From 26c5fd86a08abb8daacbbd0b70a63d60d1accb6e Mon Sep 17 00:00:00 2001 From: anishLearnsToCode Date: Thu, 18 Jun 2020 16:09:59 +0530 Subject: [PATCH] solves neural networks learning quiz --- README.md | 5 +++ week4/machine-learning-ex3/ex3/predict.m | 54 ++++++----------------- week4/machine-learning-ex3/ex3/token.mat | 2 +- week5/assets/quiz-1.PNG | Bin 0 -> 29932 bytes week5/assets/quiz-2.PNG | Bin 0 -> 28948 bytes week5/assets/quiz-3.PNG | Bin 0 -> 17446 bytes week5/assets/quiz-4.PNG | Bin 0 -> 42031 bytes week5/assets/quiz-5.PNG | Bin 0 -> 60887 bytes week5/neural-networks-quiz.md | 7 +++ week5/week5.m | 23 ++++++++++ 10 files changed, 49 insertions(+), 42 deletions(-) create mode 100644 week5/assets/quiz-1.PNG create mode 100644 week5/assets/quiz-2.PNG create mode 100644 week5/assets/quiz-3.PNG create mode 100644 week5/assets/quiz-4.PNG create mode 100644 week5/assets/quiz-5.PNG create mode 100644 week5/neural-networks-quiz.md create mode 100644 week5/week5.m diff --git a/README.md b/README.md index 6c4d5a4..607d47c 100644 --- a/README.md +++ b/README.md @@ -58,3 +58,8 @@ __Instructor__: Andrew Ng. - [One vs. All Multi Class Classifier](week4/machine-learning-ex3/ex3/oneVsAll.m) - [Predict one vs. all Multi Class Classifier](week4/machine-learning-ex3/ex3/predictOneVsAll.m) - [Neural Network Prediction Function](week4/machine-learning-ex3/ex3/predict.m) + + +## Week 5 +### Quizzes +- [Neural Networks: Learning](week5/neural-networks-quiz.md) \ No newline at end of file diff --git a/week4/machine-learning-ex3/ex3/predict.m b/week4/machine-learning-ex3/ex3/predict.m index 670eeb9..7fc6d85 100644 --- a/week4/machine-learning-ex3/ex3/predict.m +++ b/week4/machine-learning-ex3/ex3/predict.m @@ -1,43 +1,15 @@ function p = predict(Theta1, Theta2, X) -%PREDICT Predict the label of an input given a trained neural network -% p = PREDICT(Theta1, Theta2, X) outputs the predicted label of X given the -% trained weights of a neural network (Theta1, Theta2) - -% Useful values -m = size(X, 1); -num_labels = size(Theta2, 1); - -% You need to return the following variables correctly -% p = zeros(m, 1); - -% add x0 in x -a1 = [ones(m, 1) X]; -a2 = sigmoid(a1 * Theta1'); -a2 = [ones(m, 1) a2]; -a3 = sigmoid(a2 * Theta2'); -[maxProbability index] = max(a3, [], 2); -p = index; - -% ====================== YOUR CODE HERE ====================== -% Instructions: Complete the following code to make predictions using -% your learned neural network. You should set p to a -% vector containing labels between 1 to num_labels. -% -% Hint: The max function might come in useful. In particular, the max -% function can also return the index of the max element, for more -% information see 'help max'. If your examples are in rows, then, you -% can use max(A, [], 2) to obtain the max for each row. -% - - - - - - - - - -% ========================================================================= - - + %PREDICT Predict the label of an input given a trained neural network + % p = PREDICT(Theta1, Theta2, X) outputs the predicted label of X given the + % trained weights of a neural network (Theta1, Theta2) + + % training data size + m = size(X, 1); + + a1 = [ones(m, 1) X]; + a2 = sigmoid(a1 * Theta1'); + a2 = [ones(m, 1) a2]; + a3 = sigmoid(a2 * Theta2'); + [maxProbability index] = max(a3, [], 2); + p = index; end diff --git a/week4/machine-learning-ex3/ex3/token.mat b/week4/machine-learning-ex3/ex3/token.mat index c29981c..8e37ee1 100644 --- a/week4/machine-learning-ex3/ex3/token.mat +++ b/week4/machine-learning-ex3/ex3/token.mat @@ -1,4 +1,4 @@ -# Created by Octave 5.2.0, Mon Jun 15 03:58:24 2020 GMT +# Created by Octave 5.2.0, Mon Jun 15 04:01:39 2020 GMT # name: email # type: sq_string # elements: 1 diff --git a/week5/assets/quiz-1.PNG b/week5/assets/quiz-1.PNG new file mode 100644 index 0000000000000000000000000000000000000000..5df47243fd901c0231471db5c01c23f135b282af GIT binary patch literal 29932 zcmbrmcT`hZ^fnxdfJ2uV=|w@np@d!oh$x6i6GuS0ND~6mB|vBjqSB;E2dNIyB}fTn zPyz`xAfXtdLTCYjkN}~6H#6`1u5W#Rz3cn^!6LZ}&N=s-efQqav!8vFtt?D9e-ru* z1OjoI-nwxY1Y(K>ff$_FSb!^c*_qOSUkt%_O|FCLM@80vFU($s=7u0pQyTlR+d1I- z`6svRgFzs!e)2LVMfADc1E|0oxQi8j{WmfPu@T7%WpM{MZ;cMnU7lM zf8`Z#?#sP%uj;I=RcUFiB~RvMQw`MLNSVH=NOlFungXBr{sCFhFGxRQC@4P3xJQvzktuZMNhmJ60ME%kjCBDavsBbo$1=g7_0 z&^^P`K^fW=LiwYAC-Cv(0Yz{3v5p7_bWKE2CQL^7U7{wUjyBtDw(1K8#c5JKO9jVi zfAXmPH|$0Iqm7m+Nn^_yDao@eCZe+6f9qHlF&vu@=)p&wP;oX5cQnv(WPvaxzyId2 zn3%lT*iz3;-QXu0wsW+|jDwzt*&$(}yW9QT`^V2$!)dd7gOX`#tfC=SyTn`<3#7`? zjE0Yd!urM`sUg6^;DqwtijBD+Ydx0PdnX zrp}R{WC=F5M-7ynroL+K_URhIbvTHv473(e*J~RzbT>cRv@F0#>M|u!LAzTqXOZhg zJE&HFj_{8w4XHt8QHi1EuIiwu>6UCT;w-B_!du-#>#q7 z%zx`o#E<^nntgcF^~sdAiF)`#gxBuLJ|PV%b4^$pvXfLeDl3lm5%6S=z4tcqS9|qr z#7dFPwz_bN%Ac#VUL|<>2Onjj2F{D6nLQeWsC|6+2=E7*88Rs%J;s}@IA>L^$5V1l zy)^f?oCg<m1*nj><}#h|nWNPPvlZ&9^#e9StsOxZ?1aoriD6h*_#c zz18*(M9;D>elx7l!J!p#w`X}bFz$P(e)z$#G_WdUtSVzKx506v_U6aQ{J(1NSMu%o zi9UM&AtFE=8Gqb-!CKMqJDG?nAe^18CacFJ3Tky^oeodEX>R+%lXr`F{ z*y3t=n!ni7?{UlD6Syr%uDZwQi#>Zwm;|U}@QAvPU=C3=D(56c)&)!JB%CNBErr7H zp}1u#&czb5q?7IRt9_-|jP%Vlfiu6ZZJ}cp+J?s--V!Gsw)LFU(Y`jov&q8?a^_#URyAtF~1>G5)It&-RNV=q~&DucU%W>;63eUr$>{! z7V}p&A^x44h%7=Bfq7lT<2p>19sTU%cAlN(hRpO>*o@fx&AgJ{eJyl-opU%^_aMrF zsd!)Kt3qSUjO9i{SGQGhk~sV+EP8iD(=wDeARKUqcsONaX&&9-(ZtT^{fCiF0j7MYLVs#5l*_JqED;=!^lTE=_LCFmfd(-S*{pZy_+&zxrg6boC8 zenBQ82TeA0$DuKSkk`jqL;^{J2h)7|;OKeR_DK~gl?s?f*i}v_RsKoTJIVO{12K8$ zu20&Oaii)Und8b2vZ^18R(e&6=Ack$<=tv`{3~#`meWdvU-OW(>fYw3a{oY5g4^Zd zA5HaTg^3e3b1+T`m$x;mbdS*5YP42$)hzi!V<^>`Hq8vhw!RUC7? zC_YJ;+r3-eEZ1ZyYl2ow*XIgRvpRtI{QQm{KPSWuCH@}jKJ@0wn)w33+;f*aDd77+Z01 z%qi_-@eKEeG-I)&f@A&DgT+aM!YtbP2vNUUToIW|e+>4xN^!rETgr4JmbTfD(75sVqU7yUT5aCIF$iM<%Bj9=GO1RhfBL=bC<55 zE2cJ&X5Z^4@EM>!cyC+VdcU4RXD9N>gbA&~g&Q+2P9 zug{t|Nf4GY$3h)!otLe*W*T}9zJTwJ--`YoEaE-}*&Qz4x3Tw^#pL!tR;c4+;ib@+ zx{>z!&t5vME;Aaax##TsRn6Q*>w-tIf@m`X5+1gHi%!{rWn#T~BwQ2`E;)RdZFWa^JkeH9$e_zu z2ZlGmlkKLjPMhmh=*Nd*y)Q-M5tyUG^miuJiJR8a5iqh^v#7$r17C92qYz*`FIs<++CG^t;0 zovEqVN1AvgKmwEQE@c!OqSHY#dr&ZX%c1&k80Ks6CcWfA`v7^O-!x*p{}z+95c`yZ zSig?`^3hwe$Jr9CO!+30yo-q}?(6*+ws@b|Wf}7Y5(R&iNaPaI-#CLfdC-WDshl*} z)lLYA1K*u+1zmP*5q?{k-0VBw_JTOK4lcP=vZUGQqJ2L|j%c3?xQ!K*O*fcFwuc-;W?B?{T(wC4m~ zX%C87qP~PS(XGQdHMBKa$E6EMTUArtd=r8>;#`i4%qrp*Hr?J8$~LsBYcNP0T;679 z=X`Dj&oespSR-D$|8DyrG;zpZV4-(A^?=+Ko&40G1Gj4uRi72pK9M8M^^_x$2)bZ& zW%aM*v1QhLMCj5yI+wK}*Jn8QhpjqUnDy3a&_8J|nY zVxYPodg_K}{HI=wJ8h3&&}dxlDS7*w6b}EIPEcESYYzsUM%ZOIXiPjkiN|dZrKrv%{z0byMI*(Lx^WjUt%ccE`Ho z^njizs1u$nLZ*Hs$`CA(Sw?w?r#-l>YYL)x#Qc^0mO*Z$^&f>PQFm&p;?QD;LB^VQ8C>h)+oA)>9=_Sdig&}VD{zY_9jF(OV5`O^ zV3&8tn7LO$G(?xuw>U}{87;T=?8R}5yf|yVGnW*NJh*$2>@g#q@>r-fBro`9l~-Mr z!)*5BqmOsQ$;3Ib-H~Ix{FVh7njVvQe|$W(c%_-^GZ>>bO#3UR<4eQGRRrFG$oDu@ z(bC-^@7dhZ(kqF}*!%Ow;E1iP)453CN!j-`SHMSw3;y|K|1$i1)rU2zyOv1$)YFU_Oe{|ZVr^+AXmWVUJ?Ltc05zTekwlux-%y4FD zX7F+R{QYU@99kac))Bq015G39d?h?M^^ychJ^d91DRVSsHK=;hUAFT(3hTd;JGU2U zD!$dkfte;RKnXd-e}d%4R)Si|M%^cO+d@Mz!GpNToDzQq*9b@1$!Wxb2C_=erJew_ z+R~+;cd3J3?Pi0D6Ah-j>GF|ywE>Kup4fvI|9UVx${+j(=q{n$zY$`5kl@Awce~7Zt^1oABPQW-8=;xI!VI)yq=(w!Q3*A_R*Klss89tNpR;~Xvy?+ z1{jxPl8AmX?n#)Yw8W61QwUpO@<6CEN5Ae$VX)^0&VRlxJLdiU6>`W;(42-^eGaS8 zU(CN{O#9EXc`WEw_Bi0*p+1WIomC4JpSlXqThz%oxRQ(WPG4!rFot<9N^p`#z`bgW zbJHcc=k!uOlsigiMQl(`I6i2us~)8u@?u!`JRI7wlS8J@#;jImq#GvK(L++s!qYp- zW0FTNSzyjp@-AG-zj+Ae&SP*R&o1BL;Pq%lpzdJ>a0!XBKvGuuAX>IZ=1TWI<F$383R4hT(AGz-l*1(qdZwmJRy@YHjG)N&=7pVE3slkF>MhIvjvJ$> zKZz)@axjT-9K@Ype`G+2bDk^)=bXT=wS{N;**VYCpRxZ8$^IESZx|c(#5MUsqWld^*URcceUqw z$1D<+Xw2tA3Bs}?zA(InHr9>*8x+2-JKA$aacgO}xXiH3|GXR~R5h{f<}FD4d{mK? z%=pfE3Nc~!pAlVlqOd)QU6MNQ?3JjB5be8nM}^mpwdd~%9#_Hf-HxyK9n4+Ml4|%I zpNyS-$Ta3gdQD{@I_~A1O9_EhKMZ=~2zZHJSh;?}r9zRGcl)p0XT?vqlcs}GPD~}G zdYoTxT_wKJOic`o8s3-mz)($yWMAF$9Cn(x9kNh_lB4*}jE$o2SGZ&mH)+ZHalHbq;o3joH8pV>-XO zkg?DUZ^?F`J=V}u(O|z{jXn$Ob$7;?V4>q zwO+2A-!B95sKpzyB&W7Ti{$+=gR^5wUJd((3A%c|ZfRYYJ)*=g}d`ueE$P zEO5h^Zf|@1Xvkg*=fc($dsMxj+XGvsYv^S11Bd8yv1i9C1~&ZOB36khx6O!^7glNxDxO18xdryD zi?NJVj$Ty_Z?So68QMO%5g?aa7FM(nX1g8-vJqE#TQEgW>yW74C?9LNT!*n*kgUsCDW=5y#^zF;6OQpO& z$oRWXG26pX&qLM;s`3`zT>>ERXckh%zMMZ(-^X8SvflR)m$v1q$({}smrA@J3ZPIy z2H2T*3_=)H<~Po$=3k}qi_LzR(BPoTvVNBjBg%hFfm2PVJKBJz!L4}h;QKZ2x7uU|$5A|^MF?}~xZT_H#M zQ{;uPLbg^IZtatek^b)dwQbSwk%{m$w^qnDTqFrLYq=Wc_`UPX3x4bknB>zf5tKya0RebPuR&~=!A~4tFIq$enA&{IzKu@} zE$YTCrbcJ8TKA8efdq{7`^X6#44W50VYmAwX70~wh~Mx9)eQB8N1gh6FNaSW@@i9y!^jWP4Y?X)s|Tot z;w#wmPB|pb?ed+N(I;hYX{h1`tz?yo1UGYzyo`!K4PZEf3T2T@-w18olhGd?j~V-$ zZLJatvOqitmuXRE%CUr+L)=jmJLoDu+DiZ#^S_Ae>bD0keBBp27OnFw86*I{cuG1? zDC=MLyFweKWD+l$w0-&_s1%Z@2bunt9LL&~R=@g@nyJ6SNUIh}oZaRBj}uSftPgen zhtCuFNW;9IRG3m$7My&XVM#XY9y)8Rr^yNa%a{x4GGC)S3lyKwBt)rFU)0rdlTGx8 zwrUuA{=XFb=NXpRZ#{`eGfxZ(XsOCbTgSkgEk6>4H305BaQAq3%o3>@dB4FK4>{iM z--R7h8cCl4YPaKF3~t&Hhn$_^U)t$K)xwHx=y~7a6{o<3r?A;8_;I1uASKYT zb=%?($6P!>U>6`X`O&bcG`WT@m9Nyme)xtAXoFbzr|AP-cV198z($S$gqk{b;It-v zw4Y1&gS(Db=MP)Cu~`Iy;k(~dvh{Qm?QTpGls=E*-px7@4p7Wgoyc5`jM$1@LXrrQjFhFQm z;b`YzG%|4nVEB(b0pigY@hu2Lfxz=T?YMgC0eZOS&Q<_o)^kLm?Hg9!0U@t|=>WbK zWGzIka;Y8^0%X!!v_2}q_|E3D!J$;+$A!H#G~Lzb4~Lt-MuY<^d)?Y+8vqnFpQWm!@hFMQYQ&ev@rYYbn+NAj#zZ_A8$4? zSX&B?Dkk1q8P(nT_QA2eSsOTE8~c+(T#v=tCkobVl3X;6$LzNwkhabdSCF}KW1JgF zvY0{D$@mrh6UyW=P!h8AnFnUF>Bv=d%3tuE=T|2p3>OZ5Sy}eNzjp~9#hIKs_5b}> zt!Ea~%I$Th54o@>)UUSHhZjR3=)X4$g;076wW2LjrYC~0#ClciKr$ji426E5*!6pc z73tjSdQCa@{4+jAnc|i)eO=_(;@`FPk5lyzS1B>cM?Oy;Rw#ez5b*rn2wNOQ9tyec z`P=<2>a@dJ#n5@ys6@Vre05)Ju*I#6>E=NDepA(eRSN7~<)t8;Q+OriO||N%R(bpC zyI0sFh)jc5QRsagTF~9<48wN7Ix1ArsVwsQ!fq!^8D%DgUG6jsBEdW_(Vup8#JI>c zTJ0`Co_5@Ww-Rae3P{TaRHB;*#MEfzF*X|jLzQ#d%Edx=J ze_34rXXI0$o|lPz)&6&65jHEJ$KiBlK^Y~IDO7W8DQInQ06}p~8*VXkj%($_9xoHt z9%zRgaV=5f#eb8PL+reAIlg?ZB8$JI3|BaR^%(oe%{qJ|tk?vZ5xi*a)QNI!huS+T)nN^?|qLlxT# ztKmOZxGD5*v^+ODLyn|`rruR#_OjmBmT9&?CxtdcP!|w=M_Js4>V3{1aw)qpOC?*E z=W7aeUDBg(wF#C32=`eH~=6MeX#!uR9tY=Q0D- zqxL9W4zzF^#d!sTN(6+X#bRn274!it6jT`%*&4)=p$U8G&4$(G83b=-ho&w}c#o4K z7_SLI%5pnycMS5Ca1*-~=oDMztb`(Q3#Tvcq3jUK9g$Do49B=^M&2}n#DAU%r^GIy zE=;3fk}j>AjVZTG1}86)Mlt!~p{uhMUh+#NYmWpx@LS=3hZSDgWL{z>NW{?o*DjCB zCa?|O_K4m>{F;LsMU`|y!MV8dns8oF*ae@`JJ-QSmu;urvPgBCNl`_|mhDT_WcRCm z54sl|+wsltOgOnOP?5*(lr|Pqypu2WKHOatlp~WLrF}|xlxbd-bm2<^?y*chxkBu* zjK$LY&)nPa6MV>|`DA)&6q|)Y(G^62=2Mv7L{3UYltU4spjvMUgIh4^9+^9w*SGy| z+x#QgXhFvW%c7dPG-Li0!9?fyVm_fGN-6IkZ`Oos>Sk*;E6I~>{=Ne=d;QJ=n>#?T zdIYI?dQXjidS6+$862VWbUP-`MW}qrEd*^tDXz0?x~yOZ)=nX;DocuYp?sCUy)Mo> z@c)XI8Z&dqt24)wa;l=D@nqY1ja$Mb-+5M#b{uwoQ`gENyxsX@Ws}xYfnLUDV-cAnEIr=J2KJOS-Zfr7{%2Ilvmj&^Yyb7D?5TPpGBLXaggZSh^^#bt9D_8Km^T#* z!z57S@g14g%u8rK$C|p5-n0RTOzpgXrvmc6nb&)WPmauuaoOriLTfce-n-DyIsZ1Y zpIm2DK`V9NW|`QGC)=#&B&CCKmWNgjE(`NUM$g@xnaw6#NuiM+3fwF?dWM;}8ubtu zmG)USP$%)cqro8MSZ$cCs)oedtMdCRm)&;wRcB0(L#xWrF802sug!i(<$Fh$>f^77 z6g!uBeOU}LXThHkH`jrozEeo4bju2z*O^-)ilHG>=u5Wqo^8z}&7xAxR0k`iid^w) zpQd>{#5(Fa5rp)Zk_iOT(f+=~sylwT0<%qgp!2^si5ld*E(2PM9C%_~U-sHe3B8#^ z@|JTk#eQFgf(Ey%g1qm^sKxpkU5gkc5tExC5i6gnE_+_Bt!%khtmZ58z~UWc;InCc z*t?Oozl0z2b!5wwlqqKf7$ja*W;oZ89i#dG+L{2suO4?4TT1o8fe#PIbZ7=(8AhXc z&INb-`lcZQcfhdRWx&Ghc$$n5>!P~GlD?ahw9YYLOe5NK;? zF6m}n)MLOip1`XI-Jvs=kS>(&clWv44bk<4kmaA9{M6^0pU+kizh(l8y2sjsBHQOq zxpwqMNhUR4MW+c+z^>-&i*ni6&T}xW7_HmS^Nb&B*_(N3-%ukol#Z%Uih@5$`DhJX z2EFF%rI!b(xAzmz%c#RmmmYmSFC>p?_`6W)Hic{3*MQR6Ae zGJ8WXd=1KykMxIM&N7wfzTVsba#kPwQ~{7#s#2?(Vw8nL8>WCG*wZDZ>GYmHdc%F{ z6*JN3bN_35loqg}Oa+IjKs@2{zU+^A$%D}VCPUFux4TtTAP2N;nb~1tZrBl{l^dGSS~wY7Yl5Nwo|Pgx zAvAO0R=B<78*>rdN)0k3j zPop~QWKyWj`#GV@@4lJJJSO(;TKwm6E}wBU*d#qhiE@;GIHFm^33@Kh40s*L6L}vK z(}gQG#(i}nMmy|c$zEH1!mbvv(qPtOoVlc{TlhlBwodlYp2c z6L#=38eIvgzMCr2_Q^keY-b^kRZL6rR+bdiU!L)r&zmWs!~VPM0*8i1>f-t@SDOSv ziWVO^VZ{4kd7IY3URi{dz)6Ltxl$wCEU{R5VSon{!@rehp=c=GQ%JNM4JW}))sEMHT6n-Jvs~kFu(jQcnoR*AiZUP z2lWLYevz|yTZkF3X41O|QIJZ-HgK!H0D>r|6iWPT#whyUuX~UUW8v0WEnNmst@+lE zssjJV#ZP}GzxUc@Uz0v@BciiM0J%`fY0URH)_fq%N79xuEwRBco!zLhN)v zOwp_Y?a_5PeQpBPA-Nr#s?v?bOMu=lr3IL`8-OJvw3U()Mgtzu2|$t+!QlW#u3YHt zRqB_k|MYNu_V{{-X^iWqM-Z9q82~fVm2=v9FT&M<*WMqrg$eJE#!=c;tH(M^w%A-{^e` zsO3_fVkbD)uHY*S#*f;b{P>5mUl(DsOO!AjW<`!?&33nGaQ)c;sOb(2=q%Bf`>)Jzh%JOKIQl|Aop&!Sh6tQ5c)+~ z9hRxc4aq#+p7U*}EPa-z%CGPsEAhVZcWVc@;>XHGfEO{-%b|=ftHz}2;IqbnXfgjS z=Iq3#Ap|$3*AM67ty;jvyMWGjn{e0$4Y|5^Cd z8k{^NV}pFLNsT|G&zSfUt6C)4@QNR7fqP7sXa@TLGs5lwW`PvcbEtd(8f>O8s&IU~ zG4>sZo*MTVBpAL}=x$E=HGR3L3X=28Byic`4^FH2Pi`qK0^&?Pz1!kZ+lKi~ z**(BAu#SQlQ2M~(go!xbuVqAIt?x;vP<=E;nD8AQ%p9vWb>5gPD4Qo$=?Je^mI?$+ z#(&x+=42}Jo>6IF-#Pv}mSje0sY^d3+>9SE~@VEr#f4qDI_9V9x$_!#3l}q z&j-Sje$Gi`EHuRvHpV8fs{L~1PU1gaKQmZkIr?g;qr-p1Yr&+>KUzDt@%zS`v?#Vq zW4lpr0?6FcsMlF1m$!cgCosEiltbRKdvvrbd_FHzn7${BS!wa)%Kzoh=C>9tIrGc5 zr~kF?xmb$yub#70Q7^u1!1|1RHUN}{VrFB$t_*o&!mOzcd;6*K8o2-P&^`>ov#Rop zk9T9>+2t!(^TQz%P3HE5Z(C2GjMuRH09&qc&LBd_B+s9*(;0g^eQ1PSp7c@tgiBR= z2FeaBXjOBENloJz2j{85U&WsrVD^fX2=UF&0 zCeMqT0fr*71C`c80fqe*c3xf}Z039kaUs&f(heIbo_u2{G02ifcYc371X5s1-i9Z z!V<04%^NpCX9MavKe&aVY+a&5*Jmx29k&1<@hf6gR8RL`q2yX+E}+hhV(u80&SR}$ z?sR0I(YTjEApm;PI$TqeVts>q&|5=}3!n?2O@O`fk(G*@2E%t={qDVznCFijNMoqA zZLlDIMhGwtpVpmwD)If{!+e21MJ{U*kwDO>pahCvhpqi|e#Tsdpn!a8?p;}P71FIuYuuzS^eCj1_#aIsiML;0Dw^4fQY%Fh=o()8{p#XMnA@qfK z98259K_;i|!r5!>Dc2kN)|IHjpyqEtc}oMYYo^T$p%whygGoi$`EbDTS+dqn^*ASSwVaT1MB3Rv=XJ~~GDyF( zuC>!G2u2sFaQaJs9rWtpQ0o?apk*63(Kz8?TxzxVg4d5HcG$Sl4E#rC<5HiTo*Uo+ zLJtdiEUx{od3{Xz{dtT@nk};yF@4C|_10C@m;S9^?~edc(17~bNdZ*xfv&?6L`E~8 zEFn3@YhsWbs>|?Hq8=!?i18YFpB_wL(sWlnFvA?n42Np2Evwh(&I1}$xQgi@JGd)7 zQ6dLv;Mfxms8cQUgvFPhe{U$%Q?cSI@M|_*Hyw^lI1o`y3=&6*@D(1fS;h#VKVN2+ zJ)wXGwuc171R3t>KckkM9eZ`0Ei}RqvaB$XHh|+)bKFfg;xau8K5>mO_-rN2h~_@; zn1+fzzT7C8ex~AU(;rhYD#s-=n4ZFY$;NyW(o$OxO09+H57hzv@!3Z?13$&nWSBQG<|fn|tiM z-l~q-lnWJ#c8wC*dS|Ma#u_ojAy&@Hk1hhFsO4{3rY2$n^oUTdbdkaJ+j<#}m2;n7 zC-kZLLC-PEf823D1d<6e)Ib^VdGVu4;vR731A_Ba?_ySyGNyjlWp0?XHrC zaCk(iC4kb^KM?JSKhly{K58TYHJ-&uZ2tbPvzacsGV z4bDAN+2w7sk^nPvE4!WVV`N}AJcl#kGU{P)mANzg&$wAU)q<~lIH%Gqw@OEO!x;%5 z$Jnw@pTE(b(*(U}1DL6g9RT)kaZ7M|N(&@k3UzET3HYsHvQ+FN>yyG8U|ysxZ6m+S z7@lWU(Y3Wu%9bi?hG<9J5;wZKTNY_srIgiEo~4$vJ&?33^5yu$zrZIfYsQiu zoHK`~#uLmf5x`Td_IOtZ^!i5$vk+~&y}8Y=+nvkDUN9srrWq9P zO=vMMGC!P3u_m}TQ2@z!Rar@E@n6omqz^5HAY))TEf1YpW5d4%nsl6|6gP?ViF2NW zp6gTK>m7fUMPLI6ACOWE)RAWf(C62*e~)MHLK>bs%32`(A$PyRA!(^?G@TxnJb*#e z@3;m5>2JL%UvJ3u2418|Yw?v7O;05t-*d77jX_Q5k!7}VlsT4?I8lDx9mqw~#4yfH zZW1%@t8)8k<<-H6BvtyU=J!nJfwrIXJKxeIJAZoe!_JvcQ{K@5^%)F2EH1(QoSMUj z&!mAre6!pT>d#gKe2{uS`v0#D<$r)8{woLmj|LE70urEGyMRK!KH|r7{wn7+JRtu6 zdc3UJ<5LU}*6(fqy*Gb9#$F)YwaxBms6>VAPjO>Uw_>oiq0Ew{m><;H?^%p>C z?!#;lMxg+3(LMGby(gw>H;pq=0fj@CHjq&l(3=~8AnrHW1!PG!TT{_AV(y3`t7uky z%y#Zdm%bl;tX%*d08U$RkCwo#KLhwf8Jh-geG;`3^1^z$-#McJ$oJpP0(nzGisr(n z2%rU}dch|gD4Wrd&>;ZB$hs1y`2he)bPNRa{PI+tzuR|5bqlt7&frohX{ILa^c@+= zwsqE~qSM$Q8gt&|%Rm=H0nqUxk0OglQ><~W$soTmy?sA=572wtbz|PA(e%uoo-_#M zEbRc{z5upjFlfg7K;Wj1KR}Z&zjaUb=>~c^{5kq}@!4Z0r4CjEk9$LhOfT+eAJP`bn2 zL1HWR?NfT|u#l}-nj2tIeq6^~OSIkrCj>+lTd>$olH|J3}ATEsF06a^F{|LtE{vo#f?$J57e zgWo*pj-pW_Id&E!jvtyy7PIWqA(60+K=o8TQp}9|pIh&F@>ubarobIIg3`&sJSbL`a&GDiR zdib+QK+&xb?!@Aw3n+~XYU?{58@ng$({3IC9XZJ_ihuW-$S1JpD$ziQjti%r>q#sTAu=z?T^B$9t?`%v#KzBq7 z05LSoauqkPidvu5gl8lHy&f9K+;WaIt)DOM8C(|SWoteLN?G~XlUkRPzuR{PgsWo$ z(+>GV5jKK3w5qlo=dl_u=8dJ@gT=HGXM>}32zDGJ-1y<_f4AMJg}e>PMKV}#waq+y zbzH10Tf&N#lXX&u8 zuunXs0Qshc!j27;ppA{BKYP#&XE6^e+*N#3+rw4wyi~&;rV2T-F-#WY;NM9q!ppIVnwN>@sW>f$ z;^@8E_dn1Hu1PFPXMCWg6wgy~A+9qTfryT0u$Z=l?A&-DPVd|hB1O3K$eV2mHvqjI zHpt7~-5brAyD;tKT+TcVzs!#}#(CqIJ%$MYEhC8>J%V^eklX2P6yDoU@WTMK$Lbp{ zc)t$PT}n5)yCC3sb20bhUUR+UhgU3zfW>A^-;^+K-!;>yQQcsgb~4Jp<*+1(tVlR) z0~}bjL_!DzXueoGkuAS)B*DnmC_>Hc=v}$Wj($Y%@`%W*e;|k;769^pCAgZzNS6uh zs&At{8Fffb4EM_&aF1#mlpGTjV@+(iEAxJ(f(QuxEvVfZA!*I8xBRDKu;`VUl@Gez zE|v5yxDK~Fw53p0exh})O+`joTU5+J365Sx%`(9B`fkEaHiy~E zJdECuaV|eTe`iL2&9&zO#}}^|V~*V6eYfN>a&&c{_<_6um$gYE5^tDR0*xqjG_{;^ z0qVr%5W&-1jc;*1L3$B-8=*bCBJ{v}bxb~dK+vlq=)>Axkx_ACJ|ZOiHma1skmEK> z2Qw=bnyK#4qmPry$srdgH$~l$O9ty!si8{0?*WcB4|em7n(2TFXz9@qmAh~}h%y>j zC&6j0Z&aQ-;3F&~S?F4hVpn_NeXuPgV*L!d6@p8duE{K>rPkLM zrJOOsa!W}nucPxw9!~9Z9kRCZnYZM&IE6rnN=dZjmS}3TV&rQhK@c{WS5Nm6qd(&( zI7VqK+@7UkEz8Ej6sRHap!A3Lg9Sl3ggVHHhqF$$asv@4zild#BEjg*M2pau;&xBL zjNCVL-pSj^=xs)fMP)G|uS7hU9Vkl@(-D0ZE4FuFSb=ac>gM)6NX@Lb)1RzaC(x$3nP8b88frh+o|p2@fElg*#rvLgJ6l&#I5IR~q3>Qx zZgq_w?Z6aDh^IdS)F5_>d)DuBLy2?K*_uCfpxmw0a5Ix*mtT=$ew|eu&X4=P499G2JrrspgW22GL!BawswelX9Aer+LT=j> zH1F8!n{?xYgpY~Z4f}5bgq~0a#~WW2KW1dFUt8Lx=?@#=a@rusDIA?DcG^d&Kcc97 zbPE4V&a9j1Ly7ox0nhvMnp3K-|L-o&P4mxTU-*~YqzvC3 z*r;V=NovOUFlG$(D>-v332_`Y9{?>es(XzN z`8u6P%K4QJww1#;cQeHSiG4aKpLEZfzHcj3jnn+ncO!OLuxq;5;8JE zqQs%X@2>}B<7_r79De5dO6RRkF`-n{Dtyw(xhp%c>anmneIukmYWS%3%CQu;HjJHC z`4+mJw>sqhRt5(OH8OfL5Cg^}u8QgakkX4n9`7_tlW17MMSdmQYZ#LUe&gh-?|+|d z1}34EA+K5Pbwk#!SfvfIKTQj5{*^y>*jbqX<@t=_K|5!qSe`a;nz+vh_xuz7XTLMq zJmA7n@#g2L!>&D`OXWR{&T+YSMCT+Yx;aFwtW`JN60PAhmkT`<`^+suM5I@rugDf# zy=7EyQ}k0E{kO>NTU%y#Qt$b*Ly0{7iCrYdE+B(g~sOl||$E4v~{l0^_!pV_%+nC#_I@7=OQZM*x;qQ`-i_g#-VY~;Q zle0YlLkmChtKJN5CRSh?5udL0BxXYN)YUBBx=O?B57ghjqFqhUsCdqDeKvA%TT&TWiz+q8w=Bx-Tp2IWHM2;gTikQ)Z3DbObeVv)!XX z;*^a<+dbcya`XbFEmD1Q@8uGslm_LA{lX zSyWp2uS|nq4Cs{hT@{X^_1`)DoL7$e&*aTcMjC7}yW(@`OVg@7)rKTTui*+wV&DsvWfWU|iIl=d z(xip1!pK8GQf=i`0(Zi%Hb``(KS6uyKeMlPAK$u`8uaKEl%v&uzPc#Yw4!BRO388G z2kn=?BZNb6dF!8agMaNO^&{1lo`tVV%&%)Vzk55ILJgIBy8KYA5Sy+4*Y2!