From d258d9dc500e0ed8e94017c910e611cec5c5e290 Mon Sep 17 00:00:00 2001 From: HengZhang Date: Thu, 21 Nov 2024 19:42:54 +0800 Subject: [PATCH] update README --- README.md | 132 ++++++++++++++++++++++++++++++++++++++++++++++-- figures/exp.png | Bin 0 -> 81362 bytes 2 files changed, 128 insertions(+), 4 deletions(-) create mode 100644 figures/exp.png diff --git a/README.md b/README.md index 4b6bb63..dc0af55 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,134 @@ -# FS-TFL -This is the offical repository of FedDGCN: A Scalable Federated Learning +# FS-TFP +This is the offical repository of **FedDGCN**: A Scalable Federated Learning Framework for Traffic Flow Prediction. ![overview](./figures/overview.jpg) -It is also a the traffic flow prediction extension based on FederatedScope. +It is also a the traffic flow prediction extension based on [FederatedScope](https://github.com/alibaba/FederatedScope). -NOTE: +NOTE: This is an early version of **FedDGCN**. The full version will be updated after testing is completed. +--- + +# 1. Environment + +We run the experiment on a **Linux system**, i.e **Ubuntu 22.04**. It has not been tested on other systems yet. + +## Step 1. Create a Conda env + +We recommend using a **Conda** virtual environment. This project supports **Python 3.9** (recommended) and **Python 3.10**. + +**WARNING: Python 3.11 and later versions are not compatible!** + +``` +conda create -n FedDGCN python=3.9 +conda activate FedDGCN +``` + +## Step 2. Install Pytorch + +Download the appropriate version of [PyTorch]( https://pytorch.org/get-started/locally/) based on your device. + +This project has been tested with **Torch 2.4.0 (recommended)** and **Torch 2.0.0** with **CUDA 12**. Compatibility with other versions is not guaranteed. + +## Step 3. Install FederatedScope + +git clone this repository, and + +``` +cd FS-TFP +pip install -e . +``` + +Additionally, you might need to install some extra packages to avoid annoying warnings. + +``` +pip install torch_geometric community rdkit +``` + + + +# 2. Run the Code + +## Step 1. Prepare the datasets + +You need to download the PeMS dataset from the **[STSGCN](https://github.com/Davidham3/STSGCN)** repository following README. After downloading, extract the dataset and place it in the `./data/trafficflow` directory at the root of the project. + +The directory structure of `./data/trafficflow` should be as follows: + +``` +FS-TFP\DATA\TRAFFICFLOW +├─PeMS03 +├─PeMS04 +├─PeMS07 +└─PeMS08 +``` + +## Step 2. Check your Setting + +We have placed the run scripts for the four datasets in the `./scripts/trafficflow_exp_scripts/` directory. + +There are YAML files for four datasets: `{D3, D4, D7, D8}.yaml`. + +You can customize the parameters or use the presets we provide. + +Some key parameters include: + +``` +# Line 3: Adjust the GPU device to use (for multi-GPU machines) +device: 0 + +# Line 8: Adjust the total number of training rounds +total_round_num: + +# Line 9: Adjust the number of clients based on your machine configuration +client_num: + +# Line 65: Adjust the training loss function +# Options: L1Loss, RMSE, MAPE +criterion: + type: +``` + +**WARNING:** Processing the **PEMSD7** dataset may require more than **32GB** of memory. If your system lacks sufficient memory, it is recommended to increase the size of the swap partition. + + + +## Step 3. Run the experiments + +You can use the following command to run **FedDGCN** directly. It is recommended to create the corresponding run configuration in your IDE based on the command below: + +``` +# PEMSD3 +python federatedscope/main.py --cfg scripts/trafficflow_exp_scripts/D3.yaml +# PEMSD4 +python federatedscope/main.py --cfg scripts/trafficflow_exp_scripts/D4.yaml +# PEMSD7 +python federatedscope/main.py --cfg scripts/trafficflow_exp_scripts/D7.yaml +# PEMSD8 +python federatedscope/main.py --cfg scripts/trafficflow_exp_scripts/D8.yaml +``` + + + +If you see the following output in your terminal, congratulations! You have successfully run the experiment: + +![image-20241121193843250](./figures/exp.png) + + + +# 3. Visualize the result + +The experiment logs will be placed in the **exp** folder. We have written a script, **global.py**, in the **exp** folder. You need to replace the previous logs with the new ones generated from the experiment. Once replaced, simply run the script to visualize the experiment results. + +``` +python exp/global.py +``` + +The script will generate a **baseline.jpg** file to visualize the logs. You are also free to modify the script to implement additional functionality as needed. + + + +# Citation + +TBD \ No newline at end of file diff --git a/figures/exp.png b/figures/exp.png new file mode 100644 index 0000000000000000000000000000000000000000..7230cec4a73d478a694d20b49b07cfa334bfd22e GIT binary patch literal 81362 zcmaIcbyyrtx;X4cf@^|1B)GeKfIx6}LV)1zI*?$&-8Hzoy95n7xVyUy4nN-Aeb05y z_wDX~bJcX$)O1zXQ&rFXQ&Cu)u)WMoovrTp1#Neu3*TM68zW_IKT}5ijZE&3A%;NifAT?APAZFIB>Xdw z#{Ww~P73z#FTT{-R7;JJivYEODG>;NUHf{&a@Sl+gosdaq@xgvdhJJK>%|{&g`au! zz^wneAe&#)I{C94(*AC8G<>=k%Y0%x6^PQ*Ui@C|XDg#KxGF+IeTrY+mQC38yr z<@es2`LwpZb`INZmQ%cLQXlyeqn`(~KIdPIs6Q`Wh@@0(kN!AwfA;kD13p(9QLRr~ zpB~u0c^HGjT>kM_4gByi9B)fxg5&eJ-e~u`F$6W?g?=>NIC&Nern zinz35(w812V`KDMybh0YUY+@s5I#8axCT()D}el>U6u>C=Y>!<%e2u>O7}9aCtCcy{cCI)m%db1403 z0Fy@~B`jdJwW!5TnrO4SvlBAjWLqgjHR9Q3Z+~b8*fqT;Ce=-7 z_xCLEJK+f`RQ9Da!EPsv4kv6?bD9jGb9cn&M0~d`bz!Xk?wHBO8j|!*`C^r3w1!#q1!F zw%XZZ0oXIHz6rRR>fH{_so5rXD*B)N&++zP^ioaauV?^JzOPZHSDu0kVa>aDvl36` z*(IvVQz*IlO(lk4-A-mX!*kMOc6ry`^D`uJUKKwTqZor8cE`Q|on01&)dE2{uLF;j z((RgLEJ@Vd_javf28yxEKAOKJzz?Bngv>{|bo@*4b`Y^_7uRImh!%{FA7fSP6P6S| z!=FPf(sFN%vld}?!KT5U`hFZ90<-z6VT_4Cr`D>7p_2&b=LThhslLb1t|#1Z2Tkuc ztyJLn-)Gi&HFXsjvAr==)5Q@Q;4|Y(RlbM?OVE2bM(o`XhE`BV5u(`FqQK*x>d?px ziRD$sO^M4K{*1J$f>^wk_ZKn^nasJVHko&12^KzmbxQi}>e=|@w!>VUuisb5oEZ);w$g|kvt?Os> zy&hc1SJwRL z8y*U<*fR$i)|Jh697%z= zGgUq8DrgueO|qA+uk+>FJ7n12|Ta(lP5pBXi6)ANo6h(l(w#uD#cisVF_r;t7? z30j@etkz&I-Lq~Pu-6K_)=2PY>^}PRy83L9net-X^7+=6_~Zx=wmwtV6Kv7bsT)ee zj9l>)SaBV6^gPAVEKKUyQ8=F)>mABQj(b&N001&UVu?J6Z^P(K_XM)zP(thSrAPXa zP!l})rBa(09*-5aeM;KKgi1@SR`F|ZMZNP00keT0ypD;8JqB1WH-+*Sj5~$$6OoQf zVCm5Z!M$UtYju3U><4J4mCFF{DaP^?%;)t7rdVF4udzfpr9nL6=F70)xvl7wGW$w;B$?D zIr*<228DTSrbmAJ+N^qJq#ywwJag<RL`M};=Y zrDnT!VmpfP5@M=pKDcVfusg@V;-b>`rz(6)sN$B)VX<%+)^Ny3-FJ8-sI^KF$_b0V zUFp84VxU7AMwYl9S2lqD!t{8QtOo$=t`4|tx0QAcZ?fEWOL#zZ;~ylapws5ZCae2J zEe@!{lK1!Kl#t4)VaALp?WKfSpR4^C>sg|e+gf%lA=xEyrK29o z-!_F(rAweC`A_Qx#$|5(ISt>%Mb_j0DJPdJU@GC)j8JUQ)peyjV%&XVtq?Xc|^Rj_J^XT~Y}Cltg)bFNhPh{dON zdt0w6lVj{_#-Z+JZ$zhav#p?MGn*O0G3ovcRDQg4&leunKd>_&PR=}cMnEjT<oc={gy{F~(R{}_S--iH*lfnn?Fl)%f5pYaKtqjMR?AR< zQ%0d1p?hfZWMYfRMrDS6MNN6P(u<&vuS~Q>-fiu$x%9Khc15y}UBiPEX+~Cg)t7&P{BC@yAL1)-_+zjpZ)-^QXW66i_}uU7 z*_^)rvb(mT)I8(sT}=$Jb)Zol zo_M56f*n*$eaLR2xj6PQ5=p4)504vN^UUxFFTj4^wV)bLA7=Oj2-0Ymiega~|J=>> zZ>W*7E1IX#%d|`is8S!