z+4kUvf2Ks#PHF(7RekRri^4-Q@SW;fs@m5fraM~~2_uD?D@cHQ$2sH3xK;&PBhu+R z+G^d*S8yc9oL*1SK$S_Uq+B1pCyaGB*59$Tb~>k!Ho|eFs8~NAw0n73pwg-!KiWxE)H4o+6AJT8E7Img0igopDvbrt}U2c$9os+|v z?LBIlEnN}lK509@FzeY;J);=yEQ(#1ZQiBOlm!#(qs&{YQq&$pGm*vK-fpElg2kY_ zXGx>wab2>s;JGYUp6oh{hpU8Iz6*J|ma1sOA3wtk_z8Ix{ZxAbtqyRdmB^!uX))TD z?tF)G#~A#Hhqbf<3}(Lo6ESjorRZ_J3sqpM(9m9{W0>fLrH-D@vD6cOXJFo&+DNII zEtkGAJ;Qpw)i$r)vb>~_lYJ|~dw&81i3Q*dE_{o2-Cb$Rd#WvXN2CCQnpNwGvyGNK z*$% z;i0z8^;e0Wwtv^+fRb0G0wdLZpLR&*j#ylMsw(drR zqG?-7RUsi!ANH>#3L8|+4zvq?+|QRJ$o zA03%hFUn#slqnF6^JwoD|Ne>g(U1UzA#MF`nVw=P^?}M)KGa(~Ae5XQS~IR|;q8m> zWXos`=(J>MkiG9{{VL2Za3#5Hx+}CaC(?8Lyw4~pY|>KKmN3WU5XRwi^_WMbY!w84 z667SiAnzCa?1~si8~Gf3*|HAa4>s51gqXLY-`gj7~v??ld0tx%_J{OENoyLtujbad+q}CgFU{j=lW- z&VNM$R6P--Sk{nzdXT~!ORrfV`OzAV%%OlZB9bY2y6$%Cf)q#0yUzNo>{b@Jm{P1J zy^B}BWST3x`^po?j!Dz450CQD)KJS5*fk1EGC9x}VQ<j%t;Xl%Eyk{&aF#iyZ^vW>(GsV@7%jJMWKEw zL%B1+*DStmb7t?+(VuV~=p0<;v9QP8xR_mC=C}x~CCSq}cc&F!)u}9)VR3GHzeH1U zmuY`URNf6|Dm)!eS^aq8+GOU7yH5N~&dm!947@?>1dg|97 zWG*WFQKYr=1kf{}Jh4$}qP3gAud9-)-=6kE3_fZ=RMKX}*=2LmfH|$rEag_M%>b z+mbGQr&^gs&pGA%|&3@*v`P4$jtx$k++zrGs$PMVtv^srwH1uM34ci4u zN*lFrPEHsu2g~~2u(W>l#{%8)>i6^+eRi;YPtEq#owaB1quSS;u&ZDFFq?|Dsfqu1 z|2b6`hU#n4RzvF*f^2`^0ar=wyG;4i0sa1SoTX5C6Za9%E{WRN_+~DarF4ci&B?BI z&8Y(o{i8oWsohVHwEO(?E=-cE#9rgL0M8BH@fojJk zq^o|OjAtYiyjC=;xypM&3S;nf`rUC=zCb7kr`Vqu@M7Tw( z`Cb7yM1pFjYYg8St=duT92~$oR z!;np+XfHdZ`v9**>le#Cn7=ybxHeFLpWhy!ObL98uZ0$B5|xLPuE#SOd^( zP0A?D7?F7U4Jy7j5ewfGXhA+OfDem=H^_PPNf>%)xCC~Fk0p>zG=`I^wwvhhvwONp z8e-x4aK}1!{UY(>ePo=;1piP#UpmGxJsk2(S$X(@GR$D72aR`_o!uHBf&Jb5?hp5h(h& zhMi=Ix68}1|I*Me-?8#CMM;{O*a^p=9haz&hv(%NI-n=)!zMkoPg!6kC*ltw$7ulv zXj*-kX+b#x7nJ2Y_a(I-nQ#ubO@4#jtq(Ap`WO{sZfVB9!t@Plc$)bCGIpNYe=N1G z_eC|@M0Em2Qhbm>WfJF}Q=+)69fxI}-GuWw#s&Zrrzd@)Q}h&V?|yjiJ&QK9SLP(+ z%^2zOz^)+lUq-||Cr3<8zZ^}8kIGhqQ4)uU9Q+w5CbrnPV55bFhBzzgnwa0j4PDkUA zPO1;lT3u!Eyvu^liWWAqycxvh@=Ef}&dIZ|V>f&-@}420X5227iE?