>%a*^YnaPXW3lUBK4} zH$sV`Yt=jEOgli{SA1HZ;fei+db_eq9;k+=-MybB$iQIm=eU3ZFB|Vhqx@QB#^HX? z*@=vYz}))p-mA@u)BT5R@?=-_v6$6+TXuBrGdoO>=l`^jf zxG$V~VOM+NOP7bNH{E+S%E~VpHGopi3rR4?LX8G0498zoUb1MgNG-0m;Pf&Lu61}K zXL?r&B%%VZBzEKpENI9kJ|-fyT%U?(c5lmR;>b$!if5q?4;&~WlL`N*`@}g5!h}90 zcUSDt-#xLO&G4OPLJl=9l4z`aZjq;5X%{j32s=1|dM{OX%1~>eKWKH%|^$ z&zG=uM@L&J9|*k&3iAMIC4Ta6oNP^?(-dm|m+!>*A8`rvmumd~8i322x^m|49I=IY z?`1&!VoOk$BOJa1YN7A>m#<>jSHZE58-tc`}&x^G2MLU%_|E|z-q zs#u3ANTfF(+yfo$TB}>01a}v~Du0P{$IN`AEun12ma8L+o$=pJpRPb4$3MMB{=(ch z*AwR6RmYd*>g}hHHVyZ4S;VfbkDDIa$ zc(X^>qo*ci!EiM0H;}S(1t8fqlJr z!lSeaKYcYaEmQ9;=1B8_oe&I|FQZ)cjd$1oZUCx__p1teOq@<0?4A`iHP5bq!RlKv zKq?;n4O>KN1(dDi{N;ED!diPZ4WHKI1Ml3P^&De&e$4f0BYU|=oN}XOJ_1}78W440 zGr|dII|_g!f3W}B3H0gl*T0v6QZMkDjX5#-{^piVOhC79svYIQ<68+5KR@>%C%Se{ zZQtWO`|{)pY7( z0=X^0w1tl<_=>!bEe%{q^4H)0pZ2~yoXU26ds$X2FGAWf4-tAxW-^lsWoUTcGKEs6 zWhSu*i?^jRXC^}tsZ7b7kRnrrP{uMY^RP@A)^|O6$Nk%TAA9fbJHF%ls}$P@5{i*HgTe=;j<;r=yCwO=YyjFV#zQrG&auId!JKd~mi zEvd5Ku3tFRZhqJsf4$J>?dG$m@Qo*140rh-x|n;PWvCMPkQSt4UUrPy9xqZ>ACazI ztjQXb*)S!yy9bsMSHoU@E9w-bWt?NBtc;PDmK?oAmNPL#jufA*B$#*Ce;tMS_Q1SV zeTpDVqNr;R3@g;`F8L;a^7&TO+OgE_ht=O*FMCI%&J zM*Y>Tn|!!1lg*Pji{qL}{`;R9Z|N1TzlOR?p~&1MUcS!ofnH{esqE`VBgT+&fwZ2l zLDjbDwJE1qA9Y5UwI|co?i*OqFYLYrO4t;i>w1NsBwKZ>C?BjTjw=;wqvRWM5j1G- zfPL-N^ZNM8Mt9bUtt#srT>=v}h5a?>hGjI#YC^pBP^#0xVY#iYf~RwrVt5~wsDV~1 zrfR5gJ>%#mN2miE?Ri(IDWd6i-IDOq9pU z0-rB-FDZsTFtcJG!^UREqdanQiSLwQnNOH{L2>xO8v&Ym>##H=9tI6jUBr7c{Pw92 ztnU=NXhN5(4&S^{zAs-)!VYKOp>6$mFkQTb!J=Lab@f;@wYc|z<)IJsJ#5n+KZLO3 z%jScs18^T-rxEt1S_(I5GzQ%~-ZpSr5sM*7UcC~7HI}p~uP{nNJsni+I*7`UciHGj zN#$MPD18-i$LBFE6m}vv$oQpt$3N3Jv#9U>Os{?B#oSx*EOk+$)}p9LmwHZtp1KB8 zi(2Z&0_O|vN;!;aAm(VgdYbo&+JHVqE1!$??#O4fpjEo^RAxz*^#cZmw^wbx0#!)f z-kJ+ijS==Db+I=13eI`W2l;mBS#+N^{xpX%3^YC8?Zh)&URR8Yz;P!`Jkq7@)^_x6 zbSsp*dJ(?X@a6Z^>W)(qHgo2;&D6VOu~wnVtFe56``ZdT+1Ni=zCL_UVOCyi7~~p{ zZdBcuq&^Up!F~R)d97Xpoz;<7TWYC1a`?v5u|xRHwbM)%Vm$|jhPvn^8|bmoWpXob zZ@kj=+S&-@)2C$vWyPd?1eXj-$oaD8usCJ&C;S=T$B#A|E_P+$C<7Y;p%^Pnh>MtM z6-l`5%DN*qKRzv!%~0x>Sc~XhNoStXYd0$6a?gicPTuO0Y(L&+sM*R_dlMA$RuLvw z$V$pT!__SH-lz3bIb{ui6z{V{Sps@GF}Gp5%x6IH{VgtVlk*@ z4?jJ-W-xqzAmKBH=Ya6qS}KL?>Gt|MC1KOD2kV}oCpEWAuxHd*J(vD)BvU(|XUce# zkJgZO+cEy`JPowEu;-`Q&hd^j+UOk0sK3ZL|9y+_X3e;-&`Y-`8~C)JF4y5wqlvgk zbbl_kLNWKl_SsSKVoT%Wg(r2=rs>qn*j!-4)2~%b_=RXzJ`p;V6;_~193G2W9?@1R zOsQLJj>fP3oF`kQ@GXHnROsX@;k&8HSnw~>*EaMN+%j7t-K z668C=ZsQ~UBA<<&MMly-&&0pRmCUxh=XMCE{4tR;qCuOHazw7;T@{$!&B~wXRt-i5 zyd5;OEhfJ5j#nKO^n4UIO*#6NM3(nU_7`>hCB^a_Yiz62QuX4x0}C;Ec7D>^JQJAZ z$@wflDVEdOY^Zxj9M49suCS1!R;AQo2X#@aU*z>y*wKZJ3gfY&1U@Q@8AVYu%f~~l zt9~y(Yq}2>rpmN>#194X$`i4%HN&PbxAVggWTR^-`1z=8kpc#yw%Tf&pqea36eFO! zTN;aw_Qj*Wgjg2ZIok#S@p!$ zl)Qh4i3<4}`*jPMKjyWCEYoA(7*TZhOB0kz&aA10o>(8Qv6fY1;g(dI zuxI>oU$0rJk#WGgEV)+H`I10o#3mwOkO2L{B7cNHGRDg*oS(8}%)lYL)=^pksHj7? zuuwtwZEaC3I0^`X1^S6k+fAj%E z{$0LY)4(lvZ#yh%J#p5wL~#Z2 zf(607Kr+;*e30>-Y`1BL4-5j%gErax)l09DNG-se21rueQky1|p2|~*X&X-jt-r(M zC(rmi((cO6f*tYUJQ;Y{fODn5h(X z_VMQrvmisrF&J(*Au5Qmhrvhe5XT-_G4w`?A3%K4x(_QUoc|ZIA{fNWY4KeDX~$*Q zs=8s1PgWlRlaa#!SP02JxiKVRb%aAoiqcoiR+udvPW<@P@0r?g?5wF#J(8$379#!L z1~HX@ z!c!{BfE(0x!g3#KU`f+?)sJVX*}biM#eyR?*@59;29>@hCx#{Nl7~?t;QCISTbl;0 zEU=Y0JQFfBTzbQ5psSK(t}Rbu!f?S<=H@pFXe4Zq95N*3P^XndYF<)_Yjih=VS1w4T#=rV_#flMOysr%H8K7ck8LPe$}ONnEe!#m$Q65MbbVT)&GI?W$B%f^ zi>q%F-3Y>st0$gq3*+U3|`x5FYa+27bvzDE3jT( z6}85=d4-$HALdFm>HU%>(*+NC!U~3Y^<%#7hS55J@oR%1REWjTPwcX%_fXn(lA&m` z$$VQXUEa1${cfvd)F}UGt?GW8IawZz9_IM^e4|E3f6Hf#VKQ2A@l@XaZW*F}Q%4dq zQ8r-OU@$d*cU-lT8rd(x6qry6Gf}88e&;ja!Tj(VqO2jDVF(|op*%9SOsWnrQzsH) zCpd(LIEAV?cA@)md6jZod^L^^d!nH%I1JW(nvZd?-))%h{=|SHZEegr`6aDrnHUHW zc)L+`MGl86prZAv2A#_3rtvz5Hj+`e2;5|&;>oQMg(=MXuwu0~ZTEW2bt#FTqVJeB zx=S#4q~2UfC=#eZb`d7%Hh9Y>iU{76V`TL6Tn!1FPh`9Eb zt{hG!+|xPNIEpJhh{&8()2*$0CRDyA=1nXNi>vq-S;YBI2GAdgPZ`;T*>9S3lDFYd z?T>=_Lka|)Dgt*C6DSx<&*UP*a=`PV9WAcS7x3_Cv&KzVV^=v>k{r=uv2#RJFrA$p z;eh5Dx;Gr}8?HxF*6P&~p)Nh~M{!2=qH{APgR1==f&MGVq+4<`R)$5UE5DU}*5p;I zY~Zu3!7tfxRf&V3Am|$#;hS6PZY}bARLT~yfmsPw_oun(D`tc_NsfqKofkZFWj$UY za$M#s9s4lo70B;9g(pNmc$b0$J@XT<)-Cloj?;q9sG1|)=q}=qAd6+wNf}=k8e}=T z=LPe-Wn2U*!rum#OTAhLI#~XK%`>Kkk0m%R>M@CLgbs=0+uOcFduIw{VmK5~5OUPc zpB8;YIP(sEkEl0VZos6_O7Dm2`0v2}&=h;>7h0NJk&*KH!uN_eytc@kBzK7%iBVgr z^43`qj#o`8EOeq?^PfI5TkI^EaFs&N!v)1OmzWs8f?&qyLHp7Jd}H6Cy_m$69sD z6Xrb=j~>z;ItDkdqaT*C;KOwE3{~+j_g6Or>F!qQCoD_ecYm5wY=?vv zW?!7Lqv9uhW&0cCp=zjkiBrEYn_^#eJ3L1fFO6WMbB@WJ=*IGI8bjS4QI2NA_%cSh zp0v-JZx~-8N*JIO-;Q(aH>3%7BfMbVjFFC}X}lbzC#R!w=bFUvZ)IMdIU(x)ua~d? z4_vQl7?j}Hr4cTuDa?`U^-drtgF?sK)Zl!~0i>5-@yf!h3nSu=Ej`S}_>HF$sbSnjJ5ZvzYR z=E6{6Vk$O_J>{s0=22_b!jLg}&r}D~i`wEsen?1kh#u;;GIk_U9bNNMD}v$`y2`LE z!zZzRs#mu#{kVFi=fYPG`8RQJ$pCIJnhL{-)%t%A>H+J?Fm9Rd^S*$TKxqLzin@lU zJjyv*_XbS;ybE)(3f?29!1)N6}P;z_vNvdneJ`N%TM zHhJaawFHsXfJsxqJyb9Tf`&x=1pv^kvJlPC+gZ3EVcx-m&$a}Kw1eBnpD%J?p!vwQ zw&X$$thEKTumqdoiWSz&tbimv4bI0R;PC%%g8IDc_J{=uoHzJc+ilQYC4$|iKminc ziJ*}z`UGuHl3>`;{W(Y+vpte@oqYhF_=_W)6{z{ytPAo8e?v;ko2ijHtklbX&J)}) zkBBnZ{or$WZuRlW&)MB$X@R@#5YZW#*Rh&+t|hO%L#@lt-GmJgrR9Mo0PPp53#Z7;9^ChaIIDA_svESH3B6X;V|}uA#R*`rURU)=%(Z6&+n&7yMpjsisad-_%#&--)T$_ECW^ zq|nRv+865KCHiuSX7|`>=a^g7@*UBQ=wIVsH?>r&v2kUGU7!|77+l^K>SvqHY-qUwz@KV$kzc$nT{2NYR z{tHeA!u`L%=}-TR(_vPjPsLw(2YOaON3GS%w{%A|RX_>eJ`%r#iuj~TH-tsIHLq|G z%-2hYx)N4T2BTct%)q%Ma^Lyb55HXT6k^&I|H#>kVI#Lm9M3zR$4J%9PxW4uc>-zV zNffMy<*`Up6N@+Y(LSnHf1=z2wpL22^fuCSMDC^C!J&pf%fcFBRSfoHU+re|J9ab2HdI9QEmy?A z)*iU1ncx^}S=&VE(wc7JW(qg-&yy01gX!`?a-ERyXRNWudX-cZS|6-DGVF--ub$>aa3gn7FAe` zP1|_)PbVynGwFCSsi7gYErHcbUogdAlGp1u`W^2f*XLa8ZeD&?pzWGm!-N?1zk=te z9eA!O@GCsWZTtbx!w1U#LwNox@7^U`No6};%u=9Sd!tO`D=a^$ygtQp7(=M-sZ412 z1k;+{;`({ZKI1CWG!X8p6?=Crl};ZU(zsEwz+19cRD>^^WNp+o6b@k+fALp679h}c zzlyQ_qEJYXQnK<&W}l1vPPy-~Sw`F_qlmVeG+@+tXXxNu43|gwdgRc((?@jFelYd? za?AEg99S%6XHv2Lr~ksZ54_r8+-p~wrX<~1P{oWaJ5M8F0u@0cA7wXE%S|2XL}V+5 z*0*@GXV&Bfp(hlRVTrKZWy#HJYAWquZtkTjK@3$?t-AU0|>LuO;*)GoP`R(KzSSY4uQ z-&0qYG9LHhtBT6=b30ibr$%()!lG$8Cy*@o#J%Z%@28shtDnlAey`R8D4MP6nZIGz z_B)-9JxuDMm(#^KtuGTD>`KgUt0#SVk`X8Hh@S1R_O(`u?mOw}=OR4O7kh;y5k!0# zxPgZ=C+EqFqqQ3ARq(ITo0y6_|ALN>6*o_De2@=v_RLLQ=CQp_sjx-^mg%0XsZA=N!kTt*XUhOmTvh)*XL5AOmT~+W>Baz`uzly4J}O zl6emg=Np77p(S&v56=}GwL{oU&TnN$R-VBp+ByUCN)w>uIK{k52V~Amt0CZ>AS8>c z_q(-6#`IsGDD#i#^8e^ant$s9sEvVQ0Q!ASS7jqRuWGy83xq(4h)HEKX8jI1ifQru z5}4&>^Ik5V`lgiX1MC3lLuT*B(uoqEGeOx+NF6ZzcX(Y(oxF282P~0UX6pwBDu9U} zyUyHmT2&4FE@O8OgR1;jj{`k65Z6L8o$BqU5}RvW?a08#zyvdc6q>IEZG zItvVuO;X6)QMPXtK(O7;;WUWT21#1d9NEG-en!UGJp^k<^TFvisP23S+biDOml*zKpo7 zeJW-MFn5ETgUo^Fac21JPvF08#{u&ns!W4d!c{&rP}_1}0#8*Y#i$Y(U@ELAD=7I%c5R||_ ze`g${3;nyv67+jn<6tB*gPeqMnL(c=J-jN{M5qw|Oi|Eo%rS;R#u3XeuWx17C%imt zm~TQ7ya<4137?T`JiL%@0omTVWcDM!hv8bexQM-IoL0OCD9Su3S=(WYU-dhkx5N zRG?bIr=q?=g8O;%iO?epytQK1!{v(jSv$=T+`5n?Ge)8wjBf< zZ#8W$tb1_v20v=Fyh4iSrM|!7J7+^Y)5gKz$9W(noefcc(JaE+*(RuS>Dt<)aFV^$ z@Xg#yvIq%jyb6Q$cMM^HE8Djwc1>H$z2jEd558Gw=!WNC1M@#5SXIZ=jBQw<<7c;u zYrU^ySz-E$XqE+-{^gDX%#1@7KV5o641I08o!XGzgKqDU(xCv7j+uH|bJ3NN$d?14 zgX~~Un)iuFc@IJqG>4T*&Q0Q%Y)n~S7y-AJvJmbk1JRrFx{x?k?RqB3Rnrc zGY!_NKP9X-`5>}^e(7;A?*9zt=s!zrN|)-KfqwrQP1=vJ@BNYE7*0&c0;1&qDJdlV z_?$qf=WLezkC297m}s!Ak>6D0Uo`dcot9aqa_f@LD?w)=3E_w-XukLfjFq8Ys?}}- z!>TuMUC(r=*jYP9q|Nr^@0osMO=suj+ht@ei=4@nNRk;C7T3JAbjR5hQ;9ieT8kyt zwX@dal-KOVE89ns`MBcW-P%%j;$EJDxrTo4Yl^j3`BirKLi0bd@1ZLQ`(FNlVcR-@6`k&C^W)qlV3MWLb#hyW={dhjo)-#T zfI;v<*{%u|tm#9MT*ew^R$}xH(sw;XD7~fe8v)<<`KnMq11G8r-_R4+w_Ct~R^!Y7 zmsYib#f25mu6$ju9Lunw5P@`@lKZ`7^Bqb)2%+R#j>FPhk-24l+IqSPJAb8}WAa$E zrP}(mwHmSp`X&L`C(5vvbP`{E5FLR2&X`(|$mW5QDCDkG7;ekAa^*w^V1Gf|3P#vK zEfr5(p8SPB(3_@s*C|4Zj8$55;6?mYF^nq_VNIHtW3l;@UH%y{y%$CxL80?m+^AdM ztbazeg@i8k`M_HcF9e4CIfnkRabPXbe?6b!lhQae5f! zzh{jF6|2GG8T!SQ%RXPD$U1oHjoI&H{OgOqlJQ0T;*qWv=a}((n)t)WZh=e290b%? z#L)(5|4JKgwJTPXG-CW}bJ;izGaw={8Eut2XHsncDa0YVQ6Mewp*;sM|Lo84-^uwW zO${FE)jCd>o4@LCHps8?HZR|6MM5ibIuM>~-SUbE;ektYTdTf&!f?4hq8 z6aCvOYTI5H^M`dCsIHIvDzm{MA!X$4(aM{f{OW0BNG8rO%hd?%M3gk-U_Oab)o}k9 znJC)ah4hQzMy}AJ^;zxrm3crLJN2{D$7=u{>0r@%|IvXTd)MYAl9^zO4*49o%1(2N z`RHWb^6yN1=3kij*ZiPPf^dX4b=O@OvPM#TM}jE{(^fs}#!0;@FR~e(#Ll)hP++%< zPZ7UVE~9rvI%xxeDoY*zmdpn9Lv*Ef@&VS`S541*PCN+89MHw@Dm(B-)UomX8+p?k z+SLk&$>&xURnkh51o998#t-cEmme1(toI;L@R)-b7v*ndY!bO!!ygRhQtKdU!h&qK z=S}P1giVaVFaL}w0m|TBR~`ItTKB<#GBdpT!}0K-Zq*iZ@)Oq?ld4J^hA*QubCrE# z7JEx)=Xxx|XAU_dzccn3B(m=U)rszVMn+WvK*}L`wR6bnxuj_G_oZRx|MbKj7Dvj3sf5LMzK5+aklY T6b2`hqI6E^AJ08z5%9kNcyS!U literal 0 HcmV?d00001 diff --git a/week5/assets/quiz-2.PNG b/week5/assets/quiz-2.PNG new file mode 100644 index 0000000000000000000000000000000000000000..4029e412affb9c619abc8e036d62e144891f9f1a GIT binary patch literal 28948 zcmeFZcT`hd*e^(l5TpfB2!s|uK&7K}LX{$2R6sh2fD(Ez^xmXPm)=3CN;h<*7wHfX zq)U?y(&yxTzq{s}d+&T}-M{Y4tjW>^oRyrMv(K}i{rt+a!?ZM%$Zyi$#KXfQS5a1Y ziibz&kB5iv044&CZ1;bE3H-o!eySvgS2oD74*UVKl2w<*!>f!Yy)e50{7vGZtnZA6 zN70V^kKbiq^a>Bpp;$#h_8HoEJN@+QU7d#J=IfqIwhNZP-2j*@3s`|Vm>;C=FI*)@ zTBV=*QX84EasRmy@_tfh{y_YMVVPoTufxDWiPkE-`9%Ntn@2iI@MN%YsQ8nY20~Mz zQ%oY{(MoUsN!-r27gxSbh?(Q%j~%; zdvrWwuWOIl>%IGUaz>rq&X4 zjn_+0Z=BJ1MKn#Ieh2I{o!c#ihnC4o{9qEI`hHWEii#>$pzav^_VWs*}#@*}Uh0y8Qs(k1p$LUU>;t_f-$@ z@1h?}Reg0CvO&K?I zCRU0j?S$Aj&~od=^j0rLNxZ0?by8iLQ8~U|lfF(NLihDAWb8>_A4m(ipHDxob$Rhcj#pDDUsHChl9<7xyR;SH4CASnrP z&Gzc7FRY^RC)2|0_dfW{Q#&h&LW^IW@gwRT>>7_IT>QS1FVrnXz4a3MsOpft(|9sB z{#@56!Mx`L2*ukJEs?9U&O_=m=-jF| zLzu*u>Q>FPqR=rNBLxFReFsC*nN047B21EL;YU0*(2%{qOVKCZj{^1t!W3_i-SST( z#U?aqWX_w1^Ncij>@Lv57<{lrx zZVMr0NruOt`niw8*=1IlUao?l>Lv&$EF$*P`X)6AkTZp0d`*ANb24D|O{cF>7kgct z5{oNICK{W@o_pWNuF(@-hr>!XKMh%E{j0VOzZKrVWJ&FJv%$(QfwLBhZ8$g6NbAxSkdXk9gMUqt-{03># z6tK6m6)w?Q4$hzmFHF!@JGo!#k?ky*TR;UcWya_?kg^ZI8w}Q%zxDFf78y*nv}?LP z&Air^IvUei_c>#{%yfM@c`5blf{g_WZdD0x67Ob1w~=tNS1L%={&bzGV)jaFVp@xO zYbqR3p!{xDIFk5mA%q$6y>0=&c|dsP8DHb!Q~QD7fU908_1T-5%@_;b=8OGTfyhu= zTj|R~o%;u882cYXkocYEYj1n?gh6IS&nCND)-#Cqvy(h2kvcoq8Dwo!ZQ4VD{WYvq z`60M$$b)`2ja0&np|0Ffl20ntm|%}gAuV!Was}fQ>1aG7BcGBS>)*Z-hK_%1>F@9zbZ3sY^XiqvoZ9!JX$Ab5|O8wyUFHGcx6&!tG^$*2wxna zgS+9=N@P5lBdWZdY`#JrVc(YLBNEHR=@S}e#<+GXS5I~7hxGpS-&Ye zwaSs6$&9`{n*1C|Qn$G%SLCuDH8vJ*e>~%ylVW;m_Sc-u z1icV6iUHvx=h&@_i1)4~*>j_{h2dWWw1tNL+^S`oV07bH^0Kq}c^ zuUG_|5w%xfTRzG~RB1D1_&a2kp}cs?mZpS%BedJLJiye)xq~ZG#T0{-Yhg9-H)GED z4D0xf9^hXu?X9Lo-}hCfU4SC*ShlOuP6}+x>iZWoJ(k!%PCEiZ$7o}-FNsfcyHk`7 z!x>9?x;nW~;ZE-F{L$n3@4!*g{I@!qr7M-I6)%bAKLmr$-u8WTYjne72r=Y2F8;cc z-bT=Vlku6hDNHZG*e=a3U%tQGGgL|^z=SC=I4WR6B-c$Obtj1HA^rMECl9l(6=&8+ zz1TA{k$-IRx}F5DT5-lF_7nt7EK%vM@=Z8Rb%)BP3WZr9QMixn92$Ml|wEv0ptYm5);D zn3Bye=(;}JDIg5y0-ZJN2&d)K5TUB6bbuc?L|fF`IDa)=SdFesoR@sk=F7cFq|Irk zMQh}u?N0buA1!gmo&a3h`b`Ta?`*42tE8Sm1pQ?nXD%3y5<@I)iF+d*JM3$yZ{9-E+N`b= zdWj7|+awKH8Kc6y1)nrN;Uc7b7RAQc=79Enn#e`DhM2Q`s_PvB??P<(jH-*|zx6%j zH(!@Vb!t%@F}!-X$5OyII(eE7i-=DUo^szTJ%@`Q9-tqndO>beWqc>i{Jj}ibYoea zu5NHz@nu@OnIh?BjEflO-BY(b2KAFL@i|~gYLcZrnJKs;Gpr3|iQvJqHB$)eTT7Q2 z97}9fw2y?tTJZ7*hckm^8)o_1xpJ6)oKUeHl224dHc?HkW;NYN8^vHsy4W=69ZiVJ z{4Rp}v)su8&ZQ@*eN>2ZA2DUcC+!Vl(2G931N~lUs(*-O+?Ek8TpBdtfc5 zgmP>%(`qg~MlxWSUDoSlWZY(?$DNZtUl)N@fvMj*j_M=CLrrN=+S)0pX>a zttqpkzRs%WKVEY?GW{k^djLJkP|P@t{erky)i=1w`|CUCBtXzm;*VE7ZLHT+t!Ik1 zU=c(68UG}wvHo%Hwc>Sq)GLD-ME~g$gQL{r^HJA;Kdo8_%Bkk9$(DMK51;Jxh>to9 zdPoy|QAT(CXCL$(r;^NSLXNNZn6HNoggkcp-!{CMAg-d`est4-CrZ{O?`dZnIH~-zsdBXB{G&+ zvq~&IRb=#({C=pDcB1U^S_n*N2`mSWA~=2Iw*ET_`r!~}w<_uRyL|5jg#V2H3a$6! zMLxcYlxSj5Z8U0;cF}O<=(P!kyI!<=(}=jM>on@&fj4YBoGLwznYevpoCce4e0RP< zoZz%meB(*;V33#>dHa`QpBrP&F~e0rImy|IzZG|)KX|WseIEbvy>QDeNzUcI@W8^$ zMfl(&%0nfxBJj~Cwg`%|mp|PGhL*C<6=3@{yl~{4+L9R2aozIH)$0xYVVpZV`kN9LPAjM+`I)h5 zlwrGNv*o~|SUWnc$jY1NYgE(3>$?soTd;6Lj(H@rKQTFz;|mUEMS zF5-YDEQG{3v2NX&8hXfY*WhPX)p5fpiHOpasY5bGOjzWl|Ai>i2Pg%Zcb8UlDsh(+ zA%G@SM+sR&Q>}lJBkXQ1GcSv@i`Mji^AHSn?xgQr><> z+ey1^G*{KEuR z9vDqfe(W`Ds|<)JkTg2(Ip^+L^^!E%cMZGJpMYnjC)fEq`$OM9>=nOpnEN=K=5F?k z3m^AP={iDNP9L%hWujtIOZiyFGpBd(g*8Ir_`%7_4Sf4fRryTeoAyjv9M~+I&gO=z z#1lfUp>rT1t?a2^mX=9B8vjf#sVnNUBE~V_aFCJowT$s&R6vR(TkmnPh2C}4www3` z^Gc*JU!Qj3jla^(M5We(ZCbu8w>`MkaX+Iy`62I! z^_$ItHGDVW>UY%ILqN9N`~-=x8ntb6D3Hz0R@>?jdi%Mw=F`>o{1wmTF3hN_>=)a}3Sz5)w@ zo~ZS(t$NcHz5!xY1-PX zOk|URE)&bV=)Bvdf6ZE`g_Ze3NBQqFGTx_86Yu)e-6DuGrPvD;K?2L1Iy^j(+A(*v z)p&yBw<;!m?W}uVGHI;Z;HOtkpwqB4f6Tf^Of8CHjxZttj3NdiB0sGPw!WIN*Whw* zhoxM0dcOCe^`_`f`x#Aq*JL$pd7Vi8=#8q*<>sJAlf99|@=%6&rFyatvB z5x1h;QfDG5O3@_fHHN{4bY}z5buXYP^%SqwTj{19}(Z}7BI?NHx7Z@^D+LIRY zRC^(FZnMM1=Qid)PRky^klOSmZjGB*Uj+5qH{?edkG0EJ@$NTJHWqoqO}3vOP%clJ z8(DK9jVavA16;ZueXQ%On_kUHdK+_&XJ#aOIJ7J7pxG@y*Xt>Fk+c?;WV#&P8c{jm zeK8OjkyZSYrCBpRe(j;$uZ`oo+ZUzpnzT$d)Tcx9exb|uFr~jo;{*0VRoaL@9EIGl zZHo|3UU&`fThXS$&k)MZYXGs3T#OfNo5x^AkX+U z2#oz#holr(TpuIU%(a*~ct-lm?R(Xw`zBi}*6`OS)oBQ)Bv2=x8`e0w-aQ8ozP7gh zp$J}OjYRlaMSJMi17G*h?e!1Mzp2;E4zmrn{i{aBNy#6B7K`uAyMiz(3udj6)-}I4 zhSUQe);m`0LRNFa@kec~Anx&`Y(B02H!flFv!bspzCbbBj?@+=ZN(ed053G*AgoR_ zaS&qv`5vvkf2z1}7cOky2~vng)kKS|&*p(2nDYyYxM2NUPBSmv{(j{{Dt?1d__xZY zlY}ov-r0uiN}ulqf1IAOPAU?anaT`m;9rfX>1bJ2w~xSwOZP(K?r72U4&UbO5_{_o z(WYg(IxJ+sz7JtM9l5HaqGdWAm$ELFmg6GR$Ard*AKVf#8RVo+)goqsK$Dj>>-nFx zSD2b?B%Y)&92X)^38TGr>6_ge-9$~n7O!HZ`Ix{-;UQ{JQEfz#D)sMX$Js1*d@neM zcXxIfwEmDMD)*9q5dA=<355dfM}`R6{OH>6F-JQ*N@ru?E7Ko*tF{Ya6721Ul9&1Y zo;g%GgWG(uKNRTXruGls(=f5*rdj`W5R%q@#BA7i4-pPmL8E$T75LJ=P$s=A3g6@Z=qBW}P3-MQSxzh-HTcvn1U4om{`Q%bL!e#p% zN;|{Brp(94n-XirU0((Gl&X|~>bY9JIWJ=@$z8`)a_IEHLyP(Kg3lQh-|f1g3g$Jo z+8(SVWiRay{Oz{-PpRC&!oM=;)`)*w)I*jV3cN9g$vZ!SXN9cdP60N96Z`h|OOjSJ zSC_%6XIKbR+l@(U@8O}_yiwBEr$aVdx7{4goOPC8-=f5~)56?cYW?m?M#igLa8PJy zCh8EdlEcY(m6#d*%Y3$9#{T8r_0B-#_r#?(AbV_%YDbM!%#H)TZF%zC*(nl-O%4zvB< zm5otcB3O1={U?{fPnUj4&y8P1beBZA@13*}Q42)9>M6u>D#kRuss=1?HWY}~(w*to z0uc&77hivX#mM+9a)eiYA4n3;Z(>lThjyyl>o1;lM^22G24Ut74bH$eI`2AW=C6)x z?-34DIU4Gu>5v6AJoLMQ1)pZQ@A(IW(B*uM`b|8R;_AH|tMnmO5eVMEktqI9&JLA5)pF!u}^`HA}sY^t_d)0DkU;zjoOW`VHxe9 ztYL2GC&OnH9>>f5hqxf6R=@PPl?lVo@x7puKtZ1LNdFMQpx*3jVNj zhACV*xrvpmMF#&IT}+F!T4q)ilZ6;}?n^`W)V+C3AFy=S9dB+icj%wq zi-%<99-5u89u*Ae4K+r381`f#(rO=&UXo@HT&IbQygiW20^-%mSp(xz44eWvASAJ6 zm=(Pu7qbr+3?66^XU;NNHh&{*%?8>lQ)=2`ZWcR1%FBn4w8~mSiT812TS<@k>aBd) zr%LH&Y=ZN@vZDlGtlA0+uNCis)*hfoL!TCT+|wfF^QS7ii?Plh_-OoaKxw!CYA@Qy z_PJFc8^KpkGlQG0yt1idk1YlQh2y1EqjxZ!^ksr*Zn3mbrVF*Qmv^z-jcJ|Mz!V&fs<1xK2+3O7e^&VRIsbqX?nF zWSZwcEaBk8d~GQsA$&7ogGE~}+4C_Y=XNdd74tvJ16@KHSe7L%w&;Vbu`GyfiH_tg zPb*tz-Hh3i>l#~NJ@tfC_k(WX;~ptZ*~uUlV_v!NN!{)fLu&sj(ruwnB9PTafMKAb z(x-J%0TalRL18nmVuWIEGBta88npcFJX#-5VYjC2BoU0NBk3Gdnle=ZPQzaaI)Ic! zS1i`EgKQ|VcR2)McmBDvZfJ>KC2J(1`3wD66uwtDLeXSX9HT6ASi(2-D^DILnYgv) z{PT@ev0=nRv}Q3zN4&&inXb@DYUqDRTCX%(^h7xn%?OxY&o7UfZnC{{k(awH;ylWq z8}msM@VooZol{Yz=m1h%#2yu@iSvDkZ4>WUwENTfX^5}ieYjEHDPU~UtQJ;1Nz2C$68IXnY zvFN2p1FuXDdtI64$^0>BHoe*)_^5%5m`NkLY-r~KL%xxz? z0H7VGQex1Sx;z}c=hG_?ada1?Bqn{30BBG5kM=I)zu#s%v)9A02UtqK@5ekfQ|9T1^V((`R%PFD4DZqDjD2$>7ND7QrcK;d5*~70 z0B2A=l54T6UrAgK7(DO_eu%r9THtOvpq(;p&UY{egA(J2^DUk2Z#zxnA^3zM&+;GmFvl~XFY&8J{<{_9nd<`mY4!LhZQK<)GNd3p1dJ8H@-z_jfV;Gqr{&ywN)A+8$81zK;0de$b`U8j}I~&g*eN7o0LU;B)LI&1Uxg z3r~nUXXHcH5i>co;2V1YN}wPc$4jvJp&`IUuW!Hetvo!Rzitu-=;lJG+*Uv~amm{D zwaL|f(i=c7Qpt|SAiL^<#i_o!A8k}op5Mwq0gQLy5i}P4nl(PIq7>kn%gz8nXXIFX zzpDFs!oXhLe#h;r&*@51p$qG?(%bKR0D0_b9mn}r{aQvb6PjWsK4A9?AR0*^Etutg zHC-Oh%uV?0?Y2{L+RMk|ThQgEcqQ=|BuY}mUv{%am&|#c{G8Kn4`MmZ#PRd{+B6f| z?|Qw5q)rZxOFk85xZkH+&Ak5eZ6_mQOZ?;DyHw#{X^-`gRg7yPD}XZiWK9wqb|^||nF?}Cjb&bouQ~yQ z19plc!Xx*C0g?0VXpy9=%vw%KKyk%MMhV8j%UX!2_HPP4teMsZSbS|+=`6%yP+X#Nf*GsdrDf9iJlT6^TYN%NpJCE#}w{?oaMlCz-&@+ zh+S<9BK-_Vh()zsd`Fxv56?*4Mv2=!qVSgMoU;3?9>pk*1t0+d;N2W?U9ecDW$54c zcOINw76l@duW$O z?43`tTSMpsFal1~wDRIjW10wPI-nlm~N56L+}?MG8DTi^JG03(7*h=hTa;NeIaM_ zk(>IP=^PY0fT-eJi>S)wj)x7YL)Y^{z^sje$SVr*OfZ`q(gH(^jAD6n%TFBuSTGh- z=vzeu{*jCeH=xh(HL*zgx#6q$a9Y+p ze1`B7aQ0I<`Z2#l$ebfZPI=Sei0ZnCaTO3>d_kmyK2#HqWZP=r$lh{}JjSfTe;THS zGWM!AgfKWMA6=dA6jnhgpENNLqmU|e_oTb<*0`g=MY)j>g=9DvAb9^_Z#dZe=rdMcUs}BDrIUv?8^0SDrzE@X3 zBpprQYyc619i*~tS^Rhc_fJ0}GKeS4x)}kbvPaYsc3#26pG?ARdCekHqMBXlw9>om zMn)(`%qAGI!y?kHx-rrg)43_5@At5a%0Hl2_EH0|1l*g;k~FNzyG;)rhwhY6^2<1D z8fP$*UMs=Oi<~{@R+nM^-1dNO3fAF_FzR4f+XbeXrcYnhsl;#3L=--@Rs&CF^we&K z2;2%`$9G%Me(y{cPfKaY8wxQ1b4-j^>uc#2VlKskE#y05nVRL*R$_?!t;at-Z+z4& zlj3YI!Sd4Lg0AgL8F@%GwK?T5E#GT%7;A!X;kE^=LK>c0SyslgF1@T@bIy`8heBm- zfn_;V-h0brhHZX8^fq$LGaZG}Lh#qS+=>b9c~yP&Udh4E8HQ4FL$%LCQTUWX;RfgKXHf~PA_{RQqFdn=FMnUh@0F(W{W{A zzp_L3Eb58bCc18o(M{Fwy`-;)`k*>l$LR7=>%=IVgkbc4+i;e7UlYxRmMZ8 zfS92xS5mf0-zDdoR|{hKivFO{6wl;3GBniJ$Jaa?tC7w((Oi*)(Yglu2K;?Ubt*Ut$S;$9vH*cV+<+BnL8jE#RQe78C zvhxFT1z$W;cvC_-Y|>S+NeIzfDfx8Q7N!eUwB}-}GyDr*gr*t<2eZ0QM+?L;P+O3z zG~f23I@Yh5&ji?mWs+s+8HZbZjt&t0uWFL1X9dIC!;gFE*8HkSB)U;n)v5n=RQn8)P2t;+%%h?Wn5e2z{ z{%M{A!+u)N9Ro(l(t-dIaqLL|;cyA7={|Tc!@qAOc>AiW!tx6=Vx5c9&51&vc8zL? zggTL1uOf@jysv5#E5Rpi*%kL8WQR&_YWa?>_ zwW$-;zJ)Y4+BKVb!RY43zM?W4lX7lZnG9^4ME30dcFV~z7v-rlg}I{YzJ)CZADuEx z`&QgEkfBW(*An-<-AtlXtkJS9mCFMWxo;=S)MrABn3to8lLgv_Yo8PevECknPj=w! zC;RvuZg5Ht@7B*yi@&0p+?9MsR)TaL>~WYMUCPl7Ysi5PE%aXUO57pDO<+L-4XP*p zMRym23So3rcGDr+Uzrtx4-}-@eFOfhSAY4$@|bnPV=e@YdosVUkvaQC{cR^q%z66YyW*p8p5f z1^<^li=An={c91&DyZIS`)3}!-r3l{wVDM$K0j&s`qtee3|CWxDl(?k>}@*2JT z*ZUOL4mic)dXI;dnEx$Rlwqq85JS&{8L#Zx%WIOxw^zqzM~f0BCp9nDeI_b-j?b5_ z8QGQ`Pkz4B#hJ{GfQ9p9qMIM*SKI(_&u3%r(-pvH*bW>w;W4P;Ze&S*IOlVHxd9j$ zGnKRN;~so*KM6cJT&81=e~R;XO^=S8Y%@+n+{W0gdV-h|@z)gf{f=(G>Rtq%;g?q` zN56BUk0;bk?