-(W4`~6K}SDF)kt#BDg7Zo|(`ymO^svt1Gu{=FC{zHHt)Wf@nh_C$>8_SFic$_eNpus*^PhekZSLh`DJWX?8rEq=E~2@f7lLU z@`Sw_F`w1kN98n2mvW>eXG`8J^oidYcW5pmB}M6zksIsFi-dwu<0xPDt)G4JL$<8c zgSbND04EsT*8C~`C#Do%(cXacAXl-!L~w4^3bYxyli9aV%oZsed^2x4jrG)4r0)oJ zFNS_$c&>dezk}t@-9tZO^2AjNwe_yY14RB9*`{wn+H9BVJEkZcWKt2{nKp-Y^61R< zx02iH6n9v(cq{04D`zkT7`kWYlDyrOyxdi~=mFQ@IBzqhnPg?O$k|HISw26irPmk> zU~ffIXv@QW@n0NWcTWo9&H27|(URc0Vk%gm!9kqP-d@Q~@?n2=UjQc9r`6lZme(?T z``FZ(3ji!gM#r90NCkD~9mc_nf-dDY8aO~yPlp5O zl)N`AdWLdKI54Ol>+6D_R}#M$qwuOKQc2Y704!y|f)EN#lTz>i2ZIY2?HWI3hKTt9 z6-mV7U9++KYvX1IdL4YZ;tfc|!P`XwqwddQ4Y*}vNwS_kGwH%g2mS<@u6RPLh65cq zSoB?@U{e!8-`?>aYuODnCiaTQ$r`>Ci-&XD@=bUFMyt6J+)!I>8&3^9_4T)AKvdB4 zk@c_1rC(2EGfvU)z{1*H+PtGb)EI&#`kvrOFtHKoTh!4fQCo%a)i^*TLO1GCnK|=9 z!Teb@&LzOT@O6`-MuKxL)VCb?8gCmh*%}+SdhST^spf)Qqpfv*;0VWbFwC>j+KxK( zpJ@aft6a6O9GnOq2mbVW!HIeZHR;;q8#{&>F*WU&TkdBOxp7v#)j&(tzf8H~MBWP|Jsa&2VBm>)dWe%}2W#uv?U55VH zWn|hNHeP-vMIQai<{*O1N|yl23c_P!b-R9!d8gX4bL1i3jKg5Tge&_8}*mTv)PKYIx>#BZo0KL8&yplqz6<$vF%wErzb}I5M?uw z-y@PG{VwmwnvYq*psKZ(`ec<+L1Fq%zn^XuF8(U0QSRDGg@wnbz3hLC{c5Y?_ zh;5YCuzLVglD6IYUHP& z31r1NqU$9K<}${%e)s~;W{WV>!)IUGl6gP2jT-5fh6-irbIC>U#@V$` zp2JwbS8MMZfA&nU~*@JHi!B9RY?aK=_vzK9-z>`c_`OSe?An zloGPzkW0naF4nLVp3V$1e7ddt-m#s!R4$PpZeWg_`N0?^4$7(iEjQ^~9V(G6>&*!0 z6|fCj0u)|L9Szyn>A6Q4&)CslqeFV~=dxPMa*LvUk~2y($E5N6-&Bh0uZcZX( zRmE8>i>qt*-~6b3fdjS1F&=8^_tul2U880Q?;jg@ZfHIG&K;{T6a+Rl-^70BNJ*79oVyhJl4AZO_1qdIXPAXF)ZIY5 z@>p@+TOxL9R>a$x>`*W5F&o9RJl!5tLT(10LYV&SMTeV^=&?s~K}R~Y$0dh4m+%n* zibtVd4t*oVG$Q#c;l)pr&kpnFN>Rew{gQArpb~?K+03t2tQ#rY`td;TGlXC%-N`-lu(2WiHUZsOFc!0ivj{US0u4AJZ(c!f+mg7YNX|Tqqd-u z{bv+k-6QkCI1A%?i*i=FpJ+RV5=Oe@Vm1yPWhRS4f6zfwZui0xiCM$P<0041b;ZIc zhhzN_gCHE`$id%Cv)4Nh*WWmFKFdLd6y+U?ZLP#yN&EN=S#o`FT92H|%C63d>=&Rq ziI-|`gKR#-Dkj@+Vfly^%@8+C4*LK=@C3Ht%tXnVLB)_TbB#;UjlcCLPYiUpQmx~$ zSOL0Ul?-%SB+Umio&^r@ad@Fyor(awiXC+=2j%+C3+1jeeSK@v!8X9|3j?c|81j0u zg`SS)i$S32po)wX3x#L;3@t}_xB26Wp23%BMV+a{v0y>5N#Aik>kY6m`fYN<86GDE zT_08tx9BY1-wO?f3_bzG-2TRS%Od zr(bQx*hn_X4u8a*N})vn1CtqyDS3(nM_jWf1>#H1eZTr=KU8WL=!pTbi%V-QqS zc)~AVv&zNNOA}m?2zlhp6`nnRp7ooS!&ueLOqRM8?cwFLdzov~SkpXAtf6Avq6x zbYDF_o`cpEMp>q^FTrtep_>M8onlTvj!ksh_9a;iNQ2e}WBPU!j$Iz@)*?j}9Mb)o zNMbLE65gT(_^it$?@%^a>(}5YMt*Oi;Q5P=eXM02&v~EZS&9bSNO+j zzq-Jc9iubSU4^0Xoo~w5;~c5MsGjtdR8rD6ue}@g)XddK--lJw7Dhxb{A;YnuRjJjpwez^F!V&K?)Rx@Vx|(Z5TI!KCc#9w~ z@*p55Z-lY=+R1p9UDd~1{n#7r))yK!lkJYukSNbuUE|{oLW%dA%}=9ivc{=`u`@iW zE_YzZ*MJfWkZ%)&ACH5!ehH~*T7{`;s8o%u6L;17o}jS1;#y(MHJEVH-D8W8wtDDK zM`&7iS*cx^`q!|CL1_B*@`MXVz$+=F%E2ou)ccdH|FOrMmZ!c-)}eO_W>%^GY$l{u zJPkE#1j`iso$~F-H=YHSC|A{8a2tvFE(hCy(oK`>n{4jP6RVSc`ak?FgoksM{g-12 zk}ep75^^$wpB>tXYM@kaUIzykLn`KnFg^Xp4?NP34YWe|z}h_$c%`Zw%BT#P&k
  • wV-=7{rt_wc^Kr3~` zlAFz+W?r(aGNj&ypTEM9#<-lrmUq7&h7da-FP8!7lXoV@K`PY2;sY8-I`iF1+2ybt zwd7W>Kt^39b7I^;W%%#2GF0CU}| z-bVSZvVVnzl-A8B@%y7vL{!gGrm59?&&y58{q`l@<`cb@LIv-s86TycrFC5kJ{YPZ zd)sV#AQv=7iEXv1Yq=z#hR5H{XDgiO_T3)7QRjE_cRZID8NG>`xv}B{poL~gLwO+Pe$h@KAD!penPCZYLc(gl<7uhmHgEe^q=~5HNObx7RU0H@VjEep$(?i^~LWrC6OJ} z3zjL616lJm-wAL1FdC>zw)KzY_%-^$URTu*z`|DjUv<MU@+@tkpzJ9Zm;IgHZ;kUIHtn+<%6B{$S zgCO&=7V}z$G;qSfrZ?}mlC3#^#Q;r>hQT}%%w8GGOY{ioa>zq8Irq2Ar@)Yjo1r*U zuxm1ek^MwKbt)G|+!$I!to2BW6N)&%#wes>Gv@tQ;*8LjqQSm8Li~WmLTnrWPzC)$E^dKVB{hsEnz3Rc!O} zLb9&;lfF(+U9fKUqqF81*wvphT%kmFjc)00Ln>ITpL5ToP5cK^%Fs0(zRd@Pz5R6> zzszgZ2L+yq4Cja3RcR+hSuIa^k2A@0H8=Xpz48YjDj$Nrp-SrK0(aZMsz>mSDch0SpruEim zcB~$`C@x&y1@3?4@YoKr8@PfGh@hpHq~0_1d|U9mdiOf-hjkjKu@K!ZHM+moIlu=# zew`H}=w;e4^5AR6_XQMjKM0g5ypFaR`Z%c9+{`~M04a3h5X4>qapWs8>hV#X_m09h z%X`xE(+KiYL+p-`L2(OC^$Q|H@Mg-$=eiKwP1fCA_>Lx>J$6kbvJX#W4X3#K6Vy*3 z4ifh2)$o-6I2$n``98~f;^O~-px&lV*rmd|_hZk?QzwR4uuhG8+Hbx^5^k|z657|4 z?wrladBk~V(S~>Wx0@cEeuf7@BY()v&=;eMCySNlfuyJn@FgY!=KORl<0M796lu1K z5!X}H^Wki*H`=Y2r_3-KMU!!>F$`H8n?vkO)IIy>&tY^!k@Hh{uSrGVCjxrKJ`Y(g zg7t;uOqyxlQH8j^=QSGNgG3MMAJ20GH00r2Yfc;QS+}#Wq0>WgeWjsBPsU1gQ0K%r zv{nZkqo-KrdVe#qzhaqqk$RFnXTj5aXVVWM^uu&Sw&PvQ=^Hc&lc()k(Qrv6w8v(-c4PphhO4;t$!CF{Lh#G|*LtR#^1Y5YatE+d zJtW7fM?T5NV*xAEKlb=SvA)EykGrX?#}63)$2)V-aSC4qv&b)oaJLmfxH)yOYmZMY zrWULm?ztv&n4_Y%VBFIzC8kkY+MEn`e2=%9-$s9c=$Y6_hqNL8F*sI-wX@phhdg1A za6M}Uh+f8APO3QJm$&J5J(}sWHV#{X+U->beko5tVOwR}d;chflSWqgGM|i*3|Cnc z^jJSrTcT}<*Ow*YF)V((JdTe90;#8@)PX_6UrcSO>^u|kT}kMg!X*d&8cu>P?wz9$Sv;u%y*q|G{z|4RhjQ$3N*yU?`}oUV z&Ryl)d%tiU38{Wtu#|45V^EQy-Y(NTX%u{;v4X63MRGW+DSIh+7#AdS(27pb7RAjf??Qt1XxF-4ZEG5}l`XvLk)=_Uq{rQXYb3+OO|aFi&eW2M zaDLyb>q~dkO+(zvtoOSolAL*L{9Z#j+SYW$t2J!;9k+)6sCSP_zgJn1{sG><7Zsx! zs;fRGTop8=7vMJ(H!2NldixotzX$tk;KU5)m4+SXPyaZ_$6FuGtY;raV#As`+@uI_xBM)4eSdaKmOa)aX(JW!f93K+Q*ny#=PD6*40#d#&I^!xTSCof%)-3d% z&!H0g4wtg(Z(SehH}gp~mCVz;%PwWye%2hc21(HFo(O@3jBCdmvr93P!@#kIHu9S`i_*i->4Pb0{b{QB07~RwQ&BL9Y^6kAT0yC#B-AEa=orGDPp{k+zP2{-bIouk-`MZQYmv=$=TO zbC~znsx5<$x10@2?*to>uGc;z_G}N*Azss?;aZ?ia_qyRWW)rhYVhWnIz0Skq8CcU zf1FJ;_g@ojv=}eb>PjduPT+Wg~vFqa`jn6KAMVs=O{@pN?Op@%7md zP)YutCpp*T(AZD$(V4b*|da1 zCJW^@Xn)a7+j0miYtp$rU)7tWm_LIK?HY}?qImD{wf*Ss2aiaE<03jR5Hvt~V zx_*wnyl?4Vn;#|iL`epK@ip3Z(C5nXhStk4CJi`%zzeiesz400gUIiKCs0sEC}>1D zjx^bU?0&QDaHHaD@i0%V5NG!5uH{B+{>IYaI&;|Fx;#{$t<-xojgQq)QVaeNsa}bm zVXv92!1UeDWPjK2>LecmpeU~JfLvnT_G}`2-*T5b`Qzb0Ht`qRbz}QV?Zx3_Q2euA zUs2%_?VFo{056)cCmxm4SvBYB3q|*5nl3a~7Zm74h5R;i9}d->rH+x^ix(F`wqH!B za374?_7|@MUgCAyV=i@hjBQcxz0CJNy9^y zUPz{;+kflw#-t)*nJIevZaHw-`w;@Y4zBjsQkM;uf*|Gm9=M?TqIcrW}`K{aXE z;`~t!EK|;SLYx4e-94ykH;S{i2NVq=K%^-HGCMQh+`41dv=FD9xairgzWhcmg{Dqtn>6l%L+sZr&_Xc9nFWeu9*%I@gq&f2A9F-~Rt}Lt#ILpK&mmPx^akVEpC?^=J7;>^O5F z$(#=-E8WmQz_$LW^y0YLPKEo9UgBe_LUBUS(52K*D%M{(Ykz#|(^NjjIh>qS%xy{{ z%MlDl4S&;Jd)BpCssa}TNv^cFM(KcQ-E{W-;{F5Fup^Nm92xQ0 zcc%0b`;4{Tp^ve#TX?XU?u%v9Sj5%{r5;g^BOOXUe`7QlbhpVLKDQjNHor%4-LJr& z5+}XKX%3acAl~>2W_SmC$~1GMRG%b)RNW1C0>#b{)ph=aR)wOM@L9Gp@+W3$ zpqNZTH(+7yc_Vi4P|rSza1B4K`WBwKK?z_9RidiAu2;|-I`Pp01>Evv+$*Bfmkk}Z zn%*^dokdqxgvRW9e3)2RRH}V!`E@b08c(H6)DnC;F>GR2v;Po&XliceUQk!uu2=Xv zg{a+K6gS#t=i78AB}YUM=dF3Lo&6QJuHJ1j6KW0yv6V$#aA_KPVZD(eMVpT4(hr7Yi|Q@=A#?5bX40)!33}oNzj^@g!;0Qe^AEl+L85 zNaHZIu1=>$LQPE{YyUBpCnT(x4Yx~PXQ?^_^wtmKJ$|d+{jl0*8S%IFb=r9XSLC2L zgi>mlO5WKaX`aTQXJhZI3I_dIy<73ksh0N-=bIY53!^AcdxQoN-pGl#-*tsYCyK+^ z{o~k9I?Ade4jC_T8^Jnw2#yUTHlAKtcmjNTk?fSe{)2;n5<_T=Y0MF32Y~FavZb)J zOFvZt=;`XXkMf|)8f~yfudE0eNS{>_wPr+r#&{Gq+LC{qG&Y5v%IN~sxaMQ;gu`&D zcU)2#%K6K$ZTH`p#z6Uw(aEBbi`)tTFxxV=B_A^59S~96I((UZVMT^ow<~qS7_f;X z%$IUzw4_|4iD{Sc$1bMG>x;bg5*~hVlWGVt-703r|JG^~U=U^~6NLj-v|G*DUs{-t zK<#i!pBGzj|E;Mwsjk>8622ZcsQWd#d#S7s#98DauIj+o1B>n_SMGt<7NAF!`mT8o}ox-$DI;=|UB*ihU35E6EGIIylOtXYIS2AysEWhl;zp zylaIZ282*~s)BWb%h4z0mjl=!l5!