@KJBR|l38rF-^^`#QWSIcZ`G_;Dv9A6u#;i`9PMt!0jm%XGyKi=&Y9?aAe;^l3k-? zp-rtcFzG0^oZ3c!e*e2Q=0ce(RA!$d1d<1dLm)duT3rjoe6T8L#F`L?ARF3#?8upRgsx-5Wrl=t9tOKrC@B z`WP>%hfq)eAJ5-F-hK|`f?z?z>}&v~Sx_2t)50QScz8H?RTQp1M*|zhqyL;vqLMkF zQ--q+T!YG>EC5N%0R%PP`ri}p5D}s@R^Z=gB~YS)iqipNdr}go7&A3Mqg}0UC@ZVW z%F1RA@SZwl?z91pB5(;be)j>!L~iA%ad`E1z>Xjgnfb5vmcZe*?mXwU?g8R4cSESG zS(u-Mi+aChxVJ6k2{>h}^Z?7fd&y*#t@8eVr}s1I2TDB@2riZbu-l;=!E>Q@`XFjM zT_vRes|$L8oxxRARSYC%6;L+nk)=lKd z@sH@raB^}Yz1K@vi14_MA5ObM7LOqMvm@X%6P;wX?WO}3|NFlkeG&Y z$p1$`2{3z*zuL6$_!=UeZ9^{I)C_V*>ks#&fx`@tX%K7!P=ZA~e%c{eYcS3^_j?6y z;Vp9nKjpoXZ!8kd()U=wL@Ee~KBV1+HY57~);Nr#N~?C@`!Xa|}-LM{ONn&lr*N|tfA zIledlE)Bn{?;g)@FP{v!j}JMsy8Vnhju7F2uLI!i@Qy}v->wq0Krbr@C5!pW4`hGF`SEzp zzVsV#g&PImt^z|A_~rW#M%{nyohH{^<+C52m+=0*;^@eT`DkM#h}ET^OM6vbm-=N| zTUSQ}8bpk^6A|oQjBz?bEdXl-J+v^4VYqF=3`ju{WIf_f0VwJ4>*8pr=R03^`X?Gd zgb3)J7aT2sF5UR)QzxJR_|rgbXCdcfDKJa_&BJdeR z1bR6}5Dqug9L9rJSaXrGV9DjrpFbm}GAdaI%#RDObEN;18pyL5e2f|34}?(7P498f z6(6^GEej(p8<3Z$;f1&Ld;CyA26wap?m6%^i9^+XQ*0YQ!B*v6$aS$%`ihP9)!tI4 zOs)wq3TY*3W;%jb!!!M3EkzJ;yyyQjtBFT*S27T)k${jEdoKVaxW+iKxn!tFQ$rXY zQX9V=kZy*Qt0@FBSWv!{tjySYWg-w2!~hFAV>Zwa@|zy9eeqnKfiTzMy=@0LF@PO~ zBN$6r0_q=%zzd!LKOaaCUCo=-k&aS`+eqd5iX~W$G)`j%uY#2Mvq15eByj(_2|g%5 zsd*$CcO7|CuiszUxY5;qG+hV=0-k|ZMmz(-fkFgoL-3v85@HD<4&il`I!&coW|!1W zfA`j+m622Z_wki;T;Ha2f(L=9=;j*x04mi8c~ziCAoLKJP~)w^jSJypnuJKELTPA^ z)df2K$I_;zrsm+aV%WEvnmHYr98&@YZQraf<}AJ#_%BqAzr_e1>gL>cOSZ~Zn;Y?T+|9@F&7S_@YeEx*BdZ(Lu}Ll zeP)Q5n|UtfCpVXT8@TvsO2z^mq(N#Fwu z1aAZXdz)>=Vicll2Qw}e0RJL(ZisKdGXsX-DG)Ug$C|~Jshmt`D8#y8VWQ0m$S!=G zoK^p5Yb59~`krM+e*Zr^MIN$)t_khw^&C8T5QaGlbq3(D5w*q^^Wv-1`4A~kEqj5q z1B;-!Soj!j@CFq{5P`#q+fa@?1>Pu>?yJ5TCGcQygFz5}UP!Jdal9LTyMOt1ztJ!o(?~HRd>teyFMhcBFGb0$Am@LBD z;5@@F)I(+y85Bw&7A(vRx5+~hG+tsBmK{@zJ%}3$Kzq@x@an<MgcS0F$#1$(=$lWi+qCgCKL;t5 z)$2RS$2a*b_$VuD|8Uv$w0r}QHEpLso?>RH;bcO=Pgk&Jz^8x_6SBI3$!Wo((rpn7 zmV|%{yaD5B60tA@D+GDV-Kd?r5x}BAduJyxG4ZXX9vIsJu#O9jG|iP@<_z`gVhYey z