{ti#=V>ou@|`7@2qjJ6Q-+)IDKWmGmURQ7RH&O*9er3 zjgNG))e1Ac-TwuhYC+rYW*wEPaW%t~ z4?LR8b06dgW#9iqt+E`6H*5QK;7#KThOgGcIqVa=TsR+vN`(=Cq8p_;13Xott03)T zne(AXzy%6z2Ndp%sPd`1nE+AK^V#ipcE}3=@y}N|zFRsbXBk5Sl}o8B)}}D_j2M+w za`*r<7EdYA02I&~dwRgLKN-gvLThjfe76GtLj@(cV={rZqXF-q; zaT|AVbU>V+zG~igX8fv88`xLb#gxiHNJkqu07$)a zv{vYxntAW@&i$c4m_4TQMcqOV7By*fKG!1-M{kzaa`>HfP;2JRqxq;L;(a(+a_s6B zf;ZYo`L=4=d~9?($MAEaoP$Gn{sPX&I0$!RTWBZ1Lp(@N)dubi0Gw(l&K>QuuD9il ziGkcqYtT&PZ$A)KIux5$_cL&XYD1d>X)DCDUWA|W4)UebkSY3x%4c$DtH*Y=u5{oo z;JN&SBSe-3TH~C6Q9A+fD}eGFnvrqp!o^V%f9mdK+d#{pr_e8XT?laOtRDGZU`)$Q zn>V;}78c+OXW$)a0Z094lw6K=%JkgtDNf^#-v&qt_48H$lErU)1uVdMm#5*{QKsPC zqId!_eC2wv0z(MBY-&S{E_&121WOc6X-TM{m_ke{M-od<_9hOG63WEYM&#$j2mm)7 zj2{vkc%V#oa4{%#GTYQb=J$+qzk3rHXH|a(z-yXOLpgJAw8(-qrRTtxkfI1@B5abO z2ie3;0`C`kTyl`)zU z_0rr++Ej^=X%`$m-DYpT1UauK_;F@W;w@NMJM=cnMGIItf@GL`v7 ztDu{B2`b?0H&pj9kc2e|xfReFC3ANxdjAVED|>GMacBce#l9nQOa5g&m#o@isX1)r z7vGUt&tv1%1_!bgb654=7U8xlh=q*%mOR}t;Iw@;dysnJtSwQbP5@$&i&)#r8psF*4det=kGbyJ zd^LRc6Ll#pqm|_4i$qiP?W$&7pa?2SK>SCG_EkCtaOnBc_)5d#cl?#LyYfGwiX){D zzTz^!npIAaDfnBOo``Kvv4Kbg|EvIad*4YrrSxGVADFi7C)k6OwI8U+d{2Uw+S!6y zy<2b4vdc??;SPYQ@Ho<0L4%iuN(s7A$v89x7(7KRN65)s$o^m?LyN#cc@$`}1A%AY z7ZF>AMX?$g?^9U*ysBD;WtS=9~jXHkqB zz5AI^Gt3)my>S5;=?mw_5-v6+gW3mGHL6t6JTp}~8e7qLuW}d%Ma)y36;o7Ol^Rf% zxRpP4oeKm5w=+^{6EAW|aMh`+zc#Qur!<3+kLuhOdsJ+_D6}yja_{yS|oUyvOR{0Bcsit-7(PM3p440=cxen zcYENk7Y4`#$=7af`cAnSF1=13<@mCnW>O5PKm)8{R7Iuji1 zH0SJ?&WC0Q@p{dU`EKcB`$l!c(z*x;M`ejL?gBr4VFBLF7MPzv>QGH6{(Jn$6B39d zxN!D!z)6rxiti2V`$A6%n=uku1@&d}h~f6pfY59*v=#p!`8qShrM-Un=X;9}-8{KS zmqyw?ztCtBEa3%{VRF>AK9Dw_?=(vX^(SU$FT}Q;cL`9HP1mUV9*w1Hvc@kIBC&bA z594dhA}qiu5bk{b9-CWy@gYv>Ktj^#mHBIX&rmfOfQnC4GP~Q&`l?g{Xm6{XQ6I_2 zk2C@4)8#B(ex~D;OjMeRBUN5Pdq;1V%;}05$ciqd3e%@E?A%oQ5kdp<8S6`^HFvG~ zJGi(j2B_YMA*J|vd|aiZ6KK-Ze|SIz%|Cr5fKKC&IM}oHtqik@4wEupr0&3L3wJd3 z9gaRB9D*y}?*pi{%-5%{YBW3RD=FjhV}<}WK7~esl60j-uj~A~f5j_vdeDt^C$;zo z`)zFg*^$HpUueqJ|ierl;oexr) z)$j&o5p&OR?K>Y+tl?mF=J>A7q>!+EpHbqKz8we!>$RssQ+y^PUW8}FOES+6Q0IN7 zBE0rHY&5a0$NNIW45@3a{jt!xJy@mR+V0V$iRO9*@9WtPhqZTs>t=OAM0V>V`8JvS zg9j;`0%KH!&?O)e*gBl-DNqV^s}}1{;9T}h!OI$yA5b$1xCL8N_V!lhD}iHM-1p(q zpr^bKftemdK@je;AxAY+rQ&Js?-b+xlau2kf@}V8J<_luhT^DC+Dz6PWn7cBy~Z{b zeKx8X>pGp7HY)5kDiQ^>g4`oWJ{#t(I%Ux`Jk^INaGNK78Knsw{TpRYGD$kAen@-9 zXxz;JS^+H0!UL*YxE1jTC~5oUWe+O-+e0h;xZ}@ zd2ro#n3##|7HiFu;X(VeJ~cT(s$6xs3i8k=ZE~BE)3{R!rian`$AtJB8=#3c!I~_j zU9Nu9xBO*7nV7pKi_`VVYE?J|JK+* zfex;RzUpW3=Rbk$OK(n1+@%VoillvCX%+aW>}BymQ-jQ(E$xHr&9H!e>p zHAd^BPI_KZ9x)UxeWeGePDm9)RS#T`TB%-T&KUrHJ>IS&fbw0X+GTwN=;M#Qocw}h59c;DIn_xp1r1FV0qaLSHCWHh* zbkEx1Aq*e9agCAV0P8S4s#J12ak-XaswuyfskaW5pnT4lHuh_5DFbnasu$<|(_ z)f6(I*`q}lLtQQacrIA#xq~^-!0D-Uw|Ig1Kk@;{j#L}doz!}_GGs@R|JSi}1@?6+ z@)Mv-af~|)%d*GnrYp1BgMI-AUu;&hmN)`nSCi>+Z}&dX-8N7cu^b+9YcB-KVdTyB z_YXjiR8d-N?Ox%G$~Md(nuXH%g#G1+84+KtC1mZ-8UR73D{e54`F$BF=i;=KivXT^ zlaAyBuGjewzuvtIRW@u7Z9Y;CTR;{SU|Ri^+{9XT0@toAGF3*15HfF zQeNtE4h5)ELMl`{xyUnsRxp!BUVWf-BS89vY)@NdsyF*B;c((cn)6_>_t|>k9M+^w zehBEUbFowO(^|qo!tr#B(mHc_?VS5t z!B;BLUJ%y$O8P|-xLR8 zUGQVIg>X#*9&*v|qZ0+{qS5gJLzLOK34}mT)4SRDFdpDG0MK|$1hNRZ;UxEQfM}Yd zRSw8P#IFDyjVY`XJ=B^ov(Hu3*?H(2VtlBD*3eQ&EHcYBKK2X;o!LlbC6mX#4xq;y znjYYmsw148AV#SpQc$>pz4PXW7chRqy(kB=PJXx(DGj$W0b~#7eW=omaBHixf@S;I zN&}sa=L8D?)$*xk&VBP${|D(D2%Drxp1dS{wya^}(`~t0Ag2{t5F8hB$KTs;6;&iN z{UyXpZsxCS20J&cVAH~-pJ&F$@_`C&{Kv(l1P_=eI}v#ar0|YqYE8-58f}WJr_70l z%hkoCU0S?tl=lc{z~`jpeCw5zmfh`ld!%Wr1F-BeQ!F4cgdFifL$yuZREW1j&)uZM zK1HcwzQCkNq&kZ~5sB6;b}iAsj*e@$2$sxqB+9D}co!)ybQV zFF9I=-RHQci;5^d)7zxBlmf(0@UeMV0|0AV(Yi^S?`etSqm#(;e-n@J$SdO5n7oWI z8h_|1w~%F;OPfPi1sUHw(3bi`WRQwC@Eg@J4ZrKnfQqJE2MDL856rKgjJtdY5K84-~Jy3Mz9aH8Uk_d58W&>&UR5Zje6L~eI zA9th%EBDD~lmR4{K&6X^wR8I{|#;g~lp1CcMa5V3l*Wh3z%VN0GNU++f zzv$}sRu+gwK!>?Z{T@*h5Jts20!+I&cfyP)Q#o%AeL3f;kYhi<(MmmjM*QCa;|`0S zQ$<_nLC979FQ5%2x#k~a-1;vvUcyjBoa|=Bt3n$>-|J|I-7RhZp#;*7noYg6cuyqC zc@G4pBy;Fo3({pDBAzm)Z^gB=>A7U<|10+=0&wH7m$g~Y zvS0@RN6bdms7C7QDa_T_2{Lus_d$3&p8A~nPg+vI&cl6wHcU7E`h5`YF=EZEtqINQ zL>NP~SQN1j4n0{a5k{LcaLp=O)l0ZE{8wBX8;`X-cy{(WsUA~vM`DY2Zh z{B7#ah}w^PCHOXrR3)3lRqAO&z6Wtbyz~y-M^QJ1SWxc2{D=!M{0sJR6$;%#gAXa) z3Zf^|H)XwafhVOM#xZ)&?ZZ9&wN{1+tPy9@O7)s7&b zmuTr-2J^fx3;=I!lc*_~5aDdW+!+w783<-|*W)7Y6rbax3A{@^%EG0bWRYVSOUpz> zhE$-IdzAV7gMd|_HtT!k@Jh4gNK-P18!@w|L#b{MO08S2k%UiSSy1TSX>BopqS1wh zV}1=W6x$5zATTwk7qH7bbq6;Cq`o*ZmjQ_dL5f44*T4Z*pjxGB8<797*HMfXzk7$Y zSYkF1MiA<41)sKWk9~3)SBHMW_&dGC@1mDVgmPL z!8I1<9h?xtIshd3K!{W5d+h~i6ysy%)y(Mbr2VgizOm8T;eOG{EqdPx@0iw^cd!ah z8GEn#S{z9JwSy7aT`1cA67vL>MIG@Hc?P)TDO#+VO^vd$O|Lv(HL1X>O?1c#+o9D} z*99$q zx<@8pqDivg#Zx%Qp2PIQ!g|t6UgP8c34$loS=#@_z;3NS*g-SCMeN*FgK<2#VI2j| z1%^(-H?U};cIs}yO!9-Y{~iRB?=KHL-<{_)0tFMq*g$@eA;aH~{znLm zUSWRDOiSk3iHa1Tc{6E-VWyt#=d{1SL`LWFlCugbtsgZByCbKn>Nic(Az~T+FaFKL z$$H1z1Hby4i87+{#eEgdA;$TSM-`~MBBKAlCYAp0+XUu+S=If2(WT-9Xxx4; zI1*+9s5?sk0M%{PuJk6rZ{^Mz{~K3NyV7p?171_JqaX5=NB@HWeQR`4X%45_}bp`-n_qQA&z&0Kn2?Mk;xD)0A8UB|lU*p5azZ(H)Ii6(V zJw5X>{~Bl>dmI(JR|k}?p8>A4{tSS%9&cYk0avimKbwv4HD5T{4_qt&$IBA|3#lOk($ft{>r!_4EYQRVDWLB!`a~5fswy9syR_}6W1uP8IUosyMq^?IGddVPGs%vFMYhlo&eYX zik?(L2WOB4?9x{RE&mse}a}M%2w42fr$b?$*rM z833kEjp{Xr*(Ut<5j+1HoHS+a~VPO=weix4UihscqAk3zP}(vXm>$r7IL zPs>@mpL5;UeO=G>T+j0ljF~aN<^6fRKJOo2vrXw$4d5&UWn|CSP>VZvQjr+kO04*Znht$Tr6oPI?H8kW z5|Wc%1-~e>z!fleC{@3VZd-yYtL)FAz)_faM2jbJdpyc4w|rbVKCCp9R8~vI4N}CJ zzO4;4!DiEd#8xvC4#&bNCzL=1&mH{km!))*aWZe$(m-oYAc}2QzR`GGKdAb-PBjKR z0abVYGV@&1W_Fo`NlIEClM}%B2n?~PQ&gEu^~v>Xh3=l)7Qvt(XN1RCDfMC>cUnBd!1+GKnaynO$@>PReoZt|SkxBKbsuOwrY%C-dv^ zd>baj%}*ohoS#06Zrk)SokD@(TX@?MDcdR zC@lbl8;{V;@VukCkc;X*r-@Uf@w*5oE`L;2UeUG&D%YvCLv zS8F&$sSwS}SHOtoZspec%m&}L6q&xgFZD( zLv&~?K&VXdG;G^!KF;IA6f}~Kb7l=?B#cFq@^*WNUCi>J!*Q5;gW`m2U*tMTpe@ed z919z7@|H}e7z?57T&=o+b!sfcbE9uwpxfNz={?AwG8B)Im9v0mC%i`N zJsQZAoFdq~wta_8p+pTuqkqUZl8bZUo06fVFJ&`cyU?A-5=y$+!u?O9tCq_?mdE3D zb3mInMwK|ZxI{VD{~qObiT)Vnq7zQr($t;SA3N49DwkL~kLk9(yg6fMu5h6F-igN; z_uG<*2idDGrrxII!`lz(Gv0E46F`%i0ZVx5nu58ULJ+~Gd*}MK$Ocw@uwkCwaZqHg zfhiI9oA1zezHglToWhZ%i;u;>p+Ss9N#Gz?QQYRAqfN&}SzHHFo!ZmI$UE`g9`EZ< ziI0c5IB6~ynJ^J3{zYQ-cKDK5In`UaYmowrOlqs6#~$pNNsbM_BqRy1Ku6yZ}@qa$#W_^EVFQ<$Dpz=kq`S8oX?G3?$b%Zgd|@}aEJBBJGk$4e+HvRKveWwD_Hw+venBG0_jF*w39!qf3mm^MVo?ICi=AI#_T zgA#89Si1-f(R*LV-N@rlSS~V7EeYP9B9lre&>d?$nDktWLdCopF zQ@V5rRuW6j`Sh6*>aS~y{d6S)$pGf03kK)&&tg-U7aI=c7!JD96FdWSiV45ZsEa!@ zE0LWu(j`$_*qc^dM{$(QQRya{hov8BI-TI5zP9P6nu+!y#3U6cr^|N$UhR5XN>{zb$b{mpzV!!=97L zt6VQ`YbuBj-+yJUU{~W)eyTNoT=k&CXFk*~WUT-5%RY1DJTH~6fCl*TEsX*WKBQk? z;aaxuT`}n{BxyvsOt%im)^S%RF z4VFq<1d$m##C$l}>hh;N$t#Bzop+_kNbF2@Zr+du?`WYT+!n~CCt$SH&X;WfUby_8 zjr?jcrXYr%MvYvlo#y__%suN8QA01;jH>)7om1~!)1IB=aa6SRw16EvNbP(aK9YDa zBR~fl77=Cd5bT3naJS&O>~CVWt^3(1cM!Osj3i)gUx01P>i;5Xw?hxL3NX#lyOs|M z`M^@oG&t=W(r=f10HvDKvm(%CK~T`QLmUMz*!)Mqh|a|BGYI|l)iP@8TdR(~K%Erv zJ~(S#0z_V@s}p#$bN6p-0MAeCMR$%q0EO!X<<93;0TMJD44{MzQ5h~DZ5XuZWKI|c ziO4z-Y~B5O|EKi~-wKm)BxekOMvp5>`ly-->c=;sVGSKTW1xwEYN5LO=C&@TXti zT01lN&}oXgHhTe_ku3o_+|t_f6Lihhb25U}+E59u5Np+bu3e}tQk%+7czezAY~cK8 z81qp}8}G&{)-G5Lum`f?@AU{t?9i>QV0SbiYXm$ouU$2`-hM>E!>nE_Ny^UFz4W>E z3-I1;0TuH3^%w5+YX>ZIomfTlCGl^K6vhY^eC$}8DdrzIxdW?jLS)haV|oGB0sFyv zqh$5!n;>h)%%~DnWnbZm<6te-X(xYlzy9XnUK1PLKJHPG1A#iT>YY3laeNW1rCK!e z_;gsM%SVr;M)j<~&Z@*i6>>^JfHvmyf%_@(&<)VEn$M*CUK&>i9izu&7O>L5T*U9v zuani~N`R4X&YyHEZe)J}t_Q=%A3LmpGgEx+CQwP2`$`=_`qR*e;yeFLb7xbqfpP|Z zl$7@Gpu#>tEdeS_uZH3Xas#eqF%rb-QdQ)gsi#SX)&0cm>y77)+Y zV@E(9I+GE&qUTiTh?xoXQUpn&=ac|Bv`7({${TMOjC;XfAFsw@V)rs1I%C!>Ij!6)F0+T)*>pCB2>&i05Gk1Eg}42ATV=X)&G>C5Db)j*US|3(0O^DECr1?cJn3jQ=)geryf=Ok*Mm)U? z<6h^N9px7UBBO_$JyD~8#cw?PBD3ZrfOooX!cU2IK~<=g0Nrowa)tLsJOp)Is^$$! zm&N-*@#*y-+GSI$;u73U!!4ZTw%h4;RBw!mHd`oOI{$RaLV@p>$@?^rs7R<761S6^ zydVlz`UX`p@{YaIAqE=qh&odxN%aMjtY0 z7rpcryAIC+qzVs)X-3C9tF7_?0b(VS-{xGa$mT=Su6YUKpAcaL+CPkn@1MJ~f5C$p zNesS@NWJpH4(L1u{HTA42ep!U$&D0q^vw}Ed%`wBOO7rP4}UWSMJVn`SeT83V6=3v zqjGxjEI9nyvbmA(kgxpw;HHQ@dc5<yaj~cg{W=yGAC7CQP9aJO2Ia&VZmu@J zu14SLQE#4=8;BvAuNmtSCl{3EyP3qUxC%r)HM63^3rRaK4YH#((6<)UC_`z-5{(5Q zTeg1Q^FaFIY__Qw72;5wytFp6F|#01W;Ct#5%Z7Pp!A>Fp!o0E;F>U&GiWH+a2ktq z$4kh-&Vgd*JJxCo7BZbz1Ch+yY6wBnJBLgjbqN~gr&)s9}6ehIE#vGV|>Aj%%QiUzT!cH zQXJ{c4j-(L&inxye0`YXgxstwD=fRxn4>{U`FX~?$MXyqDN>Nu@rTTtqy?`;hu8=N zl(Uju?zo)ocC6zTt&UuX`0mJ7<@*Gw1uyCF>!ebX96C??Z5_#za&M;6NWJ}zIWbLX zyx-8MBbsZH%k+vE^1&(bctzTUhZ@k$G7U5y!?vLIYlk~3Twq1rxU42<*Ve^Ep{=HU zkVfs~E=M+Ii{P=J5m#F5{nu{nj()nN0A_IUA>2<8+;}F?HUBY@X$GzXGiJCLq?61? zRCXK%yI(g~=*TJ=t}HlSbTHb;Z{NkODVkf+u>Jsv6HE??>CUG=?A9Z? z5J}gjx$c{h?6Q6D0A=aS5B?0cXJ1f5EnUZlCq#zlb25OtV zO+?;VGADzvKzjhD!^c@4whMJBfXD9kB{`T_!+qUgqgBrDaR%U zT3(W;3%Z&J&O%$d=g_+ExK2v#h_Zr-r3VDzLN_nTtV9)QJKvJPSv7~CPa*r3OndJg zm?s@PR=V%0m(qxR=ygC#4e4{X=+p^1ZW?4c zE&;XhJc@@Ey5l`)^QcID1AcK7+>Qsf zN&S|>Xx?sqi(f72<bU#rj_gfqLHzHU8SgFjqG#1Wr z>Ff|1?0X7DAXVSp3M;rBt+YRKcOOa^F4S-1V^}ch7OE@wKq*dZ7*+$?@$dDWZA3%N z{v>0JU?6+#1<)Y$X$8r=D5BbpWiY=SB$WF_+5D2jCZLU3u?KI#KHo90`xw;I^!jR# zJkkyig1seZn#Mu8by7LIgS zw1mf|S{T=Ycz4VlxMnOuKZaSF`+7M)-wrO)BoGwp=^y=pVO=fuef**F?1-|p7!`QV zNT0At27rvq+;bx7@@?uY@KDkNda0_Sk?7AkCpgV%NlKlAU{x$NsQ!=1?EYb%4d5J4 zw6^PwP!>)>@dWaIy5}$^F<|!*L#J6dksGAx|I}h<^mINP+(>s=MUKfw%S*!^*uNZ< zLWe@-IYBTK7R1U227D|k;^2Go_w2I64xi*kd43INsHnIY9pc|cGh|O3jUWp9X)#u( zEf7pV?wosQQU*O}VU`wpTtPt>pa1)~l}V{AMw~LxH@Sw83yCR?ZPb~F(tLWq@bc)D z9QS!6Q;f!`M86_|#Bcg01RKS_3!K~oUj@!Nkhx~*JK(y$f-zO#m5YU8Af3&*ZWN`- zTvaNA8*_*5$vnJOFW|md386od@0M91;ENKQOz&>{qLLwlv;Nj=*X?<==yqs5v_Wn% zVG%=D`+J3R9`}2Nvj8OQ!Sf7);a=6$^z6cvB)oMM-g}4^5u6!?c#6Sp4|J{;z+uL! zA1!|Q*mqn^DC09C9645j;(bFm)}*lCdFB=PVfCOXH_X}FSl0x0!FMB9qx5mf0%o8e z1^FIkQMa}43*Ev8=Y1DAuk39Q9^U^aebc!=o54-ULb|FN?42e$K<09j>XWYyCk$1$ zfKW>Azi*h*ptc;QFIkaohneO~Z=8Qve4mbRGz}hwQHFRQ%&;w?znoBsitYqh+M--@ z^tDKKe5p0Ss+B?90(tFfHJBd%K@ERpfY#YYwOSHwl#?9@GRyiJuzV z*2KoTe_QHRe~KJje`kl-9!S)rMpA94j8`O`;~EV zYaZsp?;ZiW)QPm@j~{@=T6*<@rk436I1ZFIa|_4qCdGMx`{=^lz`r)emhDlMJOEy} zM?VxJP>86)Q#&NX?|ohJ)IkkEF^60VmmhNwPl8kZ+2F(qa3Cu1y9l&23gji&9f>8% zvLx+!;Ki9h+0<42x*;YeuUF4k~1CN*j31$F2N*O7o6xb8Jm2`?-vdc8FEeIy&v1 zKDVcYQ?|Qeba5`M>>qBba}9QM*s{b@Jij`}nr<1no4qR8E0dw)q~6yBP=9k(bg<=<1}FV#9<+DnroiXi|vWO*B zIZ#A%8u}j3j{G&AMMiqHnb=R?{Dkg%L8sq6elu(Kq(hnMIvn-Pk3aMW@+Q$+jgL_p zv+y2WtYZ)miqycP+4o4VFW8JKHt0GjZmp7gBr@>(IVYRc4DvM9NJoFXx>y|bm(|6& zfGT#uIWR{q{8&&F9jiHQh(`&^Hx&b)d_p6yaaDF2t5oWv$QSK}#j;x7vx@6(52u@O z=@EsWBzz-a?T;|iPZg`cE=X=5aaV}Nr>W3n7qNAg;iKy;vuw{q$6K`yEena}M0zs4 zb&n6z;Kf)Ql$w_wTGJlt<<1IRr4h6}yUys8-<|>@S#vv=0Fn0UX<`0up%c?hIv>|~ z`Al{gSZ?$qNyR7VNRwe=4JgW`hVJ%dlEF0(j%6}M@8^*%i0x44kCUpHJW$ipEZtb6 zV_<)N(!mQxPhb%Yo1Hk#q=4xP8)TzN{wjAm@TD#BUgRfiZ<(d63_D>3GfV;Irq)O zCh4H$p+}_-`Yz16Ks}d=A4&1LY15vj0gdZr!!;EQSa=unn2#*wZr%{fAOjnkFcZyJ zZ?2|35V(Lip5rnpzv(23x`ZZ4CI{KmrOfR?hu!eEp2Md>kF&L={2+{ZAHX z-i|!r`3Ed499mSO=a76KlX8-W-Qj{P_3n&8QJp`*Fxf9KOafIx?4X zTrI#t01U(T5%R-V$^XByi1?4LWg40Ow9Wr90;!igfd)@6q@d6{Y@}6)wGaI-1qwI# literal 0 HcmV?d00001 diff --git a/week5/assets/quiz-3.PNG b/week5/assets/quiz-3.PNG new file mode 100644 index 0000000000000000000000000000000000000000..0a18b401e516f7cd44210a1cbe58ec7d4494dc8a GIT binary patch literal 17446 zcmdVCcTkhv*Def#f=ZDGl^#$O5T*ALiYP_8bm<}@(n~0z2`H$PfRuoggklg-kRl~i zr4xFG(1g%?2wlHFG zGFlDwM^DMfD4=9y?^U$*eEuFddwW-ih;FQV)u$x9!EIyW+Rp`0XbUzk07aFhCjz}5-; zkmYH9LD6PrW@={UnNYSJ6kS+Y3jD+8cNH8eYJ9q*@k!j6h5-Dz1L-LXi*tII@l1^-m4$ZuyLGgFBuy{ajt2V)Bb8?*cLc0DKk0C6kxfzG#{dU%_ zypykZ3Hs>{?QC(#iPIs*`gDNk25&goaC2N4__A`iR;-H%K6G3fJgqxiEnJCL1FalO zS(Hgkeaby0J%4C+w^vb@Ug58e>{jjWK>g8X+Gh1qW&!Vdg06x_<)o+Po>ZTvPq)OV z;mj_Faxb#}?_3n2(E5bmWuiQPS0m)56Z&p`w*w+5S>bRwhp-iLCU>%nIMZ@#IN2Yo zH&q--*t4%YvImCt^lBIiakB1U#6=c*DdZ-niJx@(1+{t#H5}ttx40sbHeFG-r#>ZeSB+PB z*!8+>d8m;dPFZ&e8pNd%ayW=Ub*D-BDi9|kIfG3(*6Cz$aj%y(z3=WGpwe8Q6gQkg z_s+hKm)NO67L&ZsaJ-7+8)(`d=4;D4)uGdZLUn|v&#K&Q5Bp)k;!YHP8YlkqF;WAU zdDHc1GsyRDfvqWBL!k(0BBLFp$q=JR(5owiztQt*{t*?fGAGQ&=rk=O^xb=U4cCUE zkFIqG$8+K|&3iLLt*DsfKq1FFE3@JBI=f4~x>s*LP**(Nf$`EA_SYEsPW>ABZeB=% zLqpaI_>ShHgo=v7so9b<%Lf+eH*azTGT7IzGL7*#jcUv z-L|aXTz>K z%S#};2ETskDiiW@P{w~}z`MN4^JO)Sm#Of zag*I<=Gsn`adN;|y!rfn*&hq|&px&2a*NyvVenwNI|}(WYTTcm&Ye;_ zlvW8;WLAdS?HIaEEwhrFP!Iz%vGTtgbcCHL+C(Rtmpp%bqf1o?L~bp9h1zhm*jmv& z?g@9z%nT(fbHG-eZ&IedvT!ftK?$v6qx)i7M8Dy4Uep5)-${>QJiXld4;D9hhV6kL zY~DvY7dz##^PFdY)%FyR?)?JUH(XYhjoJL^G-`ZS#`(j_!{Ewf$k~a}wAbxOIi{Xg zCD_S(S;v&IhWT7(-bU5SM^xBgQS8TgED%zxGpNa6?8pai(Ml2VY$CXw3al%3OvF_n41gkY*|#En&4Js7Gcg zeX8eBp9jw$sCf_x#_acx)nYK%-a)y*xD zYQz|;pX`HW8&CmWgQQKK1nq+tvBPCIc;l-nbFnOct#C(s!kx#?PfdCqkAJ}2|1sHU z&qK+6*~&^=H`R`T+h+e}74Mr5bBC56o(NDW3mPiUz329EI)1!uypP|JsS_ZSH$PrV z?|8vyI{xFfyG5ZT%jIq60T!l(HrdvSFSptPB7QTp zTltLJ2U(gbsw34{L4LEL1>`zPgEs>g+P8vH^x{uta;7#aoyEdx<#Zpj5VWD7-GxUQ3fB0nuC$I6ttoj9_0bn>b(C^A z>_+8`6)l{{Iv?T5PLH2{psJ^*HVIw(J}iNSoX=5Xne%w*>%@z{4A^F zMaRAAq2ER(=?JTj~)xwj3>>7LP zFL5Xo|3`F|W+?k{6sqnvia{$pxvZAq@6I@J3DID#B6h(rtghBp37S`^2D9}Mr{nw4 zL_;v;j93yGivH8)ELOC1o3m>At!>8)5DN=Eo5F)N2_sKi@f*4-ACzF1y1i{r4rvKh z>To5=2&*=9xJzf;^O1#bWjzJ^cTw}`G`=$&#~McyVfmKda#rLs`ce^Gn*5h_kDxz> zwu(5MmL;-nnPR{0DP<%i)XEa3fY3EUs)58jpP!u^6jv}{-K-+6M z5n70zg~}5Jy*v@!dOHQ@ty;P*2+O)!ypEMVC^cCrv|LT*!=G@Qpm7BeoLI2h1oNRz zU4l>=19uxJz*#~F)l0z`Y~Z>kubApKy}VIDuXV{muliK5SP1(AeCQtwYQqLcJl%gD z=Y3EJ_m<))%&A`#WvF1nBF@qVFcl5>&ijQ4@I>uS8hhSNvWare#WtEw8n}q?r*{jF zWo(%r9MRfG;;X$^2BugIruNfZ?G=O?y26S0fPtQR;!Yc<$%a6M!MdBh0&cehBTtO8 zhF@0Q{-F@9#J_Ol`ps8yZp^Q?+24c(UWG`v#vuiEI<7riX9T>V9)KMa1~r zhm3hwT=v2lSejFTFG8N~?da2HEL$ZPGC9>_BSW(&B>|^5WtoAm8 z|G-8i*Y+*9Yx^$0i+#BXmuTN^noTH#p z-D{5?Q-p5Gu>7<8Rb`ylZI$(g!L3fsX}=4^;p^!w=-tjy?p4{-#lIm17r^)rhy1K2 z>sLJl+|4abI+xhmsaQQM%)8}NmU=@@cRzqugW>uk#ad0}lupOV{(WOP>CMnMK~@_Y zGYng2Zj7q2xJ?JezIG?O{ioi)v7#&vK1A*6@4I_Emi{UwSOsC0uBh^6A2vz+hgRVg zPL%!=U$bPTpl*%+uL-Z*`r1+KL$+80MMn7_TAedN2UAiE>*5=c{&k#?_HhS<%ExSDqN1YFLsq9^y{6Mso(la7)2D0p}U2p23K$+2(l`n=D7>Pto)=nEw2n>YQgDV5~l%_?Vn zn#|hKWkkpg`jqwI3;73*p0kVy_^=wSvQG`CXx2b7iQRuqPRv8D$adRZ1-L zZ`CTFAU1l*YhAHPLQwO$*(qAbb*aAl3rDK#@)$_(Za6-jGgrBK$(N`s={}2_eR3`S z4Amjr8JGxvMW7t9m866YNr}&{vQ9rJ{*Q4)qW7YE4=q)#B9xjw5tjU$O2Ry~&B!r1 z{pLk>sgj*EkUyMqV0$_&XB-YG4VkF(;yxe(dZ~+gEUFr0pZG-51O0Lt_-#1mQJVBYK!u;Jo z@zPJD?_nSch-0}5a)_jgBg4`2U~uqPtgnjYgsBiz!IAe-{UY`wSCTvit4FNAjOsn3 z8ccADF5n+!T#$UQ#IiQIAw9z*MBmk5o;pByp8#%Zwktu?P91N!g_vi2ol{^q+p|71 zI_bv#J=s{f*Zsxrs0CV0gW$cO7?5-!qtsyv|CA5E z&+ld1F6(}3(2L0EkJ+1_GtnQZ46hLP0`*yjr^v$m%P&F=?hZT_x_U#-aTZ;}cfDkj zrlg(zSshogbU@qjE))1em(W@CpKQp*cqikrlH0wvi}4idX|DRE@%93>xj1Ya4A+sX7ny;OW_po0CO%q`uf zPxCT+oHN6;YX#8<-&c@>-q$_Blw9~)!0D=u)Ncw7BZTMDR zcJ>WL0XkHlUc_Yz?Tfju9g}*6aGQ@}aL|Xxk6Rt18@#RPVtJYz3TpVk73;raN%`)W z@Z*hcpoz}4gNxYC-vp%1O`4mfo^4?(1!Ez4F*kMa|(~vnId$RIh!sF z?$tz>2D=ov?Jh_Py^7#qN^jnAEExkeUjra^+Al zn0S8n4Ks=ke6W;|CkNQ_Q2#gG2ZiYlme0_(DZJde(jDw=(WXL)yK0rS14GPkA~|&N)fs#y)L*1mv@hx)bVl1Asir_H?wz1Y-E^9*jQMfz!i}Dfr8#f5SggV8 z5tfx1A8%b;&xJUA?ZeP@XiG_B8S6y55;ljJUnk}ae5+x(I*Na6A7|19xtLI1F%@mk z+%%Tmk3m0%=KK?V=>b+)F-IHuc*`6+xOXJd-feop|51)C|CALj$vf8Nm$D$|730^3 z0=E_C1NJW#QM_WK6TPA$m0Bck<2mav^QQ(CZkNdkQIRt94Tf`4Qq1fnwA#{|yi9ot zDu1jZ=r+3z-(VR#&~UQy6?v9b1fZVC|dt*b3(L6c84bK9>Qsu=lSd`J4UxJUMz6 z2hATfWpqY`Qx}(pMwa&f^L06&<}WQqc5ldltysIg4XG<}L25*x$0k9NHQ%E|tVwEK z$F!Dr%HD0^1+844lU$b4mkeFRd@d!`WjY0%mP;~iKy!U0jAoR?go}=L#rfc4)AR^p-U*^Qz5F4+AEcIBdUsh7%wMTG851$`F}?()$s`}gxE#iPGsOVM@^ zLPfLi9h7ZATkx}j`{w>EcVS;=I>b6<7ZU#9EMS~Kq_yM2$l&o46*GjVi^Nzt<}v{p zs|3k?%YE(%_VjCWVyAh^8g3!EA_!f}!w#uV8Hh#tHzEDxsx^VNU*aXOAGM~6n{T@V zP%(_Q--H|;PE33C;IX2d>b{j}CBhs>uO@L3_Jf(Ttro_CS=%r#s%W#b4zcOu+Uh`{- zZSTPdl;sQmO}`?1LBwbKs}}PUGbz`k&gdu6OHCzz@L6EU@=DH}{dDNTaV)KNOX7@9 zZSxi;Gd}+zS~{&QqmvIQK15U;&|&?HK!$d@GFP$+(f+fnpT&su1Ya2S_XrEkc=sFY z^Dvac%FOsS-}9jSV@Ddi4DW*;>G|jn;gr5J*)-c6_665tRPdj$dcOC04ML}vsv_P5 z-U?9{s=N)0csS*5`(s+G7wusac({^RCk!=I?!4-x50lxa zs9+;LW{IXaG|XX7P)Np*r$S&SF{QfU5%TTfrSjh=AHBI`lW82LfLGA*Y1v~J7w)SyTg7TVu>k}nR;R4v0J z7oIYyvfQoeT$@5iFs=?H!xe#KYp1;e*L)T896T;{&u-EvjtC$0#ZtYzia!8=oHS{M zRC=R~?y=;BlFvaA_}{@Tl6F{+wy`m|W}SFv4qaZYo-3as&LOd^ve?JT2bmjSTV?(WA(&o)(2s|{+ z%AMy`Tx4wTOG>W(a6S!I_BKxF$jVN3Wn@_kjZseQLaLs26RU)j2!Ci6jG)zbB=H1* zw&`^&^tZH4WHMbsK>(cSE%(a-IU32lIj&m_qIw?TgR^Y-bZ0N>4NT4B8eu1M?HkJz ztzKG{ZmWQepFN463#oITQ@>Ks3NmC~&bLmVd@jA??G5TeDZ!4ptmjz&@Bk2VcHYOG zle$dH*_8tkL6c9p${rinM!EmNh4$Z055z69d=f8W&Q#YEdkr2Edl$&12xS?04WRl1 z@9hk!M;ASADS{;k(e86QVOIrHl51o%2eh)6KH7d9^zWYLdwyca93n*GJy>ni>tdF2 zTBF)7zDW!8$N+_M`d&}U^=SF|YSQm5+a1q=sD7IHU`6T?*xrjEGq;fjM4BthIZ^WY z2DSI{_?)ag$m9|IXw|>m!Uk{SRTBRJ@G39=3$OCJ#q#v@Z=0fVrKfe3dlu|!d@D7* zWdpEp4cv-ke+u5+1L%#FKyH910IvE8-Tp;22w*hU5@gjxib`)p5th9y9e~-Trvi7o zGj#9JV)78d&o+7|yWUZ`%y?o1hEF9etGxK=_ZRgUKIQ%q?PC*#DrAP75?6nBtTgY6 zTlxKY*Ar4k)%$Kvxj|eK)hV3(%Mx}9kOaCNEb%g&fa+u#z9} z=zq*a>)jus=x5mM(Z*o{UJn9F-VAS~gIR`5Q$ZT4lwadX=zm{66w(Qsvlh#XI*kM2Rg~>dyVa46UzF~&wGqVLV(Nb{c-CTlGcWHY@==tx` zeM^tGJ&ok>G2N3({#7a+ZZ4QcAu}o_zuic|=tyi+Jk{qIlLAOTwRdgSsI%eXV52V{ z0O|4sZXN7zl!btdm<^vDt(WOS8ev6eu4_HCB7YJ79z4kr6m{D6+@XIcHQ|C&E~$Yx zQ%*AjHuHOgy;?szs`mmDDrXQFQ`SQ>b+jnekQ%%l&Y9a1#gqpyfrc~j2ojL^SurH| zCy0ikfbDmmI6XcR@|RRrpJWn+75P^iCGD}2-!)_9pJ(D2c4arp2M1K>!R6*QlPAkWH8M9=j>JbMONRan*s&(d7ODZ)mWRYwPc?|w{nZ#6c%XdsNSck24Z(_BsY2n3L^CP6xXY&{BVBj z(TXTFF)>Cx#OW%=%>JdN-BvPdAd!44c?g9P1!t9tyGNYQv8r_sGn0;5yn4a#SlQLD z1%V>kLvmC53Bs?&m92CdtxuPB8|C@(`WspH>zl;2A$A{14d}>osXjomPo2_C>U-ab z(m%o7AogfKex5OYlk%C(R0oB^mM=CQ)HAt6&aTdA|5i!(6j4w*niw3Xu=*6wv-%?T z7EB(mzOkRBkWJT)xkkTW4;l)BG^Ae1twbof$;RHDO4c8JX@gDLV;o%c$GTuIc3y5< z=p&?6_)xd^qS1=m3KP`08}>1Kud(#oBvh3foFe2;3N&AUkyJig>f4YWPKKpx*;5g&gL^m=rHi5`B0q*WLPkazG9tr^ma!at4}%ZZ9anbYX^u z`V68kVmTyxP)~3DVDxlfaK3+|mxR@Aq^~=#cNu~LRk@lS48;w}2v6T|BtD7Ax&@!$Eg*#qyx0}cI-zueA#80+mRobAyKG0Tlo?PXA7 zFEOV;V$n-CG~4OL*(sSlAN^<#SY&GQxc$Zk%AduX>6iV4Y48My(#3+!#VSzzr8~Dd znP2{f#zo?MgSR_|yTc(_4|!hk(&oMkR~5gON{=M~6nk;~5(HqErKV}#+Q-2?z${c? zI%f9f?Ax1?il{7G3^{-2O?5AESu?i^Dq2G0KI~6SE%UT`eOWCpBGB_W(MB%*?3R!i z?v}&tT?%%R)!pv3JK@W*5E}Kiq_B@z1F2K3WZz=J^uWz|S+f%vi~iV7i1kQw1AIuZ z5erIRn&Wncy-I=hG#_%Zj1I?$Xwmyws@#tW-T}G-?gO45FdR^!0eU-{v@`jlQ>VJ_ zFXk)|gkPvk+Ixzv53fLrsOhQMG|N)$=Pwgq|HsZe(`%7ZcOp#6T*ej|a3xx+EnlPV zHHgp7rS!XCcfgK$R-Ljh~~e#d&w@D4T2B4XhIF zSM6e%2H&}iyTPocDxNDeDI^aG