(7xvXAY#tml}z3%DGV&^gRj>2*KW}rPp+@^2$ z>x^X`?5rD~D(ncdj0x4cDLzhW+CtT0@Nux`;$EBlj|ll$lEDP&Ow_$ZwD~kaI(KYR zbMd-ln%dCGWP}4SF6VTpo4ij68;(2LX3t0xemO*D47=8|G(aCa#yU8oAQUY{E69~- zn57HF8L3T$BV9-#GE&2^i1CW2xP*B-8O%HLoEdDQn#%)OR#LlvMw%un78WZQbk~%! zySD=XGW4gWBY9Eb6`|&aw7R|vNDUt$0C1x3nu10mGZ>G&6%D)sR2@ShKQzG-B(ElM z*YVpJCY-?gQo$@&n19I(;oX1Aj1?Qj@=6lrg^x)*U=!HB`EH>dRQE;YCpDe@aJu54 zb_nA~J76ld4%NFLoGQQ9x>QLJ}2^_3GQ#T3TspgW>^(YRYBSr}}&C z5lAn^evUKtsn`1+^fQ=ZW?*-%8fr(>>yC0(M`Ls;JuhBq{40Qf4#NyZwI}O=f z)$K=j)1Ir;V1{05%!(F4iG&{T?Nd@#hnBi;O2u0b>Cx+W(>Q8r6VK=xnxMrWJ>Ch#uxXX2kPD77=e1>gyY^+gm9-&VovF!0>meI! z>4vF}bFvD42XAb_H|lZsD9;8TtS`9D#-`R1(h{naj zLbgfw$OC0j^xHb7vJPJlpSR`Bbspw^zWrq7(rUj5LMUUtcJn`NQMAIca(6}4ajfW6 z*WZ1b&21@!=Xov@nvU)${ml2<`mQ3|_QM1mjByFRx-qFJyj8bG^Y=lls;5y(-HjlZ zL~ZCa#`^7l@{3Pt^8JMUlPhgeeIx@!IEa7<@sR-`jIf6WXhwY{8;?Bb zPYuN%#pf#R*unas2dFLKM-c?{FXcYQ3*L+%mf#~wGrylNeU4MeK<|C*dM{zboK4ovPY6X3+wts<0}m1%fp?T;9g#at$TraQ>CGYvCvD5WC!D$F}(yU)s_%< z5=+qF7goVL0(j;`0Ot;FDvjrkMGc-B;)1H~VJf)}?tAY{ym^o_2!jI4|By^3NbA3? z+*ia;%+>vuCK=WV-aaXKc69GCA~O~5Oj&K!Q$#yB2}{@Am=b7{NBc8tLL*zn{9iOl zIRVKLy{b?0TL;aTd$Ds0A^PA=e zDaiaXFL7qw^&N#<=H!FsR6*&eM##zs7#8>a-#SE&8)YJ()60uKtPe0ECHwV3p*VyC z;ePY}X#_x*qXiQvwyZ74iZgEvahWFJ%-_RZ6&*`hBU_3x>L*VRr2kTdckL;l)+ z#oyzfr^3l8U{&w`*v{^u7AX{sA$;|>&($s&jtn|!vOz> zo(#?J)O!?G+R`@RLX(MOcc`ahh(7Gv$~JT?wge>=qS!4iQrK8=ls#6^DYTS*pjx+f z?25r@+SN#oY%?RQUb(Q0nI(;9UQZ6jwxmVH)ejppM?M-Pt@|CCzjSric;7xVyGx*+ zdJ**B=|(4hV@^N#py<+-&ACsdj)sQ$)H*22_=)<(w?p{Q>fK>55v?cMIPuT?OcKtg zWL4*iK3awNz98K@GPh^=fS0^~>r9Z|!^qxK?#<~^u_}9y_hwGm;gaX46P7pk_zJo- zvqhgr4jHALdX4lHcQ$Xf*9oy8Og2;X!=dHDaOl`;vBRZ@Fj4H7EZ`$c-RE7c+Bi?v=oP)(=ZKyb&A;c8QQn2VKqT#-Yi~T zMH(Uphew-BE0PB%_WupW&ytN2|^0oMG{*kcgj^$xBbGv}SSV3;o zz*)J?MBCm=b%W%#F)Ps-6o#yysL12hk{?Mgq%@JM2U}m%;$Dm8B$sOO{@$3XFuX-H z#B2bZuU|aRq+P~Z&K9?oeSml9-xYPQbyhuFS3mhiB+Uh|gXd<%{QTd5NJ{gPp4x$+ zA>kxR?+++T_1XMw<2+hgm78(3h86yJ{;ZE}u`uFLL}3-U?QIGCt^>ut6N?=e*tvhO$#>L>T=kW1lny{Qb+3tkjoB269r z?e}uhjd!3y_vMhGMCCT3FK~7uUCUcChuO^D$a&Yx*Ni|>N~#4_fh;VVos@Fcv}Pjd zkFrj7;0qFMDPbHm=Nn*7I-W@gvGNmuVq4}mjFkQ|;5PB5EVH(O3Bp43Ps%YRZh`h@ zz{G1PS6e+38-i;k$Z$IUkzA@EK*5&Csr!vIa!&?IWD*JH zb2pJZ4(cjLXcCFiW7n0$Nz{2QN5^4nEIh!=(yHmnJs|1_aGe#kEjr)<^JcV2!Eh}j ze4xo+aPj>r)A3sRNDFAwfkW3R!*GlMhAUSrP6dDExYrrQUh}7bic_@`S!_it()fWc zOh9X)Mxq8w=Ew3*jDo;txv$wpEtWb;&z~Jp*ACt=)+Tt=#*t|`s%_ui%Kl~@H3+#- zwEmYR(QYq&=J@xPB<+pTR5N@4<;@B8MH(*KuT(SG;0D?OSFSTceq$0RV(icLFXsj zHh^SXQTLyL5RP+-a<0Hy!6Qf*TWFjQMDUSY!o0YjmNQ(mE)xA!tWkt7kIHU9PH^`V zST(`KzQ~TAZIg$2HfBsDrk!Lc9+F>?#ca>N=b$1#+FN%m56T>5k9mLon~_XU%FlZf zI_1`kkKPnLOmAxA4p@_7h#@DO1To|_|k;{AQJ=jgZrlDx@F+V6F zqGtYC#Z6qbed81dl~lOvSRjZ1MAgl=y1W+;j zQ(mR^zyIcY4{3*y+x^@g`%yYM!@!1*m4bTbyfnbODfeTbHADR|llgJ;$f*NlQe&+x zAn#*$s%Vg>rl)NE=;_Fl^Iwf}Rv28HvNT9lsDY~nmUM6$iP&Lg1{Es`L5sO|jJEZlLuiFgrL zk4g2cvH_5ZjYElOJWOpf0T^ie8c&K4Yl&IVltD`L;x9x+(jXlB*z=qH?xe;vZV3N7 z1vU&S$?Iqom*p{1Gl{yzFRTt>opP@` ztVwa#B!OPMPQBryx*qes&boZW4Bx-Ny!zV$3~$*?k74JUL^87KUXdTy)wg*Xg<&$< zjKn``(6*#X4tMifyIcQq*fb|+-ju+;C>eb>SN`JOU^LXZl>89jh=^iNQ-8|Dnj9ET zdJp*}-%kf#+4c9!DMNX8llzzfRyG7F>I;rCNg*2lOe zqr{_m`Rrd}2ySo);6?6lbh{QrGKZ#g3=+pI2~{yj>&zgfYj8efy=8+IO&XqHv;;J< z8baL=z&gZwOQ>WJkjkmIgV3V_owOsUcC~x38ZZ3`H9Dsj^LQHb&x+C{bO*cMUCqsM zOxJE7)U^+jb1`E|o_vf4!sop@vcF!nv2D*^>E(M5hw-Ch6W7B94#4{QyUj;hK=UCj z_hA|2P)hak3E(cO#D>2DEu@Cmqz3?GVOVFfNKhmPUWYz;1!OJke~m1kl~AzjqU@Ov z{`@8{R~AuvTRp6H>7ltz3RIu_!O=QL>1v8UY)%zRQ!51K+w>jbF#NosxIRlFvI zp+@SZ6ONK0tvCa!3y_MNrYMw=1dKDnV7KlL8WFj|5m z_xJa{0nj3PQD?P6dA;9O4zj(pU)Igo?$xAr^~Dn9tBp-me7I~u{YgE?AoZmLHO~70pJ-@c3##EDhz%q%fX(!b!Et(M`RP^I81(Bn zd|QM=$IX!%`tk~mQvOQ0s&t?xh?tOt@pHTt2`EpE`q(p52I)Vki%c@R?I6VyL$J5x zimcHzUEGvJn0RlpHcz-X!oR{w!lNdcoM5m!T{f0wLz19Sb152nto9J4B({jj)c5;U z%p5%lUnW$OeDH*?ceT}i6@HYPl!QQbTy$z};8doTwj{l(p#bBSNoygS&#e2%Nf2X% z7R0j;;rKMZt55%7y45+F_5X4AmQith?}BdQ9w5OXIKkZ^coGua-Q8V+J0y6};O_3y zNPyt(?kp1amPv)0U=53}YIZPmMW*QToW`#$@5srpMG_-OwHr~=(- zk%_zLiY{p?>R@sZ{v>Mg{6J-Ki!lMt3d^SAT1s21SbM=Q9?!8__fIZM1!q$zI@&84 z`_2t>o?-{dnnPMkLM`fI!#%(&qBrynywJF$%&eTnH75zb*v@S)tj=WlZpIcg%j%qp z$CtJlQ@wqN)Mu~K+?;#X72NIZE+~8+iDX8{FWy6KM#yRWqQTw8dKYhSxY+Oeoo+IM zly9pxYfsfzTWLDCb7??8Q8aK79&(97hQ%6x2TPRD-x9yn*p{za6=>F5PP+Y)TYrS= zoC=C5P*AJMuI26a>tl>ooG9ril8G#uGalNWYV5M>o)>1AGH+Lt>_(;n0~XbA%hBXl zWdL$A&splW!{ZkS1kfT<;hYPR-UZ9JtK6MbO-gqs*rnw?E`KZ3@%KUv1LVbQ&lv>G zHP?U~l}XO#`9g~QGetj@Hn(yQMga*^H1W~j0u>HOlW)vVu%PU^N!8xK*>!zWJ>|CD zWD&PP9D1?|l9?pkckepni+m!>33;0mNq(Fe25cvHo_s1BSog-!+w8x#*{q1gDX%)e zz1ndI*$-2i?{Q@~nh-A=UN7aG8eJ(o^*pL*L=8~LP!ry$^XI4fJO07G=2(j|v|RB$ z5&JolmI10dBh01o?=*}1)Ox)f;eS|0nEsOp{@dAQ!7Wos@IUh@ z||-ri9mYwUWh|59D!ZHq4YI|C~1HOOOvI0;PdJ~s6*4&5Chl0Z}3l~hj`-T#mYDD z9sACu%!}X8y8CGHT!Sjp;!>UQq5ozIi40M#r}%d;#xLVvLXit_?Vdx9r2;8Ji2*wF zL0IfjLFC01x}eL>1$ z{bt%J6Z7g)RiD%%1vBcz-Z}rE==W9}TsDNsfBY!0?4{@0Yk6rP*#fHg0ho2#0+6&E z)VJ56DCYL3Ik%+vNOpm9#YhAEOc*t@e~?y5d;Xv~ATL&%KO+FqIZVEMYdPSErA@;{T+;TSIMxjv7(zU8^I>07e0P{h(|l`v*R}KsHE*2IY@B4!kH}us zuoA>Tied9Dtz6}>BHi{$-8Qx2Ak0s$j5j_)CYDP5&D9%5_M8=;s2rpG`+Dxi;Y@aX2tyU!yfr6 z(IgC6l~wG_2)+4NvE2m861v^beNc(Oim|c5uJKAA5+;$Ce)%ZPS_t*+giN|W!2Ei<^5h#xEWN3lfj%sn03UH;`1F|_>k-<=}m zNf-2|xyN=g!-@)<{y`c4iG;~HR<^;BmiM$iTYIwZnthh|F z$nUJOB-d4RUh%L5Z1#G-GfCl55V&w(^5$?nrz#)EW(<5D{F5-BqruU07*L?^sVrn6 z#|&L4(V8+cLsv4*s$sY3#!il=vdx=Y{bbOzed-{6GLxeI)7d>r$3Oc`8vl=N0Kh3R z0^KkmjzVa)4$AIF4pW@?MUpNNu$+!vh*q#BzyVM;H9wwmLvr~aL92Jw=BK5WRUs=9 z6D?F1ooAdmDjbPMve~pduEmaGx#pYqKd5uqeeJ8?8P3#rZ6paYI(|`qhmT}E$AsbC zp}tgtRl7L_(6?ahS9AL}RG)RbtZJg?U`GVA zO1$b<`sz-$_*U0&S8Ew~wdz?f6NT`2ixQ61iH*(8o2BNEA0Lq+E+h}=Yx@&1xgQu7 zbJGO~Q;^U94i0L+hVSn}0zJ#+@Wh{b=j1MzCi_)#3)Se}Q3H%VlC{%EIxW?jgfFPS zyMLNWVX378oTgQY+78BZ4Jt@&lM936h?`>dMk z37efd7R;Zqg%b5nESFH9JIymd;Ie4*;(`va+rkkz@_YI>s58`~^SgZbwj>*%SBs_@ zgt#a=jZRlRJ*YKBX{IAN?$-5E3Kdo33RlZnl`@Fg+(=eQZLa(h4HU^sn;B*ufv$YN zRTu4w!ikajU=8vXVw@`OxTseFh$E3=GEOch3f+LPp2&m&Tdm*ek?clLHm+fl$!Klo zH6Oiqa*kQnLpbGYVpYhdv}<~#xBC_C6&k*aw6C+JYAI9pzcKk^NDsM-q{rh$=4*|s z><19Q}GunuK|-~MUceGHQ{hehvW4ttG`%gf=g0s37rDSqO-mVxL4 z!83i(USCaCbir!YxSR800gf-Q>|5 zAj|SoYBBxgf6r-{`dBel*dI7mM2?91dx-A#;t_f%@WKC8!qTOC#DB$ZH168{MK3YTEx}x z+UzqP9qp^Q*>+9w2Vd`Q&JS16GRrq|IKV9eYgE~%1%X(n7S^>T=2a^#7)Yi=I=Khe zCQk2&1(?KQL~hHr5APa}LgXqww_$1MQhe^;W*9u{`&2I`@ECUA*Si9+NQ^Z^d znAvc9Ydl`K6DQW(cOk+4F*gy%ftUUDPWrcb6+)aEOEVj^;gwS%k45cRO6lMb{|S-s zyv13DIuIZ^JcM_O3CLx1B7JAgA_&L|!UEJH09NkIj&NDkkGh<0~^wP?=5s(tN@lqL<3sZ-182pOSZw>;wV$o z8x`Hh49bF(#5 zc6&}DWDEh^wwsuE;Y{PhYZ}+Y#0jcxCts_bj|z_v9eU%yOKEu&0ie;Pmb33vL%)84 zJ=804Oys`3-WQnrilqrpX0ORf{GRhKysPVxbW)kRC|N7FZ0|nWej{KnmhtYx+We&d zB)Wtco7p~jD2~AFl9U)MzmO-n_#KyP$&`LXL5*vd-1sR%%&a3uf5Oxvu>}3}}6>KcGbX!Hhg*+U%l32d%`TSCp7nuY#fTrjd5jQvzuIdO8AcUVu< zi3!Lo%C}YxSR(~T)O_Yq^0^OQGyb?Jwsgl&ku#Q>D*8Lh=|r)+vcf2O#3V?