!`R@`693p{hi`n*Tq*>9+rX)Zw)afG=-6wk`0 z(*uzi%0VirwiB*LPk2vuE|zahB_|iRgmclLfSx zW%Z`Ma#$x1Jq<(B3vuWwzSy-st7z`URE`KE-bL?qK_KS1BX8a->|-s1(ddsW{uK9r z)Y;WdEHYuk%G`)^Pr21UM=O2wOGZ2=1Na>4KrDmwKA2W`CPC!tC@ zY+PVR@21+kFn!eFy|r@_&O22FIpUkxM~l=t>Wt^CB-A|(T9RAR)i$Rqg|M2 z&7f+l&=L(z|2aGUPAl_64PXDRwPfqu_*NN}5(;9kgGV}Fym72=SJ}p6nY`Mcw_KX8 z5F-2^I6hMye@TWd`i4kJ4qUd!X4R&72sJpqjvVS3G#yo?hOA|97gNur2H=Ap$`q4EWVw) z@JguQ->smn0LCOu%a%@^_MUc~4!WM$OcPaPcGhp@`tS%8g`Js4oC3f7K+@LG!q!@{ zKC13m8;h>&F53*i-LSPhl{le;+;C86=u6!Cnx-}-y1U}1%l*do8nH0nRu7H}WO3QG zV?`}UReRRGB2)XJQ$1fJ?W7Y9Q;MIq3%gx$i#E=5OEhLdbXWCuvAoh!rTv6|5?1sW zXnFb8dC&Lzi>kXSs&*472yHIhYKQsRC6xVFo%H++y7(Rx#Q8UQ8t85X3-*3kN?<%Sck^+|qTGvwmXwlCF~s_5M1#|`e(BTlkL?QKf2f;xdX-oT0AaFh=< zdiX?pEfl@iGaO`{ES78l->+C$BC2noy0S09akVc zKlQ>l)P+Rb)JMWyt{qj18>ou**|j0p(rvGJ@N)Z@`b>`XukstyWe?t1ju)hRAKmiO zIgl^Jx-wdHgXjh|JE-s<38Jruef%MK_BlAx^CZ4kNPIzVby2^vD-eyI@izE>t`VOT zDTMC9!yk!H&Nph>fg`4qF%Je!1rt0NGANCJrWtaP>(na7#{LN^=l#m~5bM@AMCVv|RMTA}fLN_}Q0RgYvx@{f z_CCYPNBtJs9??9dhhw7AaH!M_(~$r#WbL=lEdghyRj>U3M^y9+q=_->EDfKWq};8s z57M(sP4?2eoo0qTlqCtC*D&;b>wV%+9o>adiE;RGs2TQar@lfru=Q&3*6Ce{Mi_0oY!FgGx!T zD)ve}E!8_wZRZ?QRqXL9o-_BIc#9-*4%Po8JO(N6+N`HT#aiv$V7hhu<}KP@^g1t{ zrwD7fc^g^O(&3qDgD2W*^^a#Ng9W2F9)32z8{DZeh<;;-@;w{UV(UGt3v8+fBv1Bxdc+bri<&WVaQcFnDi?o*f4E&S>PwWI-m44S| zKYutS+WCb4Oj~G8XC6j))bchkQ~c8_Ll1J1tyJF8i;Gk{qO{A#wvT_9`Hl#?@~bE$ z%&-UkZ7`IAq3suw#CL7e224Nh*+1LNHuAmpr?F9TQK$+Pv1ZqqRwCXFJ0R{~1=etZ zN~#k?RSPsVc|5mb&>MX3VDS-YSMgz&fPJubX*`m^wIer_v?Cjym{FRpcXKx_?~xg7CACfXfTMgk z29gpXzT>`rOsR*hHRZv?rs@Bv%QvsziE&#m2?^V~`?V|5yksNCL}>MKkxUFUuJPR; zqpw&W9HVdRm;PzPO^uMLJ-H^q0GE~G!kkXggd8n*Ev~8BB~?iRwXW2FG1D@`aa{eY z$)(i_qf8T9(Y8-kaB_vb_10~TPD;2Hp>$(TZgt55yT3U?@>~r@DUNy5=4JAIp~WWA zwGp|tQfa~F?k9f*+H%~2*320fz5$6&B5XmSu_8}f8JvpPX3qr)!dcdo{oBLWfh}?n zEzGIPtQXn3pYZZ`yH!q`KzzQmjH!Y0_h&x~CRpZe8tJ+@(#CFG{)@-1-KK+TG41|w zn=D|T^3kiuxE*z8^!-ieNam1gz_2IDQ9=1{EVjrK!K);vUT~Wj$>>ZH!%gnPJEJ>` z(s@ILsNPqBg{f#*U9-|b+C*}G>ENbgW=75!G1f~S_uW_}CU?FSi9VW=UrkQsO#gK# zYQ3nNDSY!RR&I0b`_A<-RcAJQjCg-phjM7?KbU3722b<1XjMZR2!DXGv_TI(rwa_U zz8NXqSZkX4y}XADfO4%Svml0D=pzcRUHcJSD}9ubcRy|>UHHAIlFFMlujW4cK2v16 z7((&*4}FGigQ{6>sE$%UVL3YgVfCU7Mp%BJ7wZ1~GWd$K3M+Y_u1f7?T5h1Hz)}z| zRYatAIl72>(eRO=w{#5DhlrGr!QiK?x$B7wZ)aM**Nz9TM{4y-WElM15~jrz7qX?r z@ut`E@1o)U`ls2!w%~g?a4YDF>(LV=FRbSJ;x9&8o&BF@1F=>uvL5xcYR_ymI<(Fh)LAYORY~U`!3~IdX17kRvig67Pje`H^eM9S#uQ*u#6g#6X$M zV1S4y4sMb)@a=ByV7w<)8fuk>zH-aN7idS;7GnJ&{uiIQlHa(4tWAzZ!V)YDg4nsZ zV%t<-;i*4Wlj{(^s(-pfYFYmL4^827X%?`H0S9G&8Cz4wH5K&p_oIe$&I;gSfBL99 z8e-i*N3*#1P`}8X2b_`$M$A1e!cr0D9!)n-MR7s0$pRV!e4l@kx}87W$)6shf?5o9 zUnFWbMKDh{J#IQq0*>c;2=9l2d`pi0?QkBQO7R;a^L3q%h0Gc^?^uxlz?U^eH$?#mrD{ zQrmUe__wwG`K&aHNo!vwi7;^H=%d+7pnq6~b?#8VYwec;Pk^I5eFV+=nm0l;=;%6I1bDX(yDC2VcC(T=GHd@%XJ zHsd&x>=S_U0!U|COdwK?t2M@;%4>0d13L&*${AKb<7!W(HMhImpSO$yM_UcnC%qKT z{ykQNF@{Etfb|l`ow*hx-D#i$-0Wf)figS&-$^TsrzebjGfNNz8oLW3W7qIi3NYK` zFT;f07yfYV4vMGPs11A ztx}92b|XTN(%fQRDkF5-skqMgB4Uzj5j%6b4^nw*rgmWfvNmFL<~Ck>SHPl5I0MK= z7*%xclB`7>9}4=#Mt)7@0Ve>Pd5>E9elaREHUfK5f=Nx4H-0cY00=nY6QSUps1Lo= zo36Dxt^CNG1DFXwMK{Kgd7w+yo9N`6VM;K_9j@-dW^tf}x!CoI0dyhBq#)}%w!&pC z@HX%yM?qGi63ptsW`ss#+jgs_VD+8zh~>tl+zXW9nWU6^b%)xc&T^J6y`L>2>AndH zXz>1dSX=AF+q+P6v{@r}rdIwLK!OjL3s|TxRrkPdW!F7tzDI5%Boq-NU_2B4Z z;UpWZj1EM$?Y$D)`K(h%3AIr18!>a(yB_ChkXnJ%C%x2P)*}$uePe3ii)JBPQdhI3 z1Qy`;DShP+ZP!M=51$bxAZ#y53<5A}7dxiqx|4nE3P1oCUf_nj9x z#okjnpp#<&7EH+bFbeegThJ~v1Gz~Fwrsza1&B$Xa!alfmaA(3IYVKl97sC2OQg*( zM7ejG?;?~<(pf!c+Ddw!MxC7{BBmMK^!$H_Ja zY*y#(ejvR^^{WRL>VPKeb8|uSz??<}fwpu4;M7Jc5-TTj&#Db{WJrep;|f{Z@crW2 zPe50?c)%{{S{c_7z{|e9wW_J&iE-MkQl+OE4qPv3D*({2GXj*f!~@c4d!eAw84qn% z7>MhA4Im#GB;k(=XUDq$&@H7+GhDk-fh}lzpiVlwigY$P2n?O9_S{|U9zFv4+Hai@ zdqZ^2TatY{wbLZOSfAqI`-`Nze`b6cglvQO(<>gkqXC?$uyJ!hQ%D>5778%wGppGD3yDK|o&R1O1DL@7+zrb3`>=rU z0!mzf4+3HZl3bt=sNtM3$pRVqz+~TXbWOVvI=$GPHuzb>i6^WE#WX1Vo%BVwJ>a$9 zts8O^rm)VO~ikmr~RSSuMP%99Qq3fqDYxwzyy`}(UgXUK>Qef+s zQ&ahlT%^Yn(tJj#O7=x%rPL8{N!boCf10^3a4QlSqzBy}caTG@mj)f}mjg}C<$zs^ zyG_@6+#YVqZ@H#1QK9Ca~jdXx$>MgqYhM3NQ#R{L0Phy%l(IxbVAqB?@3{&{yb+ zs~10mFVqbHRM_Vp`Q5IOmGfDVjd_7&>g`xtny7thQP@^{sb3R$(67e%1u)wdwg%Gp zS?_VPEHfZ?K7Z@z%7ZJpwS2s>@<~%rL(X?|{XDvAi1jKJE1M(LbpL$d%}l9q9v>h+ z0xtZd8m=P6=6#g_PzKfIemir75py?)LOk$IZvUTdQ&w>xr1%qX{(0J@m(O{9hoUYO zTKlj_u#dZ44%l4(4TiMtAum4fw{{QM;UEi({BwZ&{tb&OP<*rlcasU}wZ3$4omfCAN@RR2H zGxp_UWTpS^V)@JN&mU%sR$9ch?vuXo8V7d%wb9}kfjI0BTa}3l7xN{oVck-h{56~u zX>QJ^4Nm1x>E)8rYD3bx4Ojr#CrCw@`xPc&dqUXdxW_h~bmn3G1(2^H|6~63|C&EC^x1o*5`+~vtTxT9UIvh1HBT#% zUao9J{Ss7O(6(>7_F5gZtI)(^)OScwt#7eTcs|JY)n*gHZVA#d01EuzufmjYXS%ZIV zPpl7fZJEQPnPCM;7K%=J8%Z0_AduJ@oCux2SE!1V7$p?YJ#8IVV#<0I(n#8pa<8SH z9^Uggo2X^cjBp|_qf@PODxrI;-T?9YrB~tT+xaGPC#C`z_{-IuE0Zo>{n?L=gh0Qh z0cvfK#UVZZoTs{eewRZ4j#Ht09Zpz%>^996I=5EbkQoc!9}@={nR4K6xi{_`8}^Q# z>k-GF1LO>Jj(Wsz&+EIDMOqssGE)<{%Xx^RpcjTAzr!=@mOJKK+(_09BuFbt^!`8E z^t8gNYa?MmN3;r<77wfd`0F=s$%(#{V^2L@H2NxJ*`w)B$^^;}ja=xX_t24ES$_Jtn!w@O)w`yFV(q0sEyR z!0R&pvK)+ZOfe>Xu~|&^yBH29#45t0}$=K*S=R8&-A8A32{J|vm7@j zex953N&v|My#`4pEthb4=vwG=#X2aZI?$l=1RzPDTxAlR})t`3` ztN_fh7EJNfPnL*F7*yj78rnTzvh>!Us1FL*Q*6?QNzc6}w6eJwo>c~sOx)3x6@akX z?$S)8F=d;;{P$i1Y2XSVZY>IHaw@8R2~#TCIGO~|+)t!#Dgy9@kAlVu@HBOjU+vXY zYZqLib>R!>XomKd&tGJ2!GeB{W zKvMCMcsgH&@r9zA%_o4Dxt)LleF05H9#H6*49)}}ZJg_62Xz%U{_AuA9_}Q%o9c{I z+nOZFRf`%<4_BYbM+6N7R02X&lTZunLFgJeJ;0K$vese*Yrdfcg+}*D+evP9n^N&F zU?l^A#|-Ofxt5m#`B5HVGDc@=T%-Hox_AqEb>V~4qpdt3sViN*cnl~gp@*chY+w@C z*L|spn(zeB1)4#26H(#|Gh)a1+T9+_5J31RI};p4%Nc5eJvg^9LATZc8~zJ*K-R^Z z;r{z_jPHf+hNYe~-VE;nkZ&Ju@&4r7FB|`^@+h#%Vtan?Cb@us%U8X2*LSJQ<75i! z){vniztdb$8FS_ZnSqaP{{eCW?KTcyi=UGfTj%y?32frGF8ox6?qy54iH6Q`g-#pj zf{noC>2I!5x*cs)T9b%+fY#0_*z&isdUce!v_|Tsh@pSvcJ%MC#DOpm_MmjCJ*+ks zD(aq>c;$9p^>@DnY#R_a?J+8w3xNar6WXF?NKs#UO3OXp341S zm2aBwz`w7ASvO<^`?VB0p5}*qx2jz#GYUETAw~i{fWipK7y|Gu^n(Y2!H&19fLwxh z@ZWin#D`Abz?{i2v~L`oQB>EQRms%tZ|?saTmqQ}Es19#=eUN~usRjgKTb_}G{W&Y zH2B{wy1)IuOFr#&LBFusY^Pg~gxiiB&Pu-TZU_PqMUc&Bg z{Sqfdmq>O`bts@hmPKrq0wsPqAml0soW!I-aUs!Q0I#0)-~U zMX31$dN4sxmISI)xYSV9pF3PKu-V>5Vgh#YS?SuvwGKkiy%dw;fp`4Hk}qk8f|NmEe{J6h znx-liO+cA`yPezScv}U*!Uvq<2nU8Vw{vB|YrDwww0G)4&9Ovu+kMb8I7|0m7gqpF*bF>RX}MXKvsOY^2onoU(*84qMgm?Y z@PrSL!wCGJLg56sT@oqz{4lK$CX!j_3$)0Y(2FbXkJS>f<45!W literal 0 HcmV?d00001 diff --git a/week5/assets/quiz-4.PNG b/week5/assets/quiz-4.PNG new file mode 100644 index 0000000000000000000000000000000000000000..9459756bd6a45d9d18e1591c960c9bf0f6e4e1e0 GIT binary patch literal 42031 zcmeFYWn5I@xAzSK10pF(C@B(33?fnk`v_sq4{wf0)y^;_YZ>I%e!j|j1_u!xluU%tV@!U@L0 z!ZsiP0k70N=^X%mVLQH2ki{w+rbPjN;9AM3$zWks#@xF!!2|xjYpGGQ^ja`OzQcBrNzlD1ZjAV=?Pr?|<2oe&=`&ctF z9e;({-vx1_OuzM^u)xOgNyZzu9YQY6@OOBL9y}oY z=gD5t-}yRKtW&t?a{*oHbql1c=;66z{_n3478ml6_fBqoi&~9Q1-?t#)|cf>VnQPi zRKC+rWlw>T&zZ$aulY6b!4La6%GdA(ZU1rR`s#k91IC* z>@^(>ccobt$i=J=q!iM*%rFgQ2!Xlus?1lc`4`H(PKPT^CN$0ncoS5u#Hb5)>{_n` z>6}JoP**35Bdr%`jgQ`25EIe!*T5&AxHmFf`R)xzkVVD4Igm&fOik`dC$oA zDk+eW)LrD{k0TpO3L@cix*X~RJPP54o?L}7^e>tWN@)u^X?6>}LWZ<7B$A->q(bvf z6E!m?Geq%qM@mHt8u&)uNAEkcjH;zDl(KZp>^|uMkD6K z>O4jj<`hUA&oHCwk=dvLaBHUU`QAHl*?P8#Fi*FWF!_tL zO%2VpBL*0~aHw$j!r$U$w5V#R^IJxqmX$9YRi%vqbnL~i>pB_T^%oPjuAJH^?~Q*e zZ{r>jKTu7V^7Zk_(+R?gceKiMcy)exFyeUAh-?<$ID=dn1UcyPNws8Kmmx{sQ| z&(Y>HS3k&P!%)Ff;04&TE#pENoqPC%go~bg%}$473WfL#UiNeNIMaR2PLt=9;nnP=1PGdaENX-K~Sv{HD}jL&pKzz}LkkcMZ~fwvlo6sLX<835NJI z(BtqV^+g>z`|+n=ChvdQo1C9-mmi$nH>5;?4H^W>Kfck_F?6>`?)-w2W8KM?XyW zTzuBk0^!m_((=8={4Xl*U}Wf>7q*l#hO=QF4C|(?x+i|Hu3FIfSGMyf86Fzh%)Mf#OMwUdIia>iF`Ij? zEN&%bfYUYWS?xqe{TR5;7Bn~=u+!!&r6qW4CdNo0aecZv0j%!353_bZ3#I8Baf53V zwtBiB+hrn1p-IxKBq79HfM3H?v9@W~&2OKf?)=GwR5<(hw4UzT49mf5%-CQz) zJ2aaPv0nD=OVOPnoyNly@H-95lS|S(r>oNQJ{M>`SK63O2)W+sk0mmDuCp3^K_z@P zbY&0y05aBfOrC1JMujngF)$Z@o;_1Og3>}^SWE~ClLHS_zn%zOgoN{l#&OvRTL`Nq zm*L|Nmp}MS4A1txK07lsH;%bFMwHh***^LrSaayGb*ip6@6bbc_Gm{bjS1l-W2f!e zN5vQ;P3- zS%QnW1z?@C2O=(UKKD($(=nK;wopS7xL2H8B(5bxNF;ryN&1+{_A49xA4-yXXpU4S zXi)u7ztlMopSeLvVTR67O1A%9u#Kob8oZiJ`f&U;#C z?zn%pTE1w4wexhphuya5hEjiKLVj3>p4BiXXe=TrF5{J$)%n2LEE)YyA`{)WwgXb~`wSM)o>t)Hc|uM|m< zcIC~-{TzlcKJ0vq+{o_;szP+#qNE+v{9eKA(=9?TJC1vjEt1lG*JH;}K3lnSBY%nzW)5@Q}rzL6a6VT2tfE8ADXYb>hrS-Z#HB?3nnBwh!Pf-6z zR8wID&$ZVyNZ-X5>pAeAL9jNbTNfA3AmH`!22pPeIFrGl0y!9 zsKp3oDZdQmz83UqkR+D$Lh6bmc|Di>D!nIR*KZ63BSv6GMj-~~3f}I~VZM9*%;C%< zJ1Sa!I3@T0mP`MD;|hrj;ZpAx#l;lh?Gs!yi}n; z#`IP30eLp+EYnQqOz&YmEIJEMgQ)c3xbY*F`b?x~nNW$3-gP==YgxS5UTx-hY+TSh z@B6*eLxht}1H%q2HgUVyNU9(nXRXJh?Mx}EXH&o5%${z8Y}n}gW1zVZFs$^#z$sf< zlc3~&)lp`W>6Wm*G7#q@N%$W=c#nnuVZ@xxpB_7Fk*3EEmWL4n1^+R_W~dUj!hY%- zN<;K$g8l(tFXm0`I7Fytl~Ej`D{s0axshsyd7j{3-Tl$T%co?c?Ik{5;aBK|wbM&w z3~?D4%8-9&_PMQ6LE)_r4->1WE&9xa)ZuHoyU&JzRqoBXg@aBHzY*8RT$ILPCEP7p zdhH`E-8-N;!}oFhH*e~2w= zs$!FN>KG#G+VdAc!edMoV5Xf{Ns5k_NuIJTKj1MEFeBrsno2r0X?P9$KH{PcR5ASc ztNA%Zv>?Y9>|N>`DklS)fgQfr2RZI%4+@QEQsu~XmQIIxZ$RQdM0i*fqT$ID75hJ( zX-NYfvx|_koY6mz>U$!*9Ob=0Zs*vG6}nb6z&%jz+%wkEj{1hLexJi~Q^Pn&&Z5{W zj+zGxwUYQZS<8uyY=2->vN@huDF@5%a4gHO4SyRK7jlGIxBl!!^J3ik5 zIu2Xx)aI7*9 zweTNakO_U`-o;A zN>7aapTXaR;JU(%e7##1jH^OLRTob8pDygTJY`qm0?a~)|)WZdu8*j(bNEqE@vtFyH(_mc_E)*OX~ zcpQ4yxnPjsj#4P;B2=Y%J#Jf-#8>4ezM~UMna4)#A=U+7Dxx)?T$X^Bf9c+7+ed1r zyM)k2cKa(vgo3S%Nd`%v^!piGvI3xd=6$}j_S>oxf;UR5%+$40z!e)zed-eYP7Sn6 zZGDd^DAhf+t9G8g6WE2lrk!t%1STjSe9n}1Oa-U6tNX;2Fg$qhMFhM043GMdr}hZ%xLrN)TdwBd-PC2P zh$s5aXRdcIEf8so4bOv8=ZW~)Yf9@OG8PD1=)FpyBufJ_5qgV?z8jP!3@>;F?}Dg7 znczS8fteUwqTlRsVsUYK(9g&1?MluPOs;n%PKIm&ivR>bgU2SU(2g3T^7XL}?hK?^%p(8& zse`D^{=a+bw1+awDje{FoBGXK0lRjLza)awFwWv%*eWP>u!Ml{#&&rL`>Qtr(ZBeV ztg59pZg4)MU2M$1;8j@PAS&1XI{zm9(9^rx<7n#;2-#|v=~tE%y-Rzgg3FaLcLbO7GyPHkIua{B1oz zd?tda42A#Ndg(DZo5WUHHVm{zkxE_i4CP2kK`Yups6UP)YQC3$d%9?tx_TtyjnT0Gnv7VumM~^gjXx z&UwzDVO?*x$Ip#puQ!Scv(qORwT=N`CF=nY65t|4P-lmRzyJqgLaT4wM10e#u4h92 z(S@0xm0|ct4i8vkg30F75@f#O1yvljw(ipHg___7JNl#OKcv1B2WtL{&*PCOB1OxO zng)xiQ*k-NeAJYkkaGU{<4U3Sc?E{6!kEVo3*M(p<6j*M;p*#raQLlwd~$oy3-CBy zU9NrNwyb$Uclj(2JpogCnxl+~mUM3+Ljx#yFbE)BYBtqFf&&N^*t`qkunmWF&CzG+ zdxBw;n}f&o8FHc{_})P>!|t+ShT6pu+-Twj{6hi^V2U-s+b!Jnp|$Ts0fd5y{2r?J z%PPlP@RoPj6lS^fV+3c-6KVjbCw7-6T;!{F;>XCEG&gHoOQ;|LUH$kLCR0|yAZ)~usNx7DbL zVX?hT65%Dk63;G71Aybqv*P{^@{b&Xaseh)QD=a6AqA{mg5^+OPF4?PZ`FZX)oN}( zA&$$h?Xt!y$E5*EiD-ZrdT|}+2-z)&dK_xO{D?(D4dOzt*fZXreTA3SEzA`s%w&4D zUY~D=bFc;uZ~7p!TsJVRTo}ItNKKN1(;dYd;M=MQEx4JrWRspeVV0e{MM$vHcGu{% zc|?D-t+Mloyw+s^xt5?Y%t5vQ zTLTt(Zx0o`3*(CRR2M_n{7EhXXM&Ryq`c)?MWsu*VYQtF*9AptW87eXOL=9&`kUbf zt_IT*qJKWv*^Eaga~sTU!|Pk7PZUPsCn^im23y}yy$%rF=U}(9^^^(8i=Bj#l)0ZH zR7e|yG5Sty&)#aZ828ERnP5?6x*p2>szUDOzuk|U(d7kFaNSm_J)E-QBQVsx>U?67 zG{)3mAGYym8!;Ah4!sU3R5|Nud2H%aAz{(hyp|zQ`Pe zVbdYH-YQ1oIQ79Hz&6Ef_L@(2XP0leJrJ+#JWl3a59|(?nk4eZo+6ysT7^xlvYfSD z2q8s>CN%w4oKvfYUjYX}hR7|4AV} zJyzBmHw3u#)aBz?4aO}CYG~CHOAcCtEwZy7k_&X5(K!&+4_;{13av+y%+NJgHcP0y zTHwqIv#Zmtt7JKeXZ85hfGU_3dF47TiyvS;eBoK5o*)VBNeRs#V_~@3(oC4mr%OJ6 zybHC}svJ~v#oW`@DAM|)A@OaP-@nVQv89wD(pbxU?r2jZ*I&!7W=h`9XuuO9wLfc> zlmEhYdTnnL&1T+9)gDu8v6TXqg1N|C6I_#s@3$RJ=@_j${?Q=&+(YMTp7CDfyvk~T zs5u7|;LdTMr-H-^6auAw52wydx`l zHA-1>>hEtwmn^o@&^O42|bC3u_MMrIzN$bhP9Isb+GCF61Gy-YdK>~|kDV{D* zdekTH3N3mi9PCV&MsBFt zh7QuNoesY+G*Tg3cD5?!umQS?QXzqMzJ)^4KIsQ~i}J^DL*{X-D!@BS2D_zAUY z>+l=n4NIc}%W<@Yyd?>~=^FgS_CV9~ApBcfl4E3?Hs4U$qIqB`_y4BrZoFpYIH3IX zsAV_>L#XClRAgjYQrU-NT^ylibB=kwY>|wyuqTF(OY!kaGg=s@==MBgfGGQ!Hjo>; z&F1^WNT$5=x|gb$;u&Wma0Ct+(W=oal^k?3z>0RHpSvX1NWrjatVM}Gl9b}LYrFN= zmrAUnJSOOY!s+DtoGcNaK??-}m&2YQvQ7(aykN=w1AmhgzgP{a8e+;89IK6c3eMZ5 zb;J74AtCp@tPHn|+Xqa$lV*7wwP~=1g;yh2KHle#-?SoO@$4SJ%x(6(5#wG3-^t(znVuwhLFINET_qGzpR!`_EvRk%U!#UB9iRKz{85*JFlWwF$;MB@ z{?pmq%d>JMS*n-;5$nNW!J z9Q>??X)JEgX34cS?qZ#8DA{uEt0o_;Q5I<)<0F$ z;P69?KwoYXq&5y31Yx^e3M9q2-7&Px@QQW>BlKoPw{(h?5^BcUbG=Jrax0PxVLomT zw(lfjK465z)ljFH6Av2P--n?t3@Bs$JCGe`pa*hzu6+2V{k@W<(v3A-QOkf#Rux>0 zk>{5r6ZnYDl;dM;5$1he^4v{VZ>b$!aCIZD(spp)$?~7;{DYT$3KoKeLp@T@%klo( zWKpsx1k=vgF9L%9@=nBFs^}!yMxocM#_!j8x;L!V3kokSRb362og`u?Cd|c1Pf}>t z1!oOO7B$5Gc3pO0b^dFaclxAv>R!u~Ubbypobp8^4xjNAB{@unA38j@=O&ta=~W-m zV;I>Py7x+dRz|Dk8?l!+|7f@sIk<7B%6Ztmp_h*xj6n_bY*AAP^Stw{lQEh)v{cLC zW@vF73|lA2_jKzXXhT`De68_zif#E?AlK?lZYsJkt=Yf^E4qz9NM(J{EMXtN(La1% zmISjR!r&*TZ%`xP?e4!Q+1uRmiGrPsCsnnq6v}{iE`P2tj*IELQ9Dd9oK)-9YV{VF z3*^ha>O$vHs@_4tj=;6zwMU(Kx>SrCeXCc*G5HhP*ZG$#I2E!V&zW-WzV_U$esybt z_xhF`yepIo=I_<>nByl;StqMlUGLe z;-AS_mPVQ_D79`!SQ0@-%yAi79vk$RC6-&`7%dXfD$**g^@KBMQ0axtenHy^mu^PT z9Rt`^gQm#-w{-d=+=*g0cr971S{o}Q4oaVg+(xq4Y+I{4#)6@k-SLDzc3T6 zY%Mwpmlo?96S`1Hn`AJ@Xbi@gfT=2>u7Dx+4XPf3^$qHjl<&ypp?$`mG8~GuH2v5U zj0@vry&O$x=)XxucpVIR^65cWJ+dFKiJPTQnJscxFpc;+L|(>^%tcr#A1~3u_dCd2 z9Kn34K}XM7Qz@qE^6%kO^cp4OpFks1X$8b&eOBS^5+* z@J-IVn3XOqCm(2Qvw4<(Ea?26P^&)d8dBTt7ae0v(GyKVu}Q0xgFV&huKjvOQWj~` zWB+tBmL^Ow^iUBlH>$WF)*?(ZB60E|Td7uNq!pBYi76+X;WPD6sQ*5a@xZ;T58~8G zEVL%`GuetU#>*<#YM+;_S8idZpzHXd3QnV|!yRm7NIN~gA1QyLi$=l@d+7G)1ijCR zh5iJPHN0TQx3sQ|5aI4EO3Hx`gjsAn%VK6&>oJEVISh)Ss_!U>$+${-)uDA+2DMq} z5dCG(jK)AME$%?Oz4Wb`Q<8--NB_geU%?F*q7v^sJ?(d0{y6k_5!?KAQNHOQjnRPb z4Dsf@4OKabJt@%n)6;Z>5Sn!I^VxdR<)nP2R;u<_P(|BAc%+qs9Th!))ygETFdi^| zG^(9a@eHot8syXTdImxaJxO2{QzF<*?~m{qyk-fio$%bPw~8M;1wSL0@w4@6+)uFF zR7;P1J#*(Q@|j@TggGf=uN>R>isT)fz0-tG`Zwdrh1^&B?9+I5+k*ed^89^+%^Fsa z`+LR&d}A?pf8pJuT$7w>8_ulDB8_|VIMVs|k0ZxPJcz2uXZkD7`CIy057lks2%;vb z7G>W#;qM;}=fgVpqu87@3snvssU5>M-+$^>fvp+|x=KVt3j46BU)U?U!NMNmzb+h# zqw0{O`&y=H6*BbpJjG!vG!%PX(GMM{XnX{F=J!x`@Y90_(FB8Tyk^L{5%RUaD^V5$ z$!fG`LWAFV^{o(+SZpabdtEoj%Z=1@=g$zc!w>>OhtH|Jbx_N1(E+k!Nw0|sdx{w7 zL6EUXFuAEk7W5is@qvK1E)}3VzFc0V)N4lvvmSrH+_lNON5^GHZlO<6p1Gk1@^pF9 zVccE9rVpN>>^OoXg;(dA3TzfatoZZjAFNc&P4mFi!#@FfB?FqNT(a(b;1a6Yl@@7S zTc^~gkHkaODyVfxgUK8N^~fKz)O?1LY$>-JrU2C}&>Q=QfT_#eQvTmsCNfhG&Hp_A z|M45JK>tnX^}pqjgI{v@^OI~RZay5oPp>mRlg@!smiO}gQ#A&p0=I- z?pk`}|5k3P-%4#J#uON`Hij}%qJ>w&YJl`q-F@Zq9=IvC1z-!|%+(417IqHkeG#_t6boT%JD66L+t8=q?c zOaFr{uJ7>=IZY!3XMJz3Ts_v4bjEM7qQgs|CHuj27!=ILb;iEvITe_56n%s<+?K5W zDUI&gO}hz=>uqJ)5>TAubN(#LeIspljE{hw1ZZZ}xS-G7ryYOFECYZpo03yE7N;KI z0UTnAI!4~k4FDN9u%kt%82Qv|Wye+m5G(&7hvi=K27}Kj6CEIYntk0(IkR+&@ZO=# zXahPHeQzYPKKDOE0jo2#Uem&AQqaK;3I_CAcA{5@6V(!-*!~Z(&l#QV3V=8JTySOC zcigS#R>RMC0L%qs5$d2|O0tgeo9hPGCI)+uJ)wZK8psN}CpTy5OVSrPQVFM5(C`JV zyM%dpUjm(gxJ%4w2ctmX%Pc?C`S3N@zALPK2x9you){=dK97O!`>vW*b5@@qFX1ZS zB$51%-0ToSg0n+8E_U;aRS{%nLLJ4YU&|q=o$8U{9wOSulB5!cnscTRT#xYQfa;VV z-FkEFeviKDQzIJYm8p024`2uMmfVBmp&pkT!nyD`1^P5VV%OpoZ9DU%`=SOJ^JpJO3{8Vx=l@GmX^>I2;p6X5+xQRf0)=D*i3ZeG7D^+oPH4xHK%c0gv~h z3!UhnOUX;RTSW;r%)FKL)Yva~lsv}hmL3%YQiN|*@HfdN_s^!H020PG;0tgXw&=v= zZ2eF5EQm*0URSH-bV#|g+XMB=Z{=GzExQfdRhg`f0aHDI-OKBU;VGnNX6s9U-)9TQ zj~AD>r0eV#>40FyQL^65=VX=}I* zZ<=(*hGc?5vn?Uv5D37a-n)UZN?Cck{I4e__h3iF(v1~O-&S!*#be9s1Rq`ehE@Ic z>FqF_uA49%4fm2dTT2ij-bDcH{h&6#bnQDi;_z09RI~t_dbs3OWG4&T>)dp`#V=mm z$6qf?kNOfNysrV6I5`pQ;Fm>}UEuIdTL)+!5XJlt6eo-Ww3mi^Zud+URm&>YtzOE# z&HNtG(#xHei(S;u;<7D~dvO|)XHQ9kZY78=(ZAp@`YJ9v00XNrcpvVGd!M5U-PWptQVW{l79;LY@gn*)RYEg#Gp=o)XgscvX< zz7*^sq#HYmSK;n+juLQNh~xSQv8t`Y+wlN$!xPLDF5l?L7Pr2E!(=Z`V*i7S)aI|2 zI=lIiae-RBN91>8w}P{nPZ5qI5^PBv!+fyve5y3%tQDaKGTcWsMywwRKGY{mu9P+I z_J1yd3vX=d^t16fq?dv#V75S(J#9Xq3(r+qd=nqsY=6n6v8iY;YyT>1UG&b&{+{u? z-MC~m*;rO*MD_^tCL?r9z@9GJS4&gTJC~@JA9bten+0hb&QwnBO`n6dV%H-MfH3Gz z;>5}D!B*6vr4&-RNbk85XE9FVZx!1o1OqMVBr-<5$#~^cy6{;|-=Oj!zol>c_e+K| zVUfU^Ve; zHH6k&evE8g*pHTVB1+%Kmc6yHKf|#AKG8SB4>7w78&C^eNifudnF2YDAZEkunTeJM z3^|1{&joupMpqS*Xu?1wl=@mCmZ(%NV!OpR-na>B5;)b*_%E(joI~Q#&FY%f949Mn zt206}njN?}=rFopb$ZTwl>J>hHkm{`h z<0bgOPL=tN)?l0qPm%nN7HkxV>4xs>AzTKxTxf(o|I$6n&vtHS3q6WEEP*&p-EVWZ zat{2wL4DRvVz zm)1XfKhw~Lv0VIaN*+I~$pU8`toNM28dl1q7&BlkKqF%V+Tqhtr9$5XLGX6WVC@8a z1%LEt*Pi4ku&P0U0hhM7oIf6;rgkB|z1KpQIEiP3iG@i=H)g1>Jv36+7j8xkSAduADrL@Upu zipiZv7Rl07u$XURRab-**x0RS(p=4oeV+_pm8$#a$7IEbY@{0c&1kc-eESe4v&;yK z?8(?lNLhSZoLKn7HIZREs8A^-o{MN_@YpIqG@IW{eja8mi&}X9k2TY5T+pgA8njh= zg*Y1*G4i?g42K=`S|T_R{NB>|1{gAngGH-pr?cO5r|d@d?ORysf9I?S7eGaETP}_t3y~Icq!_s989sZqF7-y4 z|5M=sOsEOi`o(o}k0;d(t=p4dBeI8h4Lcm>YzmK}ou4VhfWe)}VkgN@Q1gtO*)Q)@ z&#}d#n;S~{@3=6#Ayl-Nefb%4gHYR@9kTja&!Q4F%wbN>ZCG{p+%}M$k!c^0~ zct_H(%DA0V^zVn1<{G~nv)?-v#2b{FKr@c-2DGQi*rQ!=8DZ&W5{!E7C~fbj7+4b< zDu*`GC8v87lOLlMEr<7E1hF@m7PYPyk91y>TzIc6!K=UeA+A-|CGo|`9?w_lh5D2f z)1_0vTT2*~E$fNV8W<}36Jbo$DFl~i84N80xk2z0ZIZL7>fsEYxZq)`5BBZfsq7NB z9%1ZPR1Js9#z@rcvr|+?TXyt#F+pZ3^8&~w6%mhu_l16pvBzDGkmDUzU557Og-3Tc zhXuRuCt9RX4ISDJjQ^E6r(~Zkp61@v*)*beUyCbYbI)tqQA=H`n_P5DqYro*z=F8n z7hzWsj>r9);YSj)MQ`=jYkB^rl47(xKh#3M%BbcZ1XX_lSp|!YX z;YbJmv)p--8p`d#!?a#kfq_jHOv(1MMN|Cy7C4t1OZqQZe%fA&tNvKszu7Va8wQIi zdU=`h05`oYw=Z|w==T+%t2hEp#IL>{pWQY&v5)kBSbuqR6Cco?ljf0q_o5nUx^DqXq7O5ZH~!u6bA%i40ME&Gf@pRMp@vIDC~Xz4Hr{0AtTXytd-B!kDsDi_up2;R*2Kmn4j8$TtS7#5GNA z0iL={eu9m!#0301)fks_riQrx22<32K2)t$r%9AU)ytm~?6h5N%Ep>-ERvg7+*d{{ zdq{en*p1S5CFidO9&%|`>7=-{uTi1XJo-Z4aVA7XrEnXh9|T3AtOyvNZ4(@&84yF1 z1Pn?e=U}a_&lKiZ5=b@`M96<>(id1IB5s4be4}P^$wD6KRX|P&Z~B~5>4I!2oxqXW zYr&h4u)e3P+-CG2Jt|~-_1|A@2_@hjlDF6iv9s-{`am;(OuYl@_)arz{NO8}?krX- zjX|irutWdsu_e#y@XHXW>jQq3XQ|`~Ul+d(pEKeR=$bc<1@irkd5&eFK=YC4zHHc- zoXj#cP_JDYBWMsSsg+ho(vhr$gxfrE?PY{g_3gVv+EXc9`hpHGBMFu0OA|o_qQORm9j;f2y=c0Y5sNjXvaZTX4y?9*90+qIc>@7!Op$|8cD4jN=FCl z+ci7;XisN%KFGssB%3iEpw!Mz+W_m2PEp-u>ayko=s=2g*^rFEvzcuS&@lNQDxm*} ze@OqM6#IX`Fa8%ZaQ|C0^8fOwe`TKnb4n8&#+3T(n?@6$wU}VdfW!*|LxP8Z5=J$X#sH|c8V^?@z?SpDWS#Od%N{F06{YfT z9n!(xzhTCiP@qC9-Jjc8H#+*f2*=l}z#T`~D%;(Xe$(<1UT`NqGN=zfXAc+;63PO^ z(e;wUpn^9pxPiB-f%lcBzq{h z0y<2l;#foC$^qS{1eb0F<4Kh7)sfDzJW#Lz6M{gAFI;NS=&}+UUj^YUTR2Tj-XU;c6Lr_D^I{;$XVCGJ=#^;Ta{6BX^z-Vg`5YVCGxC> zIMsO3du)FF$52{yMtdjd2AHKNFmRb=Ssbt$;Hp!-LEc>EG=1K*(gq|m1DV|b6A^P* zTda<`t()c`)kEXj`p_g7V2;aa-Wh(BdC$`Nb^=krZlTF*2v8nR>Ic6(=BoP>f6FqQ z4}rO*y6O@jn-@j{dJ&W#4v8Xz@1;Y_$N_+=3U0k)fHjIaTKI|GLq27khd8V_Y=TRt zfRHK~pe9jHfD)^aSm+NA;&}(JWqLU<kij{o&|m+AWv)O;K;oo)kwwdk=15%N_^nPcmD7IObcX z3y}YKWjEboqWY4#{*ykooWa(5A3!WLf?3YGV^| zPRTu(oB|}^58_iJ7en2pu6`IgtaT=G)p7)%-px4P(VFj9!CUR@%{FqyG{fYWTm6S) zoXmmo5vuuQVY^lZGpQX~GMuurx1G9v0x0lMlP<(_qTaKB%rDk=qA=5KCEPuK?3_^B zvSJEw*L2^yBUgHiv|(>vsOT#n|Av6lK8E8N*G2CMK>Zav^81{ivbhDYn@x`QF)Ar| zkIIxLLwrjVnwdmS>YVoQ$1kls?GsZ;1g7f?D8a2|up~O2_V6k3Zq#wqS@{%sj6owX z304Sb*|-Zwe#ty8{G*hjQ4(6)l2qBZ#eZ)4xGcs+XwIo%Fjii&G-@pLD}|u-R^yX= zm`qOehuwMrayin+X^7VN20G21$Fa^#{Z`@B6M#hP*EyF-hi$Ag zAPIK1@o#^qSDAY|Hzt=0{(kSMA0MNb;aRFQ4UdNO$@zxS3A)wO_EgG(cjaH* z#k}f)!ei-iNKkqBxk55jt(D~JrL#ec5maFHlnU{ybPg%@kJ&c30`oKi5Z#whHJRZ{=^+QGo5X1qwu+Mcr~H8r{Nm<# zaw~hpic2Gr4z?jW?gP+LcwC@FDV@T_`6YZyaSgza!`@+24C5Q`GrTybSvSI|dWlT^-psgDypKS8L5O3nwbm z+`@2PIvK`#{{2m5)q}SgNfVa#j#DO7Su~{Yq=(TE87>NFRA|96g{rY8@IX}f0d{34 z2n;_ouizl21c@q$I0Q3yNC=Md{5bXNH509R-#5s_5eyPt$<-B+8DvIvVbC8Rn|o%h zd{ON}KAW3{pq!7oFi|IRLzYC{w-dH@reEK3v($r*(mdz}9wC+#nMXRSt2UmFWv?{P zjE`3dc1nOq+5v(ogi2jTo19hURzwx8`3pGY+ILI*q1YyKVN?97PK`@|%S_8L#oJj| z`KZ$H8<>N-WKdtk%yTiP_Q*B6K-A_cHXn-pHpsR_@)7jto~mG%=-#>m(M6gg3Yf>O zZ9pFA4QO?xB=zxL5swQMP9s~j6`m{zl5O8bno4jkqr>JEM@}dXjc{MHG{T);rOY5b zE@VqdYHES_bX8U-SIS_M06mJT4BEaMT|}zcFPB08*TZ_iRf+!iCH?yAYO&ML0cB>= zCH!lvfc$X}FS@PTHxhoGNK{S_Fv9UXEo9T)s6;OtU0zY%0i1WVa>(j-{tuxw z^AR>Ah&XiG$9WrGa3I-Qi39RAf|Jyn%R$=xy4yg-+NJ%~*^nqxeR2eJ?vO`VVZjw> zb~JJIi23Ay#?BO=HDN~y{(!REg498p)&msP)89>SSbXc@clzI-C6AY*@PT19_VwnW z>1#t$_-E1+k0v^mlk*zYS4CXOSeVg@56+j&LF!!%=bhw8k(T1|#)OfsZHR-lUBznAl}?{i)}{26cHl{TS$ zJLmXEqpCFe;Ro%zsxCEkDGDt!?lOi<>X+_KEg^8`jcP89l60QCmI%0YhVa4WoH;mv zJb=jQ7&X167^EcM58o2}JOYp?C63_y&pUN?&}vULq#GDOXyb?Wc3M~9`R($$nr}W{ zy$TtS=*lm{p-Hc#+DBPP4F#PuMC;A_;xDsE7gh8XzCIm^Ve2iMO47Ynb2&zTeQWg# zT+kVMw=#Y{-CTEWQioMSa;F zH^*-Y->UD3DvLhf&cr?w7Q@XEhUQxtME;OVw3~5u`T<#Qlc^}RdyOw8odj^GgU4bJ z2+0%YSA3qfzSu2m8tvhz=|j`)5oLdc(< zK9#Pr@>F&)VOi|Yg!n=$^P$Pg&-CYF$^ok!4iXRLGIZwb2*&YQ86PJ}n6Bx#$zw8kJ{i8v2j&J+F>< zZ{=vwucvQLfI;UbWov9Yr#`vFA(%C*WZHgi6ZfyBfb2!`XML;hGul2)Ai~y-;_tRd zByOorc&jCvpSpbFNp|2`eF5z~xAiqp%YgwVy4`SGGo1ro5Pi1&EVQf|w*G(F=c6b@ z^b;w6<1MptdAc)qza=4reX(L&8F{ztGC60Cu_O6@rd2t=U>l`V!;+X84t|d%QO03p zF8}cJ>K%|e2lfMmwla!m;G+w2?$__W{S!=yh5CnShZI=A;%lj(Ue z3t?k%BPG2_Ob|UFQJ((JIL$u$BH2!J z@#f6BnhG!l+Xr}Xfgrwi_kvINTg+&pWnVNzYZdSLuQ|OKBo!aYRt)HQjOaX(|Y;7Tv4q`f0_m1oMVvu8TOMSaB$IYv0D+p+f4Zg3H5XH%y^botrAhWGlYl0 zkl`A3FiGa{=)&l`t?w&XuOAWk4`-(J{CddJ!5B4R8vQ=eE*JkC=*7@gLpN0_esg~J z74gF(Z=$Qk9gZ%2b(T`JFAGAX`*Yp|fIytILvt=g1fmBcPC)V~{6c)wj=z$~Y4gkQ zr6rGre)4RVll^%G1^;2Majd!DJ`TvmBm|y~C!-M10f?ha&s-{rQLtv~f@C)Hc!pMq z&;z1rgMKQjM63s5)RN#$KklYTzrEgB~3N3jLLQAqY&J zWFiR~5*RLwK25UhSRMZ^8{E;q>L|laU1OO2Kis_sP*mI7?g=6^C`nNP$skEYq9lnX zB&Tx_Y;s1rC39$UP=ZL#8Ocaajgk?SoHMNi1)<3_xk-0z&pH45eRry+W@@HpYQ`$7 zEDB-wUTd$t*7H8k@BOAIXIhohq~gXES(0{7rktX-zN4UsWd|i3oWh@{Yt*@Q%GN?w z#q+SDrZ04Fy%@YaB@Q~#X8~uyo(9i{QSbxZJIcwwcwQU4*8? zS!m7E*qV3HgkW+lh%{OI#h)ugWw@KwjDedSZRM-#PN^X2P>mmgoWOq6-_08H`uEfb zj39Jlsh@UL6|P*bzF1#Z>r8bthn%aCvrxRBu)95>nW6TdDe~~0Ij`#<5^u=&$*a7Q zqWLI7g1WM+1BT^ET|P-1xR@cgNMz9#!)@F3J3O=URJ(*m-fD`7^dC@;(fX+x4D9J< z@LjDI5oN*snXQ4q`NP0)xVqfB{^xMolG15O zz4?`kpSgs{a#*!CpYewI^_x=?-rs0;0%$(BzLXLiOeG@AYgF`n@}tGMb)H~%$>@BO z(LIo{V_lk1vg2bSJtE+OZsi^RGE;|+ck(1s)x=c`(s(gNnO6EGkByw>tGDLlpsK#C!(&?5>$V z75cHpghjyy28w|+VKLF?ZY1IT%&=1s4HG7XK_8SIk?%s=0ieFDdiVv{UC8o8?$G8 z5o_uFb}yFm7?j|Pobv^c!LlqE(Wxe&aWZW06K_O%Kg%sbJ~}3}jpni?+P7U*1SZVy zmFa52!-;t5(Or}5*Zh4o_X1r|B%^Mr?ol0+EiTyMAMO`w>$Pv6D|{uGlijU!lW*d| zQq;Qjzakwt;Q;5>Svz}`2)8>}^9kw?6JOQXKKp8FN|+5Q&3jFe*Xp&zF~*r{IbEv% zBtzaWCU}#4{9?neZ={61!T$}mG0bd-8{{Hdx|M$m3#RSLBc_+TQbY~#FfbRnf zAT_GM=dlFztjp(iEAh{almMR#$Xi7s>F3WJ(QW7W#;s46xqZkWA6!To4-Z0KVSeif z0Gft@M3GEHZ+?VZJYv}`gQToZ2i`nMQh<)qxm#DX1q>Q_H0ly;GJy0&qlo8T5qhJ* zrmzW+P7O1wb$_Q;L)tVoC;b9G&HwgLL1v(C!sl}29BSR6CNF`9=?`8k^uO@$3jX>2 zDgS^^Bo2s3V9{~`0!%(XdXgRauiXd3M8W7-HgABHo*e*Apc;TY%SG+{%6om8HXl-& z(zCXJ1f&7UF%b4?rxIWg_*w3Q>)Y}ER~Osae>mrpW~@6UQ3u4tr8&PHgE|nc%LU#p zll0>cK`v8elD=mrUKGASckJ_G)~jp)$f;pK#nP1?IQW-{Bx$_h34(I!fWhP;dk$ho z1>XBp+^c;@c4Z&APJ!7B3nHWHz<~sx2GZ8fUgse=rA$;3gM`3(t)#bw$t=K@EjhRD zfgfVz0iu~BAY_+X4%x(Vbg$YQ02XExn%C}d}h|o=cHdYSu$_h%KG`^OPKR%PP2CN!t3kG z_L*ELU{tX<3(siSsJH89ssC;M0#%oR10Rrr2ZW%TabuA2XD2l6?%v^V>FNq%Iq*T* z;sH1{CSuZlXK8JoD3}sSBuk`%Lyn?b&=meJC_)yTyt&mUKD*#Y42v^I=zP9H?Bl%7 znP?D0#AM+GM6{#l7I4-_)U_Z3W&xwU<1h&X*bzwUifjUdAxR23rEvBe9a^%G^(+wS z;Pa1zM(eEa^df`AsGo@1R+Y_AwpXU)>_xgvFPu^{Nz)Lqx8yk#f}0~~a+stAmN?xK zz3B4CUxCqU>N4qk^?SRhxaL&~kkuVm|C zpkXFLqT0;fMO58)H~4tG-AfRMRZ<8ph~q+iQ7>=Czfh-r*J{!J7`JdU z&$;C6If2<>{QHpj&^mY#x$@y|4r9a@98aEQT)%6y|LN&_Mgx#2TxBF`5C?h8juh$P z$0SvLOH!u`gcIMv%$JPHEtR>HDZu@9RZmUv95lna4VNze_b0yan+wzDsou_c?$T&4K%-gW1>GSiFB8(>5$rko4#E zK!VFt;5$@P?etKg{qq=OLfIgX|zcdW;#x2GC#)}Nm%2fMerKwpXJC!9>LJ~ zE2K&4GnL|AMitl5TUgBaC#d*xeiu4-@uWY@9NyPLm*JO)DEMfG#gsip*Ju~x$^`zN zXl-u#h!B1|@X3hUQlvM)6eFL0+w`GprIP8VzTy4xTILSvz;fS4i4c!<*WY)Z+7kLS z<~^6y+>c261^Ri4Z5vJFW-nfmIFQ7me<$?>cYdh%rzniYd(eKdJN`)gu#q*8w$H@;JUbbZV(V6Px;=TfM3il( zZws71%@7@;O}(REb?ZDr&tcX0k@+a8n8$PrnecHtGwmg7_Lrje7%$* zxhPRxlI_6K#?=Og%U?)aO7o3BH;P|Y$Ietbt^X#(@TyzJ-6b*r-Rx7VM-{MvoA%Tm1lVji-6cUJGn%$mo zO+95Ace2p)#A}UxadxRDVFGT8cu<^dsU)9Xv$pJM(!BKY$Gzx6#b@*g?3aXZ9l^c~ zR|9X`D9^%P4{}8cH?CFnILWYns2+R9^_29|>58QA`F5o5E|+|kolFFtqbJ}&)?1~_ zmKvd9tL)!5y6PeIBwhYqk;rn+fas|83b?-}m3GcyGNbtkZk`HSI9iZ^=1YNGGf8jk5|Ygf@;X zFHK|Tz>ZoC#^j>u0XAaX5pTu8E7}yonNFJoQVfHAbt<$&1H=cay#H*ALFH>rdOTuf zayb6uq}XdZ>ucB0@~nH~aQi%{()!mv`Gxx%AI$5)S4O}VS;%qB1_uxyi&?#gV23(P z#+??$?7ce_%F+IsFp6-Piqe^rrxBRIN5ImZ0XsL@!l@j@uo=Z z*n^^ZfeY9$Sq1ke@e{ez9yfyIfo)p=v7`z6=A?-f?^J9S6dzT$nR0(rwtfGcNE?PPpv`c5Dyv%`-Lk;OO2S^s67;v~yVF=TL+Njyjxq%L0XbncfdsC)d@bJ=1l!3zGz;V~$& z{o2u73E_Wg62Ay0+CWv^^o!yeP-M;n5RaEk9RV%>o)I9R$7cX_k-OhQVk=Bk4^B6W zNRQ=uP>Nmp^ClI>vXfOW{ITReNl|f9zt{#wMJ(j=~ zuQl?QzxtmgU`&v7$|=Ov*aZO8Tu@P$>k(GmTud}p2Y6YHehw@vk-ogX>19k%*ZVEt zz!&7@2_+;2@KxJKsCx}!Q@0=7Tqw4nU7@S$l4DsZqSBoK<8813f;f(M1-iFDp}xO9 zdM5p^ndCaD`0mC`9Ki~ya4#C#V#^xYG4xhcvn$9fN*}dt+&dPObOuS8UpooD-T4b8 zU!*i7tGey6F)iBOjR3Lc=`pnLuJmWDjQ9QBgXe~3o=IB84ADsick!MTW5A3sT+CNV zF1=v7{o@N3oCXJkqt$NaF4lEu&x{K^MpdT!)m_O{n6{~@hB0U*WY{C(7dIh?#JY;R|oqU0_UVDexg zKfC|?U@vF>V&#Q+QDw^!tA{Hg@qA0*2tK>p24h)pCTXBj2N7g1fm6PHJv2hUoLSqx zbgg0f!y_F`@bmO95jDQWatRu`Bc&%FgFO(tISitEn|#m8*7mHu3TbNSdtjN`QvsU; zL(x@-U_UouE23umP|o%H?xQ;H40m>LaU=3ALB0>Zi-35z+*h5ALjp8Y0SsZPq#x*ut%mj20@Or;y z=n2E3b!$|gV}Gji!sfg7YV~l!6#47*E=J^{Tr|Cv75;BpBtA-PFPqlu2de~k?@MFq zgYG(3Y{j{-drKWcY>*!A^su}2g-fc@;!;B@0!^ZsKOsEHl0v}d6%sZQj(*2YFq<;U z9~%#IM&*oHSL{TLfuO|r>W3~EQP31&!*8fGxbb~05Sp~nGO~XL_XGBFSQgN&J^L|G zXzac(&R_jr!-FneW)-5PkWKOk=os7FL9(Sc6Fq#C^71qRwioSTyZ=NSqpWYo@GVe8 z;S|>W#ieu#mM!w7X(7>z;oIh_*96`M8EJR;Ol-2HD9x69WjI`LCUa5v%weLhdGD^b@ zp?CH%sO#ad$g%kdgwie;)0paTx`?wmm0geX2;+}_O%dH=?4zS@*rCq$YD*7g zDMzIAuW}Bgl)n9C5)#JSzP%w>PbPlf66Ilqy7@)Hb{nD)|MaFA1G~kCDZR^Z2NDF! zC&Hh4ePxAanL-|_rZx~19cSt^*hhQG*V?j8FH(8&AZ6nw~w zX*!8ELY=&yOKeYm?-5K{n{u-+`ab^8sE5adlW!=h-w~PBJzTY3Amr|haGXgbb3eTk z?t`&`Gk58%3Gg#TL{qxP;jQL!nZOimGMDAw;-jd!e?h+=Q*B)Hx}Ea=o%40=jc=a7 z5n_P~!ggLFYh%S9%6>7Q@L*zFVXEB8j|5Z)cMN@dMP)(hy5b9@UkzEOchl~{ZZX3_ z&E967*ei-g^`W4=vu~_&<5u;#-*qX~PVYvENlm_@bWNPin3}GT8a;2?l-IkX&f0{X&FbuY*pkUsjNT(VDe@7{Aa9q^{oxr z-A;lwA1M=s$k`wIzjL7)Jev1YDBTH|EPCQ?CydCSLJw43cvLX4I~*1xohi_6tmuJg zt1K1YpV#Y^6D;oPhQgc{2ikS9uaLRTR0H$SgoHkn9`FnZ^e9k2&VuM@{yf{m^bHLDUN zckX*Uk@+DrH-f_hZb1DvhE?_6XYdpujeDmY67q;13~;F7_Ia(2>%glzLt3LIe!eGZ zv-0JZQ2Gn}y*w?u93<+k*oDjpZvpK3j^(WXTsVK0>fAg*wNoQVlX{VNjL1D4&-{vCdX2X$PD7?H@!Bcwm0dJ}4W_?^a;6u=IRg)^V2QYyxfTxvAyV*^t#f zAA^a3N#4(e*;y5YQnD???8BqUN9wtwp&jZZC#{ncRVRH)~u#F6ehG_PZcFc ztIgj6HV@`4+uFqzm$IIw+WL_Mt6m*7UnQQ ztLDkribaN(xW{MBTCl&8vgAX)Z7QL>dQJbnUrhgUaKzwi=1?=%Yx<| zkCz@*e0pnLL?htJ>|-(~Arg3|fU-D(eNjoL#ZJFv|Ezw`EsB#~OMIsL06+(qHt#9p zyqd{9M9BH1@0XB<|kLkwe_$`#^vK@+-8vX=Xe6xde#$7*xX;piJ zv%#I|Nd3GSDBz*hv9?vI6Ae}msn%o15{5r&KX0#aWEkI9;?8GUMRX-po-{U}uIR4L zs-WeKcfWE`BcJ+qi#?dlWRR5$%w_8F_jq>uS=OxONv=`Vis5iamd_zF+3hXs3`-aa zw);?Hw{%Kwx;w;jg$=oT0DrztH?Tcb>C@93m$>{4)hqC``G2l*?*=~#<|zApW$jVr zOAjnnpIR%CVO8t+Of>9rOLOJ3cd#wMYW;M1fD}kk2=bM@gs-S2GE}=;|1&9;DkR;$ zRD|0QZHF(VZZs^ht)=D;Z5)xjDQg_0K`YryUY%lo;Fv~_7{Ro&ew}-P-y#v*;5--d zC9!PVk(-Rc{q$9=#M=^4ihV{8C7@-bQYO zG##uKRoUx&XqfvFuM~dQaz+DHaod00hGjBA>{H-@rX2(GhGkC@lDKRNX7>GoMt85# zu-|w0WH9Thq_m177ox=(%slNpM`2d|cKf23%I>zkM zfWQ#*;JeE%P`87+>nYMy2OJ#;%czXn>v)##)aGkPonQQG#n&7K7Ojr*)}}~o{$5Je zP_Jw_La>^&$&4lsh>w>0F$zd0-u-w#X`{D~Qmd^Ai-=TjMsYiTYl!nK`j#D0@>H|s zkO52sfz%WVnPnv=fm0Tl%UrgK3lu@7Ke;}PPs<8JOR9=JECj!w1BcdA_VEE51|OPT z?SV^{ul|ZKL*1X?mHaF9p_#0wit^UKj2i}02{9xilcoVIbZg8J^CoPGEob+-JGmut zh-#k6%K?4th|MOpCv|ypzxA}_FrFk5-Jf>-!OW|#t%$j6>?4fcR7B7bGr{=FTjxOM zA3K(xT|P#NCth*L<{N1H=Fm>j|0{CbrynDsBEK z*>$W`1w}Wi;`vzI_Dbi2Qsh=Sw}ZNb;u+~OLU7$IQ~Nuv{BnWn2C!4FA)co%YqK~` zpS0w%dZ&fl-G5}i!f}vI#0N-uE|o38=4n4~E@!vEJoQ)tPEq${)HAwv9ORsObxE+% zWo?fLj@W&@l9MUVD1`3|%{#=9)kA7)>%fu@NVLpI-pQ<`)(H$M9>vJAD{?=iH~gMx@PTf5_0 zDR`A-NsiX6k4qr>tjQuwPflg=I?zDdh|Hh&YP8rUcKdJlo~vA1LkcFhxH8zOXDfo*`Y;(~Q`S8q_|_f9lVseRI^`LBMo8v&nnFMgXU0Sdcl1^xLn13T`{ z`^v@)&@>Qim8~xaHAYg=Pr|jxE+s2jFkFVSO~wuwqqh(F->x!bP?<20Vh-HXB{7OT z&oIr1HmJL@;!pe@)Z!8T49N89O@HSHEr?l!I$| zXnnb6k=Dqa%^PT8G>Z9=VB+0x!gcdu!I>gSLin_I{LHf+pI0;;i2rmx@bi2b2^a-f zNO_Q`_6a?r(=`?*x9Vm|4&CQ`l_Uw?zJfaGTLwYCA-<5D#f{Nx_CiSkX#B`@tsNlS z`dqu#&-gD5V+6oGWF0L8ze@6aCX@z`6>KAul;i;Db~R>S-kf;8$4&pQvRdA#bzjg~ zL+(K#$!n-u{Jg?Mp-ddAH&Q;b3P_4H-Q)cF$8?+O5y!~)=2z4?uR;CW>ODx_! z(gPM{gkJy9P;+ z1>03>9s(CLxzG7yfebXz0f|ChYmlULunur*Sdhb5@5^$M3*;$Aq+uWtY;FKmh5?Jy zFbM;qqTk!#VLf6Z4akm43IUA!{|eLS1Ekc<^enEyWV;Uu zRR;Agw)PG0r;b4&P9?W6+nbRAMJ~8z76dP=&TRp~^VhMY zH9R{?X$lMvs8zFOPJZn_u74=0wZAa7%T*3VcBHD8b2XkrKjd@tf0`&+HHD|XtmicZ z0f-|{`1BRr1BN-D?pwczkF|W3SKj%gFiFYN|04UrqAZY9ZL6C{-JCLrM z>NSolN(~M1l$o^ci4d7Jd9%$3s_Q4TUy9h{Pve{F`8i?}vs8q=I4WMuw_x|XobI*N zCN;5LH!i2iUFf@9JEjX?JV5{@?xT;#H2x0G5$KJ-ocQvFG#DPv2x1gtXAF%Nn~CZJqP)qBj&0z2fj! zyI+fDH$HD#9j44GYPtC&eaAA4qEz4knk6ttZrJ`fyAk7ck?r&H@AHV9R3i|pIjBr7 zUH~K)XXeHuN~l8|vmm{R#8*E%qN^<*_aQPxx{xrP7gDfFJ;~n=@M)g{QNXBqKx!VC z74F06{G8=sb_3!Lazx~C_(|(0R9YUC3pxMgBZWvKZaw;hGODo|x}``3`vLA)*F=_h zeU`uy5XZNr1>eysT)_atDxGiys46I>pZ*8I;hbU8O>!+wHcf6C0tTv0pCMKdlcc87V_Uf+v+tTG8nVLTlp`}XIMdxMVk88a?H!pyS#d`deeYWLK zM$4mlGmdKT`*Y3tXD{Bn_V*{^*~_2B%9*(pV~4&d0%Xu#s5Y>Z<1AXha`HlxOfE!l zQV{-YQ@n)6%8e#CJXx|`%G3gNqD*!0lUgK-{+Gm;;|!0LBBS8&K>3W4K-fkYpBnR~ zK^!9mj$vf?a3}A$@5TZ{2T`hH`jtJtcon6xw%du4eL==YBA!3#@OIK#Fhnv$>5F%7rcTO{hBA(voC{$GLq?M{UnLsaeYnO(~^fqlpUap)aaEJn!QUUF9n^M zdB?1C?3zRwE>N=bu^3p#b$^;AYTn#J31zQ0sa8nqY*H|O0->Up!$KVSR~8??kV+1B zly!U{!}%S94|bQS!Gbg63)@}HS7luOw5+m+vqo>hfM+6j#4Bf<%DQ}NJt&(?;Zb|UVL)_G#w>#^ zA(Pt71=O15i--z#tf@@|{h$sB$r9+=3eH#j{9++-8{!fjZf}6zC1g*JBhp!WMUf_u zCYV+kvzCAC#oZUY>1bl&_xT-xl{~$PzKn%m>$Vm3oKY&$`)@->n>lNhz5=dIGD4^) zoZKoODbGUzyuX0#0bA0ZN!_FGsVw5TJcBobMcQ0k=?;R`oNLw3KC@3nCE4o}iR z|23V!d+hMm*+?!&O(TsD-t~FjOf0FsONdLbuw0DDNaenEk4mi3%*L4qM|ZfB1g-0W z`9YjTKqAJ4qGrr_%gGE?v7*3KAlKTQ#wU4fAlK`m|DIMhGS9R1fQgfSyV*wkzVYqI zBv=Tjjzr&;GPO>d2Cpr?@@thb7w&y0{0QhP+kambMCuF=FO2Sa#-@&zJozl6~Tv{!$qJ*bq0r z_rsuT290d82(%dxyRU#bO7Uv08~a!o2AeWGjZR^{$D%+gG!1qIS))hu7pHYe(O)VI zgV%3}c{0JG(UcjdhluaHOrVj=q#la`TNRm;V?rPHO(59-2X5Md#ZnrIv9E-*UG^L^xr(##(iMWtXK8n0DTZ>?oQCf*exOYvM7DHJ5Li_4if+A0PzZ##U}GIJSFp1^_xCG77GXL&c?fzIn-_6O#c&~RZAr*dsst3=_XH? zyoRm{f2j?;+pl$k>&A=E;GO@JHeEV_8$q}Jhw^1;!kgqJx?QQuP6#=8zz+m)y}t)w z6B+BN!?o^E#Dm7fp@uy!J!h<^aIbIWE;Na5s852w`E0b>{%Pv89P{b^6aG5 zPOpzHOh8M|g5^%rLZk!Z|1t_hW72y4txvZ;zequvzuU2lVwJZrX&W-RoI=6wlG1DQ zv$5i)KhcAZaK_n6_Eo6v%F+zyMpXF|lEJ!+*fm#@+N>1mANe1n2r}C!muoOaqJbg< zs%)5QiH_D*^h1nphftbni_B~BcT=jYSZZ=sVEkzbPZFx}r~9wQpWyjQAwJ?xlTptrVNQX`FS;qb)u7mXtA+YYchetMS}%K9 z7N0ady5Yf=C_RbURTggRSu`l3Fq=h#cfNX&bOry!4(_`1OOE9}%ymbb(x&JeuAWgI z`ory*whi0W`yYZDr!R}}hz$QG%i3OH9kJItCD>4;ghzjjY}}41jmcr&yVJGfGSn4# zTETm&QWIMj?9bfno8@Z}KZqBciRkQhv#qTdx2Bh+=q}F`(~S`y1F!u1-4`>_*ze=# z+L=!iTjag1%zDuUiZAvU!NW!xLz+<1=*~-p=3KX-%@Mod+7&zzCI!fE8I$Lud6|}} zvZE^(U2I{7UL-l0QWN8}s40VIIK|#(!(E%5D^F9EY~1w7*q%^9C8HyupI=t1v7<8pOwJpg8s0D~KJW^p2ama8! zGuGb9mu!esPwi)zB3CzPH$H!X^8C^QQ6HCZ_1g>Q;J2u{jI5z{zaDD!e)Y1bx5z(-kwE|p$V_hcM39nwzL>b{!`+!UT3j&SL^ z+)vzpZ874`g#{28XnwY_?GfUna%8?ryQuMT+m!1YLOX^`>!l6@qIhX;F|Ioh-+t*5 zr2&J)UuXBWBs%xsod5gK!oH{CDd+aK6YgTZ9@5fE=UCcm$>|a2Ne@k=Jw<%INOUyE z2rp2fd^uWuOJF#kW-q2Hi@daXSdmqHx(m}TPqoTIn&y6=-L)s{?b9CJc4tYc)9^WlIBJH#iRy!v*4jFm` z1d=QF=S?3Js4XEQ9<~U|<4X%ns`mrCubGJjJPd9}@KNNny6iJK6C)m0%mrGQ^pp~l zo4J@6n0jq1kO)%VBaSiq6&1<)c@46H33V&5*>hDR157YZh|~z`p9Fgur4hX$a5x?D zwQJ+^{2}}2Hz;%kC#{fh#Fyn(F+E-S(}m0TY4q}p(1Un8^b~}+)Q}F3!A6S{qMKl{{OGb>;IvaSrC~f)xKE?A~$+0L@Sbj4u}68P^&{mx*kaW zj|4^?3wlw#BX$cE9y|VrHDgwmo#pWA1F*0|U7V6y&VldbU;K&pnM^D=$N#6h6aduD zYsLPj!xYAR@&s6Vu>UieG33_>;V^7t)x?y*WuZL4ah$7P^yjMjt!W49qo1vX6??MQO3E{0Ur>4k;0G;%M^6YP$;#SU?MO z)FnBWl07t?5N0jFcj+*$s2LKg>adA)2B-dfU=fo^JYXevmVUEmEA_R0uMPi#Rwo+j z;#2_n-%1TWI)SFW$wg--bfB8?1DY@{aR)cPme*$0SVC14Ii z8kv4G4Q3h!*#^vNT5|mF49N{RBD(Hw8i=ACc{q=oEB1JQi)37={Jsh@8NEw>5$m8N z-dCMi@`BxY{?ltzew6$^=wjYmoCd{8`X{O^d$=}Es1m;3ZCHyLk*5?`7E%nFvg+Yj zdfHQdCo2;9Fzkr9A4s5QM?Nke0XSsbF^04mAXX1ufH~ii!SP#~oNURoEO6aO+Aj#L zY=f6nJ`{*Sf~g@{zFY+)R00In(prRHGzC%O@c$Nu_W-PafxfbGbQ*(K^(abh&^ zZcDC%8`31@$5a8!;>HW^ylDh#o6J&Erf9yl*tXPJ254mdF?~4VW5)4^S^3C+<2+5c zZy>g@^8!IOOJZ}Zl6ZH0%+RI4JG#v9Vf}B_Z@sWI9aRA_A5$@8IM9=pkFCPP1erbn zhC{OJrP^uG6kS6Sv(|v=_+<-I8Vh}9W+0#%%{}}sx6>=az4y2zVaTV8O5_mme;%V1 zMqeM>d0#qodMJm#Te!FbXq&yoZk>6JkcaA9i#}6Wk~CkUUh`yzRJYr`>L!iYP}L0u zMRdCsXbj)%D-Q)*eiMw9JVeGTOVdtr1iZNpre&H9K}N#$qwE$Nm>ANI6qc{ZWyf2_ zR${w0%mVMOf6jUfDTvZO$$e2>lTgpggK06TBPvm*DidiawpRht02!yEriX4GZ^&|4__Q(->eq zt@Y1z99H69tWgT2LSCfbg^k)9Z%hv2VbemcUHD*|1~FrDGw*32aO*yM#&F2Bw%Q5N zQ~ITz8}3jtx-dO5^Rsqmcz~$|KyO+}{+KLs=`>d;zA98~aT97xPejliB&Bd#k(IpPCT4)y59*h|s1d%ajfQwC z1$}#AH~710SWliD09cp#@Z5lyD^B^NJeaysN`^m^>8FM8vG#aAMh%{+9vb8Y!(B$J zCiyxjl#pm`0q8G^au&mN9>E!16ss*qg0|M{k+N+YwI^eEwDv49^5~Y#^v7D)jl6Zu zf<_sc&Kxf_+O;kTg*k%BjIOII6mINl{qHiTZcH^d1={Zzkth_8t%i$D^OWCt$JZe_ z;O(ZNBLnsG!ATbDymeHS&SI!qj#N|E@y1m(OlIkxODAwGm8S9ZKratia}C9AZd!@) z&yjHr@x>gK2AduRr;oE-kCnoD zJ*YRgf6tx#2FcHHEX6SLo8((SH8xE2&~Hzq^|*RXn3VoB|L=Js&`)V;b%_7tJ-qS^ zrHpJXuV)Y5z2nUj?+m}cGnY$q2L;zVnirMtGRjDj9o=PgYhtw@dbzCOksF4%ARmiF zAyRk`7Ogxwgm}*jYwYW>H50#p-~t|4`XA@x_PowKf;`KWZFxKM4g?l zw%Pd2LEH*in-HHYa&cu*bc{PzrjSC}DO{VLrZLKRI&*$qceNlDH79kNHoZMo*EX=tbhwk!{g8Ygb8Gb#&%7V{C` znt9}S@>Y?-jW#O26!o9c*DS{^YT{vp&FyyPD*Y zP)fiMs7X*es>JSC4{IpSHQ@=D3u zeU~s0bDBCFnD1<)u7kQFfpNc%Bw8NP{l#f$ccA&Qr10?U#@ZqRF<+2g={>s;hg-I! zdJ*We{yb)W{p&W`r@mO#*DyB1z#g?DMF&oq=hwGmdt2R~FiioH%+CJP7S4*evWXtw z$WfeOc4DSG5Gv?SU{*;mnD)XOu!AG!Ie zexa?0D{B7e3JHA%#$v7&9{ej|?>IT~q_aD8!Jn@oD{OYBNk7W=0QoAOt zI=zwUwO4woR6MqssV0&r-mO138B3^-WO6?vOTB9F(?!ID(YaUXNKXeP+BVK>)re9b zv10R{dMxv97TQAymBz?cp17mKd{^6YsR9ugXHnVmpozL%&(We=IiZEc^F1wb`2`l| zDH(a5(}iPU+8O3k)TF-!|MIavyOX*k(=^gpQx~?~Y=>(TWJhuORlXP*wWY?id|XOs zR+P22{uqw$7-5=s2lZss&A?qUPugQDa5~GlA;H4E;b>RcB_3ODH#}6Z=qjk}q;mS~ z72d?{fZE~;LP$x?mpIQwU&bot+7xo12Rjk>tZ?i~PHq8rz7`-T&B&)TBNHtieSd*X z!2Kxaoht5e->@9Tjkz?Bv)nZNXR-4O3W$B?5npXzkw?OOpJEFxZ{r}r-z;*0WIx8B z%o?L)8|k9$pluRzmgnlR?Nl37u7T4sI@ppb1<03ZUCR-Y<>tH`6@8 zm86SciSvLH(7O;Tx#pp@a-a0XYf3MrWJ`p;W1pJ`+dXcBH|vkb!Inp$5m0Ih!zd=J zvbl$232{mt!}mJ*V&S8Iy8Ln^=6Xq9+VrTt zxt~;9*iGds2SL(8J>Z6TvaEHHyx{JSu3u<8{l%o`caP!s<|a#yePBPEej2Bx z$Ta3D8K5xZ5JxGw5M_kPrZQ)^*2a!^7C6|e_O2<~3_yF~(zBwkGpw*J@roNcTpbaK zQe@f|U^h*x5DV_FrR^KE`q+UWXzokw9+joq@DVTQ}y%UbHpd+2dicJ7F>!n z3=x{ez8S+GV}3_;bKr0}nRvIM1o0KV0hcdlJ;#*Hv%ZfDV@JI$o<#Ni77KEA=B3>|Jg)pOCve5O=vVkCB8xO9ZtpKlkR!=S4cf zvkP8)f(nmL--;FQ1xKU*e)GYzhUQ4O+yssK!bUpm-e3pUI7#v-ueg^Aq{|!(&dY3n zrkPTxShX1~37KliHR<7y5{@O+x?4ZkMI*r;>pA(=nn<^lhA;zTs>11iwfsj!6bWTe z)7{i15BD#U2gmAzAxyXXX_zQ+M}i|O>sO6e``_!tg;RFcAj4#-?#WEP?!KQ^r8E|@5*O2tvq#JiC&WZd%r!{vTD*fXm5$N(>lo7!5F|IUg;&+pKwVvo zU`Drl(7RbKk@HAW;b5N$U*Ow^;hlpK0fb#Et%gICHe3ID;|Z(C}&`8@o+eN~(Rm zo%W=xPR#hWT(k3A=O-gFog97@OLFV&@89j!O@{1t-8T=}^tIb7DyEoT$t-XwyA`-& zVD0*TT!U)*?lg`>_4Zr{N8(wi64#29lbv~3u+-D<74nfzbCs7ie)=rv$#8lPD==fV zCv3Sd7A{<#e7Ss1e8Kgy;W2;Yb0*u75t@;ZMcDGImkGg75ljDBWIo%G&=2Ii&BwJi z-%(DAylJ~ibqxBTzRb?j?4_q8NRr%9m!h8Rpwta1dXSF89QxHOGVM~vP`76<_+8ct zkdM61!*%F2$oordmqJxF;esvO3*ZHFCef`(@~%$SGV#19ah>oJ@0MX-<#d@;HlI*CQvo-%e&z|25D&1GS*+#(Rn2GZ3z6B&b`b`|qM02{ zd5zV5ddu>4DznLo^=R6@il(d3iWbZ^Uvzeh){aGp1kMkOaT$$DL zA7i|Gwf{BTi90Vl0ihIlKCY9KA8N+LkkMH?6Nn;$ z?&bI165@G#dLl@dE0+>lnQQ!SCN$y;9mi(`5a=1_fa6UWl01fnScvJqIiz?AijMSt zCU{=euDT4=JmEOl;&3^Q*h&qtOP*|w1&sLhDMxA_(o9nVL9!lcWp)Qkt2+o37)>zL zZ+QTl%pF9*Mj)RTgZNB|{YdK^)64$t)TtpRw@J2jFb-e(AyH8c5Lb{8 z%Gl}o@4n+RR;-)<_A{Thh*iTarP!5q9SEs-gIm7j`QNjbr-uzd>-35^1~8{~7XVc* zfV2>PgAan|fZLU&$NUjS--!pRzzF1NTilrfJ*PaDlIU9&6X3%T(4|f#dIIV{H4ptX3#h+mBT*V5L^ax^1}s3sCA&_xRwcS_(oIYxjZFL9Gw0HI>uaPuIE zzrt{0U8Om~Ls`L8r}-%B;D7XX=HF2F{U5hQU3R*=OhZGmbY&N^n-bZ(=#mmc42j9E zP_{`_vNLKJvL+dgWt4rX#xg^Uoh&g~M~q#T?