}`-mM& z@=*4YnjH{L?7ZWd(qsR}J4M7RC0}=i91`7ja7-&+wHlVdX~wD~<)!W@Ow_WI^PI;q z@W~uxp~}t3@v{nLS=#plPu^Hgjrz^^axPLeps3Jb((Bja-Lc`(^kTmU@Nn3qO<9|w zEt2Lc%>%tZ;~Bx1eR4C!VtDkF{N1*)(}&_=DzS4(REYy5l7UEEV<#@c^g(nbxoxlt z-XHwHAwFt79=$5OnbR4uMaqH418m!c2!PD9FPed$B=LTtNagY1;OF30DW9&$wc0xT zaF$5stg{p>39?0N6tyJ1G4@B%USx`xSfr@SR<>oL7H@R ziGQyu%3ZTc#{WoBloP|zzY7N-&QR<~ZmBBDVYd!Cz}h`gFCO_O!K55NM?eOdKEpqE zj|Tc_b?Cg_U3RKB!kvH^Q0wJ#m01M-Rdc;se3T@%P_CDgJg=QBs-~rZWnBwCM*>~{ zzN|?XvUuO5lkHG%$0~{1;>#W2!3A-yJmzsB6=R4&YTB55Nmh>%y6A1_003?iTZ8O# zk1TI=uh&ty}Ly91f^*mNlUTTp)?;**}5(L?-5p-c=M0XeqV)E zJ>n?0XpH(WjCm%l{~2J*Mxqi3U$uCJYtjG>|WkEw0Rwak*xPAnAT@qbjA3F z?b*No$id&oHLc~AJl+A_;KjjSF{qN?F~!+<;&5-U8yF;Pj02fH80)bFCT$!vbh@f& zL@JG=Z>A|0DzWjOya+e^BpKbT*@^m{qgs`eA&|EVI$l)oBR(oWfZ@r(NS%V<6m#?Y zB=!9e&ad|@&0nmKMO-mUssfdUMSQd=!n^JqmYsdq%rfogDDQ=*F&eukW)I3Q@YEQi zHX5?YFKGiVS~R?}&!^zf)4z#WYF&U(;!DKR^Ic;6f`ot^5949}uWKb9^R<;KcImUH zw}P0zg)cjEwtZr8Q{#BwcT{_b9KAwJX~7m-u0M-G1FildBH)#3 zYq$j%VBBukG!`Myn?Ykle1DQ|$l75zwM&kSlHMLKBz(ujFtNs;0Wf`&gUf z+c2ykitZ9&`#T;yDXVU4jZn0Yaq~K~x)gE%hPLNGZ0y`>f4eoWDq5mX_xr@TD%~D2 z-f#eIjgz=e(m z5?X@7QR?kH!rWvQIn&}{g2$p^HNJXi`0m{{wiauf?#Lz5ogZOVU)B-SnnNNMZjHi9@*R| zZq8XVPh3rb$W3D#y6zc9c~WvSrIozf_Ji@-UhRHrUi zp^P-kb6ek_*oZi=UV8*Xk|1XOw6)4Xi7&j8rejq0CkXGQ7|1oc?3}%yOl5aKH$ILj z5B~PFW{gixd5xWXnpjfSI;ZFKYxvus?_=MM%V~uDE_q9f1FJ3b5?yf~?XcH}LAdc1 z8KZ>s&(mpTJXth+r?k6vjAP>ZV!HRgboPl#evp9k*cooNc?P0+?83|?;mx4z4~hNi z=lYbVPk$B{fiJhWd?xIVKRm^b3k9JAf-6iLY3g}Nx665o<6U>A>|$4>u#4S~k`{T+ z9HN7>WJ+Xf9)7atAA}EoSa#dvPVHqSuufX^89*Y?w&RJ|&aCmk;qrCgshC&d*v^sr zsCT*uneYG{AXegbxbtZXel&f?di$@F=Xj?@%CE~?x^#Mq1N?~Q;;^BT;nT)Xj0%DymUW-k#{3s)qO^--iyEYA5`-$ z{Cs|+zEQxg9Z|*ons9I@oh|rm_qU#xDB^~_h+qKT?-`{y-|A!YpqWz6E-S{J@^xrmJJ9EkhH}4R*8SGv4{cMJs?t2{+tIpiVLu#*qx=!6<#TfH#7Gwo6^4GL^t zHDTK#=*T<|xV+*FJsDm`)NqfW$PocwGQ|8BZnF^TO;_O1wmH9!vxo}v43>vLJdKK{T5s3VB^feN&Eu=VPLs(08TnN>Z zP^R=2;9BPdXvwx32X?Z7r!FM=f!L|%txisOfp)0iZTcoeWWbcek?qUf4D056NOd_i z`{iiMP&g$Zw!EkUj>+X(+ONl~dh=5s9l7|$s$<=tdXr98aego^KioGwQCIXK+*F}19$@g{oSaLa}WLV_^y~r+CruzLtKJ=PPE60O$w*@@9dWj-U zCK7(iG+8zDJ~fIT`PyPH*=lU;QSj{+1Df=)19^J{@}n%4DodA!zyDrrz5@ESEXUk8V6b(=}5M;byRNA)Ynz(A=6* zgP?k_5w;Hp!b*(m6Rw?CEIh#UYnp=*<`NOWNUF*Ef%Xpzyi#V-Q_{Q(*tG96ePh7P zLRYW3Kr=PEI8WO#6<-)Up0cRB3c{@AXH*Y#K=eW6hIp6H?s$Mc6A@Xyi#AqSz*HW6 zZwWuP&_QV9qp@PRv|Jo&fb$z>jHepi&vJ1Lz~2T{T1q(&RX1h~tfT%0y zCd;Rx^9g0}c=OV9dt0c1z6WlPEJ(XX!+ZX_+7={OtVQH?!M+mzz%E|MD^Z=Rk@3}S z={~NBvXVdadr8X@(NWI=0s@P#GeH2uL2LEx{~yNN`CW5TjLX3 zAEA%_{lxxgl{)xIF0S-}{dt)9=}V(Qm~$=1_C<%r+zV%FRSZ3*-=|o=&aEm_FUP7~ z6NGX_5HTI7+*mt3N}6%%Mk*WsSS8HrCchH_YfX6|wL~p>ui%@or0Et)7t4`Mmg8SH z-9;mu*r_6HMNa7!Wur#=&Qnab*~edNzm>VVidPRIMZ#^srbmFiv_MGt6Zk}80B-6^ zLRxLO8M_#`BrW>aGrA8v($YX#fkgQgo%c}>h49!%oBoGLjz_v|Y^Z55Gyl!)IJUnN z;*)XY;}G(n@NWj1Yn?~oI@j0BEuk<0RUW0Mm_EISOiATpzQePAm*RR2xp^k#;KpP` z3i&p6+Rl$@gn-~S4Z$iM@Ed?YEgIz%9>ken#T=(S9|E#O&p#`mV941hys$)y2a4`- zq^_iT)py#yb0W`o^g8~qnLSe^XEN{hVd>31|@Zkw+plHt86cs3P@JMf;r7Zb|ehY?MfaoQjj1w*}th% z75CDA$oBz0F#zGG3DcNrJ!|+%3q_eE_6?9w_kp*r@+O?fYghQvww^UE(2q1o=$u*m zYZ#3HBN17`h)7P(dQk8{jSn`7R&+&~nA%)~jnr(L#B*yAKHZr!Br=o*JTq{1hpPlVEK(6rV4C1i_Re8Sd(%refLPL zF@Kz^CP@iX+2qGkV2JdZy#^EU?Q$LEhb^(?5A;^Qi2IE077$6V9)RljTu-{saatGc zb8{JT8f0Szzu`yT_&{Wz`3X&Yen!g!k3|+V$|oaUaouuTiahJh4aC5`|MUUu z_o-7A2r~C;-#ca02z^uQqo^%?zdH~&?cY{be~uI=nijR!VoZYmNwy%?m->93j zVBTuJ_nBWUF_qoOj$lA!Ts7b0g5Q6QGR_&re}0PtQaW_5=LbQ|99-m8mE zctcUvi-j1!8o%bd8N&sHR!8 zVmTsPyjH%&I@Ry`Prl~8-~{=cK#U3y(Go|BLc6g0NNSa|veTz;N}WSCotdsiB}Hdo z_?dWM{ey2LlFa2>b{pJoH}W37bwy#2Dl*~t+IWtjT%LvGpaFGq$>!xRNB-HR0G@O2 zY>G@XuTyq#FR{$5q!qn2Th!FVTT(QYtTn^6iivP4{}C5OorhjLzb9=*npBXo z-A0@vIY4l;uE-L>FQJUzP%~JQR85JZY3jKt`u#IiPODHii0vR8Yb@(QW7!TF`#lqF zf`Y9}4>>+YN%sr@kU3=*(kV~a`h)_a(!JoRCDK$4C@sXsfAliU%@Rpu){pxXWviFS z1Dn8He2FldJa`+9;e0>zyTJ8@riZYj*dHxG zzE$p7EL%P$^x0B%n5)I;M}vGOb^b?ad)Pm&7Ldnu#Dewi2chkRm#K}Ff1=cq*WcEq zzcC!E`?PfV-m}$P<#GFS+50Ry33NuLB^OuVAppn)*w67!&HlY8{%Y$FCnD`NTMmvQL_GJ?-tTFa?V_^+dQqt(o1?IKWg2Hmb z1jnl7RzQBzTYMIT{K6?K0KOi-E7+D> zM`!lMpbHXkW~pRxw!4A8AF?}SiaY(i>iB}DJ*+Er1(`{SBO=9{caE?S1Y1HU7HFN+ zUKs5tVLJgIU@SMxx*~O;*a)de_KSjzbuxAv>~41h7!cFomjXJk^BwdttDRZ&=d{;0 z63EotKz=Gc%@xFgAhY{3f zqGDs$A4Fk1OKE<^*}3_Ed=6KFA=jPB1>N1PMF{$7fkK>i7q%YD>VQ~(OJoaw!}Owx zT+YM-=EoyZVX=x~4@p{COQ3<2W1g$S(EHx9Q_GW0u|?)O{h9{M_-hJ+bF^!c&(y zsaJPr8u9f%36)m1#aCDP7*eu3nVz#Wg`^S@U`Ac$mFZ)=xE1AE@zqXj*iZ%dPwUTk zo<(c$Ws`Z-_ThNUNj=)+nlfi~{u*>ul@8}5B&CiTko?Qr$C|bMO8-wV#)|VztA9Zy z^p)$Z;wjr%vZ^N%A-hr9tO2;mQLU?ScQcGgxG0LMV^T*azpMM^P^kI#UrjQsWnb+~ zz?vjLd+SZ>s!ZNBHnsrm&^|6}STbX|Se@={{_MaU4@}pKSnMNU;j2F4^vjUZ$vG-Y{RG^NzYS%2Y|p+bI#Q|r2*;@Ng#B)pKUdiX%JvVBgZbl7 zw~e`++`v@e8f+|K)iU%Db7i6}Zr#vaFPMho+cH$PGAg0hY~NLdla`qKv-n5v)YY-$k*-D9;ku80oL={lodE9aZe6DHMO4}?fn zyu|9-`yXqwO3JKM*9Q1fp7ig0`&qv$z9s$cHq}p8A|c|{?dGLx|8;Ot{=$>D*ryUf zs5^}Hh*7-!Tn|^AwVfk6!YL|XZ!01`)sn-1TpxcJUXjh9dCuQ9o%tey?fa{S_V+8+ zA!h{$M0KpKA&kA#A?KDckxw!QR~ zdiL!Bx@M`nlXjY$9ktUG^%EC`3O47_Ji^N92*5h)Fi7n;qAcbc<+4}H07#S9{<{aS zcKnB`?V%y=td{qvj8Vw*eV@D~{+Lf$hyGjX{gOKAZZ5m$Y=WePWz8(j;8dZC*!y}8 ziy{MV`@V#SgK@JM@%?NwRWV-Z6Ehu+)g0I$T@hn2Gh`u?KHawtmnu}ZJ6X*3BSbm# z*lz#he)j9Qj|ofWgU=EDriMto6%m*E=R;f4!`q6Kb4~dh2r2hEvmw1-sf_P^)n6FW zAi50H;adWf$?Aru_qQe>x-(JJ5&h)^>I>X_hG8+R zZ`hkD^ZH2h1Hi&&y*LI?fpZmr=KZqCvS8Lg;4)9aLAx_=V0d~xYi?5aFp zQU9*gvZ~~4DCHnDw!uf1sTbz)_(4^XVOaWSEMvsTQt4!4@~h!$&jzrB<@&4hDt?hN z=76{Hm|MxfK($ZrVj4L>{D5L0DXLnm-(&aThfP93qkCaW7@?XUHm8-; z2BQh#zP8`UX`>cls$#25WJd2?5$m?8XRjN}3WiXUhEAZ-P8h@3*{c4|^Qt>xk?BC= zNEyd_N77WlGXc7SsSgh!buo`Th^|)@?^qC8=wFQZ^^s}J2{m|_P z+-S0Ue^=?QBs}!Ux7V2}a-fQC@z!oQ@ssbwEeNIY46>oQcN11K?!F`Y#5VVen#O;b zJd_j!N2Cck(pQp%%E^|dO)OG0ZAO$2c=oT6U)wx`tCQLr&3R4MKxpGh3J%KWivtBU z*H`+XR%%>0j*GM3g826RQj_5UOiM;zy(Y5f(i|P94wv8ngZ;vcMyjHhDcG=?z*yw& z#%{Wi_o%W6qbN`cQ{HvsUXhfgDB=oA9%;a4cJU zZt~iDA{(KXib&Y3nXPR!zt=kPb8D#~XOG+3?w*_jL}vSjI}24@^;U{IceCs_>(v8IoR1^1lgsSr8Pkad;t}jFQgA zSS8eS+x$*7hMK|y{sSqN?*_)E8Sf^BMIGMktIJNjeq5H#A}D%^-rys`s4UL?Qajv`n`Bq;5xSkkL26!h98o?zSaal_RKT<|MV zH5OyeXGn#QM@aX66Z(-ZxL5qg-sl;4vs6L#!2^1=Fkh7M_=V9p)_&+~mvw8jpb#V% zc9DUen|4v))_lqFD{t`jJ8G-EJP$_OdbR=AkJG9CEjhU-Z;k;mHDZQE`-UO$Xu%Ky zfvxw_jd0WvBU*UjY)vKr4m8d$wcrMMUAYTiZO@{{-yalpA_kQSH+Z04!>5!zC?b`d zP1QHmyPMZt5q&AC*rb`*ISscBsT8l(3I=rA*7;%17_A$AS>8Ve85-l~KB?ibXCO82c_k^Kur0bsEK#-uPNKh%-u4#}LYUMQc!H$)t9 z2I4f6EI0rUl7lIA3>``?cP$*i10W8}#uUjfLSN@+Tf1S*1F@WLS+%x(bm|ioi=#64 zBWvWyxUL4u%#m%=kd;}0$@wwxFzo}-P zo`Boz-uYNy+34la^9Lo(n^pFksEnH&+R;{29?H5{q~F>!W>1*oU0O1|j={>gYWfM9 z9W}yK*kbt{VzdNF*Nn?6K)bbChLzBa~O-XTF*)=p?j{f-%8Kr{7OFP8;DAZv1*OVxL?->D7rcSNv-@vwUGk09ck; zt;|u}heNk*ak1uL+?FTND5i`V4rzdf z4Nrz+*pT{aIh;03kzE~Fh%;zFF1c*hKsXd6gEHwTwmstd!VEjpaE|gv>2fz^L{|L(CwykHSz0Vj$jo+I}@=QRgH~1wN?wu=LZ<=3ndPrzyE% z*rzO90Hd3|9YI+Tjp2Ta{4`@grFz>xCD#t5{Iv9iy(ZOH3BCS=p}aoucL zCltrw(cFuwELHvci+~BNJd@9Xr&zB3=tBBLEV1EIIySDmZBs`? zudj3&7L3;s@bxSAnm5FgBtk)tJFmZmX0ZBKgC~6f06)j!_6P>G~)1PQ#v`(*D zqgdYQhTXFC0JEIMAC#ekfIZ0@BFR4TeIx?{6j0;w zC#Ad`&+T>kB*|28urgW84-EXKZg%6UWWpKep?6`9>|4f$QyHd?+8Q2;+UlZ2A#Rf< zwn-@)+=H;9H>k;L4XJm=N4gg&n}Fs2ADE0m;u25E;;}0chv$}$Sl>Mv4I726(D%-f z!VPyR3GK*h?Rt=R<^=(3IYUlqkD zNjQ4|NH!