|ZucfbY4_ea=0<&zW;R@6WtHpZD|i zd_JB`!O<6K%H)`gfSze8@Gj~C=CkTJkPre7EQ77_ZitdrrtJ#nv9-mz#k|KqK76$t zji-}cXoukI`OG@3&U{N7u5>2uy+1rh=UtZ5bMU(wj{wPLM>HfSAuYSCwxGrrESA;T zMpVs%hx_cF-F+!T?zceC=w)p~$bjubhy3`|NylE7+8k6t+~6<0FDo1GOHuuQO~Z zorI;WjbGg9|4u0K8xQMOwsCtuERNz zqzAK|1*PVr9kN6y9(1(1Gd|u#45n-BYBMT8418AQb*3p&_TMJc6%f>Rb>}w5SPB{6 z1q9&VnbF317K-4?*R!Jrotm7S#9}qgrMBD@WFnB@v;EzzxZ2>L) z&O9JRHEjY16$O2ABI!Orsmz4>ihEl^f zW*4G|vetJdn{2ADz;qSr*L&Z|z@qdrB^xjcoLfAv5I76ZUMcI6@G7tq@!(oP5R#n= z))2P_pCABre6~htH4x)B72>}_-+d#z9b#7w3rKo_@0<8-`YY5GHun(|PtZ%;WN(8j z*nKOq;&4su?)87ubFaruumg9%n^C6)#J=(ruPv%E;dAmY&p`c_4W^|KUy%t+fh2#Z zAxYYP6Z^zl`-vh+y>@qzd~ePLX;}Zg`Us_}Vfd0kl~Z%nxVmNU2I~b6%%-OHqJy`uFVBXSmX**b z)hJ+v1ke~(+XAnF@thPL5WV-88Se89HSXk;So~lnur2uR0asLHTlaCvgvu+_l^O#| z^Yl-!l0DqdSV$nq$#1&#DIn54$&TU`qHu;USxR%9;AF7I3jGAxNalUDeoiouF>kE7 zN2?xw?djk|>q1cb`BpO;`5>v-dA18m%(%BVlJ#NOT^}*krh)_nvV=AoUR39Ep{Ets zf2r|zBJndP8E>D+Pag8uCmnqv>#d#OMTAVf>s$V;&Rp8fXEZUw=AFol7_I02v`)5| zSQD{$wf-0IwdbYSfTw*6upJVgQ9GX_=dKOx&LL;lYb*gbnF7jPYh)m+V;RwR)hL%Adk6s(J@q=}m3M+%J6* z&<=Q;%?rV)@O=VvZEPTFRnWPS!75tmH6ze{0SDT2gQV)i*@-@15Z(=c%Px67mM6xlUMIn?uLBYI1(W#8WA43=t&dL!&p-`^_z ztKU`Q+bq&W1OJVw>kxMV$lm##R;m^rD?g{c(73x(D%17 zEu{HG7&Z>>X2P!@JneirCa0Td-@7HKQ$1WhasJ_`a-#F^9oQj7ufcI(*NtEJugnU< zQxmf&5qr&bkI)gXAB)cgH-2QMRcDSWz$fjl&@$v-r9OVtXWU{#5&$m&|279I3K30q|4|D4>v?;;&_(M{0Tc8GXKm9mF4 zJ7#a=Mf*B>?5+o<3*Bwg&S|j~*wfxQ9U`hs^ks-1=~8EXF}0y|H;{F=3O!Z!TqOcj zDrEkhOf@{KFF+e$pfKk5}4q50|Gpvt)@im3rlKh+4+zA)tH7mxu}DS}juHh=r8ZD-iwidz~5 zH&VU@Ad2gJVtwOYo(F{uF$_YXy7lS8{(LN4poQa)(RHtX+80<@fIveX8U4|W7wMLjt$8JtqZT@dCR?f#JP61gI#Xt-}$<5SOj`f6>AyYB-WdJnpK z%IO5gT~^Mjs`6ue9jGWL@4jLe2#ij?HJ6)$iE(N2*A3gCwpQ&A99ijN>sxZ#Ud-j0 z3>CFA^LsU^g-Kp5UQ4j5FSGRqwD(Kuglhvd+s#zqL+~tg^K$d?f6Y=LLkJdxTX^BvCa+-Ry5px z`tnIozjZ9u>vCRunA-4AbPbdqu8HM|~|zJDojdmRj* zSw?N=uF<9BE;L`bM>KV_R0|DyU_=32HcHgK|Mc7?KK{tH7QRsx zbRA&8`pAAIWo8V)F#&KqY;1ISXQ8Bw(Ym&JnOogpYBC2J3=q!Tj8U?eI5Lsu>>ujO zw_QnqRaEIzcHMVn)a8ZWQ(pMPVv`P*h@>{u?ful5JLyP%RgD1M%`hgOw&JCIOt4&HiO6^P*=0Rk`DOA=!quKbJy3MXz>Bq1y1nX zPZ*RETC}XRSyD9(id9*XI$p^;!n?&NoatS288e$SI#sOQ7N>}YD?AdjlzU&0j7qJN zPjGO}JGU_yWOG%~Bb@lhtc0SMhW>P%YPncqq}*-*qb+!$yxyZnI51BATys@jbjGep zh{54|FuvKu$vh5QVB1nk`jUQo$=SQOl)1zazX*9RtcEbe<;8SCdPjW_bNdQ^yFod{ zAVW3xtLn0-w%m_Kj3{oYy2xuMXDxo(jiXTcX1LmQ<88JAmG^q3*(&mYAY5dTtf$_h z@DP??wiaB`eq+4X^Szd(wluHACo+gW93d+246d$uOU&)@Kn?avFyP#@>&Rty^0DdH zNZ}@Nbfri>If-?KAap6l+(!hV$O}3@Za6kOi@Orf2Yr=tNc2P>t^C&dR%-rx+oas8 zvrm)6bU44V!EnSrnDEa;_Hmjp?hhj|NNr_tA1iY#YYJ=J`491|6n-Iq)vxfjkVzpK z#9Zp)(G6iEi3~yJdj2)CaIq3Am=&!M#FAZ>jBdXl@7uNFcXSfcXBNrk!=%sod7@a1 z(I|4*<(?&HMXHjl%Yro0{G&kr=-m&Ij;m@1UjYu`)JoP%Z?`5h!`cd==FRhrU@&&J z65ZFBiS(35jhvSZbx;WFJ7?l4H0-c#7rK<114!P%HI-0wxkR=bzn6)& zSB2Di3MW0A5MSdSBzZ*>oZb9SqJlO8-lpdn)^xoLs7gcZnshw zrOtj>Cf2sb44TP6upLk_?8p`QZX^3}j#SpeQ?YtnJ3~09w6LK&=cq)Li{a9C@4h9v z<71eQG>!Ei+FGkW{5xpbhkNdpowlTC0o9nOmK!WtvSKA7dOWTiIUM?@*sP-*{dqnu zv2mgOs{ZvS;b2}!l(!?G<3t|3@sX-a{)8nDF&Q6n`Zvq3i|zPvOBmUw9QEZOTUZI& zacJ&3@UfCj^6?v>c$i0r{c^KCj>5|L@YhN`I8em@1q2bhKaWILupEh|a;tWer7NVK zpbYB@vGk8&&}4yJ{o}`<757?Aknt=;Ge7z6^;L{9=bp<^Ai)4M<$nP0`XAZ4{)=ql jf20llf9^ap(?k6i+Inv<3?$!V0UwjgmWKF?PEr2{-7H>2 literal 0 HcmV?d00001 diff --git a/week5/assets/quiz-5.PNG b/week5/assets/quiz-5.PNG new file mode 100644 index 0000000000000000000000000000000000000000..1b7777420118386784b24ef7121e0137f2362af5 GIT binary patch literal 60887 zcmdqJcT`hd*X|8Q2uf9y-jrKF>AeRK1rY?%TUzKX0*Oekp{k&C=~4pHRC<8WoAlm9 zAfZZ!&_WIM+dR*EKkxgE@qK5EGsgMrFa{7v*zCRLTx-wkx2~Cw&$ZR5ud`eyAt9mG zc=G542?@xDgoN}n1v&5=Bj)h{;2WvS3-yO2Mg456zzN@FqlTNew71M|{1Vq69-@~I{ZX*F=yN9Yy}~=b zD;)Uf?d<(=ej)jg;?6rd;0q58na_Vc77gSZr~mik&})yH(=VR}UZcfz{or3OeMe_` zMYn|azaG|9+|9Re6-(vEA;p&z2<0|J-YL%40^d@s!Xri?@DA%@&QEsF4rgd13wj&R_luW^%P3)5x!*_YW*690x8H`r z7rEdEOWpj%@ZZKReYR-EAL6E~onxO}LIcOL?VlQc=D1#erNMx8uFo z;t}~wI_p;yolBP%CU{lrBuu#B^})DR)KX#P^n;72H6441Tc!xT-`^B>T6=$%*})Be zeKMu-R#8Hx&#hA(FbTlR`lR|E53GzTE3JH2gOzkNeV8?uitoz^Ryb3}0}*hNf5`kd}2|EQ@0e(+FgmhWHhjD`}WFWX$OY`aQ%6N5BU^qCSB_yA$7dJMr!QM6rR3d7P5f!6f?rA1SppXZKvZ%R{yBAQ$ z`ig>wFGv|pJuNgk^wj5@=I25t>V}xw(1Y3 zo8zDD{-hL^STC$J-NiZ-Q%9cag)o}=?raS&ZLQ{^rYGITOdf9nqR{#c4DM6!3Ol<+&w09#;Ze^;frybJT|m3L z@>{Q?xe#gT8DE#0n=`g~%FHKMeahAGRuPiF`8GnN_BU&{7?^8(AB2x+D;#w=6xX}I zj?&fX3^$YFWZLM${{e=IV@T{w<=ztZRX}M{AW`xwQha}m%*}tAzYio$lLKY3zNyNTT}ra* z4!BG6HS`^Gz~GRJAbY*y$`c4x1Bd5qpmXG2KjZ}e*@N8fh5}tL7wc1{y+PF;l0I6a z8r#H}o^JTBg;{@0?u2r5A&d&cL}l2(L2m136Xj5K5H8-&cleq7c-$t@d5(yLtca0nM6n;LNXX9x;R<)oP7*4^%z%DNmy%-mQox)EE*#BM|;X*CkLGR zp^yp*2e}{vsVm0tfZO~T>8JM9ArdpbyM14k2tL3vu8Gw3<1*=X9eT`2?PeG&`;fV} zAzWZeYk9T@wh=9MC2*2P9{*f#L7_7+EsGZ=Y_5KlvV2iWi=n8@{05THIAQjT;ap5Z zCF8xqxOfd=G5d`+gt&0C{Dff9W}}2Mxm_Pb_c48x@LL|{z5m`8IH>bGCQU?$dL z>L=TN@7JwrKS6qX9vPPSQ~tE`Idu%oyqrBSB4M#DQ3o7eK|#Q883$3}jlO6P(jTvV z6(28~Fgoc!NCWOS4ZV^5f4Sl@f9CZWnfDC1nq?cin=YK5&w_c_4ned^B4O6SUj>ld zn*6NgtrCic$C9!~+H@RBn8)Hb!S)D{G^%(&cugdhS&NgZo#}6@NvgplWCxd^Coe^b z96lD4m}uxr?pxe&Y%kmKLjc+j&k=s;N3~XBruPkgj}(2Z+HV!5h?%gCeb&vOih1}& z`)fhdVNuQO{06DmnfjDRj^W6SR`lF03h#-84%zPHXPzWwkKripBa7Rg1l_3$1QEjd zy0NmK5QTEdfNB{N7_AYM9aIf>D4kf9J<%?4kA#o?a`HZcS_5u_e z8m>g_2~ilIvmSGbJdZ9HKtL9xO@8f-GUIJZo)sgSMA8NgcQdUH#24HrA!-Qon_!N( zW^&sYctA{!qqSXx*uT@)M9ii&(CBn#n|Q2nw4G+PliIP@-1G^NiXlrpMjLuyW{!d3 zc8^P3c0FRIBoCz;Ocu1GG!A&h?nemf0tGRoYX%wk_Y%q$Hz!~y_M)raX^#vupE0VH zgFE+Ta!d}WFfetL*B7WgTYBP-Ob}YGj$EfM6XrLA z8Y-s3MhmEM?a2tRl$c@D^2|L=+?n|@#orX&ULVQ?>Ap|cmCO1IeV(w?lRmF;!hQ@n zwvy+;`64KhoXL4N@ud0Qa8j5JBP(jPOA{E*EK#83B(rVW*Rs6XbmJQ_4SqWCM*Y0q zJjzEPnp?2n(7bbIm5LB*b3EuQc_*U`G0VW!-1z>cn~ zo?g4#eZ8WllRT$XVRpSP!IqP~4gHv@q@z;gA&;=zdj)rdEh-CZt@q(_1s-R?1r+)g z{MK@d|KKxWsp0cRlQ)*EuBg_!R4QRKOebZl?)ke!MH}myU3Zpsk&*nE3Co0r#-fBq zVNEsn^mr|NM~{~JDr(ByjiJ#BCu1miK&n80`~0y$>7-OlV3bv2;Gr3yJeD}zBeZga z2Uh6uMCEYEr`vK@YCLJ4gh{Nb`j)_Es5eu(%xN!I+#dt@9b?8|E890j)Q0iFXHraW zsbulGVEp_~^O%*S%0?p01HP2z0-3oSTY+i6lMOUWD_0Csqx;QRHslVnt1|2M_CGK8uJqD`x42O z&=-s^h$OHTNzs^M(fTfh{Mil*<%^J)S;5m)x`pnVM5m;H8_!3^GQ-^RG7}0 zCwJW68x7S zv8?b?$4sjDuksRegEgoR24f>~a4S>?9NsILbNS6)8kA+R-Gca+tEDNT(l z-ziGkNwYeSc>A0+$r>bKI`E9^Cx09BbGmY6DVfgULvyMG1{JVl$u0PkOCY{t}f4^ev#Dk}!N7V~NS({V_3C zwb9z*GCR&7*YtbEWw16eS&qAkn-k(&S=gqhR#fJClybHg6cQQ3HRR4fa-0*3L782a zFVZ3m+oU6|gS_Kqh?J)NdH8$*nU9HBILHf_Nov#W_gj4fnxVc2-FkR<2H!h_aaXc$ zbRcX)$#snoHqdKeiF2WiEyKtI^)@}eG*o1ivD}r+hmAKN708JU-o~T&OmiK9CrQXk zL1YtyFvf;JrH}ZaN>M73^wB&j9_BZE_aw#xILvOaj?$T{UWdz7vys~YeGDsL#Zf@b zGyK)tS@tSguuMU{+YIAR6wH1Y`o7PV+z0bGp)dokRESu-4P1stiBTIjnbdcs5rJ}Z z+WHI>_6Ns*;6*RL=MWCe=_|q?>q2>dT$OX>UW0Kl^*@{=)C&x~eGP8w@ZPZ@m}9Vm z4{Ch-KltKafqAKoQ)y#tAR#NHf#3VXKaiuf?mcY8llht>YN0TpE)Y44s?YU}izU2x z(>=4yT>l>!(pnc{9&%gAPuLBpTWoS1UMR&yIlq{83Q|!02S)tw5tY`fU(I#?fi-mh zTm;4c30U)g!J(tQnDL5bd+SRV@_TKzqi5-?>t%DL!if_95UWx#;o$mbc`h+SY#0Ll0;w5|IQnU8$hNmTqfqa_Y=}?~`EKTyrQS9jaWGh9LMmF1PDH%qtZW~DpIm+I|bj3DG@!<8e z_j)1W!k2FZ{yTGpc3-9bxzfe)SmT#vlz+n|9V3Ue`Ep}6CT4qt8{z4G$E(BO!%X+H zZ|+i1sUM;rk{;00|#88hFcI}XtYXoJDi zy%C*YZptVbuGCGjhC<{cUE*-Y|6;Zv$+7ow$>F5SfFvO8VY~ZdXVXJ;#Zd_RzvWZzv(~Tu$k!vNvsi_G z7rOz}M&57NXCSN`oMbF3+VUH}1k4)hdI$dnrY^}&XYV5^=*O#itl>yt3zfbmtI zmo{wvbII3O?+IFe**bqBAi&^TGRCm7!%Rk=X##44XRNWxMMiGHZ*aY~=811Ct|N5M zuFVWr0q`P)zqk%vz(%NE_^kPb)9=XQ?cH=5x#7o`_sIA zexY9fCE@JDIX0T~I|;AG2rcW#F2{cqcrCm{m>H#Ol^N&ibFIU%*M?7bFH z6X2=nEqk^%l2W@_lV5NvOVza+K7n@T;5&I!yYU;|KwN4$##)96c3)M^*7Uexor&)> z-w&aRLupXWZp}w2neL6+<{{x{ebO@mUNPWh!?fxHtV2lte6|iG!7-s|NF9ba=nH=k ztiMcA^iqOWVG|NRn63;xRNyPQCtC?+1eCWaGS&4 zO;9+O{Ak^8KzOCB5G*RhDv1G|0Ks`_yQ_ghPrhxT&gu89ALQtbQkQS%5%eFs9^M~S&w_9j?Wbr0gBkhi3Aiv@PXu0T zay^*7f5&3>(|oDV0PwHGWaeD}uFSaH;Xw;}!A7crQURB5HJmU^#3ZWlENdiMb#{>? zTx7izKh2N~qH>jq3zXmhM9-h-K8@k;^DED!-3OdH*rnNIvglL4uJZp`Z&Bu0d*9qB z`}zo&*P3+C(mG>?Dao_Ol~IKOV^54sp7162*lN7+Bcfp0?lZ_kF^YSNa{B!~@`V#} zQX0u-0Nl1P;o_7NQG5xxV&qC~Sflm~wxCPhUPC2!#=N!OY}z@@%vMsxD z%83X-r$l5zSqp4!LWMY0x_&AH-EfV1feywN7U*tBYIm6 zLS0LUfc~k!-1~U?MM_N!b#n*tRfoMz>efZ2gjUC8RXt}-WxGOi#9RLcF<80mePUh{aMw;gV@O26QqZZEY*%pioi^L<= zIHrb7=sbb?R>+z@&6AcQ>9ZqyZ$qD zF(;OXYb9v?D~Hu(;vn(zYte*p^JIrAP8^1mQVI#Ed`75c^eR}s$%*q_tb6&r5y7%9 zD)&Jv+mzY$W-Dip3dil^{85(##+gDIZe5R|b~GC1$vh;yKkwG9989WiOJ5;Z6wh4K zO_ANg)kOezKjKIr7n`G1yeh^fo>F2y5KD9nwlZl5udBs#+S`P+o+$3|Cj6E`XQ~h9 zLLByO-4-?|>-sWreu_r^DlT+7orCA4hxU4gF;E z=iDgeuQVs5+pqXBvqHq7pjCk?kEG$_UCbkvCGNYXxe&Ko2(EKSJJ001h}DXzo_;ol zo4zR49h=_aoqh45Hz#q=w1j}r?vkd_9vxrx_H7SjW=ohsP{z6iG>Eb^WU9mL20w~E z4-lYEWzml9kMYq6E>}2*usr~Mx@3AXZ&Q-zO)o?mkTMK5S8Ummy{rQs!c_7;fWTY5 zRAvoQc`;Kk5vZ0($5USD>bQG=_}wYY-jPy52yL4FuNz0lB4TNvW(Dy9IMgbPY#%Y! zR?|DY^5aB{rr&T1i{~msD#M!0zi-T~3r#)#Dloh6Fe6@XG!<^ z`@rhHHuP;Zd`t3#2f+^-)Vtg!5-ZbCe*z{(`JZOVZa0C#`gWb^SZ8gB!8+oxGkY44 zxMT%fi9=V<{O)UD8Q3iz6}P$j&E`YumhaIt=6!?;U%o8WUnIyh&p#hqUgZ?v2S+2t z($uPvHUEk+c5P_ZwCp~2ZlHoLIfRFIBMv?Mp}NC0AqVl+Bq5iG*4j)mEriDidHHfl zM#A^P;!qjUzBOxtYh%hN+r#tPx!njmF8xHoaQh3xb4V1#CbZ;fsF}Kcxx+A_*-@)! zOux`~7N^Z>C?^tG%wtASr@5F~$tpHtKJ&`TPc@CiC?MG%SI=LFQsY1Peeo_w#20wl zuG$b?l=4y2l@AkVdWVx~rZ7{y4B%ZqRv6XMF}b&I?iJ7@+rFgc_q}r>DUQ^N4#px= z%^V`@1D_S3oXmTT017WW#8{N6x*iu88{}P`mSt)1MQBGLRCXX4R?Ve1N{(iKEg)PT zo;n_HsJbI_U9Onea!rIe^7Eb77$h39K#Dz)Jn99U=^MtdG`FX`n&4qfVnc52lQ^1PlpXE*M-o`bjuEWlT| z$E}w4@YuUe=Jg`>Ut4>%Nzsgt|)?rSBL-b>l5St#y`Pm5X|9S(KvQsuHf8Csw%d8_@!i2vZxlP4CodN5k!g1W4ho*b^d&PTYdzItQphl)q zhQw`HHtaA)nCKCcBVGiAE1&lNFIvYmzH9@}pcj(~rU@6rIhtYA=(Jzoh1raBEpiNledwB+&D08Lm<1^0w?STf5Yq0yLjfi z!To_M_w(s)q|&BIt)d@x9Dt!|>maXP?Cx&AyrY5ktPdvV{cW&bj#!>b2L`w?7sN%z z$a2UjvvDkAQ|X}VRqc+eD?ulP5UPcb`w1o?92+%!j)D=M$OOo8?+uW!u@`W|={Xd# zuL-jr^Eoq$j@rP)#7kqn^*PAPCOYl@9moAr$Kl8W_4=E9yZE5O8mDk(KmYK$*FJvG z&zyq~c^ZYKXY97>#_w>C=<3(*Y_R&CBi8~Bo^9KKJ_#kkEnft}ti^x@)olr9> z+}XYsOnc5;LJ+vMk*DWa8cDS_1!ujudBVnHSx_e$v5N6uV5%4ZnSG$r>s>XogSrcQ zMeEl^5yZNJp4lvB`HfFltR7)T)HoGYIL-R@^*Adqif@>S90&|B?SKV!p?Kgt%C5C; zVzo)HOQ7CU*zf&?SMw*{rEAlU?XFGh_Qq4TtDo9hf+!A-!qH!0sD{A+I}%r0S1Mno z+0s9jwBau4{e8Btnb=CnezFKggqaU;^yjHWo&+)2PEt@*e{k@6J2gPXY^=)rb3kpp z{%WjiLx6F?^>S(>3K8a6Z{}v(bWbPn>I;sAJ*eedsa~pigXmqrGvM$WV2d-dTqP>v zxZx^BMe)HR#Qa}~?vCz|KIOaOP%bfwpl{s#N{?XFu7Afx(a?A?-71N1D+-Gg(*zkJ zr%u+-WLrEe7rMBb9KHS^>?hVtpLxXaQ9e2ogLY+*vgU1;&~h+T2KsSAqrAqmuLj<> zvrOsDuB;E|9#)4*p5(T)3f0%g3V~i-F~)rkO@m`5Y+IK1o8S?Qn%ij-o_ELwjFL8N z2EY3N5haG+=AEXJo2+>)P8FQfqP2d+z7J?&6Ui4O6?#X`_ zUk43x?!P`5UHX@FxRVeeVP^&J=m|Zvy3kS^PB_zicij1VnM@F|&#>N^G2OSh3Pbvb zO^?5cD4su0YInu?7Y?ky{6K{zZ}`G!8Ix&) zes#$-eDUp5J1O5VViun`+C(tabg$a1y;MK<4n;i34J^>Qs_PL)Z`K=`Dxl~uEY%`e zcSJGeY4103<*93rS7;53dSxkmFA;+k;6ahm<9F`NuCuP}tWrj-f8sCVgC-Tc|C>3W{#fv=nbzhT{}M7o>EE-wraW-OUo_*LOKj~ zepH=>3@@`3Ny2`bO)sg-fk_}=R)Tzi!g@U$#37uyk7XoPPVA*nB7%zb*%2g z1V-|)dUDQOns41SO5B&X{S!wTNm@a(d9a~%zJpHU=3QNe(BrmTjaU^vu35=O|q|bg>y3q@MgpWVf14~c2zGTK5u>?$S*LU`X#Pbs# z>+AVyhOjimp%Y#)jN}3(WqrHo>nG5!AhhNrN zG=@9brcc0U#M#RHX-jtIU-J93V{ZG5dE$(P~p66rOVl%30ubV$FKRP&H%K;`nyHhci}(ME%LzKqEM_an2FLFVkE zX6_O>E6{CFO3T6N0?0gTx6ABfbu;a2#_L(*7g|3vP=LfLy=4h$`il>uloEX__G3`J zon?nDCd}P zKGELnP9s_?lG2`VA9H;N&*nezaK4i2y6EksUJEGg01vti%o+wAQKSl(_}zoaqLv!Z zfV)({!rK1W-XZtN!d|$lnhh{0TukQEJ?y=`D>m+9yE=BypeLvb!nt{m`jR>V=+U5{ zx92~2xAoV5{A_gp-}buy1+j%H?-2zXzyEZkQv|Fsed?S@2^oS9!=EjokJY@`txKD1{gd0y^oG)+1>zhs#0IID|ZoOcn4!|~x(m#$0ANZBoCz`n1L4ZRzZ}$#v}_jo(R~2$$Th7Cst1VPIo$%Lb)SfZ#G_>H^<~wUjjmwR-t$OI$9A1 z%Ofh~X5>SsgF9np7Y8Xx!u5ME$^bzhPfDq@)TfNESub(`lws=dM_g%j0OwDo)$G`( z%wjx(<6-+cX(G@6sDFo1lG~kZHTsvit_~aaC@t**`cx9AJsp`_Eq%gP)t5K{tD6{? zgl*QvjsWKT%>#&s5EixoP)-MJnYnjMc__aJ7aasGb)=e-yauupo@MUnlxglrDvC=J zoHbshTK>9A@1m*)oNAw6S%1jIS%6EC0S0bZ1^|>w_g_wQVzIrhCn?{LImyVa3%;88 z?zFi`$$;RuQ__S%;va6R+NNmf zTRQ8O96FkM&b=3tZxtwN7U(4fvkfW$Cc?!FeN(TT3BZ)qqZa^tt*qYv4Gn>Uv24*E zVyW}~xSQpDQn>604)sp>!6lxAmA2w)G@X3{L?tI|U%Td8t;=)@RaFf4iz+ zSIA+u&o?QB>q;(3Gc=ck!Jx78#bR}zSL`SK< z8bGFBBBZdd@0}$Tia2b}`LjNchSWTS4Ux+L^t(ga|KemOq~`G$uwz{g;KaoFNu34& zLv3!?jop)Cx65}?Cf`fzir?Ak;H0e_h~B!iO1Rn_gr)O|ds*^lhrxX#0k754x2(tq z#BtFg@Pe9OWQ@=vI)KDvyBbKJFvP*=Du4i?aHp=%_ZAi0dU_??cK}>)Td@EjP<;$g z_z)gQqQ`k0`TDUpYJAB(<-ZEVeLMgIH8H#lu+}8_#4t}(b7(m(B{gQ#O|q?62auWY{-eeq>cPCEH`@-s&(RV!SXg$SS#UAs ztjw~8%je@-0W)8+GgPJEUZi8CVBR<*U?&A6?Ut*}c|+mF+KApt>~;(0MM(Y2;-kl) zna*x$8xd#`G5X7yC%}qRh7+Rcr)B`Q+6OoiA?0r8FZ>r|O^_60kK|R{NA7n3>ZZ^C znL6hc!xNqjBl+(Y2p-2lc{}VG;33+0+7Pm5-(dg1N=~$rZ~R31s=EY35F}WIT$>7f zc@mO<&(%d%XMS!xGlT;>2{^(QFW?#AhO$LA>Ocg|`=?ei7iMOl1vTVI5AW)OAnP5K?#E%>&c(C?3pStpDPeE=+{rb ztICOQ4U#HaQ0jT4H+XLh)24y!3}gX6Dcdp!d00cZ%nNcswz6aMjQNcih580$y%YPv zx<0+rN(j6A_?8~ioqQKLu=SqJSNhPh0rHy1w*HFjv}wVsLfxsOIgYAL9>Ax0Q>0Tm zSE9S!-l$!HBdW5v@m~S%#DAj{*8G){r=u97UDvoYUYq6y%eM*|ns8JEb$_fo>ITjfB~jIokNmxTyzLg#)$K7d z@^EVl?R(bE;vOD>TexEG0BoYaExnI&*T0Z_3jK(AYPjM-@nCx~*KA$YcgkjQ)k=wD z;SS&K@z2ee(W2$zvD(DuQ1{+LA=Z0+uX!sVzq)U@ZSF=&#Wq)zB4KaS9C=N=E4)9U zEz}d*WzO1VAZESn*AK`=25l3!06FN7`xYzk#jPISl>D+i({I+M+Srk^Po`sfC

>4+q?I96X`?QoW0 z-&tyz!FUG=p~T*pxQ;ryBlXN?cf0n++);B|ArQN_It5^euC407 zrq!QXgiQn_h-8!V;z-?PHV~X3dR_QY>9u<(_k@IIqAvEj9PE8appqTh@=^NLL9N$Z zsHtVQ=&tDaMjnTP5l=;bB5Hmxj|0G@sHiE%k*ht@wNd4`?z!FmZu+i;kcN%cZ9;k1 z(r$M*mFc;bls|`h7EZNc!jkY;#JN1RM^F`i~PmJ$cemTM^ z!q;Lq97y;rWLtjMFge0$pJgj+*A^4e{1wHH(42W4OYM`j%gfiqfB~vN^lh4&?${U; z)c*`k5m)X^0xBj)v`8Cinw1;Vwc0Zi&w+biG7l6UwZHg}_ONSLu>HgnarQpfl905K zO^O4!&x=HwB)h}aj#EXG)$pgic{*4G#AdR_yyq44%yta6fBOWb&#_V>=jd0Xdhy(bNRnW?^i}i6e3tag6Ax_F62OF)n^k?mqpFk-6gvl+dd)a1 z7au9^moj5SGab6){ypN;$s1mlER$o4;%LFAY68K9S5pLZ9n&HEkL0v$MUy19?@e}m zQpt@P=g11DTkoEs-vaZDGPPRE-Ail0$v9jtRGjAof1a$NrI%HeIwp@4hqZBQ(zTHM z;_(aXI@L7jIwa#mO= ztiw8**17m~I8S!0A;WlVQIy+A9*4aY%gEKDjWyNFGzZqBm@ZV;$f$Nx&xkE;T-)&M zw3BbVFsJK8RTA_TUY2Rad>bxqDb-eze4C@wW?N;sKRjjT#m}aGr6<0?)}f?BVa4x~ zJJ!@vK_DK^)cbbB)up4~3w6aQ2L$pEytC9ARMD@qCkKMZ>vX%6O8Q&MF{8q<_vHjx zUt`1Wan%aTp})(0z#I31d?Au&%rZ|gD%%g^r1-d@y-7K|g09`YXI0)2Xy|ftMoQ!F z9fM=GN|I<-PZ!3q)??A=U}xgSy|^hhNtJuh3ePX7IB7VOf2M z_Ke?rXK=&#)|T1eL!abG#_~akomrqe(l$C#4`)%=@L{;D{D!-Gf_Gv z^JTvi)ydD?Bw3hpi&J-pW55omnMc#sObz9IH?4@V+N4MF!zhyNS7XD5wM#xzeC1JlYl6AhRWKF!{RfdRy1UUp~d@24z0sT@BcxR9|i*MqRRQAcxpL>GE|$VI!@|3AYmQFAn^gl=Zv+SGaYiJ>T!bL3!ONIj8yg8kFrr4m|Q>JMOy0 z4qQk)rF>akan+wsma&FsT>NG6y$8<4>{%{%btrjOvfpk?J+~||XZQQ-x9s3|(JHaC zVOjG-#Ndr#!{`t7*T2NOzZkNJ{LpS*jzH|Bp~YwS_Nfh7 zBvC3p`%3l7A(8z|NtrNLEkCOMH-OyA1SW2bkzx$ZzH*JRmDf>aW7~1mhUkb(LB1#L zK?m1+wAePVU&Z^WcpvezNvOL03Ob3wQPtYApZu=Lei(##61!`%619vkDDy_P+TS6{JQsW$t)YZya;0UJv{>@<_vVRRY*{*ux+93b z_O{7P^MOG6JzCrV>~*Vz7F%@41k=n>>z2jARB^7L>s!2xZ4f1G7@l?TG-3$51I|8cZK$0SK> z!*qly(3i%_mNr9|N|?Ovb2!1$Mo_?gS-F+x!{d9?+${{DxAJl0U2HBld3(X8E(C88 zOfAL7&vbr|?P1fyYX?j6v70ZK=-0M@W;WmdbYA{1DANB{|7Sg^nIF++7f=|||7zQO zB5i#5>!nV`If;DZ*)E_&r8$v%L$gn$Pk+zc31J)d1>_L-jQn-UYTg?cwU*-Fak|_4 zf~}VAl>@y>fR)5$v2s+;#BCJt5)|DZGxl1H?*kr9oL+X*Ana}?({PH~H}U|NLU;}g zHz}FY@G;QjNE_+eVr~t9jQdJ!*RRs%rMY8Etj+LFx2Y@Ml3}9Cz+(B+uxGVraL;{DPW<^NZZvyaTP7-KooOrI2IsWk1Ke?=1;F7{k#Fm%d9vQj z0m#zsvXxUpk^C$0tjTvDc!0!xejD5P?Mv#>5yQ#O?eng@GphVPc;9U~&7(-7vz?{{ zyw)?u{Z{E1BNoev8}~aWE<1A&3*S^-9IqD(cT`8AqlFK3)r#JKiKv{=xq4;{Ah$kd zSgP(Ya6Qf4;a!i;{YW|=fJnuNUe$xVUI3)159aru2SVULBQqPY1o-~g*@(0&p`%v` z_k_C%fK4vW#Z-8_1?csagEv+XUYZr~5fzC2qGf4crnWPuJ8@X4!%I}u2lT~33f2WN z<6pg2a}v9ezj^9}`qVweP%S@_M!ldu2iA6j?w43>*V)$a{| zl`q=>V5|At#jWoZI$Nk{96WshxLuB%j`^RB4Zb-VN1Av$?A|lk0M%gqW)6lHSsiLr z)yh~QLyn}2>itq)zAVqnXp4Z3?Ga7(OrM3X)PhhQZsRCuV z?0W;I9M`(R>gi=9ozH<36S%--2#`N3ec30se4Ag7O8zmquHS6Z;?|a=DbVWoS-ANx zUtq9p0+eCTz&^toyz%{Y^QUV}fEYCjR2P5*&vYf8l@{QrbzpkbUzg+2OyE!yYjM|5k`}C8`nfSNjvo z1ckSJ&<<^mv9STa-l10AOb-q89A`S4rW3Hyxt;{^c=^wbq2l9UpY;Dlq!c%w3 z>8(Gao+)it(ZK&*7AgH_q=yi7C>9DkNSqjvdNM$+Z765@hBds^`E!HYrm;@R^2qk; zXL4ZdULSw%YWEl+C5jpF(5>7}=m6J}2bW2uy)87WAPEwZZ}*Dr+I9{q?w}gBd+G|7r-eU1iE;Xnn7gm|l@2YW8`yl8nU<^CQNgdJ zfqACi)w8`QQP&{r57d3d)4jU3Ly&Hja9pf!F^4YhG_UnUG zarkfH;)+3Kw3G*TQ`NUt%z##!OSv7OEB{-DZ|6`|D>yRdl`Q!_rtgEHm1c2*(xJFZ zU$|r%rqq{6K-ZLZ@ub8tdt&IZP4_iBdeYLsGu0i=59^{-xIl@QE-I>T#|3M;9OPbg zCQ+B%1jkk88%W9wer24)fTenj~wqu_cC zg2S>on9ZHjCdisuM7C{6@QCTq{n@U)KZ`3b{jPA}Aojt=ltEQOBZaGXN5Tr1=D`77 ztfzs6dv`Pwcml7Z)h&s*?nhpQit1wQUoS2@lH-zH3Kr;@bQv*!G`=8K0RyEJ@pQi- zlB+=+B9~IxSJf+8>lj4Zas)cwt6?UbVjPOzmhc!-zqAiQ}B*(?Z zPB0S*A(zdis=zoy(!OpP%#+-8|13(487O%ix-5wf^cK9x(M(K;=V+{Hu?O1`1Ty;A zPMRMkL?+71(>Az7ExyA;2(ag!F0ZL30ZBLoydA{&@Y7@pKd%o9z}rd)fV4UZj~(I2 zyR#LApOD=nIrL^==5y2FONU!Vf|~nu-rW8anGFwndd?jK%jnSrj})PB%r2zfh^47Q zS4o%0O#SM*mNu6^t|{@hJVqWJAMIfHxbt6QINYIkiX8vb4CXY}yGq=i!i#Ip#IBNg zQlA5Rc`teHQ@Ed%6`L$}g^pFmfA48PD@@pTJ*C~4(CalgyR%}O;pqKZv$7D6AQ0D) z>?#TBakBiuyt&s9XiqdCn2xhalP`zP$aI`Ke`OLhA&FerM<1<6XzBUVjuCQous_lq zdQ>kPzJN_JWt4V|_PE?{nSjtVYb|aXwsEnRfbQY-ZdBmyiw;JTR)uEAkDpcp5>uM5 zh#&9-H#bFYXi@cA$==Z%<9cQtYG=Exa9en+6XSo-mzeBw#k9zZAopUbF^|_^mwdP!N%{kujj5ia#9(UFSU2Lq}uv|_wL0n(5H8fVs^7hDZdz6AgC z(YsGB1vwKxWcr$>IrEBHQhb4)kQr{Xetil{)%!hphK*s{w0zcs)!9JEAilGSm(cdI z(iGizL)RAkQ$@FOS$2C_L z?nq{_tw~f2%55H{h)KJb#ghivuPkZcH5|FeWSmY#Y_To0iV$s^$BH_(*V|ph7e2TL zUMnk2x-}jPkiCJ`SE|7%j@73=>D{kBz4c|I4zZA#?g&O4$EspyM;5uA2i$Eau+9%T z%!v-_+j5WWdm=?>T?04=-=hqhnMtsJ|B#5NB{s(W>?0$*J4(sqQt2)m5s07TM0KRE zbd6OlW#tH!rQ7`0>Hth}OlG$)r6+i4Lt^)`P(E&#WOn*ggV?-d{Bv0VPH(`)I!qfy zhP{%oy?kD@^}R2GSo5FdgKWHQV^RU9=)=oO#o&qryH5B;{duhgN;Er-Gh2w$7@XDz zxF=`^>^ss_Z%~kVb@#w>Hzj2G*7=nBttRT12H6-`6?vMN@57_e;JtpV?EpDHJ!R6| zMVvzxM$krAd((*bQcF51_weyE9ZqmV&PDV6sE=P!J{4kTEldLkaw|j?