_>>p6??eh4S4^qUWZB@j}X(LG~$}LL{x1{^mvA1geA;I<6s0&r!5J2xfB(7B zs`^}i*Mk_CFpB+f2{<_!9LQRf8RKYYp9Ca7HQBFhN(#CRnwli*5sG9x=B-unnoZ60=X7-J^D<*vJ(hU`aR?J>L) z543Yr)Xr43C`7$dbLI?$b8Av6I(Z__Luhw=qb3*EN5Sk1eeXZS{Cu!3w0P_p)>Tw3 zv87cbeAV1}iYRgKIzL~3#-H7O1V$58X2;59v*#)fg}Gx?ZMUl-RrhAo#8J-ylXhD0 zgc?sRz9CT8Am=_!x#h3xI1C6@RSwwXl(yvJZssDlu`YgH+}45Mjr@$ zef@Y~P_rgcl!yPwLS~-A^Sa(sJ5t9D%2QibSXNF0_?24V^D%eKo%s4u2gb!U7t$yo zX-RPJ-JlsvR5-on zbV*~dh0qXvDq7vbinJ+VeQ`V~@9A*{vO|_jS=E$rlR~pO{yno(DiQm_NeP;L^%?=n zbvCY-@MKp|Bh1~CbYma_C|lZ6ZFgS;Q%HLEdvlct_+Kmqz)YL$3U*jd=;C#b&XY)R zLrSAH>e4?f!7nm*&ly#kKX69@Egh`XJ|WKiujQTQjc;<_bel4X%uwGyGF?okR`xBV z1+?vd@eL#M=QCL*iSBz$RlzU~5`95XRpudIJ={HpAlFRZ$w{41thtczx1xlC2_^E8 zS(?Cz0GTr)w9*XI6_unH!`*CE0Hp`%hd!*`1xIE~z53-U(y|F`G*7JHBrJD*$NjmO ziOq>pqD^)2ppK5!Hp*fG(S7m!Muqc7<%&BAO;OD3 zd*kH*=fuG%1HGYBfu~*qXpG5Xgvr>au5a4rfg^2*S-PX86+~$1bE+g@YPU|=;0hI@ zDQSg;LavuQm*|`KhLBpm+@imZEce(!m9Izv4?+dLe?sdZuSD#RMmiXQg$5XrCZnQJ zHav^zD*VmIe2#rYg%A%sBtKD2g*RWzN958JR%Ov?rzf z%||1#5cqRwsR(K*4fB#@i+DvLXapjS`z97X9;@et_meyaAkag~&^1g`HAw}#z5FYI z9V(3H-&fPiE{wbeq>q|g``)wGQ=tYH*c{sgMrJ-M8*-$b@=rVcM45tsb>l|jY~9l% z(H)e;e^Rl++2En#w)ecWhsXNGlRo~~-U}E>brI3n81&%f@N;nDDSbgB9qNyB$3H#G z(lfR#p-7#Io3Z0O7YyU12@6HYT+mtzIBma_Bi!l>v%LEh?{yO(=Rf5+jJBFfSJ=kOv61ZWU-~I z8E6~zAx<~K9nskE&xtzLv4FPuU&aW>XW`CPOD`JwXZ0%x4rudwO|rdzV^mGTj&H=*XY8&^Jd!HrT!!(=FE*JZY1>?2g|n;$gYm1i(}Xfm!9>0e%06K{!tOa&htE_=IqcZ*@r4{MX70 zP{j}R9k#eT-##yRp`gI9a?D_EEiX5Z>fz<8t>q6^@ zMlOMO7D5QJ6O`Lq5IeLiK#s`_S&_O~VIDKfyLX*?1^VRgUyBc3%jCvhFaG_G-MKS;oc-vX|?r*lD@Hm}xFXwD>hS$>pikJXA zl%wC*48f?6wg#BRJ0~T-f=hxRc4;o5Ny0)?yxNW&;uOl}w={0K`PPMEGdy?=>Xx;{ zm{o5O)qdsqDC*wro#Y%$<|9U-;~gqy7D@93`x)&(XTQ(T3Zr#ugka0y|{eU92ExMjYuHc<;#{sxMgbLZ)c=W4SZ}o8LX8 z&{>3}8Gv6z%s!;HsXUG=w-j{x6lKim$r=jl)W0QJ|0YhzOYE?EIyP;OM+EwIArvxd z((~0}jDgs27F02bF`2a6Jz)v5tOC3*7SKr{hqL1C+XxEYkm_+J{{<5X!!$QExJ463uXjcAbqjM!U z;i(ic*$1C8>0)M*_h&zm)1W3<)q3a1-Ayze!(X=)SN19Rz&jRwGNysQL(Lc@-PxV? zMx52fFG|W3hcD)G@+g4TuCZ3zOxG!aQQh^W8+ry*LZRDtcfsJv zM>~aM1v_8>o`OsgmEkEJMe?8R;kC}6bpFh_4VdEn9ZI)<)c}Fd^2NNQ453Md$`zH@ zb9D_-z%a=T^x1=5e-`ob4L0XLyS{~JlrwxrwO5r8;KhFp<>-PLve>!qR8sPNla92s zrMInCJ46;N6rhXm;qNt^-(Z`@{1#9~qz9f>=u%{;&A?*H1w{Xo&`si>+h3ct}7I zNqCe^QJ%=kx99jPl41(#nG4x%=phmKlRBU=7uG5Cl`6$kuC*2w+tLWjRFb$Drn4ul zmuEP;6~Racw!h%F#2Fs5K9%D+iIhYcVa|#-Nu}$M7z+L&)3u&;80sz43;hW?;iC^%#j%_qs|Jl-Y zB_>Ksdf&rq+N%jBUJ|`U47P8V2c9LO5OlUrI)ifutdmyg1VV_OhNz*RDONUMGi%cD z>R{~|Jw~tO`Z+FzgGr8LyPZq1;5WC;w+hW;r-KFp5)!RbU2&zJHZ7f%imA`vx$;-O zD>FY7-Jmuf`>$B%aJ5<;IJ}G*qw~HK0>3T$2n~<(1>%pr6gV&5Ja5sC>IT#iPAH`l zND6;*)eiOWZ!RwO$b;R=;yWa#zFlqWkVt*}(X<=f(MGd8Mur}3a^vrN0~mUYWfdVk zN|ft-Y=7Iak{kR~8U|AioNZx0{+)lc_vGZaGdlm7LXI{(-d)d1rsJ}J+Ns7*|bZ8O+4?0WJgZa62^ma*p(5U_O>m!Gu0c?@mFNSEvbEf4W`=4&{eU zJPbF2^!v8mE@g`iMpP2wsNXY7&8nj#1U8I$VTbrZzx&jnI@$3Rnysgce_O@Bi(|L) z_nTchl&-#*>6O%-Y6m5)X2Dhn3oYw$%<|b`ZW@Qai#%TI8vs#|HrvZcEU3|j8U8DPtIM*H0s2xcel?|@Jpl^|5-=hU!H z8mdE#*^~x<5xyz8v&6Avc9t(UXwx47cnA;}llB70W41f-w-WiYm;l?0ZaEIZiRL%& z8UMzl^n5uy;{a(DDwgGgHteP}YcYQ$NEX1UIjy5+%{nfd_}r4OmVSE*2vDR7jW1m0 z*|1BqmnG{Tj7bS9XlO}m?zUZW%|}o3Uhs0iBc20EOE;Alh8na9IsNC?{Qu6?U4~^m&cO7lw?-o%8tH#j~rvhoxU!TF0l| z86IrY7osPJiMaCvQ96Gdvlh>Mr|fdffj%soSLDQ%w@rp}x&%aTEFbVZasCT>$M9K0 z>YoYyBE0%=h4-q&HEtg){rinwNXTOs5;|m55LsOhOeN;`8~N%#JQvlOIyakv#Z(z5 zBx3O>>QrY(`ii&7w6QVv#ZZ>hPe_;hG8c08T=`)Y?H5ZH$Q!FOY@&_I6Sbr|r!3%A z@4pfE7R-5U(VAY187;C{wwNW087zyLEM{hAMvEpH$VodUx-=p7p%jII0dlMMWr>4{qxv1Zae3%M7rA?%<8CpMAz0^t-P9Q$}+O zj-09fGR1#toHDeezi^eIw_d!w{rIa7yf1F%o^E;I`E+z7=3R0kw%@7wEz`n$Wur(H z-gw+Ghv#&0HDWh{XgCB?2x5~h65E9qG`kPeCmopAEK?g&NvDCxZ(}`>C|xu_fVoXQ zwA#U|44%zr`jG})?qhLd;#>~iIuvbF76E(oG5gTcJ41K7;;mLLH66tHHC<1--V|;h_uM%t zYV1Ls)vXo+xSyO0i@&R#sNjwW@eH-0$^U@oxC}9A{TEf!luP{o0kZku#`ds~=T^5L z3lOt-Gvd)8di*%fna<#hMlCr%S`pM8f#2qHsq2}kcZmDy-j2)2CZR>N@hrRH;Uc_$ zZ~Ar0;2&IwbS0T7s^T0TgaF}3d@Mfa?)_E3C5_ABMUr&~505{}dl}|?kJFJh*=EwEll-%-0Ps*`Jgwg+zwY$O)pvm#gaz4h5uB_r=9v#d(p6A1Fu@pHSWwDJGZAKyw^r$+q7gp3w4wg*iPzq!f0aDW%Gs3nQWeb-vZ z6fV4P8xZU^SSYjwY))cG>eSv9qIGqo-5G3zA0of(ykk%}#-hpjNW(v$$-Yk&DPZ*( z+YMOUJ#2a!21bM*rU|#i`5d~ORo0v$6>8s$!h1n@b-!O{H2DF;bAvxA%KPEos~3&Zam(RrMW18zs{fdc9)df3 zObNFtq+B>X;x@_377^zI$CezwpUMV%hZB};q#br& zC!o%!8{>{e`eU}!?(Ped983^&+*kPy70Imv`IhgwTGhRd$1LsK_~YsjAf1iIH~1Yi z*AWIquVI9fPpTdt{ayCCN{`swhX*E{L?yz%NWeK*3X5K$ZGv#9F_P6Nk*By^?+2{i z0X=zuIkhHq5UOa3M8N*iglJLE0ucB9C zhw3mi9O?i4evoANWsz(+GbA z6}Fa7*lFJ-+AOK4S|&`#UGuSQ=5UDtJj#(X9`#w}pmfOMa&W+}(lqA(0okd@876|N zkR6aDG$r6wx$ph9e#;py^V;?I^LCwGKG4zGhZ+fZc^mpj5`4}rzE(Yx3ckK##p9BH zbxyyVPzR+rb-y}>v6zqx}O0k$D*=rR4W|$vN{KJ|Sacm$)G$W9RZnX+(3r3zSmUbY z;T+y)7Lxo zPVMb~?Ii5&H1xM@KUJ+BT9$u;s10R(&D9*x%@*E6(&qqxm7VNA^XuCoW6qZEl9@07 zAf34d-2gSrb=^8{9&QM9cHLu+KaKDmNP9m!w^=N59jP5>ImcXE4R|nkj1*#wkS@eh z{CG$^Tt+cnyl<-<*hkPwJ?=@ovB+RIk{L>spM{hX#H}ClC$z!5GZWN$B6U4njvxR7 z=I*Q8nueC{GaH0ElA~w{R^~x>{)-ZEIPQ?7{NK(t(@nLDREIY8b0v=>!93nUE}mqD zlyX)n_5By#sYy=QGMdQNnioc;qmd3N6NxuxKAsXLD2TY$v4_!?n)e|q9V$;geE0^) zR~Nfoy4K_42$}@djJ1`PuskW%$+7Vpafs%Md$^QH^~HX!-0K!)25_LSJKG}%HUx>r zIPQe4X+EUE@JD(7rF5eEGXIFC(UWn0zfH1-)o1sC1_D8Z!lNrvpp!%qVV{0ew4LI@ z;Z|EwG~NABv2}=?eYmjye@*C!Tm1h==54$VRBE;YPr5So&U3ukO71) z!>y@v#^{&*dirgQm(lai@3BunBvQ}!vOh9*W+}Po2+J$*iS8z00{kB4Q&ysOoQ3eo zfif!CZb=q4CPqc2>O^U1y!Ka&JQtyJI#hKbaB(&x6Bm=hwEO5)rG^n}@*vxGqBq!9 zlYP#8p52=-)swM?*uq$`Oe0xFtEs%6sfE?)m}ob}wVv4VDuQ6Ke}iTX40){%&KQhsfe zsmsXpDfi(yONXq-9nJXAY_^G-Jb~-y&iwchr&7hjP{~;W4r79Z0e1M18=hov^YRW4 z!Gp(aUKtdoS5lBR2}_+3z+)O|(A8u}Vh zXK2&gd#mgV?!Fyz;i#~pD`*>e-0XJekfzCkO2*l%Wc}Aa+MC1UG;vT=O&w!~;CI#n z)5%YGmT+#jcIBbA+ly{C{Q24|qz|rY)w3TnA#An{kA!}5LAu##8%xsytx=29EG{O9i4F=1LQ`%xo}qv<71|b3R6k-DOYzViE?tz%zYZw3O!vT%wQ~F= z6h*&tSQ=Zivyg;8@pJx9blf}TrkaNrWTMZEQPa)mVU_qAB8o0FbU@2?xZ6z(73Rg9 za8_~4#)2M{`3gFXXXdtVrqeTj$T@#Kd`_@rfTSYtom&}2BkjPL)HC-7! z){{B}iVJ4=9Z!K=RprsN4+{*O{w025 zO$HD$^uzPspDW2Rc)RTi9;r zbAS3g(&QvOwPNQbd|n{T9_wh%v(qfT;j^q0b~!^jMN(t>jp(Q>ar=K1K^Yf zP4Xu{vp@|)?TtW%SsQxo(cIF>a)XtuFvOX!zvjh0U7d2{ujY_roFz9$YO-eyMX4m=R!_yvK4?n;?si@=1n0WBb<2v%`q zqhdN$`h`z5C-RzsP^AJHY^TQ!TiZYgE`>}ae$3QR9#FE+JMPuKu48AF3-f$q?M z!DiZ-vXrxNyh};rczc{{g06e~ycFV8{Idqz)vQD8uWx8-uyEAZTD}FEseLUcQ{RI% zC^&(l->FvtOucOW%H8tZ*KTR&loL%0n=8eitJbo8OB!iWrhJEvJws0;Jz%n z0nb@k1ZD(FT0LNY*@0 zY*K!%|3vKFdUkxuHJ_#!3&0>r{w9#Sv&I8_?S!pIltKt8Jrs|tT=L4V>)GirKlF~b zwHnd`fX>%--rkc}r4A>ZW`vxV2)fW(u&-j~nQ%0IOC$J8DBB^n<;ErBtF()yg5)QvPf>{wwIb@djHY)Cegn% z2O&N;)@u=VBRP=UoIB3U{Z@z!!twJCx-}&ed+Dxo*dVDg;&Le!#+$MG`A4L10ANr4 z`R=~&JDi`UL%G=goMZnKyUpF_clQ9=*E4k0t5bzww{_nRdH1Y+8p%hePDUVr2`98$vym>SKBILmSt(s7=I6>;%X93e zdXG9DfjP2xz*C7w0GTBe`znfwQq8g`1dolWfQo~@=uG9}!MvthqQTC)uN(C87~weY z@sOenrmuhsVDu!!qc?4!)uqKWU_ee)x_HA!Mh^bXeUf3edquU%3uAx^Gv3%^e(?I` zcAwTa<~XBmWc<(ibJ0#HauklWSCh*l_vAIJ&&b>kB@qV3PmyyS$$QTzj~mf&77dRZ zMyT6f8AaM?XPAN6^o3H}s8_!hM)sT4X6ugFT!iE&g|8}R`ipGj2-A=j%en)g1L+4s z3;NLv_S8ybT<5)dfWmvictLZyC2)GA;Qi3OkHm>mpgp!