%CE(~jx9Mp zmtJZ6QNpLPrQVAL!)1C^TL=xvU7Bd#979W9GF1(4eJjki9R+McG$)spk4adD(Y1}Z z8WFdh&}Z%B_T!=u&47wYH9397!*D&L7kB%_+{y`vq!>_2CF>%J(4H|-3{vEXsnpU~ zvT3=99hy>eV-pt0t3z*>fDulMSI^b7RAXtqV+`A9VzP>8cZ2LUNa-;nOBj7U{rw1# z?&jr3+MD6ULQyUx`1SaOnKUFSWO1SwwYDi*U}yv;o})!M~<}|)gJ&vAgeIabD|g&fh>~ntJzAy=-sgO}d_4VO z;k)rCoS|S;2>{fKm(WkyFdSE;xpBc~iZ`0&_I^XKesbZ1E|o~~sn7NGX;<{a^LCq5 z?gYJskn{VS61C|_Xk@@^B?+Oz6`aphyQyx{iZfFBaxjao?W=d!jv^P|(g<^6Y3cQ8 z!PA3UV>ah&{0`qO_b1JxyWkU<^!qH17>G=S2Tj5?K)OIQd=1H`M|@AW(*8&RO~0f7*!YdobC-|gCF0*Cp>n|6 zUO_We_cCiygw1KZWWF4D#AwOsV1kP5ly4Gx}=Gg5k& zOHVb;u81i|+_y0?a7~hYenj9d`9s4UfTMDUZYPN!BLH+zlWd;PsS1R^P@SCwf&&*g z5{vSHzhGXQZmQFH$@gT*Bni_kZ@)hN;KP8BzjjM;C~%DDQ9QbZaV&#F`eY9NupzyV4#;*L(g? z$QMbGsqKMCoGtj(pMfA78(l+GDJdAq4hF8bA%S3l-H|of2hV&G&=d||=FAVAUyy9T z0AUHbl#9{c0@p*|-AO;l6O?cVRJJ%9z*&6+S<UD7|vqxdDFu<)rxM%PbRY)IoK^(3JNKh)}ZM1;}Ob2#iVm{U3uAR*A!n z*zC=%7t}_&B#0HwxmYn1cyc|^v7RLdu#atvGf^xOObNwSU0}eJ#8NiZe%f-($B@}# zcjP%dKWjyI(d)9f%%zs*B+Qb|&`}#!d( z+U%m^gm)^vt&6{rp;r=AbCE7WnwyX`TCRhSM+=3NP$7**_?o|s}NwIoe#7?1^t2_v} zTp6fw96LmGoXx+n?{Z+(f9j(gFcRBCQt?hT9I!f(%sr2}TskEh*&Gm-6>*+2Uo*jp zqbxeK*u69b>-$sJD#5I)zO!U@H0KK z9u(NQvO-qgJ#xuvuR&K)Z;L9LHfb0Tpbx6jms{_jwmOuQ@^qvXCv`O`YL$&SNSTC- za=HyZ{?ciL!!7oY1WhibPT{z{kVQgEaeXqdhJq2#nhfgvyV}#g;|~-^!tnyz-CJP9tm2uFncE+y9UMhL+dYP#(WAlSzsr|cYP9Se@|!54#xw_58fvtB~FAd z>Zj=8m($j8sDmV503oClcTH$7bc#OoTZnLOCko4Zhl6BlAWIiO*~|8k2fWmlC4+63OcSaboX*nx}#w{JJr_jZ#(%_v${ppDJUpUiTb^vE`=P-Jr ziW8Z;SioPLTs%J0EP)GLJiSGe|6Djn!>JVTkEI6u^}X(>o4AMppW7cuIRtB}%Fz-5 zQ?dA4d@C)VT#JJ|QXvL|t5yHM2M zoqj=yC_V4z$Afk&<+2eDTwvsqa{2|Pv}PeQ+g)zUb=2SXQr-oG$n5a&hO8n3j2v9{ zhv^R=d0vdBjlI{zR^}tpy7Ww=aFRfCX0G-a|FO zyLfu%%&n*I8f-Lf>m{sMuVm|R&&TeDpd+X#oVyLZ-rq5fOxwH95TMkZskwZmHTZ0W zpwq5VF^ml!&Cr{^n<|1Xz}31vSu#|bzRzohio$B1snoymi3oNt1*wR%OW1#>W2*OP z1eJT*!5PextJ$Z1>B?8-k;`tjDEbI0P&VZkQ)Q`TE_eLLm$mJfXJ*Z=qcsqA6teLq z=-M!cACpDIZlLn%ci!bu_BIUoPpNb@yw+)~ zog#ChH1Af_G#K%2Bq?D$OFydX@0B4bya8p=+RLtm-SmRQ% z%G-%ds=vFhyk3LQNY%m>g)px2DGg9tg}Nu0$@`0#xHjD=-V;4dg<-in z3^3tZ?#E<1V^&F!Jwp&cnPlL0&I(4kLUTt>qi~K&pQeQPnu5MI$h5$I;;u&|9vO0& zY0PikFw>6w(K@0dO5d)oJWFA} zC^0o*WFlP4?c{%*1r&_ee<%f;Araq(V;d%dizu*B!gCdG{#XT~Zr1C_%wE!Z#ORVNHfJjcbr5SN1^cP{K7(GZXBKX`&CL>-zNm zjHcygNeqP~SHPYG4T6-d@SCU5{v7+5xb2>$`$c1vScgoM)S`TjJ!WRvXSHj!=#~_L zEm`8A87tJ?d|#fP0@|OMzg`BrCXhlB@eEE%!Fhh(&=1=fn}>C!)zw9kjX_S6()(Q# z2yY`7F4#f2)~24XN{noF_Mh{u>q*+KF?LM}h!@M5&)t3Qr+ShMPT2x^%WgAfrnb|q7q#c9?D+ZjX65@5EytL3BKyMzqAi)XVtk7{nqhGe5NmQ-4v9$ZTAkm`f1Nn_-8))})Gyz2;i{ zKBzMEq!7MaRZ|&ns&)s^!(OrGT51>5%3pz$QhLE2ISd%P=g&re(j5zV+)fUohkOGC zdl}TD#ibX6hr8R69mK$fonN>Uacx+M1md5fmxk9fo?0^}=G_@4$BiuZE`818GzwT9 z&ayD99hn!_5%D_ak@ToUN(@NEhkqI)%r=s>j@huRZ5)c*{TU}rcz)>eDL8W%b415& zQ7)IDILJINl#ojNCl2`6fx8X5H|l2CY)nu+PtN%y&uQC}^Z9V6p(;CRN3zO;|3j5{`7ck zppKAcV{5mE5_WWHU=Ppnw2es?CvBvVZvvuF9RE7V zd;G5MW|c-z?X}^hdWG2BNy*mYmirWzLx~OP{uEOU&JYF_cADaoEgqU1%QI{u16!jC zj3ANiZx4O>*GvdVqN_oX8HfLQ6*RA7s*)U-x$kBuYpsd03lsV^t(^Q}FToqx;5rvQ zF7ve7rGt~pYHP3XOY^3cvZBYx3rLRZP3f=M^ItFelq?!YQ`{XX(Mq0k!gc?|v?Uvv$SGEvao`AfMpu?n`=e3Q*?f<|7U03$Odj`u z)nK#hYoqF$ja|BT9IO7V@B zt%uT*3HBc8!h+@V*+-Y%Viw}ansvVtT^9yEt^GZ};VE6bUBj)B$0VSM|2lKA*2sWO zs;*xeTXbvqirMgfvv*dUa0gR0T%(95$f|RhDuMM#pZgvC1I*EWw?sFagt87WM~ZmJEaB&poVxf8e<{$$+y(y$zC&@<4!i+ z!Gy+~T$jHu;Nm@2F16kND z&d9B1Z0Ax?$)AI*20n*Tj+RJZOn7Ns)lP<)?Qw zxJone&^qji3ObvppI2_ngT+(C0-}X31AE|}9;%OBV1qM9;@P$+_ri4}`Awr+a!H zXHkA3def0(doNN*SfS^i;?WBPk|Pc7KD{tyF>GfuSGWPrBwuqK;=?QqJ`L>_S9VQ@ z*uEq<59OzKfc2nn0i?s|_Ro2G>x$~%zUlgdEV({bRVY9Y(tB!6i?}5Cy>TKcsHvQDFYc9uFe}^5v?Ngov6#G0x*&M5qK1tP6OP2xOrW9#n{+DvTQqI+ef648e z1A^_~CRu;WxRiwE!F49XJhan{s!zL_Q{72PAc5uNyx2XyGpKQkYkc9la!tJ-7ndbW zY~7*rJTKSs*y4D{l`R>qf~jF0(p*vToVH(Kl=I-mZ?=() z1G3gl$BGGO9gA196uQA17x)<-mdMfR=uM?jJ8@FxQ0AF$K1Pcn5BFL7cm(goH=hy5 zPjw+@(D)=<{g_Pdlf^@G3JyUVvzXRK=9z;*jSoJ9El^YgvAosi4J$~O8)#Ca-enyY z&p{ZTHCbjJ!uPKYCvm=lMyL4}{;X++2v6jGB<$WZE&cFJ#z)*(LSh7OV%q3bEbIC_&9mu8KroS7$-yjMTT3YA_G14Qc2bZaX z33R(EfTi>W5F-vFerrS|XlZK_ex?XC>_3@iB2e%hp*Qi!R|{lfVKxDxa;H}*|9s2b zm1G4&T)}RytE<5y`XD`$8Dr!D7F~_r?C+3wEt2efF6p}l=@te`7ei(kg=Mpb|aplvWkD4MWqY_pZe(Qgl zqQV_S;sJ*!ht5+h=p@-60_XM{EWBK9)+IEB(;mrSi$=G;#KGB*|LrlLu1flt2Mog- zBTFRd@sC~U!7pF~GVq~#Khb@AqUAxVs%aU}VPt@v$jt*59;3wbYZMrCW(5BIM>Rlw z7l@+89zarKSqcBeF16t$TRJ|WI;W$w^Us_+D7R8i%CsIvyTJNz%wyo_M~XLhOa=5> zL*)2`oWdd!2pC4!Cj>;pI4EBo8(pd-<>dd#!_U3UzHxY;e-RuXdtPjlGRR1Fx5sia z9Q(&Y2?@J9pF1pZB>!42&_cU_)&Y~1QjTBsT#Xt7T*V_Fmb}on+X|(|gY9zoJ81%0 zEbiZtATquS$ZaEls+11MjM7AwQGW`(sSE0a>5-(|bgQ>!P!cfN;$BS?mMzZ^X4`qk z`jHD6r7}syGT^hzjBQc7uxl>I)|v*aQZ*3c!2ytC2Qb^gkVMgSXctLO`x91wsh4J? zA2_s#oInX~-1;0tSO&n~a54zAn-OADMB%+6w&E?q3>LnKNwv9_Cm6?S$Xk%d+g9st6eiS62P{gzR!sSR|oLdO&MYz$pMVd)mh zWHiy*t_7TS9TlvHdkdzO-gcIPN5eLIfVX(rq#KGZWcZ2NG3?cg&WmLA^RTc;DVu>Fm(UG6CwS>lCc;n+o? zYNHMU9|x_te=6;3e)GD9ymoTaO!~EYon_lc1juN!9|C7xNvBc+o{;1v0v#YA6{Jb* z<-rlD5x`aiTkXsic(F%cVZjp2}6Rbss+0oc70|O#~!ElASO-}|B=4I4}aD1#jS&3sDIeC93GKJEV?pA zQzlE{TGhvmu3T0h?%?RgD)vg*gy%@Aq@^0DnwLJiPAyC>Ym(}gX(TuRWcKH)LSJnS z?*{x=?(C>3(vCO-=1?)u=B)B}-mN{R&q56zZQk9J`Q>!m1(<5$yriyiG;q&dFH0*G z^0Roh*r&lGdWcK)L#0(WHLJ(~lOXycq>tYA;0k>4o2akK+I%Z~^W30>TNm?_%`EO^ zMfZ;7JOUr!wmNTC+1N|XQeR6Vd~OS&eU8o;0FsZJ4gJv2^7GTg&}NruGqHlA?XNhX zXL{KT3<(wqPiHRgGjGwhfGB@m%j{L`uz4^7%vbv{AVqzIdi(-?J?;*5suv0^e}Cx9 z-Jkg|qOLBr5(`y>4ZmBU|0qz(`6_K9tR9_5h?UA`y0Cre?ty8d}s`70TB9bg|#jYwU^T6ng2zjCiHjR(Kb0^ zO_yhk?y!VK2k8ho;8SqQpS_)zoV#gxqTtiC9CGv$NNuy=G|&C(gv0nm!D@BWq~)KZ zz5H6K*WFbuobz2HNoHsvccS3jwUyy@wDS-yLl{|qOnvZM^N)V(n-{*be;nD-KMgvJ z5dUJM8R5_I89pBYI}pDqS(8a^S%%|293sb6whzW?C;0}YKVAIGD;TQ5hSH)aN(nv) z_;->|D$q^?E&lo(0nu`{yLllb8G@ew6d0>29~!8BXR1gKXZpQixzP!xVJqP@ zPuixyb0^B95FREH-;oX@;bE7PAJZ+(FE>h1@7`mH2tF!gGu7ncsu;yIKsac20_jdS z%0QSqBavq31I=LG%tb^% zuAg&A@s!wd8ATVun=3)7$z{4h(@A8VGWC38)k2O!R|9d9b~FZ97Yu7{UiTzs1NAX zO33qEeL!EWeNC^+7k@~$y091kCS&+QV(}|)L!Rtp*h6Ge+pX0}IBZ`OvlGzKI-2a7y#v`ocGi#dfY^yuH~wMGj00g6DZ{Cul-)Csm`b_s?2ZwQC>d z?(fsRQ&niVJG9`G7DHI~T&HWC4n2^vkv5hz{qZ<4iZWS9yHkM+A*@6LU)Fz^bqbQ>M4^Dk~-V{J6;c}>^eZ2DIFDcKW zs!wd7fc^%}Av|fcPmu0{Wr5!4q_#z&0oz>Pks3leUX!>}w6d?bk_t_z2tNw_HWC;Y zTL1Q^SH4t+cWTA=x%dM7{Vw0V1&Z?g9D4ro{N2m83M?z8(atTm@{E|5f3ADn<~h3p zv`XmtQ~6W(os?9V1zkJOiqv9WK{9G(IB228zEEkpwEmjp10IfnFb}T`ZPvM>2c26f zx-X-_AR?<~02A~GU5Zt=4-S-vyr2sD7LTE7ig zp}{_hV&t+kY+SMPlL&=b%_ZkG?dt$4Z*Y6UjSyR>(>QM5bT~1hrLLJN`1Eguxt&o# z8ISm}j1YrFN^Q!AuCmExsuCqLU**Gdg>e7b2PDjUh4RH)g_B!-E9ze^LU40>1Pn$zYf~I zxb=RnSn*hT{-Y{`qu-PQPc3n`;GXVyQSwB=ltKd<`IK|Z84Stex}xM^TEoLXz~aZo z&kdlKEvu!R!*h<|H5F1k%UZnLeA9os#t4N!s%(V!`O{|YYaSt!PQoR%mMUs)bEZRYF>qwF zE6BEN;YWIb`T4)t^xq<$#7Rz-T@UxIb%~arzwuNwC9zY*Gk4LkxJ}Rs`NQ3?D($E| z&9xq16>kDc3KJX-h5@*sF21`0GIkBz#HV%#WUAa0(h&J&T=)8>%KwbxUghF#(&#M} zi~6Ri$NJ`m>*wG5^Qeikx&E3S6)cMrXdjN{=}vN~mWU`jG(cl#$dMhUh~zot>ddlg zOm%gQC3YZ&hare@*=->qEM&#t#Z`Kb6U^q(U?5mA%Wd%D(yoj<>5x8RSz?_MLO zr|aMNgTOulB#jLfW#thNE`@ky63; z))5na!`+A+)`UqWnxV~&bwv##@w54DgclY0YiY&w1`OJ-;lZC*F+uw^g*fgXfq?*g z*-KWzg1C#lNnavS6l%iF(q@VC}A4r85~w5tSs(Te5(o@-?X_- zbFt^6{+I#0)hrCQNZ%SxcP+L}1%@~tX|IQBrJgt2%*^A?x>VeZN=`T-1KpjPP>tMLb1&LWWQ_9ghNgD@EE(Y8i?B3^loOcNPvrA(^GnBquhS=ZCKmIdb<{rGn z)RiTUYce~FWw2u7L6tKtc}rqlv0?*W!rcd?kHp1n!J7W(k+RHRl$%|0d$Ki-KJ)FP~4r`m_h+wIv%L_!F!|vL{gttvR!G{1Tz0Ap)J$|%jrKGj>0{>K7xHGADM_1~81|>))`vSx`xaY7%LnaC{_OwOmb^fJk`(Ha z=4c(=)&2h9E!a4XeFe2%(%L8PocsV!{k%M_As=;SrXFZu)`5de@2dE`QROg9BsD4f z#I)W!&nlvSTaY%1ZI51a>)acx(jsY5EK`MHQlS*#1LhUV0xo3m@jf$Nmn<1gioi~n zOQ+<%*xY88l1D7N0i#B^`uZ{cXHnPHD(CySU1vd&Ox_iDdo$HZ zIYPY7wl8_F9UI=)CL!Lyd|lY_$23)n=vpokj3YPKMlOdx+u`4|uDA|f^904}XR(qI z;bmt1Q(vg7E&c5gmyi@G`>H&fPs9eVNScWa#t}rtk|q=+CF50a2poEuADf_G@UH8_ zNXNae9LH}_r6JI%KWpi4>G{{sl!)IOlLl-uqm|87|1v~{>T9n<%}?Kw2NOi_#gb-~ z>y`_5PYxv`AQVhqZ8WfupZCY}D|`jvz2@?_ysLoJ`pYrEJlK}#Cm#Eva+#vIL{f>v z0g1W6roJ7X$6wR}qF^#`-xZ@RsWsu;oc+#jm zq(UHYw^_cEc)<0_96XJdrwxrwAwS7&rHW=vqW>ZqY@^Lj)Bo&T(3}};a%WRotYqtP z_+RX|ZnBFLeOX^^WL@RtD;R)MH6SGn176v46$~Jj5^JENtG3jTS4aGqdZUiDK{C1z z4VOJW3S$0ojYc)yI*jIGwS1vOA-4J@)4@=wlhY6X(v@{SR4;;PU)IOceM!T1-Tj)p zT>HH-q?;9@v!4um>xobPWFyio?&*haVn8Ma&k@C}+DYnF0TFFg{?HXqGx!tK@b%h* zZhz4llsQY%_UMwKW4|yz0;ldG``}N%_e99Gz6>N-i<73sq=JwfTb(`patNGTSv_PhOQKjV5Qc5=LaW z$dRlmn{%jRMg< z=jLNt`?6n+%d&=xd802v$b~%lRD%DrH0WkoTY#k@i{(E{Lq2J)7#efzlW)~U$JHJI z51CkTqwLJ~iNefea+@ai_Rj?6z+B&ggM!xb6ED4SHr3O735~q9H&D6AZ+TpM_gM(u zJes^EB;&02GWSUO1UWolt;wfI12i=Mmt zX&J&XgnnLg>NlIT)B??;&Tn0T)VdmZ7ptyosZuE!Du0KWsLs)x zL-AUQZ>>?ipiUVv%|MAO-29C58=+72BZpEnnfD#rj;OqJb(L({r~6 zx!=aK&GHXFPaDCVtO|`?YpT0JuzkYv?ZA7!nrBCaWw?^RnsfsKb2fR zI2;&oV#5yOnlA8Vg;!kIeG_l_e?q7t?61mGs2Yf-kh&$amjEe9#|i`GE+p`^QqeV2 z!wZf-JK(n+*JrQ8?ekPK8MdfOjY&R3fU>^7OD?t+B(`p9x(|?3+S4OiANll^myvH6 zFgnO8MO>ri)BREDFhj#C#X`iqOt1Lc zTW@7kykU?lTG>nrJKkjz_Ne9z=6N<77@&&M18VBN63}2@zxC(E9Fwe-2Ms1;imklj zo1hJZ42XlAT?ASP6wtCEQH0Taksh}8e_nH5u zp#v%daW=nd)ed+h0wt4tXJYiAByf_A*OT?Qh@HWfdUq8#@HQFMw3MIPR#Cd=wt|+U zcq7OgoRd0Y((TMElv0$mXAefYK?>B7T5Fh*e3Ixy_mu?l*ogPkf`o02s zW)eUWt3618TpB(B)@~OjNJ;cDkkI*~>iL(4$bBH1SUNqt6Va9gC%txdxZ zBrtUgB<#!dD4%(60cD4FHJ&TONEwJ&6Cv^1tQK9(Yx_SpPbLEB6G``UJ&j=?5WFL+ z7gjz;Y2VMEcdz*TqAlPD9m5niTVo&|5UEq3 z0XrTrS}Ke~$&efjpx~ZBr=+##M`J8u`fs}o(4TeweYZt^e4eS8ebqo7ksaJJS*<6; z6H*rdm$Ku(1G069SMTK-KeZ5C! zEW+fnNKIFRyD#2KFdYVrNxKP>#Zc*YkU+aM=B{8|>&ekSpYl3!rfdJrl{2SS(-I;X z!!og?p#AAbHW8P0bs=mEl-3VgMtEo5vcPSI^esZW^PcM&yFL3?y-cBxkmLAOI@A39 zwtJ1W{PrW^rLW=wt;{kUh2l2DKxvy@etQKC@j^9uRk_BLjxG$LLJ8fDoPu9gB=@Vp zfxqMXqt8R`wk*|6UzQSKS})O3g>@j&IuU3$9@EgMpG&SCdIAGW|BRezeQdkiTLE-S zxfQRuoZ8vM&N`hdiyknDms;mvpwij}WU?V7a6ww}7L%HPveg1sr0mu`IGGc$KgO(Z z<;JcXUF^n9Bt((eVx+P85f0d1Khmj%fV?`Z@`o1S$BY+#PEOAS)Z~}E@TTH)QgI>m zJaD}i?n?0dq5Bd|A>5W>0aPZ=Iw``tv}ob--1DS_AYp~dkolXc5tA^1$Q$QN82xsQ3s2|v^AS;PC-AIUS++kUa@mh{#(p4qHi|UZg zt7q6ei>*&9AIHH=H+ikPeebyeu`V@ukdB{pgD=+&cacn!-Jft3c2(=3w}=c0 zJK0Dg^$l4g_e~O8v^bLntxsGNcFw0lYo2qo2*hU#!NG(S5rg(#7-lW+U4o4B;%&~%Ap~$+2+-wM; zVM-KN&D~Li$0Jw{lL;)xaefh>f&RTm2Q2EFQ4(75yx|Aho8L=SUEkzGK_f*3$-BDQ z3+Z#jdZ~%PNhJ{feu=(%8g@2qNVaz4Cke?TJG!?JjoS(!IiSM>c3fC6{%(5m%4FxS z#3`_sc}eolo0V%M9XnADZMc02O_og~HM>AsNfJmIZ~vwYI3;h%GEA`cl*e04qTFTq zNwWKN^F^OW^)524Ha&f>*vPHl-u_MN@wve?L{t}cK|J@kbKOO>oBQC{(Za(zu0c*- z4f3kh-(`y@jNr#ON`BzPGjrZDYsw58v3WWp=6gNm952<`(cC-94DNDzrPLQKY*%@< zgSFj3e_XQ>#`Xue7B>U*;9^IkoGY7xLpy3`{Je*RY5Lf`BY^mcxT_rG24p;KMEJ|k z`gVZMtz(u~l^}ku+9(P=cy^E9NPGLlpk*^N=vEt1YMgIvx&d%!ni)CJEF{oB;3pnT z9WkCg{0PCdY&5apwGAfve9hxHl`0#|&x3wSr zJrw@-XvpPd)m%N5+M7oOZTM`lpgT2TBWc^ExO`Y3>6ul6W9JQd7sayzPMBQv(E(CA1nbz6%Bqt6ekq&PGjX^t;K{k#gFt_p~^BXcw%=M<1XR;5P!yYGAb zqb%JG?3xrGWF1*jZ?xngwS3)j3}-+>4M?J_k-nH=akz zrnS?-i*;~VViUAEip9#ETa{qVT?0jN;nArSs$!|&H&GI-iW|u^xZ+zD*>hHus}_Pi z@?$sW_4U!4_&(K0;1_A_8{d`1G~3uYZWhP|=QeWbHwP~0*w!kKV|hmt5cF_BVq$xS6H1bl4|pM z`T8X8CXB2Xw`{t`Gg#xC)Tieu$D0*JPzL?P zJ>Y%yr-fEwq5UlxM#H?qNO-nNCG>rx5~Uu^CUO3wf3>W20}o#E;se9>#e&)FmWpgd zaB}!*%J#)3?}Xf&Uxf>y%P*@~b?Y9N?YnF#8GDrceECi+XQrbY@>+3qYbJj|a^y>y zeXHwLN+1*U&OY*{B0H6@m3mcVfFK2~F|s47W5cB#(o95An|oXo>q@Z=3iSQq3mcy> z6R9Fy^G1>>;;$?w-nq0l#gw;L^Iyw>D?)oDJcA$UQU^oSgGV-f9E#OKnT9q zJ>Jb)Q}Eys4{9Y~OBb&$qM^st;B8w~B=YaaR=gnQ2UaHJn~Js1738$BEHQ&H%nBKS z#Zn!1c-G_PqJKvtwrys{FJ4l$lGz_D?xda#0WkoFx8P@=UTdElep1=^P$6>YVUdqV%=vi6nkYn z4V~Grv{j$$kA-xn-vx@i^Xx&)oh$U}t;~C}|gVKoZjtDBPOf?Z#GTx~JqwZ**sS?a{HalCyVTdgP|BCf%NzD$O0oXC}3;esB%v(WU*DTCa z^FJ;?_sDBRUl%yP`6E5ZDgOj~ukMpGo zy}^+?VM!3QR=(8PNl({3HaNYN^F=A_X=wv9CVAIMj)DoxrNT3(#!&CqY5Bn^S>|z3 zm!R4~p9Hb|8czxhz1`LX)-3}*2899QjGqEOg7$+CQ}s|R8%agoQPM{jeR)mJ>(&vn z0FXEQVKroPYihs!#J@3dO0cm!Vn6G+b)c`jnzRiVWD%YWsVWG|@vs58p@i1FU zck21V4sNB|o=KRc=?_22Co&}jV0q4&rz8#5W9_ln2S;-T!u^&rI3z_~$I#1EsVUBx zx$|5v$l$_H1zBtdR#^urYQrkAbB)Dbl{QiSl@@NTI?M>$Es#SZMOuJ#x|ol`x@hvV z*D}OPYQ=t_w_j*Ia#mt+eS#x3#XhJL4bMN!-?8t@f0Y`!bU-a_+;WugHG>8l6CJ15 zm)#ebdHeV}?7;<)&1zG4>(*Fdi!gGfB6xT>bLz+A4T$1yjg^i^6XY6tjB zhkm5bp&p92@G-UxpZbS9ut|9Lx{$3TYZ+k))_p!9UV19#hwSxaPVJ~OQ6+hrWK)QC z7hFKA;#wL{{T&ZtdVt1F`3uRnv||h;5mP8K7#PytZ%!dA5`#=LnW=eE-RZeN&eCMF zdBOv#iY7f{&rBHQS-h^^I>@vp9;z!z+6Sjf&X<>mE3#^lU`{IqYA7SBK0WnXfWPRl zeQsow-kmK$DMuZMTUh?JxSG^N)GL~P-VyUSV@s4wl~43;Oy5s;3!hA^RISdJmEE0Z zV+giw6xbYJ6~(Y{xLRsGAQ~5$-!+K*{A-?RwsM7i(1d2!4kfd77rpHJ9j*HJpSOk} zgn(X-^h?j_DQdgX{WLB2hY?^;?+QhPu|`UTSgv+V z;Ef6{iEIF^1$wfaIg7pc(U!dTCfVeuy?Hg0);On;xP>*duS6_^p zs9DNpDORjptQsn~Tg5Nhju89$ZJ~c$N1@*FH|`;#Bkj06ytwpywK<4H*AcOCvXq6v zob6V6-%EKt2;^__Rza2V*j1Tl@##Al%E4_WG~;v4_-#M(#W#xW=S{1SY1X$&1@9uB z@cl;!5>XotYme2y3f*+oADwx8&ZjK=%G&*R_jz?~(T_U5LvupF?!IRth@tLZ#+JdH zu>q=zbtt}?B)W&a;`HeU^F6G^h?IRW`8ii?RB??PDFLnL#)wN336LOxtw8?ye`113 zE;{pbK(hJsC*F`E`D;j>>!`M7sWj4nQEE2gHl1xPkO3MPCEC`Bs-P*+&_rEZJyD#e z)&=?T;6F-9CFmw<0-A)zHfQKj)WH86Yxcj{!n``&xym-cbxJ2WRN5YN6_HdNr;?Nf z5Z)Hd4L<%D1d4J0UtK#fji78vOa>OL8JrIA9|lu{g#GZ`QAx6KU?55Y`j4lRr6nL09pEd0sHQewgz@)HnZU-&hkhTtHCF~*@iz#%eGX?HmDS^oW% zr^Qg-Hw?dJz@d%QCNuHBL1l!~V$d{5#r^vcJ*M$TE)j`&*k>`wG`By# zJ*sBk55_9q^ zzYnJ@P#!@^BWw=xXMkmw3mNj0QK1glzCu4|w_L?`;7t97XDS8MD0uj?pwkc~nr07ty&z$vXLk`nTKNce(J(H94b) zk^=ZB9hh8nfaD`@Wz4J?zwrvsiT=s@dz1_G=&ypn#MH>hCBmWYPM68zc#sc+2#>A{=D*{A z!U16giG0sp8fj&s+0n0#E%JTxoFt_YQXTlxO4McABD{+sY(+`yF<_nuOF( zy5pHcjn|6(9fkZ>fjnT0YDO;i-li9|`ptg)_TXc_{HlGLwD06(;`5`PX^{D>G>ZPP zKyK%$&V26afYiYx{l$?&il7~8iL_zJe-Wt%ky%LOmy?v}c464s5 z!wj+;Rs2=y{69DFz9aWjMwGa9PCKez+Fw%dviQExOddU{0Pkkx9ado+*=}-Sfwq2K zNF=B8|8U+bQ)MJNvRF-U%5|w&CqZCrmv#S;?1~l@)NjsHne5zju|>kegUa7xQtKeZ z%3WmODNlw{ydr9s!Wi|QT&lA0kis4Z?!4oHat=KNXVh5Au+_8rDZh`+UpJ|`);l4r z0v0P5oAXekH@0AM?Jdk>y$n1Al*IWe#~NI5$aDJ4R)~>KsycE!VrJ5f2ELXM%2q1R zjfY`eLt!g*OFlMHRho2R;fqu?aC=Wd`pvm`MzsN>nh6c4 ziPs>aVQY!`{#U-|VMpxBKbi*ME@0Y#N^AYi9KQFk+!Ie%w?-PHqTb)i^G-m*Mq##v8LI5eMjI?_>c)is#ok*+McMvsqap|@ zElQ^-=uLxki-JmtK}g380yBV=bT~>#OG`H@Ju)aM(lB(-C?GwAbk}=c`oEv&UHjQ< zf7$Pc{b7G`v0T7hTxb2x<9EbT2Wr*WbtThSgsDYBv0KQr&ReQM^nnjc%I5wZ54C7Y z3r`BA>SW|}=S$|fQLXT8pP7vvI| zP=h1o1em0deey)m$w6SbMz%c5wCwvr%Pe%}K<4K91a}=Vl>N6n`OQ?)mi@7&5T6iA z5hG;KnmpT=$D7UpPF8H&Z%fXO(;A`(fwwxkGv+LpdXh$2rYvwtVHM?Swl-Tgoty9` z@d|s&5y10ncO5}dlFvH{Gy9z$P)M1Gvsx=1iV%1yxA{JIY2f+51(#I20Rv4_9YvAI z<+NwO2vk0%D?b@Lty)gI7=lDouB7eSx&2Dor6O(i^)!WE-!DPdjqdPBj3o3nrkS}r zWIrN+A)q$fLk3d(%?tMgBHgLo4XSalqKMXto?G85Agf4@(oi`M;UJP&mEDra3IqH`Yt&4H(;rDI74jqZSe|Q-8wI zLP%7D7Snz?3q`~(urti0DwpeB2aW}svhroQ>!poUe0(p&jn%%)w{b@v{rtMju6vI$ z;~97{14W$*un2cNx4>E4m+;QBv}+?QI)dZRb|FA~mDVI@vU22Zxu|Lu1wtE^{4oxn z-vB~2LR~7ZyZ8&%AV;@J?nkvV!$S8r6XGmR-%;s~xepg1S*$<5G@TDj$SuOQ!EDUP zc>y%%cn%X-&u}oK^Jz)2H>7q*WbyN-x^Q>x*q2YnEIgA|%{sYy{GPF|v#*sq$@fqm z+zNZf7HOAmP(?a#3oW)kuPJYl3|eVvW8Cgy*o2oLX^wGg-!W|o>_UZMuWCu){vLZr zp!p_rdKeKH5uz2<-J1bTAY$T^a?v(1dWtnd6qDRW>J=V%0zoOj%Rm`RDo!88Z(QZ# zm@_UC37r?{Gl5L{GS79@RzZ^s4tS8vZZ!t%W_)MmPKja@l*JpUxB4o`_T8sbk@s&Q zqM9F&Z0OX3Fi5yTYAINV`GyG(`M^YDKWG;8kUl#R9blb)16`yKM_m?=w-OxJgk|3Ygb*gyRa^DK;R6P_Tqk3Ev;;9evva4mAo`?r~xh-Hlnz^ugL%ApUL~w{?{(_EGiw zl}S;tGvTU;y_^1MK+I#%r1$&w-u(f#lb9jl zR^dyR1BlrE+3S8A@qyl7-+I=R;S_Yx5}b3|4SN{P@L&0gzg+c^CQGIF;AZIg-rF!F z182M*Nw^nDL_^GH@}Wx_ZUht=8&_qmJkEGdrJORI9UpCZ0UZVrvz^Bz4kV%!g;#4- zQyN~)Zi2%qF2PS9hZNPS6tsgyGzDC85Vh*es6Ct7kZ$_sBW0m}-*mVyg%Ty{6S)#w zq8s>ieF4seUyX&nn%eAVMXl~A%vfc(L+NEZ-@ttCEU37SyV)8=msCUnrZe=Gg;3VI z@deHuG^S#v=-p@4NIo&A7aTAiKNAjZrT|Ng%Vz2n7Th(IF*0}53V#f52v;rQ8ZS=& z)kevTa~=W@*Ldgb!ODiO#h(6k<;oh=M?K|}ERfb}u8B^YbuRiR9c)`MU1{t>?B4!s zg*p$`!?2U9kL*q>4(GG9KM=-_aIa|FvhA)fMpRfNj;V9>e8q$p2aJsj!AZT>s_qcNwn zw}X=)0Zr(6-B1Mi)lrNrKCp5$iMoOP)Ad57G5R|hb$dSIy0D_(uMe{#h?$0%tDj)flc*x!y@~3qwd6?oU_O+yu+LS?Wdrd64=`RfBUKb zgI7)Yzwh*Qq7sx+hwU#(K3(l)NPfEOWnb76*ji`Q{~w)KaB~MRZaP_gw@xg7NVE3u zjn@JOY^Ds>B)Zl9GdlEqbXS&FTz)I+9{7FaH^dZQI+xk z*3n!1^k`m@OzlpKDX_7c0~c53BS|I@YsLWiNcBO6QYdb*#`=@(lDYl)bO$JRr6Kyw z{lO8yYVNJsn+lyhG!ij%y+P03Be$vH+{P7jYXWG9fF206-;5+)v?_^rc zCFc0Pd{X_6O-q7~Zkf%sOLlfV^!GCnIf;ud6fQI_m)AfVm^f7SI|BwlLc?^9_!-jg zB&A3;XVWwgPX-5OH;B5EstK`oBp#3`YICC#2gf&Syp#cL^`Sy)M>yZZy?@=oKmUBA zF*pKlBEu<;-!C*vYLZRw`MF_7LTyTYv;WBift8MRINP33h`VWMJrL;ALFeXr?dT4nnb2J%`+)% zTi$es6RmqYW2PkGk9^2ixzpW;sq zu0ooj_d~jdMFv2Emi*r?;pfHpZegJY{Y;N;KNLWh(kRUig4enxPEU5{fCtwNf&uaG zRmzumX~V#5;W@aY%4aM?!iWr|^9Bm$X)Ytg3$^fl*hkcTVSyapQ)Xse!Q- z@i`gt0k+xM_uvwRUPzMrQpdx)Tj?qzo=UW>BA?0EZOJg&3i-LS0yt!L4_xSswm>;v z8G-0&ds}>?2LcHCONUk^Si)UTfgbA?BogWq^4zf^#uPX#wp$6aLB0C=>SAqqLwsf$ zbg6#CyD$$fa4bga92%9$i1Pa&Tlecc;35fpdK(+p18m)lT`X6!Kd})Zdl4kkzk!Vf z9L!kL4@K_D3%08jqSgwW_-Dp3A3pgg8L|dy)wDE)oAP8{%EpU@@DIxY zM3_;3KX_p$b;!J_^R{PfG!m`K!6I56j1)v|6{y1pZcYHx@5hL`ydJ^&hT2iqjTaGi z#WfopzoyA5B!IfFRYF@~-|7SR%)GC6*u>DICGuXDx{$4GDvRpZ#hyEpm7_MOh%f0F zGmU0dO`iT~cJ;>2zE*~zBeMN6(GYF%Lm-S2c-wQGa+B7d|1p7Xy)Q@EbChvIt>Cdb zhd~+B*6k!WJIgEQ6_=#1t+HEw_gAwB?x(K zPWk~r({wh1DXRsHfjX$UG*gl_UH^FC66)8gCtX6GHq@=I5Xp`Sh_pt zqUt$#2%#O_>t8{fRHs?QYSNGFQ8Cyb>wG{m%ba;A~E@jnr)u#h1Ubmup&^9=vP_-C*8hxc&nIR`K z{6+Wj5{N&z;Q=PH>~&2qlQQiwZ&d{7>F9R~ri|9D{$Op#{5=HM$D9IeH@&?%Y5D}{!0e2WSeRemWqBQv*hX9%U zI@5lvTlu&`Cnn^yNIS%7(3{p}pZe?&KrS8j7S6)fV(fB$;kjVR57O^>7W%$pUpceS zJt~PDc*ST{zLX^={E_OzBaEL-dEEbWTkQBuT2OUc>Y0JT+mIws?(tN5G|+mfULH-qfo6I4~0fuz=b z-(EOdU5yY~@e3xFuVj6j`<7}Kx6CVyi&)J-Fv0Q1DfP+wf)U&{(#ffY+T5jW4GibaN8YFUC$LB}3L99@gv?Gm=*e3jOaf6n zLr5xI_a#ML?_CB3wk@?|cP6G~;Y49J_vA@^J+G2DrmBwf;z_n(AB$kz8x_;1?P&jq z3L=VNTY8MqS2MOMH%sunULDWdT8%S$y#<1`gwKonz}=Y&ggSl=+&aLFfkZ;~<9!Xa zShoGr1?H@rOaL*0DMmKnKROM2PD|j1NeD#Mq5+&T+i(SR%A`VX*OzBGI!PV}_ z?xEZA&?|Xu4L=zd#t@I*arZ!>Jmmx5ORaRp^?i{DVDwQ-dofNUiWKz^w8J*&Atp-N%$c6K`{<|mOG^vnc!tb;e zW=n@BMo6ni*7Gb@xXGh!j2yIL>M0)f`l&*>)NX5TW-{$tZ-2NcEMjGc^i8sPtn(Pa z*lk!Wy@(yda9cY?TJ+R;2MSpyn|ujO(ow)BiYEV1&8tilM3*Cozq3oh11xJI>hoAo zE=6fK=}_-Lb0E)qzHt|`;)mTUe+%EwEcuf|#M!=RJ?KWFL#AL{9J$@uit{SMMj20k zXm5JaZSAE06}Nb!V=5C!rRtU|%3%^XRgly*VeGL{`>E@0`PRV#y3--UP?u$F=gp7K z1R)_evLuBsyu;U>JdS*(M}<+Ui)kUjiDWj`F!9t~u1+yNy?AP;%D7|+O<|RX(*t5h zJ`1^>exny}R1ssQvQ!KSp)jT50%E_e0v`*~Pj^ZFVL_BCM-Mpkgl^~?K|uB3-e(`g2M~Q zQ)oLkToy3it1vs~x7jm9>jxN@n;hsI(2m&YHSho_W9=!ie@D^d(sSVgGa*H-_W>%Z zP)@xpzyhLE)lA?FnuF8Y4#EEJ9%#(R=`avi;WTuZtm`u+r&OPp@@L)db9gv#W1Dm z^aSj`WB7B~Q#)NWGA1w~WIAQOO0Zn!ZMnPX;l|cYLjg+dWPWji(!Z`%Djr&2)q0g$;+oGiA?uq+LX`lD9p#cE}7&zdi6z z-^)mgW}2YgEEsa;$g|DniIFcsILg;ii`K>j?cNnXZBTb*2UDWKkB<(?wa9cNp1l>~ zqwMP?3y-yCWwWqe=z%svNBJEajFro|u%tAL>RnfBr)Q}|Zubw%s`R!JGYVjv}P zu{v^N5{sR?m4#~iuVvJ4zK0}7)VIM!?W#iWjB(+J&|^~O8!Ggy@(u*c3JE2tb>xecmyYY3@oTIaM=@QA&s^YwVlvVrI9GU+ypQswZXd zw7FX)Vj)lWO@z-uq6Odj zTwNDVO{`9u=q4bPt283f*0q>F9MKkZB}(7qH0wgTeNpZ1P3JA5Xa!N%ipby+?&4`p z&sd^VeOa?WmP3ne6sE~Fr_-!$TxKL6u}6X9*(I*}1*4WjT`Jr89;Ub-!!fd+MV35P z^0yAU7tiiOKu1mpOZC`Z!k3mszQFVEz$I|`LX+1eM#-Hlh4xhO8?66MgtpgIHa)&h z^k4ZC%k8SXbrMdM>Ji5nXYbK*>rY;N^rEM~N|XcZd@MNbMHYo)uE=kai?dy2*_m~1 z+y0Tz7f)uBq0T8#-0)jeRNlku9PZ7wbel$L%WEE3MiKffe$MiPY+C3X4_OxkXm0{YrTuEMdpmkU3TJmCAY-;9Ri{(xOS0;`x(I*Qr^tkd#Q~IxBy;v^qnO zT7I+Zj_ovb9o3&(;1uPZEeY{lsbaUrBAEHq+sLKlWX|=Q_0kghjjwf3^-;A&-WvNy z<^4jyx7L&*$}dvg7-qO4gc)Y~;+6~k9-o%Lr(QZr`5aII0?vpC#S~*(>A7H~*$CO+ zH(FK8tl5n!M?_=DJPdgI;n_M2Mm=ub7>0^HJw?mTws!y5E`(c}0Lr8&Sdgi?#l<@09iH!MO77p-ipM$e5U2o45oY?}>C6iaRvkW++wtwB|#C$9bira z-L1E5#M-P^3INw1Fj?f4btMwtMusSeOqG=E+n25BKWrE;;3z9?AOO)(>NOfOk!l!< zpDXWdDl2MKs=&;%ZK2o4Uy{AJS*HD@l(*>!@>oB8*&b@M zCedMyvaG0dzhuVQrNM)zA9ZW^lr^SsSx@&hBLjS9Ot1;Vf}k**e#1sFRW5LcVsf;* zNla#x8*k*%qHbvPTHkx{hzxH!CeivL&2n1Ekc@zDF|XSWxd_xur`S%j)ude01Tz8h zsRQpX3Ag^>pnx_~CMtyb7r~=>{MSVu0`xRE!O#5#?*39sP!q2YR!>h>qbJ_Y{d$>p zvQt@4dGa@f&%*v8_*2f982Zd5SxcxV2(qynF!?qHPb^KTecM02=8Ki|GUQf#g2j(a zIdJ{O{X~*)jM9a^0-UUmHSC_D0+_$n=)fqKzaG`J%EbgZjzc%+Q$c@j_i7*o=~(?# z3+|hepy=xQqlAIJ0W@@<;UjAZo6zKN3c~{r#VDE!mYpz~Saa zW!E>zLm+w{wzLsqqdWKV7gKdmSKrM*Bq{ z0ghDh6_EHz)$jz{M)Hs`gtNHqj+80l+#H%C^&j-HmrcyhAtD>s;)1*6GiYF)D!%9N zOSpaIL->8PSD7#{01I`YynKN^LTV~_4m6WESd&ctHDSM@+;)S;dxN-CO!^C(^`ytp zQ@!w6ep7(aKs1vZpWN9aI2^wbUH9LlIXYgC^g{p&NO41SoOx~}M`bODgC|uxAvRQi zOyfO7?rlFDhKM(E32oE?)`mLybS`h%3#?I`p&aZ0Hu!oduc7M&1p$bTDv_0?0b_2EoL4t$5C--cM3vbH7S18a~bc!W&fL4G-{=zW@++ z^wX9DrG;@lA!z&AjssA(p)anXY!$#Axhf$6Q;_HfimH3;Io7Emj3-9HI^)HG!PZN= zc}YDphf(8Xqog0?Wt7%oxHsUH)vTg)*&2e)b~jIbI_b zrO`luWCs}e<({l{4Q8=f+6kt~J$K7%gklg|2r-L{F*?T(4W?!tYGVo5=X4FLb=;o( zehm5lqi5p{;}5?Ep5j^m@c^LTc4N^qZ$V&G{|jyZVsb1_!S&A1s21=Ve?ZD8!pCQ% z=pYE2zR>M$rdq2r(s%P2XJw~gb!?S4Ac2ut`=YAcp%g~3ZYgd`&N8MnaszZA)=(1 zC!_$lPF)XD#S}6%?Qsp7l0To|e0a!U4RvU5Zl8`>eDSaCpdW<~K;-sH?r+Uq1bKd! zflnrRvU{lvFS5A8Ywc!Wg-Uv!Vo$C2+VzF+Bl-DVdYCcGrjEDEHLM{Ug+P0l>kCns zoHP@LxqHCCj%IzBTqm z@5VYJ>_zXz9DJX6K@C%#-@E(CbSA@8Og|j<&1QB};<69LN&FGuSIzyp=#X&iQMI*z zfBTEqQ>uG&$nW%UA_$gUsAT*ozpiH3;VxF4NQoeictXw|$NaZr7oJ z4F(7h3(+W-O*|L@CllWxHZ5Wl83 z$Lt*X@w+5u`*3OpjEOgYIm{ip3kF_(W@g-_3dzCzD9i9&rYQ!uuS=OAKBxg z#$ZMAcfQO)vYXUv6Va$4!;Q~MiZPu7JTDVib?Fgdn}69}!N0tKA*qE=zzD~NdHzBg z24+(TSYR-CvP)4{H2t1efzS+()DIxPdFw}v%hXhb&EF5bB?z$1%$2*gb(hLFJiHA8 z?21?)4oJhgj$Qx>oOeU#1DrU^^g*#3Ds`ay1Ba3#a%bT~yGdulVP66v%y_U=hF9hNN2zdtU>OTSNtmB$konE&r3k$=G%KY}w z1Y{{;#aXzV?jxG2lxmrO8DQaeEB29S}Bu1Q}%A`xro*XD7pCz-q#HpmssF0 z`@pXqao4cuCky`C$jgeL^TeErd*=o|3_Tt>?uBLrYyRf8&@+q4@BZI8#13Nlh8f(C zU$EIYV$J-!u;`wF{FtB9t`S|oro9c#AATnfS!N`F_z;s^%1WKhxTv_E>CTHFo={bD zK306Qm9|)Ab%Dd8ZW6X)X=%g(k|?v(6=~QLZg>fpZe4oG_K;%%i+|0VcRy9s5#vjn z#Y*dd&r$K*LXmg?i<-od<(`4u)Wg(RRKaka%zycn8r;RR{))z|nu01W;~KF?G|LTcu~WprxFC!qxwuq0FB4L)+AH>hgEU0F8QLs*Z2V?dn@ zg+u@jno4!1;Mi?d`54mecpY`#OG}MQ6Tvd=AZrg0@9KQ7j(t_wJ&-%zR{cu{%ON-3 zRnfF>G;Q5QoJ+J!3EjG>r@0GM6bi?Qqb#g!q!{BgZ_qx+EMAUL%s-R5f>=)fq9YpdfrKj9=4K zH@FHO_lomvy9kd|bliQ?V)T)FUC8vfAMUGuzPGopDzr#9W*zt>Pp$W-2WrPDO48p8 zHkeLSYTK)ig z{qew5P0_# zrlGpaLIm&jr!&x;F##_tC%u#XS*zP`x0hz@WtT1kM}hL(nXG{jt=A*bn;)H+6{&)J zc96=+FQ0>qvDWAiDrs^aNY26CG1tD4Mlg$9p~0HrD6Xdx@uAi|NnLMCd$4ff-LicT^QJ?#qm6qw!vR3u4aN`7 z^8YY=dg@~R`9?{<%br$8E`3Qm4AY=W*K(t#SvKDUgV#2q%A?n`gb(%@=?{^4YXgUE zTftTa?8~dx%i;44oe6OQ)saNP#O9BNHrxZ2c@76&y1RH{$8kN8+w7r+t6F|j&ytAN`Xx_Nq;!pO4{^unn zM!80n{l2mhz4Wc@V$r<|js|^_~}mV*p0~kRLHvNMt)+Vd#~)AU&+vg zk~vbp+UQ(6$B0|g^s+n#{CmHvIBcC*PGpwDR$}&03Si~sdA$<-cl_Masalhyciik` ztP_YQ#OHAce-g$57y$HYQS^3`9ld3gO?3SjV1s|^o z6?M!T&}~1M+#ZO};~mKF1H-uebfLZfW4orT`Kx|>QFQwgJJTfJ>5uPQM>IK7UyOHj z&Ir?;_rb_JM^3az+bhzA$drdz#YAsquWmOvxee*%#ptwLFnMY50$g?c&oR09WBgbg zpOIXs8z@WSXJ?#OAQh-_@lW7d^BZmtczI2VDeZA7S-)lW&It2(NEEdp^HI5?p%PAa zHwz{DCH~6oSI?5AH+rQv{cllClqLzV3Qc-{38cD(s!{V%R@Xb2GdfmhzbfURYx^Q2 z&#pgAG0gs9J(dJ6%*nG>mOx<4d1F+Q86kJoC4%Az;o4`JN`bE2dAO5gon`=c5#xSp;)S=qDdbxtyT1;UW|n8v0#^}LT&$*ejv$>TjaE8bM#x=~_a zS5(mfEo9(=+_;20Ynm396R}3Nm-HokV570#f^W{+Zf8Vwkh|P$gyJKS^uj7`M!3-T z0%M`V`Ygf#yLLbrP=g(i6t6DEtcNElmVUN%dTfG|UkSdVxAi96*_7vTkxyTbj>DdM z@%2Q@YI9wTzNA7u#&fb}jFE^X;A6N)V(;Bzge!G*!%5+>zO?F!_0=$y#LEo{(WG>p z%cY`BXx~P<&atPaKDer&gZ1gx3w+H}fJ=w!7PlYER=!j)O1w+T_OAAKJZESn!2s1k z%0R<*q2a6p3wL5L6{oXIjy18A?v^`>E_}kwtU2uKx%=#^PsS8FoKbW9H`OStC|LU- zz|({fN{kNR+SpH5oh))-?csFLRekY!;T`n^(oTC2tpA(D^Udkm|w_-wGsy&A(ywmvFvECtnf$aC;1G$3@EX!#^XWR9x1c* zb(7^Vs&KF904*H;MGd>RSDV?xdt?vl7NV(!s4v>??nbj%$i$xW^EU;l>4dj@#WzsN z_tLkbQ0?dY%k=ET?wQNd?KbZa8;p6gIi)l#fPSOMXSS1;bQ800O-k=JXSy(MENd`{ z=)V8#9uD6dd${PTSu)hYbjldE7oA{$6^-fZN|>_yP6Y_q07+5VrY#J$LTsH`w^$7GqZdRk^iiM=yYG$y{bFbnRNCLw>8AbjDiDf)y; zdTlp}m3@(cB^%HfZXvGRxU~IvDf?(Ud#n93o32usYsXs-&WEj_KlEd;7BDQ&@*JcT zMr3~S;i9g?XribB?DRr|hPk6z#nEnkM@j_C!aGEsj*;Hoq$4h;ZFH-47+dlyIT* z=jW%?hTbGbLcek?1C4AT!fTn~$>-?Exkib7_uQ&vNM(3@3o7jbA3~6vYvOZQ^MH0+ z`P*(=hn?*0Zyr1^@R%nT%k&?XRw|kE5p{y>l*zB8C*_~hSB%r`=pU4-nYBhAU?~6a1G5{PQxHoquWO34-<%V61kZ5Ykp)Pl;~IaX-|4QOwvB7-yvqLoC;x+F z0%6?0SZAWr{|n9C9HX!QA+Rfd-@jVbb>)cXC%{3BJA^qVgXVgGYw#aKZ6J>LGzUm# ztSJVJYuUepSe@=cL6;N}gZscqsDrwzTO5kod=JTI_5r#5Pv$1z*BgNoB7&<84~$dZ z0}px+N2_0Jkl+qb2CX-NrwVmM7_|*VujvBGVlq;qGLWLg8R8K^TB=Rpx((6gG@bkJ z^NO1S>f_|w{Vu77@qejC8(0@z_W#4k1jrh%%;=`0;z2T~@01Q+kqheIANhm5 zLO8j@8R8l6PHMjb6zF}p1g^lqb?9lb@ynkTBor-wv~d8S`~zxruYwPRv849#hMx~; z`qpuP7GoL0(6!SHTeFWB#cW)AwR|GK|AqimQA^%&}?zcEmre_hP6U+8{sl!m<|TE_y>m9|S~p0UW`wKXZA(A7mU?DXaD7HJ;ypr|9vB zIyQ8J=o1uhi0peBPsT}%Q9gbF*+nT*?C2NCLZIQ-g2wYZuWBH@qcf02#((Y=fYk%6 zwnN;w921uir|a^3+g?INJ{9DX&PuteDI^%X8888QX#Wfc!1O__ z_<@9!q6*0}Nh$fGmlZ@b!q&Q#Qk6w}UIWVF%h@B#NO@h1neWkhYi)m9+bem}T9BWu z^fle38vrG9Ak|fHem`A#BOTCdMa`_uG&qC3XL|fokv=C(N@)Zf_$8fU2%}c?)BmE7 zZ9+8N3(ut04iG+{pR#n^n^YFQkYm?Cy}xf3xk_>lWDaRbYx^FZ0zad;(=qsc91!3D z%);zu=m_QP=W^Amnb%*+gS7gJsE2QWp<4X`JgQk{{jBaX?EElHrjnoOa_a-q#jk_3 zJ4(WDd^lNLZ;#VIEW4XvMz>GIbpBnhz%E_kC8O;=^QKqwZD)($7b0h8>mc4`Z1dvV zj4(OQMVUFICyygAaDpcbI<1{b!5{-Ru;oGX7c~gU{-ij8u?<=-N17%j zf$%W?QA-*G%9hhuRyAshm@Ja=$8qR=M*VcqkeFrSLj@cGs0Y(85=qVZrG?CkT_}Na z+~>?0g&PZWVbL7rT$YqVyj%CvHw)Q4y5)C&{3_E3qV1Old9dnH@KR9>5V#h*V1r$; z9RjYmf4Uzm2v511?LH>W=CMoPxIGAqy*ZZ}w+>JPzWwrx(pm<XaL=LRfBV!@TvrBX*i>72yDT+KwU6j-~=r4n7bm7FVLKwdSFm=T+S9Voq?Gb#T;- z4@3rBdkFiq1Q>6oXK!Mnp*YA!nFuFl9~Z`7U)s}tn#NQV)fAqAgr=}_PJluwG;4OX z(S-^2*27xV3)plQ{@pTe0Re6sX{~~O+gUR3@Cr7CmE)d`M3N&Q%x-UsBHcbdC^{9& zMoDOJlf{UDNr{Ffb6APe%+M~=eul)jvxz+=0vw9&*4GJOGZj?E#T(ii=&l{1gL`%B z6r2ufI6tA?HFE^~v`54Xt;+7c%NQPi#Ju!HGf+V$%$?0@ccddGl~@0I0naG9s6Zz{ zCol0O4|=5Wf1eae5)0eJMi|WvF=7cbkPP2WE}jvus!Bm}H2HIl08*XiN${8#El1Jo zz-jLA=kQ(b>LBa6EDF*dvoRL2<63VJ4Hd~zvx%TrzJs|w_#EFdrq<1P!>Y>Ki^~=M zDKwft{k);g1v&IYZ0FV*Xp|%@6-9gqEk>pogJ<+=|GoO|O8JIrGD%uCH`@R-5xTx2 zSa=PiJbWEe$}d8jc5ol)7ICs{9hfzgjP5afMu17&IG<{3W7QN;!BNAaV5~r5NFq~M z#YxsfcZn6YPb|b?&d1(k`$9f|N=Sxl!QxCeXPW=I+qeQQPbIR* zd%c|9uy$Jd7A6Tta^{moPI%Fu=#H)w-Bw6m9UUO4<3w526bQ}pl{YT#Oi{HY=c=sU z6xI}e+d!}h!MNBKgA&kt03M)iNIBP~<7OB#3scH57kUmg)jCdnIy&TQ%wva){vKK~ zz`D)~HO^Qd;s~ed!HZsa!bpQpCdt%hj@CiRa|*93)+&KgP@$89(THwgoq|c3zT~Uo z-Xuyrs?97_G@8Ek0-OWb9d4wsucZQG3l5a;>5fikB=v;!Tv>zchKQpdU|0tQ1kWNp zXstdUZ{60^3Rb4wU8_H44H&x8K<^s#dk+#%s~lGngl}hHwdtZHs<;x-S4@0uQI!vz zQvA0vgV_K1^eLXKDc$4?XlZ_u!3OVqkL*X^jdy`uo}3ERhcO#CZ4pO#mM}N1~JTeWG&F<<*L&xWP<&cB$^>2gJ739$04;fO5@X;)kes6k^5Hut} zuDho-xj4ZJDmiGSF;buNvd}eCzy3*X=g{rjj*>3p{h8p#t zZ{q+ep|Uw(P|32?Sex@_W`lo1<2;y_HLv%gscrsrxxv2wM?FJd8s7P2mEk{w^d{m} zE!F=pyzBz5d~#A^Xvi0$3*?eZ?UiV)8~_zft_O%xe*ZVGeZ?Cv|GT(?So;CxPi*#7 z=Xa`L7RAx5U&QV&@H5YM01bT()ECUGw4145`C_D}!^HlmFve^@6}^Y#>W=X8y(QCA zTneDF%|FJ0+{RD*zuYw=uzsrB`LqYG`ATZa|A;pra-RpV4JEUtSMWi244!yA z$VcQmY(LQapABMT#USCGFR{z(=fwjU6I(h+-Ck=E-B0Ip{^fil6-PVnfR7 zTRRj#4P^(JrU;SB8UAZT@z82PrRD_W6)}@OP|Co7KIbinrZag@R-~7CcAQ`_XeJb| z*I**+QUD|-{k`4u>FPItL*HGYOZ+oB869 zG6D`bntVQuw;euBZ?R?X^kiQ`{xdwHu^)xNZh{?M5;VyS_tlLD{50}wz2G0IIfbt~ zZtoPEIm{(qI~BeUPH`Gk?Hgv{$zI2nX)4Aq6J*bvm1DWw+|mkb$SZ!siQ)E;ct10> zhhf2;;Ln?y#A>Bcu@c#NV+C1kWpo}JZ(ns}!vUyNH4hIW^i9QbPYahJA_5vXW|kpg zm%(Q$`3<6l8goY1yzf+{rh||4M>Y2SS_7Ln4)Jw19>zzU4wN_!*U8$Jhl$8oAHs#h zpjfLhkUABFXGy$bdG5{FKYv2&A8SeHB6Q3=4&SK@+CUz$PJ&Y`IK z%2q&peF9S@y*NY=B+5VvVh&xB^ z1YC5sglpY>^gR4!rYsFD3gtl84}k`8Hu0X}GTf%i%TU>JUklS$s`;v>SKM`~att%n z2#5r_E}ua*Q*4!G3#6|Q*ya2b7hcmFURiSE5FBrMCu$`>Q2cGNNLLAC!{iOZKzxME zV!>6u`MoH;oIF$N9j8BbnQ96y>UgeR@v22dT>39EZa5v3JZ_Ud)3EKcoKeI*^TTz- zSWlOw(4Ofzu!n-irb79lWsYI@?7#y+ZbOI zHFkI&A{D#`59o89H@JDBY!)VWUK-FzyJpROj1 z&P?ei*yCob#ODB`fDO|)>b4)M!OB|?S$f2BQ~AmxC6r7+o7X%#pk~hs;|;7Iuk7!a zvPCXwf(|4(5(%=_--+&Q-)(tvKs6C~h-(M=?T>W35aKj`ng>7ZCetB$NWX8E=6d~* zUIKMHVhPlhMF*b|Sm=^P)!7_$SQOzcQz!6F$io*Dgm+Dm3c~|KWMR{hatPV$epZe2 zWqd9@u6y!$`{z}Q(*V+0Jyvab9objuS`%o+;Y4332J|PGc-Oh~H%H)3mNvvQe zjw06P;Vt1MCAnMncGud1acL1_pt$ED=znw}L+TV#(rmK#H?FgT+j?&Hq^FDs z>3O$5^YLnUs9@Fe>%6t#RL>l^j+F5#@#;+IrmG!yY^3Z0V(4)wSnaxYg!8ye*faS% zvSb~le++4A)>ZdUp**9i()mY!Q^dbsL`;H9uiylCj>fN6-nxh9&Wh>^@DCbh{Sf+ivH3@hprh}X<$(|87SZ*J@2N}hw$|C_ic zBMcJv?A=78{tA2KEeuC5oyI6ApG8TGyM=}M3u4uJ$4kvSEM(TLM6b$9sP}$<=@NuB z3NpTXU}QRwo7*?6b%TRg1;>yHYXFqWpW8a7dwgS}UmZ+nZe$C{RA3@_q#^pcL z?z0{exVoWxS0hH#WE5$L|1fsOWz2DANY7LN6W}m;B6x_jdn}%$x_&oJW1>y?fggTE z>q`RLm3SUHVG@qfH$%jPG;j;cjmQS`uU>HAv;cFiFW&$}ij0e}EruT)Zl<3aA);z- zaPLRSSMasAjNkczZcjI_z1?y@Wq!s~WBYpDUJfDfJ)M=aZvU;0_%Z z0rFX-9@JmGv_4C;_`IZc=O3{SWB2*=S#{2U@nhnRx)Zx?n%T3zcg3*&o0XPH%cGL0 z2P|e40cq|g-#e_DlI%@?D_G46_cC~H)>jZpN{0O4k76h)d;g?U5>uMf=cycV?$Un2TC1N=nbPW3;H93<1oxwaWrtx)vl~HCQa|XW%EOIv z<;Xa*(e(6wcF(rB@i6X!r;46Lumg8|P`xq6+6niqGlr1IW8Jj)>d;?;b?I{Y6<5na z#F;9@XyZSUd?CZ#wmbOYJX_K2?Yq%n5POGS`V0A)%9eRb9_E-lS0jldc{QAFbrMux zSBKkD{D@TEvKe>doMRhk$6bx`ONi`REC2T8Xm|<>xc^#DW>iI>l*_WTDPL6-X7aG<9rn;-V27K6Kq~D?1(>J9{jt zseSo1lO^cYq?$Q*c>_O}rzq7tuk1WiZMcv^{j=lB_GQ?$RDDU|2sXws zX;b+{&1^d-Bh8LvTZ4m;k$ zN4*$H=u$7xr#r!2CYOX5-|-)k)OBU#d{KL@MMR*Wz5UF4Bnt0P?^9Osr9xrAoF`ic zP1NSX(vX(8Vtu8*qxIN$hhFAzJ-qIJzS)uhFfIrWlVc87b z9?Ct{L6Fzjqsv=s?8=$kj0^1)$^^spd)EEdL@{wU-?b+adQH_1jG>|8*1!7vs=IB> zP(qnzLd9qN?@gOZXnAefF!$MudNlt4_~)6xw+$9wqNEk5Q8Mu*V;}t+;hb;itm9Jx zVQ81$VMhGge-D;7GX<4?mbH?tp`Z8IG#DvFJ+NBE7KuDyQj5#vTY2U|>1XVw&0yeZ z)?iX37bUHP2to=#QW{6csZ^VI2Mq>qoN?8wW#4pbRi5eqO2;(or#I?duc{^&XR{iM zZuOP$4g}QK>7I^xEC$Wr)==%|lJ6I9sUYT-o$u^_3U8ZXZ`OvnPIivvNfvWu9H*b| zruI((*VVeUyClsSSr(Vc z-&&}JzpbS;L@@H}+~IGExT+d%Y^nJTL~42ojaL7T>~ZgDY~N4)Irj6%HOZc1-$|$R z!{udcl9+WjHYw?+`k7{D!)X0<{)xh$3%ohA=LH;!r=MZTt7h)BvNl}J5H(%KlZ&#s z%^Lg}=3h+0JlVbpS@8NY*6c`)hnvt+G^i6X);)cn`VCiM*C{BgoVGIDzq^3ix{EiD zoNeCuNT@GCZm-*vEx$*o>Y9X)c2~Hq8mjVG=BcDd9Ni4sIEb3nBj3q75tGi0e~I_e z@k=tMD6%fnBI_17-y_tw=U1**tyJk^X(_Qi;UT zO@GBt9w;lMB$u` zi&nzzzwS|cl59lUglSOg)Td!hyld@N(#I~xls1Plyu@g7NLRZg8E?8~uD*DkU@69w z^rLq~Tc>VigDJL|mdlMDx3RkoCyQ>sqhV>~;mEPuWO=XfwzHK;KQ9<<6(7-_0xKc$ zknMFCW1Ag@K}7MpPm+Dr47PtDK1Y(Jsl_t6e>W>kwTm>PGcW+d>F3oDrh}d+JXPXI zl0(+rct;S5;mTY3=m!F>k&R`#M*_z^eyz@rc8vKWC+cc#4?wMGRP&CVcvd?rv zk0yPWFC|x|RslJ80Xh9$sqS{ebKFT`aI}W|zJ{^X@0M#)=zIl&UDao~gFQZ6diFcO za8F(636=q4YmhGfTx|w!ov$vLlrornm-(!Rm6hlhkkML>h9Q+p?@i1}n#F8AUheOF z{^t-(yk#{1hPLhZuV)FzaG#3@ZB}cQyLb1P57LJwVhFM^T$mSz$JNUuZ9$kj><1iC z5eYnf@HuKrkG{OBt<`l52$R|StnU^ZUVp*+n3@L4kD{0Y(0`A7nT&WjVV6N9~_XC5dcuA!WxAqWv3=?2W)Z) zLgBZ?i`_qT2^2CnN~|hJ`lo()nD8{dj2A&s_XMmn!%V`fZHGRdb`sD3uhOnFtjVm~ zQZ%$6%-{z^N<{q<1*A&op@@_*Aj%9%2SY%b1u#-V2Ll5{6crE<1`!KEX@U}31R-=# zItVIAFOr06fO}r`x%2D(y8OyRk~hgY=RIfdwf0`CjU~f~5_2r`utc!UC0J|gYIbIq zmk2y=2AHeD&n83>!&$jNLcCG$8jew4ro^aMAZKiBanp-A-Rh+e+IKYGJFSAFQmw@U zNYKu}pV0ijwkGHkeonq9Yss5WT5I-AQ$VzM}sdf zv}X5QANJDjD$f<8GCDU{0@)zmMVF;Lt+fB{klVDbXVxOP3fP;$A&g4XzN7_vs!)vf zm5|BJBdvxN|532Tq0&l}>qQMtNo@^y+uRr4DiJ}PmB{xz`*iWt@r_WMj}Va~VKwKyROD_>p*2I*w4MaNn?DZ|MQoc}o%(&e)SmR8QsE@K5~4mBay z1?Gy57YBrH>j#(e8d}q(cB_*fDoI5uNqI1vM+_Db?%zwCfLOiXyiNCiZPJwU^zSR$ zoonrg-|BRa_gk1BAFzUNNo{v7zfD1Ir-ln^WO{#y=&1NP@xmOR-JZiyyrpmiK1wG; zu}Lyw|38aq$}Y~WXluHux=d45KdFe!nXyUwJQIb)j$8|WI%{zM3cH2YhU{OsXs+)T z#)%mW1l(Sp@xT!ifFX^>TBzzCGWIpcxJN$vWYG?Mykno{0^=M2IU#_bjH9O&EL8eb zNu=MxEn8Nj?=OMV|9vXU6MdmA`Zd;IbiS+c2Mh@=O2UIT{Y0er<@!O~{Ohr59Qfp4 zNYycuf8j*AfBQ`Y|CKVe0gSC`JSc)H(uVXtpv-hCGx=oED4-2%gMn~lCZG>Pr!s{_ zN)L*acAzo$gyUz8cMZIknBWx{fb#gWfT(FFNu4sIfSKO4d%jyKA3Nv>9Ge>e9r+hZ z_QO;+RG@8_eYdO6bs4yNdqdeg1o@}45smuRWH zE=vW$H4GL>`euX}_ok2e{ucJG92PpaZXEvx$c!N%9#?I%-fLtZQddtzpKV{++VqheiNd%EF2(; zBXuo#D-KKG+Jx+B9@i+=DQ*LJbWj>HKGfMVemNuYRCmi2_(rdT82dd@Bhw!AD?KBp ziDkOH^8TwwhS1Zrqczfv<#R-Xqiex$J1zk-jd$Le!us-#-%&NyoDr8{IrUn`vKgk% zD6uVi6E#_}4piaOhNndRB!eN-r1!Q3>(H=G%|*=4`V1nxaOe#@@8&JgB?O5JWtDdU z@ehraJ}1mj0a|3u?`tZb4yY95djR#Td?4S^#3t-aEKY%+kg;);#9whK>{7daw{0_^ z-Uyoj@T|)qfoCzt7Z0JmYG6eZ`n`ZO#NS>wD z9sKHCA3?9;6Lm^Gs(es}kY0OCq8i8*)@f$H;~XmA>-Tn>laiKJ)JA+JWxzHA_8Nt& z$K)D0zzhSf6$Z1EKElgG$>!#p?yTp7kHL@D=f_0WXB{7qyd=qflg7;g%$h=s9GwBa z^$^s`0S%Hwz#+)ZRpTj$ZWw?79H} zu?GYc=}bLH^9P`W<)r2%iHJI=w``dT-vFvUnV^CxP%WkTdrF3YvY5mYM8dSjMyrK6 zrL05Jvr+Lml0#gcUI@u!yq8YyR9GPC`pp?fKeQTO!K}Q7i26x#m8-}k;vXE$n!l=iE{=fId$RZV$L&Xv`aaU)~dFuZZ#1lp$$$&vJ^I zqQMoL(dO8XPk^va7n;70m=N~BkCiFV4di3$C>?nd4=m3rF$1y_Hlz0nweDF27dyWG zAsi|idE@M3)AnJKr`7;KU1%Y($+rAkB*x3aGlxVX4jZU3b@54;yN@T@+TIYq-@VsQ z!l(%X0B1U*3!z;h8*|uTc+@v~Spc4K*CR*@Q{zuMu$_yZqd2!;w&==V1*%la13mMQ zw+}}}WfluGQ88SeY%rJb_-ixi7 z8|DbV&D;IH@(pQbA2W(QR#)9IU)u;gr*lq5+#Hxs$C_m<7>9-u$bAci+g)^T$zoW~Gcof0B{_e^rgNssk&X3lpn)_gqknfy3YNJ5nU#7yF zUrAIUjkt#e#anuW{B4aK9*@=+*{s~OW>RXS6AV_%*geFiQJX@1!6WLJ>bP93{5<}? z$an@)UCRCQernCoN@7ZFp-7L*Y>YFOq{98%I!~2qsCr7<0=i**f^e%b#JE6xeqiNK z>pi-75X~FCe5EjO3+x-$iTA&=f8N{9d|IZ&0WI;UhFt(!qr{X^rc^^U1TXA*K=n{= z{j?UNA9iP0-*Nm}vrJpbzTJi!j%~2q3hu;vCvEKz2PIV`O}1kP7|cB|H0tk}$3^f- zN+}b+>b83O(M@SLxASBH{!|%enZLl(%`u`F9GVJq?HQ4D>tcWJRMezPRiKy7F~5d1 zFO~F1x~N01)>@V{yAL-vKtd|#TqsV9Kr2WrJ49E76z){v;6sidkos{84l`MpxCJOa zaQEbua!YG&_4z&)XxRK!IAm zSz)_mSPA*ytIWLEb*-s~_A=`Fo?qFw-$}l2&XXw-`$Oup=E|%iOXwJE-E*}Rd$&cR z?fH<%C-e|~GRPq8*2FyVOnaBuyg&xdFr4uowsun6quJVLfO>#pd<@LboIe7FNw zQ=|pltjjDUqGWk_Y24Dt(!=6IxhdMt%Yn_KAEw%qeYsj&x#t?6pHK*=>I`#9w=nmh zrYfSxZDIb0BVb}7feGP@l7GL1gu5V-2%JTUij@DYn-#+IYW9zgq*u5|#S-Px{%3W?J?1?tre)QbccKug69wD8r zvxkM?i})T&w@8Sw%S^{|Qpj+tX6bwhwLQGL>&S&C$Q6!)nJj%=jKu;AJ+s}(&*bCK z;$)9-nZwgpKDL$ABDvEFvFV_3NjQ>TU)Pd!&pk`KYik9i6fg&k=h(2}IU4yt^+A*E zsltYK+OR^ZUM1w_(;xMYIjMD<>|_~{q^=M%p|it(2TdajaK$JOkeoK!c~>Bw57&B~ zub(>hi4R8^Q?+QJ;8)`~cH65)hYH{K#{4yB|J~i}*1^=euG>e3>jOnsDn|PDA)K#t zo7J6cE#_2Ps`k(ywijFsv-{Ka8oiaZcm-Z^>@cl)TEC#Hgx@4%h_ct6V4D6Xo^^Iw z#ZtOE##A&I;Jg$N9aoVky}oK6 zY=lV#>)U=mhP8QK4BAKzZ#|arI&)Y7JvA~_s79Na!`p>e+2ty8N**WnZds$ot#dMF zxp(pF?xj*C4-IvEbz~>XQ;`V0@z!g&P~!U^Z>Oc53&QDUe!y75a!C}QLV1mSlvt#QbqI}pYFbfMA7bvl#lw%=?>yd+Lp>cgy|j%xqq14h1*{uXZx;)Z&pkEU1Ynr z_V~(rDWR=Dc!-O@GTtBBdGph~!#USVd3uPnVL9H-bVjQ9k8S@xa&gwLwJtX<*KOs? zJHqcK&YWFk;#I2N_)e2`X7sNmzm>HZ{w;40ONOmMNisU0bK+>CXV8Lqo@df!u8(PW$fPR8w;?9jA}oCZ~#3lNx^^l^kI^ZB>_@PSSsfs`2eq^^TUSgWzbT6b+uabr0wWI`5Z zPqg5V#CgE1qZOiG)utHe3M{DP?Jo2Uzgm+kipbVB+QVEK4hyW;pE*)%Djn>lzl#(5q9y>f2VvE8UW}b67edb_8>~S?)5a@5Ke0~gHG63R$Xd@~*Rdwzb zXJY|EHag2ONe5ln1hx@7VX0U~NLsFd&qb5S4*D)9<`83{R^hW5IOLxBP!Ez#v>R0q z>oGm+k|EN;q^u@vNe74ky^lI0*+GG>8+mEeEX8q*i^k6>RlNM0IkBgY92qCLZ18&O zMuj)_LlYNsTBkN^twL2U_2Y;B<=M>pXu6AoYg~2yL^*$yjKRzx&!-o}jxAX4Rxj}F zIPbp3l8|d;gJMa2H=h2rEcz6THzs1Xz5Fd#OYS^6&X6lpIQ?S79ZSVHNx`r*?7}~{ zJ`9YYX39E9z&%ZX4mXO|XJH+Bqt)eN)0IILxrmlv4{_mQKuq5a;<*K_!4nPgC|##; zf4a88P2#=KV97XRv`4xyf2v3<~wt$WLry2h_as zOPXj^&F1h8Wx3t)GrOvV)j}RLoZdKKmJyV!)0I?wAV(%uOiCQoLt#E?DKvAwwdo}? zu2?zwCQaX-dL-iHq7}mEF{a30j>nvXoK<#zp&kIbC=mUBpc%hvdD4yltv}xnnH2y0 h|Nn96XOFyg_}=Ka95Kgxz2E|W7N@LCUKqPZ{|~_Js>}cY literal 0 HcmV?d00001 diff --git a/week5/neural-networks-quiz.md b/week5/neural-networks-quiz.md new file mode 100644 index 0000000..b0b02c9 --- /dev/null +++ b/week5/neural-networks-quiz.md @@ -0,0 +1,7 @@ +# Neural Networks: Learning + +![Question 1](assets/quiz-1.PNG) +![Question 2](assets/quiz-2.PNG) +![Question 3](assets/quiz-3.PNG) +![Question 4](assets/quiz-4.PNG) +![Question 5](assets/quiz-5.PNG) diff --git a/week5/week5.m b/week5/week5.m new file mode 100644 index 0000000..a4712e8 --- /dev/null +++ b/week5/week5.m @@ -0,0 +1,23 @@ +clc; +clear; + +% Gradiant Approximater (Gradiant Checker) +function gradent = approximateGradient(theta, cost) + n = length(theta); + gradient = zeros(n, 1); + EPSILON = 1e-4; + for i = 1:n + thetaPlus = theta; + thetaPlus(i) += EPSILON; + thetaMinus = theta; + thetaMinus(i) -= EPSILON; + gradent(i) = (cost(thetaPlus) - cost(thetaMinus)) / (2 * EPSILON); + endfor +endfunction + +function J = costFunction(theta) + J = 100 * rand(1, 1); +endfunction + +hypothesis = [0 ; 1 ; 2]; +disp(approximateGradient(hypothesis, @costFunction));