`%N>-S7VT9?MJPowoHWQzSGN2*Ux?*Wt`j~VXf)w; zt8gTEA}i%8g7ditI~wT+_c}@%cEGDgzi{hT9zSgByErP_U(&yp`F&jK?JoxAWY^}9 z2O@UfbWS6wqOic?B{@6fn!N5M@^8tyU6jlbfs@r(D+)25a*YXT7`ZPl?v!bn7Ad@~ z>0fAJF-xM)3R)tu47R|K0iec)h1M1n041Ay?Qxij3~NIf3}Fbi;ZVY@8*UnWshuq- zIiNOF9CY0{s~ZB}XjfCDN$?c(8%HMKdSk-Z=<)SK5zV##9Fcu3 z>Fz*wm?g$a0X}92Re1k?&u;}5N;LR6=<=8DWq*4y6OXATd&TPqwk3XzU!QAx-m*f= z>NrVCx8T3snDoC5MS<2Gc>uF>^t`^1fOTcT1N6c*Jd#9HBO9n?N)GiR+E@Bs`>r9I zdf>V2$(qF~1}Mops~ye^-UmSN?(ZTAhe86Q6dDT&dc-e_wKP(<0Qn=T8FONY1MiMGIJhxi{M;OLzQRsjg)rd$08!w$o`Y zmkt`EQuu(*b`_5&FO4lR?dQ~I%Vd;~V+rR+Thpuxz|qpT?lnpv-q7+7Kg$p^$1j;o z><16y&%YK2wmR~;N5(jVoz{yb$FhzB$biWFl`aUwL8#DD(~z~FHsdJd^%LuO4g0Ld zd+sf@KA+j#VeRK8*`mGVGnsy4$@8+E_q4W0WTOK{tcmbK#_=LQ*y>{`m)cda&i}46 zP(J21QZ98VR^GJ?zwD%)*tO!Fg4EfH1i|eJ+w{M)0JqCx9Fh?;ij53PK9c3O zcog9hbJ_d@;UL$IdG$N<^?>2Pi_QV|wV4aMF!AuxM&mr!`#-XqakRI)v;bqLV-xe0 z-(N~2;%L77$;`An@7MN5XABz<3e9bdWKTakKS-kuEK+hgS?N@5-jM1}5n*k}+d$xK zi793fF^nhf?=$o-Ub`c_Bqp3W{rX;H=9 zRiAAcik8wxJ!OsE#O#f|-%u3Vt!f}h17qNj#-*@eVsgEI*&Icphk&CS7mIyHhy>sa zaKZz{B2Z+n-%3{O1n1o$?28;9@JcUolo+Xy?**Uj_*O`en}mX+cd9;fbPq8 z8{Sf8&XX`czB*mMmSK^!q{QDe`L#h-6!x6NSL{~P^bit=o1li4^LXwFIvAP{el?+a z>rq7nCACG5u8&hLwA1(^db!;b1Xh@KyuiG?8hH$pYOH*YtqrhlHGR0H>h`NU%H*z? zddb4e3>teY+v(ugTKqG=XRn^n{#(tZaNsc;l|Ln%au88&aX!oH0~{GVQOT!L~Y^3(gof zBBn=<_=V+r?XZljLQpe+lo!kLww#oQ0;XF`-GZA%Ym#t$)nBtJdR%D-aJ_pUPd?bi zBP+_k5x`TDl%Waa;|c|yG5VC{e8|v+;mzm2UY{z~j849<)vO=Mupp=}@&4pdE#94` zPoUKoueNkJM($Fml)8#|_q*?6Nj%@OJ@}=K9Innw75@C`>X4h#r}eD$lnW?>@13Lz zB8MpV@ku6l2lH}IvzQmZJ(_Xx#t=HWMl6hH(fAfv!KX6i$xR+j$t@>uqz%>bb0M!D z)m}1PPjHDwNlda@o2!yW!9=rEEm5T;vJ}z&NY2jm`oKG;n)Iet&AcH8JZ2Rh&^P_; zJ9YXkhYGjq>ms}aU)OiK0@~{<&}>$oOC6y$8Cen8S00PQb@+z>K^oPWf>Xn@m|TSX zo84nhW-BQ^ocVqC+eG5wDu?vcVgB8P5`V+>EHHd|IP|r>KI#)%C}K#F#I`2oqX%z2 zd&%33eWZR&-r9aFIY7adrLzs`I}&jOf5JTX*Ty_?+e=TpK6R=A*cgP~!ogm!VTX`< zgM>!-Rc-g#8Vr17-P|GT&WnB(rYJN6DZoU@1%ook1@*)vDzEl6guCW@2aE^4B$!xm z75Z`~P8A9427SrYD1{(7n6L3@yW-Q%pHHu|OhI%RwG9t_Nh+QTtLkE4uzjY!Q;%Af zh%l6SFGoLTm^~7pY;u84-B?EYAJ9|lbNk4WN|i@AEs|%Y*oN|{M=%8G7*0DPXZfX2 z!EQf^-a~|7k2C1LUoaen>~%e_ey_d9(JqBs*gK^K#Jc2-UbHBJAR$)3I$l;41i-}H z6^n`Ssc~83sg=m&etW6nG(N>{a(^d?6885U&9dY{zm_*HA^#Fz!k+Z30h4Wa+02*k zNDZO(C=W};f=evxRpA)tZ&zeW>$9!)4Hs!pzaLV&rK}CAQ&XW^H+$F!tisfWIyqTD zt|}4%L(Qp(1!Lu9$e@z_wCEeio3A8VWr2c@>@||I0)3(8l+wl#ZeG34e0_kyFg{5e z8J&Tzbq8vlD>^!vw!?4Bd4s~0BC{SXuoN*V5MRGaxN^U@{c1ih*Zbg4?MWtz?fsuS zP9GN6r6o;>G{&jB)DY^Hr(5~EVRsQZwxK;DKGjDw=x3OtI1B7 zDyX11Lk`R@72VI(k<7<=ciyMYMn9Oth{5GHU2M_4=xv`~a&5?z+9*pM=V!b^!H5Fj z%9B>>;$D6eNT-<{@~9RbJ9fo}vCl&!!7x;pM9zxU9jSdw=$||7;@bB?!A_RidLAk@ z$h`LZflJ^MmZb9oyKLWA7w2+w^Ty=Yiyroho+sDarnD`yvTf3BBki}BE)GhlSG%uT z_Hnd_;a2v(pfF+iCTyQZhM5H6%2wCsWgQgtb!Rx=8)m4A6Zi5TF=9yCFfXq4OncmU zDynt-EgKA!zh#4@%{tB*$8F|0SjiZLdL#l4D`yXt!_O7Jd9LjxC*zIbKhz9|I#z!i z#RR=iYgo#DDm^3`znnOu&q%bcGSn<}4J05q$~U1BF{m+=f~U-s7+Gl=ZD*HpDdDD! z!EFXJ(0Z`av^)?AA7KK%%i%~K!QAdB>>cwN&5kMllB|oHr1?;5)zZa%{PoMkV%pU&8ORgn!M@o zy5tI%_HewJyZR9T(_DrZA~yBC47!ezN&-F}4fHn0@yTn#6Y}akT>whcA*F5^y23Yv z4c$A>{k?@e#DDgb(IO$q5GHidjwYgrlb)^BTQ-kKPwN?5-)?C=pR-=K&@c->Y{wFi z(>WO@yzx|2eMsVK50Xi?#A}69&&+}}k>ePq)yVla;6w@yTK1C2LDcF)Vtz)gCwo%- z^{g}Go$^!UhvrR`)b-VVO&;+dg8J8_qOc<88U=8Mxig%jkEs)dK9e``QBwPmbd`%w z{%mb40lycZC0=_LD4H4Hw633plWvZ)BDX&*!BKyyy;77OL>odtK%yX`7xN@P56F;O z5(%^Jq;SNVQ5o%v{%AqWEy&1r*{!odDd?~f0$9iNH<7XLiTHu}n#w=`1mz#Fxd318 zJgv9dXM>hTpGoahg@rm2UH()o@3yz`!Ii2wf0w&OhKwBI*ywYTgR&H)%;Lu|Bh`uZ z{0-Yqbmg6MCtX60X1UDEB(hC6jas8%M>wFfLFj#-zbP96Va+LlChYGIzmGn-MYQQR z|6ce#b*D+d^r4IGw2!x;x(&XNpiYM)#~!C=Z!ij#)yp&Etc1v@vi|K1$?KC1x-z?F zr2-aSeL~ZVO zzJ`^meawn+xoeNs9sGX40t?xU=l`siRfYv|xW zK_@ZG!5Ay7|4C-jR-2#q;fzL^!{#iE(T*sUQY-csFTQOBl|9zw+;#&fMZ5|-tY2e- z!^}T=97^!3ddWMR&y@h6P+3jaVhP#$O~k{s%*9*{Pj%6ivJly**Ucx3AiYnyiSP%O z3MY3vXs_bqPD*P5oyy~D!~6XYZF<{um5ZNufA*BMg>6zGAeWT5Px(zwqhh+MW*$L& zQk-pnn1Z?DK(##Aus~kouh+)Zihx&Jpt*(B0RoiPG_{)(T`^flck_!Vq7|pMw zkU)z^BN$Kl4ZIWTmJB7`YZX>w-?YkR>U`Akmq1iGwGls=+S|64@cgc2V-OV7Tny`S zaZTzQT2Vt3>#l759nqh9`~%-lT>D9S&!1i!POXPB*w}ZthnQU{=iMT{eg=Tw@!Abv zk#?hcIM7m1u+z%9`LdTdbgW(j9$4{_d!@ENO!}=lMoV9c;%Z?V(gx>L0x}BgDZ2qL*9;ZYiY9{ zs>tgwfI}qKGbfbIRZQ%HRZURpd_;t1qjr)vu*?dC z3LV~OI_D~mvsISy3On^m%|^kI53^XjlW6|wMjjH}O`AD=^y!m61F39KURUu(L5p|F zTM86NWh0KHAdB*M%ne(V&g*9rDQ!$j7-}@D^2E_r<}2OTrt!2c-J-Aap-SIkz2g^yhnP1y-oX ztV6nWgwVRGq<(m4FK9uE^7`V_rvx)JtGQ6fmWiVK6eCbXwo-W73xP1HI_qZ#$?urZ zy|Za?ZTxDJYW{5W0sc~;-VT&LzK}xgC-;Fx0u?B_nRy;IpG?p6-_x8!%p7(0S(q|t zeADeM-G^01{Cwj%hLzrX;?ZAaZ0D3V``f4a)@%U0*6HAD#U#+6oC_47zy&V-d0o`z zX+rf-uzMR8ymx4tm3A+ypIio2eYu9zlXsf&I ztt_3kUT3e=rbf{pFP%2;=bj@XMMXcXvtmvEOT&20_}y*!`5%A~8ij$Oe@SF!1PSA; zTK@6L{G+qE5D3u(eqGw%lzw>vlWtmb=A2<@F=|wl+&ZNx{hHCad zGv(oNV&-dqFGx>+GvViE`qRn$S8BhRe_S?4uqeiOqVtZ>uz_62pw0Pmh=>6>M+7y8 z3un<0BozN28TViP&q(Vd6BvA`my(2H<}5u^=AlL#;@y=DI11APx_@aH)66R`y>Lnp z4HIa-?OESeaQ*cHxco;l6aHKgsYpHc%PI|02-Ck>;-q%uW#((hQ<(Mbug&m8~?2 z9`mdB!x2MRc@L7ezs?+QyY+fIiC#CZ_tkArr94R5bf>t**JN*1YUP42VRlIqHqgs7 zLD6Bcof7MueJ5&J>vlz+xW6WB$d_9?68Gc8@q75&=2u4Z78x0D?j67!J(*Tx@t)Un zcG%Ft&F_;2GM%9lKxgbYse$b_i?PtQOq1yJIknN|_iv(&$1%$_^TGCdJPoFoLd$K< zt(W2tX|kq)06+mc;Qir!<}+Tw()JenP5aPxCB#iJ)2>#?+r;jn%q1>fS*F4SuUjc% z!UuP`je!W0$}hg%BaHKc=vAkcQlPivR*U})?OA;?31iTkR(A&bO>rX#(^%gmr|=ihV}UmKtJ3wZ{R!dW06}n9b$vc zx4S8)lCQCAE@r>qVt5&+f}Pjr?l^xJU5%O{lJhd%`*oa!fqndK={NrG9W}e(!+(;{ zxc|Nwhggdkie0Jq5q~}9Uqd%OkO0 zE{s(Dm$DT_EZa-$q}t8SY^NUtQG~xej;Kl!3>^wn(_ZpTChELZ#G%Xyl}smQ+gqj4 z2;LqE6?4csbcu{4cVj3=N1u;Jo%f1Hqi9v*HFIeQz67q1wx#-=Qaf0GfSU9iZa-Nd ztyudyJ-%GL#q#GN(#W4JpWyEhc^`XPd!Z-!w=qfO^MR$6}L1A$|lVKaD|LJmY?{(BNZf~ zP3_f2->v@SBQ2?sC==WHC|~0LdCBXk#)49z?XAIBenXdrR7pVPBhMmEAKJ^W)DbNM zzqWxi>3m`Z%bz__Vq5x|U%c)$IK2joh}1Z{xV#4pLxzURl6TI2GI297=O@S zce5$cp!{C!L}LQS`;CSQ>*r;*o#Q_ymV)#ADB7uM+!cwtKlPSu=AMasm=9-k5D|f| z4yy`~O@Htu^1*z$l`aLvMxF3JpMF1}gI!rQX>!foIV?rkeig@s=;RHv-Hm{N16<)fs%lz2kg#pQfg<6cg29Fk zuQ4(fl=S;{bz_|&+0?|KaUPmbRW5D% zi|gq{zaGAq@imRlcA2gTqRQee6si>;^`+8@4y-xBy9)o zogwr_(ahsJ&UovaGtZ-~mO0|ia#Td^j!DKO*=g830BnOz zkcjviJQ*o!(u`xCET&Phd>otAIIwzUGzhv3(c$$j^`7CX$~9a?V|MXpQ-uWZ*|K%# zz^x~aUvy;6Am8ojiIkEMaBRg8J26qj@rl8K^Gh^#AEvjep+^c(PmbYDZNiv&`FVN5 z>Z3ig94p&7&A7ytJXSEq^TZmu5A(w>Q73jwz&E*Ku2DsU>$j0b!=D)K#Mf1k>#;Oy zEgw!8K(7ovrQT0N$MhjATRwwf9zMOLC~b5e|38Xg$ie5J^z6A+6SN@2n{J=UnmS!> zVC{O^a4I5nbT=)Qc)-S-I5K=vTc*1Q zs2QR=0^7}R{F$-Mse~^bCGXfW)UUNvxIMj~&8!P05{@TQsOI7Bm8{9)`@3I@Yw5?D z{G<8u1{t@Nx$4Zz86xYA<8X6%cP+CN5T0MV?|2|)sxhUaHmGIJWSoxR z@KrxP*G6^sHjSPZmg0v)@azb}LIl3?tpN#Vb3d*RwQNjn;wzV#-_MNxzL z-wVSW@gN6qd!>IVjy?;=>iYs)+J`}>ZWusEQps0=iDu2ieSTUv6P^l5#6Z))we7HB zl_sS{sSrZUFg6?kCo@!;9tsYi{4O;Kt9J+Fb`y_36pt(dR(^2cAPLUWwdR8zlCqrl zX3mR)CQGXI;RhI(MCeLxoDH_T5fKuHTFUbV8j47CPy|$dmaZ>C$?vOP7L#cpYC|ld zdPSdFi$42WOf&{7E56(TWxF`iT0w3Nt7!8748bV9B-^NwwYmK#crwh&<2`s4>4GP@ z-dz>Ftd6|xv>c|Y|7=J1*>^RsS%oiu{^>Gc0~XGgzG-(3oe|ouvvN8mP_H*JgdOkIeuY2S(Nqvw$$UZLH~(TAhXlTaoxpmQ%C1BOJv z63rL+3+D7tu}L!r2mEgaeFtLDptvY9uaLNq9fJfJvYHj)l3-2#7nAg5#b*ujJI5qK zgjH7|@79eF-r?bYYC1uk0t~RAKVF*AiT?JsTN$c;bgmtv9;NFM$o0M#+h>a+|p9oRiEl`ZfcK#>49bi;J$n{~qH-k?=7)eIJSRHs8Q9aVga0XXu))_by zRsoBjNwit-YGS%yVSu{)M(sfKD@D*x-gIi2?Sh8SpP5dreCJNdjjzbjyYBAt9W%0U z#-yV3$Z1zSg2q)`c+_36n|qjWRQjnc%ZoJLA&~PIJf%{Eq&`L2=20YqMmr1%*S=f;2*_0d_z?1+)zM)C&F5PQPqMw@UN5tg?54C8ii_y}ku4>AuiVZ ztjze8#scaeipeFPgR|@|vCJ7I_A#$;4T1^muEr7dU@~C0y=xQ3D>U+26sK7sc^x33$3V;nlaJKEr8)-YNRL?$0iKp5GW6Wm4BIkn#v z^eT?E4PQmc;tAh5^;K@?Q;_eE9u8=7i3$cT)UIKDca*Bzuk*z6%YW7t8;u#271S4b1K6UY_1P^h8`q<7zA4r3jET~x$M>a-|+<~ zI&}Fd%Q0+wl(Zj+9}0-geN&KP z-BTb;=9tGg&{A6w_5vQ z;spjA^i{Q`2yNOF+-FR3L{qc;7dYd3^0!u}6Yu`^3~j3up0Ve$c@}BF#9aQ-!U!`f`j_Pyem~dn54Vx1f3fH+*q+L z>X9vT@Netw9?2P}xoq*0V+do<`wQamMI&LeXkalWc-&2dNK?D|Aj7~2uMs$p*V#YD zon-_tg$C?v=(FCuB|kY}2@E)mYwwwCo_i_Te}xf6Y~)*MeMvufOyM`Su#ZE54;#q2 zugv%0>*syS6-g=Qbx-nt(l4Y+5N(CnIg&Y1=IDPD&`QF4I@3ha(Vjec&Ua<=kM&Qv zx)eVtq6d8+Okh5*pvXyoD6>S`v(Kyg?~)WZ26)bA=$msni7{ly&SK3V(wM1dvSfG(5!>e|b)glGS1gME+PPir3|!Q@+VD{9zEN7)EI- zB0k#t)Lo%Lj~#y8SL`S8y0&->1sJ|5yIc`yC=`Y{9}s{bFN*Q_3gHezWf<1Yb3TFe z$M0FP1P*T2xhmj%HcjeJZ946m>9?91mTNy;yk=!lsj}!R<}rwreQ(}DK!sf$Y?0>B zW6%qq;cjtVyWvBWL?oDRn?}tkw58snT};?@PGvNq5Olwi!l z*03oxg=gcQ$ZfL8V8xdTcf??Ko7ocL<5tmj_<%bZX-_-}Tf5gq;g<}2>#`b>zf7%h z^^_T*5eY!g*0q`#;{Qz-9q8CV5lO?I9%7UGTFc7GEO~+wHXxDup@zCb_p6WdN#zM> zsX>L316z5~_E?hdj%CQ}y|F8ob4w58gsB zOQ1dLvCaf&t{H>9bt99ZCby7DRNLXXuG46+imB`s?|II}^1^8~<&q=>MSeoy zeSOrUNNoY;UCBYF@ut-qT+|{4D9SmhArwvb6--njX7n6NP?N7BA&v~-`O8GOG_Z`naC;rk9g@qLJZM<7Adx9LA>YW$R1Hh%qKxQF5Z>@TTl^hdB~Yn30&m zV@B{+RxbWQT(O`q_$`lfE&1=b)8}W_J&E1bi8lQCc@#)A@M00FpieW1QkRx`B1(`vy73;cRlUFde< zODqr>4;Czr4^BKXVP=Fr#?Al?gUiS4Ic4k|>+OfB^uH7OtIA897^ zgKZP)U&)^^DZh0CUPNj+Fj%2vNpediJv860(-FITL(mgjEXdPIH~Lstlc-%ZMvxa$@4{kv z{ySxG{pr##Js%+TDthlw!Ue_0s?Cqy^w)c|mx5`;8{pYHq6t|3ydeQ-l|@t`;&w;u zwcfrrJe$6Zu6|a$dMGlZ z<=mv%JehZ%%Ut>O>z)3uV9s8ymI#{Ky6JT3GnryGZWxby5B_WgHXY$N?O(36_J5x< zJ};PEn|ZHBEf`t-v3B#=0bB5Y&{w&#Ohf}U%?ewRyXrWNAjLo`O zoBka%BN*zEkx~J6^wc^mA?xBVv|=7X@MctVlKV~~M-djRcscRr+tdMRTuS&$JS{|q zv~aJMDuZ4(WW=qQK+nWCAb&aXt0If;j~dK4PycFlDYd;_P5=-)H|6~;At5Ij>N+>o zfq4NFpi)sZsv+0&Z-mCH{2zqoOl_vGiEqBN15zzG{TMt6AH9!g_?RF^V~VuNRR+qS z9K#TDAjm@oQB?uU7ZI;^8Teyc1)nui9!>HS#QV7f33nXzvoErn0-{R(fsM`8@Z6GM zu!56D4A${n?K(*-3T^vt-F715C)H3Gz8LsOwl)wd5Chdn%`F!c4Z8TB`;vgMqBBZ4 z_;ccgaeQ%;XA~F1YHyS~js)-+L_M+wKPFva)J`p>{8U+gDR5vk#jEgUFi7O7)Bs+C z$HeL~lBxWmsKv~|)rQUt%4ooSV&mR(TPAAN=&~9R zh&RqWWh#cnO@1+D zbV>*8#o|IEXwf6sig+jvjzIeRTWMwulnCc%Z|tcOikg~Z3z><5g4 zrgjE6$LgBYc4G^12oE8zb2z1sHNQa+gcm_SS7pZLKI}VD$rSgF|AyHgYL-l*V!##FdJkrO9ak zDUmz4%`4EQ+{^BcaWkApc$n+>PW(@;s!QQWEH~vJD&(y-@d&k)^Ak0+Dv$KN7+^cukJ z2>^Z6$pom5Iw0@L;Obn_fSmR2KLPMKO}~R^8KZ|*Rie0GL_t~h*5H8-r!58%U7QGu zN75d@uAc zVXIH{zT+rVf~GpPEf>D5OnNjuw%v{7Ph)(&q-#as0wuCQkhi*$H9U5}_vMMj6kcB8 z2X)GCFNi8?+R+r1LxOro>Kta^fWX?f?Gh&pA$!odb193{p9s)Ic}(j_)1eYjst}ea zdGJV!Z2%cseRpEeB=?q1ij9RU!>1YZAhia=n_L%;vFa;(KwDIv5=r!B&c5^*r!+8b z5}YH6cioNC|3C!mf5Fc@=4LY+>EWBCx2-FzXFsEav<=5F3j81!hd05ENR8lk@0oAhNv8e&FK~hBsS#aT;(J zE~=C!6CvrGR5z2X_H^C!M@IMQ0gKD1#_ELJ)XN_|O>mR8*764~$^1_oPynia3gEl2 zsgvL?qw~9~EUmKPb5-S(P1*pG&%(HEr7&`ikfW-XifoD~je@NQ`gho7l zT_Y{AZqm-DWizL<+neDjOT{+<_MDQeu1^}AG5P8;(WnXyv1 z%n_4+P6ZE`$l{(ShOP0@54(qc%2%|h9t#3JAU}!nE>F5&Lwrdad|B;I}lcIL!T5KW9f=)lHBc z=ld>x9*I)X+u_fuvX7QmK>MvOT&?4sO!pep6G4bXYk8L*I=FxyhW~>rQ9>pR+bwsUJP+ME{)}Dir0vM>b&(M+z#GGxLJ%k$ZlIO#;;~*Bqcc zHVK)Wa>nV3Tqr%BSLGf#HZA`OfVCP-J5gJde@0f*8A!V**1pHs)JAs}eUs@lTH_Pz zyX?xVie=#>0fOGqggRypeEK)1j*0Ay(&?uN?A%-XpNnnV*kzGWVovmviVc|wV~XvG zNRXA#XDpQcjK`2M{r%=Mw6F6V;;@~ErI?=R=?k-S(n!dFz{Uc~(v{;7qXqHsA*@6L z`_^&*D@V*@q{C&fe-zpbep{50EFIo<%O5^;Ak1IuseYN9!Z}b{2wvXvj_DPpH2D6L z>Q7YJE-`N?*i-X+Q6NHK_W;ty(4OoGA!dfj>;22O_hwEeU{Z2*cWka0Nr#*)|K3mJ zrEgWn6UClt_F0u|S6hS%M%K)R%l7$G*K-4Lre~9f$q8XXrNl&us~o#lkrwpxz#?;1 zLTB77u$_43vUPO3{o}KLwq`yTA~k9UdgZjhD%9eNwtp0gzDJLXI_h%IAi7KIRQIZ~N`coX`%7DIS8K4HY{@~9>3Qy^DcpIRGx|WU zYP6djxF(@!${@nul{4%piYj6DUSGnlsQ&B|OMc1no|Uk$ zW?N*r_si9RbF0H|F)AwT;tU^N9PJx1D4zGygwoGqL1!8knzxGd&!@%de6mabQN+o6 z#Oqff;@)&;cjOuKe+UY?ghD|V{~w{CoGvzd3N@^c`?nb^{Nan&Q3hj%*L(4=6l{Hn z>bk8-`D3lP{cUFH{STmmoF;p}CVULm5Bln#kk=hZh>tc$BA8F?(*K-#wy%5CEVZa~ z#wQB>@_`e%v)6n6I6B-rS@}AXp-iu4lQNe~Q6D6y0V%_dP&W(**?ZBAG5Tm^LQ7Q| zr`M1zvA`F)hkuad_2v^`6iBcP{B?0zI=R16*ZwY4tx!&S_Sr8+^i#of)2uTqGQ2og z8EGjT>2)3(Y_1F?(|=-qJd~Oau>O0M>K7cs{|349e+?MQ<0L|Tmx%hK=)pEN~!CcE;INLRLra zXRMvzyi~;|J!EQ|RSaR%({Q0iTRFFAGGUT>sGmdsss47$7oJj}zNOg$tR2Z8>*J}b zT)j)Moi?t=L9fiQXA=PYY`>=z!l{0X^a)riV(iSRR#q_KfD7PK8FOVr)>LAK@lxNzC( zJ^5;tgzZR`Kl38^i-i^l%qklbA;_c>N)XMW-7)EU#%Ak{CA^1ymn9{g2^!DjMpby` zdI%?HLRP8Cf&mQmnTX=47BP_ggjL*Dy9nP}bceL(wYPxmJvOEz< zuu{@jIaeDeqy@`vllv)Q1@NDo^-WlqXM6O<2{CM?gQ0r`e>yu3s8c3%h}m+s;2n+Z zSf)y;c=TuaXxF*jS}Y!NLMijTcgqXW6Axu?DF6RW{|v?K=nHA8Bq?@|h$&>@R!9K; z9f2WE2RkC~ozAx26~$NdgvvDOQi`k#{8p`ijtwJH5#u@u6O%c)3%8fkoae~~XX<;| z;+LCW8lwNuJ4x^B$Y%K6v6QDV@a3%*v$cb0XOHZx@DR|O3}rm{5eRD$be{#?Z5&Tq z^pd1PEV{JL{2qo1RQ)*E0n9NM**6=no#>%f!c(O_B+7U5HW3X*xx8?o_6hs*kA3U9 zBMylOs$10MqdojG5a-<$+SgJS=L|`7o_qnJ!M6PBF5x{mI>_JSxDoxma5jetk+6Wj zIFPRe8u)cvit;s|mbXeCVpiFmO``O1no9Tx4jN&^Tnne}cV|Zud$6_F{={7Cz z@JOi?6qK!UhV7#+Sq zOY3UWuX;vz`!w>o@BrUcZQgb+Y!Si>7#jZ!r7}GKKMoK>G}y|dAG2>L!>v0+zfq3^PKoE7?5ut zjQ}A(!eTAL$(;;u1Ah7qLA7>u?87KmTY>I55%5(I;4eV7m+P_)>raipxXm3)6_4Ni z(iyxqhry*m;CC~--Fzrj2`3;kM@s2LXYM2kbQ@s5Hf7mB>>PgvCw%G-0BY# z+6#O+kLiV>0{)VbJ6z&#W0Yt38J2NeZ)GFc(AIZ$p{*uS(!r@4U4kwu-jYG(IJFoj zEa!BAA|7gPJ%~Wcfu)aCV_}a@lPMGG0hHp>%1E zau)A@Ov}OmJJr)?K8rjJEc4>kBTX=XZRVdG|Hb>#<~^twvp<6U!H5TTTBrDM+N1fX zSeU)Hdv%s_U155yVI#C3KI}$NQ8^!$IL!$ycQ;Biif-0*X)m&cJcfRE^EuAA! z1bmzx@}q-j<5+m92j@+H#KNt-)v!{PK?QuU^El0JxA-H3)K{0t;|wBhYSKPgiA$^! z(P%i|Tmcv2_`l+(+F-(WN2`_pikYbl&JMn%A+FWd&!H4?VIgr)i)#t*w5B|8zx@kbiLp-4CqE#pbmx ztF+Of~(_wL%r>$x+S-(p!|D|NPzDAonW>kZ&1` z7^b@}&+@@0p@f-4XkJNzh58`=->GX%L;G4jdL}g%P3X`3X*)`|`OV-@UW-5}mY9u# z`Aq_*%({lIR_97{0O!dMGA9n2+kf zyLypJsf$S>^v%y}PHMiR}z)|yw%Y`TV z0I2Q!TNH~E8pX<=`yAIk2#sPjSa}^P9VLJiF5z<1qZlw;$se?|(r2fkey0dML||M+ zxS@3YEc#(p^9`6A+Qe!m909*_c^soF{A=p1|{2VyH5`w z;M%&eV}aB02a|XmLR0hgLQjNFW77)${sX~^Mz6pnxt(Rvq!HPG=O%B{9VOSMO05l$Jk@Fc!GKNsHSo`#rLF93CQEz@_9F`BNODNbECU414uJqV#W z2^xXH3_H-FTUaG0XgV#8IanIo;ZHBs`PtNJA*ucPh8Z$x)}JU#7;5)af%9)+tmOWP zCYtNSOr*ed(&7o%moOHesWqb|@ARCj6T5EmbBXIL#Ac?#a-4cwP=Aak$R0xC+s*ZG*vbDYrbhSq*0u9KOEnJp zK62#6rL#rM%5FQXn6k+Y?3f!6Kc;oK#IjCnw<@{tfZsJ!tf6C4a?RpZz(fQK)!@@c zZY_@+jIT6ll)^`AS5kSG&(>qH&uzqb^@89ey?flZzV8JHegZyCy}&%VgxysZ1Zivqk$fkb2F|wvcQuC(u{02$(So#8v4`8g@?>yQE zDV|?HPcTkQlL~(lGb&wnK6>ngxwsl|EnnFRb8p6Xu@&1tLQ#v!>pmSeQC~C#JEv5w zUiu8_;>n;}QoeobfC0h$MH^Jb>_G-7G(@IS{P*A!LG1wbm-XhL1?a&}l!G!?1f}~~)xIRa zY&fx_PA}Wm<+^uK)&<}6{6t%Z0|1emDQyt*jHNc-ksyxR+>rV0wMSwlNAr-j=|S_Y z>5RiHjcAhja8_5_Nef=l+*wbhhn$(of0%VuHn9&hFB=%N*O$NaxZ@8Tj}en$0RAUe zec+$uUBv=MU~U|VeSZs$hF5~ovuQ=2$xo3sd~aaLaX*;&TCaGFkqVx7x+9j%RO{yJ z0isFdR|ER>bS~w`p=-*g6EaH`dgE$TjN4Dgf} zNCcrDg5H0A!X^Q`ZET)~qN3vErKtv%eQ?X#7e)Z<+IFFNG7i)se8r8by+a|a3_i!*M8$wxJp zdS;}EVkUH#^CA9L;P8TW`;;Dtv<|~Q^_cXu5>d6=u|J7Wb)f#WQWM;!KtY@{dH8Ho% z$eSQn-UMR(N>;K2S%>jgYE#bGL+l`RYhA*-{8k zTk61^nJ6>;-f$bj38IuFDmmJ->?+o1jaL1D=CY46?8q0%L5-$sKsb+4_e^{@l*c&F z8{?w;xBTdfpQk5rZL()?m*7sp`^S*?ON?u&>IyP<$A62>)}Nqo&rKvF6z(~&i65m4 zoHms`sYJqU&8`1Ix7>6B{%Pr4tsinVSvKU zViA$q#ir1D4)#T|;T2m|lh#5*7G%*7pi6_4GHdY~W%i`H>D1sOGu#TK={xaJB-4}5 ziRwoyn8U&4qBs^7$BF6-GOsCq=gQkX?rM>X(O9#*s&kX+vj)Q zP?qQHu{Ekx@$TnXkv&|yxI6iqw`FHoR=hw?Zxe?{@t3}(b zEt(m#X&YN+M?CmOD*5v}Kcs21fkiZs=ghMTt!Cnfwsg8xmBeU>K@y^l!mW;$nlhOv zwwC7ah#Go-E+W}J{Wdbhd=$oKc7oZf;|+RX5%X|wLLD9sFrUBXe0IETIy?N@`%Mgv z2vBCe2CxLw)lk1OcT%fY%Kxlhp&}Ls_!vc_5$PvN$-xNNt!vw8$sRzbT^E?ZoG)iu zP0cgn|8shY;JL+9nPK5#1==?#k7>SR6lVa{b;J5jee&IvfVt8O}isiDP@YJRgF zvix+%%zMCcXB_4=FMYDqa0e*~;{NNPM`z_nOx(8n$>RDXgTLwFgJitVt9?_IF9IBY zh~iBo+ngB-B4_9&Ch@tnl8<;K%V!5>;c58QNQXIn*^OCHbRQUvDy@M(FHx(d3UQ{f zDSwk;z0Y^A`XjiFgOfd>`^P^QZ6i8054!YR8dpf^sj_O&ZBTwa<)|~kHGHc4G+~)D zc`Ea_a_rq?F8A?(&RI4ykrJiGpACCJU^@Mq)hf|1FDvKJ$isWB=HWh-#=0e z;K7-M3U*B2_-`@KCRZdmkrT7N&jqVC&Fzqd7%}AmA5;-UdW-D+sfOujX1V+{g1#05 z-R7*>Xn(q_Tfo&L2yi`WN$S~Gf#@QH?;52C9q0-=ac|Ysu4eX2@ONwKa-Q2fpg&(= z6je70vnt)3T%w~xfB6!}^QvTt0GNsm)eapL24L|kD|V2?OT5ZT84h;<3no{_i{U%z zXwb+ThdStk&9}Hpi=|7QcBv43SR4G>tJyxwMKzePrF<+$b8b;#r`=Djl&U4hWjDR` z72HH=(z@6Pw|TonqPqx)+TlXlVKG%hYOO-T`G(|sY+=qNJUGU_cz2s$LdqG-i%92& zH;#FG2#?nSgCxjnz*ZPH-0{2g7F5(|dIp3dy|O~kMd_4k{>XEcks?R{t(j(^Z4*>HF5BwbnM+sF6{|@B=q=oTn>|T z#gwW|rnnfNOfpG?VU$gNx4EM40HL<0E_I7CwF&efpkFh&O;y&4(2}=*QcotOx=*^t zcL$)sXW`9}9^|L9)cyCabDL!Yubtw0igE;s53hM|7vrvcpbabA=?v5BB>Pe4Ez^uv z@Xzb0uOi|c(19@x5BPm^kWhDX z4#hP<9;Cu!6)x+MWg|4VkCW!dPC+m7L~qssBL z66N9g_86`LH)rgvRDB!^Fjl<0tfb`q`N%-gYt}e>c94Q@<%~P&Q*`>__sgp+==Stj z?T3@?pL(wii-#_gZjmmsGTtW3|Do#r7z>i`Q+i2nE8B>zs#i~eQ8#O z{548S@Z)CUe`YhX^8!i z0}yk`I`66a1t_H4507bdBrxe-^-Dk+XGq1+4WZ8a5)FaBmv4>7uDY>S_1PtT!w2_z zGgHSWocU+djC^kiKSQLt`U+F%c6e#4M!3eCb(_uc(4a({Rdg zn7L%bb}&tIU8Su4NSGUV44R(1_jEFnvgle-Tf7d649O$`SJ zbD1e^4XJPW&8l&?Z+8__3i*+qyUHQsOcOkP9A<(leoD;&z0V)$h4G)+$)5XI)ueBt z$zn)?Oj3@PUi8=Kqqg39PnL*+w3tfyTQjJcM=O`*%1E=1@MKYrfUm)Qj?t{?2(dC} zm0vztIhTqJ^z9|qb*!22w{2%k*}5NhvJd44sbplZF8Ev1)%Pf@^gGyoQ-e|NEUdcxcSW(U81R4ck17qL!q3V#jXufM+H%o6OkKrqMJDx${=6vbH zK4ozAi9?2nm{>u~q!hGcMJ!?ruWvXh1)aOQIn|GkwxJ}B_YcY=7^|&mND@;7At&JP zQ@A*t``}(whNSv3774|*;*vc87+ox@AnaaEO z5(Ibq;*T`sRh?`7?YyX&@bv|)hrZB?RYm4#wh3cj(2~(ByGO~5zax84{f^CwMK*Vh zc|Y0H@tfE0@RnThp`og~Xm2m&;zz0Ns=b?ULrJ_(#%x)I-15O1al2v2l@A?hY5l=$ zMnCQh*=TB=OgdSQl&zL;J)ER!wBF+o^wDOw@!y2aUfPZ`%@mIU4H=KUOLTX2u zo^u1U+~kZ?xp{(TC=K;GGKB-wQ(KmrhLR=UZy}%>;`&zKo*>uj;go!*C-ze)!{(4< zy+A}lOAX-c7Lv^(A9lMD>-t6~kz^XXu{4<#5^Gc!<0L7|{^Q>YtTgGHuN)Fyi!gjyk72o+OEUtC@`+oEqWO+2D zzrUcJ6n=2bQj~dibe%!(#(0c)*{A>Ow|*@h+77nV;McxPlaPXGI=WL6I?e3(Y)vBp4>^(frIP0b@FV!mQf3H?;C4E>5h^eMO>KyXEe#IFH z0Dm<+`#2F9Nq#s`HW5*`dAfPa)myyT27-*ol90xN>!C%F^OMuWLUDe#YKIZJkdyYu zg@3YDzT81s6E24qXGKWx{+ag1X{`C;9MF;fN3|_FPWeL4YfsNRIjYV)my0K@sndur zP7i{vh`^(c9%AlroE$7wf?kb$$Z2N-e9#ThtE z=wnN1+p(fr(-G_Cm{{-jd*h9L;$^wzb&g{ptzdbf`;N9J)WgF`t~Ap4 zvANWy-29u~ScPHf9kTheyJia~b&R-9xb0P9mSvRvy3IOVsFi0(UPof?W83fYM0Ijm z_ft05&~@SJ#oL-i;Soskl=rfiNzLzhUmlxOJHEKh=|z_ycu$ist&9oqevg~A_#Vk5 zi(l|T{rnkz*DO1$H<9cNv6nizz$anLn?IC{w+K?p2p{(Gv_vKqJBVr$$=7Z_Qw5L$URiF74dvR3Rb^FecHSxWb zgyj#)^AmGEzEuw7nwQ=spF&?>bl8o(@HZz={)Y5hIw(nGPpkH;#{v`ABb2|%gz`7| zT{l&$a;l3us5)z0$0EAx*>Bfsx>MpjI}M1>b2@7YFZ|H89)eispMB)fh)M1pe;yMm zBoqrZht_6*w;`0@loVSe?!(*h46D1pIRwQB&RanKHkyQQ7LS1sRwbbU$;0j8<<+it z&_ETdc@q6gpvo<2J}-S8ajdI^lq>p3==ai|V$aj`>~lyCZNx5N*qwHC4 zy=db=BZfGhj`fi0jcHFy)7V3c&nJo*{L|5=t<&HICjTI0UDcM)82YBGlaCEr2UX1i zneFA#O!Wd=qon0-<6c8#*Sftia@fNP`1^PZ781G=|cHdBt42pwUYQx=m6uA9W&|7{R z9o^;tD78a|mebWz{?ChEL*Mfs{mzR_CkSzHwN5_ye|U9H83&F3MYBUhVO;kwnjJLE z|J0yDL{9xz%?@0U+`npeV8m(vh4h&ODF0LX%0Fi4U+g~IqW|^VMh=-*9PwZxqme^Z z{1WRY=Li+-9J-eJv(&;4eF)~zH#9P!qU;-2%iomBXrE)^jX_X>Be>?eEVaX zUtuGq6-v(g#6Fgi_K|iutJ_&~;Ho-YTM7oYdw@F~k0Ywh7Ruke{kL+|X^XHzrQkpO z4Gg?dB)5I=&J=?Jt!~$D?B7BrSl;PwUGnXv1{YdEgCi^wiZ^al&_Goo+^E%@MXJJz z(NXw)^DlyVm;6J9ma~eyIpvwYJ_9FhN%_Zr0#%1>|M_k3JABo?hb4T=w<9rqeweJ` zN@V0E=;MCm-8Gm1~{K)n=4yUfy z{<;q5XfZwK@bKrk-QI+IM_A%Xx@^xL=;J+ORnu{BDS^YjT-7xNC8G)=vCk2F`2A=ikrH$Xbb5q|kB2Z-3YwPv(N-aMNo$z~h6}gJjiP`Re zG#95{?!DIco)zANwyIj5Le6Ylb-^c0^?fFu_WJn9#~7>P&w~y=Yy~7Eho!((?jfOR3D(SVT?~b-t z5G?2MEO$K8Fj!3$NefCoivLowRq>Ilps=r`+35vtXQz+QKwJHXk#frH! zHB@plRLaQvRxMp;GBG+}9y}s@VApBaa2k#V+RL`)2YXSY08`%8lvD-vNGcZ46|Gto zGKY8dtBWX_wYcs|q5exvrsq?~s(WpAn$_kd&bIR7!LJk6MfL?T?7esPP_O+y^Z@{D zGoPG;q(8lu75rb!;}j%90RFYt-#VT4$UQC?AVsNGQsiD=cne!6nAJO8nJ?*LY7bZ0 zCSAR^oY`XXnVA93_`D6Wf)_bW(RbZU$A+IKX!c}H6Rac=<%Ta8hZ&yw=(PeDp`rWX zpoOFI*o)lJuCo@}t?~g?A$OoBMo_|0fYEC;DI8ZbKiTxxG5UNt$ z=gq$~*SC=-pxr9fmu^*L*6v+1{D}6Yz=Zirw<;F{=cQY<;qub0I%;w`=9+`4q}cN_ zIP3gVn}x+bJ(0vI*1ISFeD9y+qkkXfQS~>mRl!@U>+ZekTu{e>x_lT;0(5EV?2}(( zrh0fmmn*wwd<^yCfQnCo6X*2Kme8Lq`E#A^t3M^Nc|t-0Je5whw|T8({V1EgTmQDw z(=T9M+)`yHfi0)?Cij)A%$Qg1gpXGbP(xo@7f$t{J(vl;^#~EVJ8_Fm*uiVKHqLw)_7^Cb{c~jA~mzE7sBLoY%`CZizMm z;&^g%JJNuE4=w(TzqaR{BqVn6n`^MYF1{$!cV@Gv(ixCsN{qtotLpVOg=$M5A0D}6hl;BqGQEE@+Trxjq~ z>^(6~Hu2s-C(B2Z_0*BmnWqHtkOC{KY3d%3DQxv$Kbs>@3eT|7gZ&Wv?b%pTLW zeKn>U>bqfGjA_!D+SusMbb4A5yyv6DRVOvR9H^C;N#g9N0FFx36Qq=iKXPiQKV0Ct z-dC&LOM90KyC0Rsp;3P~G4 zZTw<{gpHY~_7)#rlh#I_zU4*>;SYyJk&rD*|!*dA`|#fHS59wed#D12^Pv zaY**uR2~LTCEgClXB#h^A3e2Ei&9}}XK1PI1kvecvgRzDB$?;w4znbyvvn@)6&AGU z9$80RpOC}j9AGltl2&iO8EBRr4WgbxJWk``z}XEvnc|bevhb4nv!3kQn-@uq5g(xXmmR>;;$V#^IXZdKjOcX@|)jP zUo~)#RWFAOFZ4NLEG|djT`kLKoFHD>Q28%cbfV_0{4=KQgHT2B^~!%^vm;t8U?d^k z5C3vG30~($&%{}eCce%Wa`<>NpnuN^VS#cAj-!}f<&39LjgIv5b-szUU21!G){>l9 z!Hj1R`23r=x#OT+F%$R1)z>L%8~Y^~9y*nl;^xOS+yGy>1q`n@;u~^C7<^UJ(Tb1#BoRymcL&Qx_qtJpEx3RmJ=M zn`UspyJ4VvCs_|&+`q*T5He*-R?jmlku`zF8!^NvLN-Q&~Xx(}|hA{16| zOt1Zttu(*xt@2u*)`tTBWG34~+HH0o)J-mOmF&5BY1^@Y0vLTHd9F11ic*thq?nn% zZ`w2E!Q1 z)J!-^T)mv5q@QEu=u%WQxg$L;90+w0)3%%UFf^cTUQQ>(@DLOJRWQ7D9ZFL8QS(j3CsbPC72x+O%tJ%!>?ZZ zujtxLA5P`_*JHWs_HqtCD##3%P@zyN8?_=#2H35C$yQAod6}z$#OzYRA53kmCZ4Wh zXOD4_#B5?Awr2`mM?YH_L<~ZvfrR{En=7k}ImtG;qZ71C+H#(gozHf6f?~ezmQN2= z$H81UA3oW5hCi@Q?{PJv!-t&|YIv=%SD=cXleKZ1Hn6l-9}5yZobvfJ!9hhiKRJw4 zmD^LBnwVsG-PL3dAmTtws7(bw!+!r_oY%;0`KX;pc_S?FbsE_g;>ha3(`8jx^$@kq z$8~8CcaDVwv`k$F*YEv>%i7dDo0awtI=P!@K3cubi2JZ$_ht9QzYc%hK6h{c3vWfc z3A&dHM1}rxY&ricrmHsY;E_ ztl2}YR|Hn}gF=Su->5(af)2e-Vq|ZD0&{43D(zC@;a4NCu#MZbWrkMFDT0I**;~7kv&&^hw>-T{(+I6(rgl z0DLfpV){?@t+me!k9y%v?;M`L^q{5mS1%W01GZl#zf*jm0se@`!*e_%hu=xdquI~0 z_B8-|@5d@-n(eHHFsv2^Zc|+hhz#HeBPL+%*k z2$PF>b=m)6WM<8WS+{-fK2E?afn-Mf)2A)6W6B_TWL>R`2qfqZdQ+~s^Vdk<6)dl_ z*#2n|b={)NxQs$sMsKP|%PbzrBd>HTg21hmPLG~#7@#H-)FOPdeeG;kkriTyOv*kM z#`A5jR(l%fsOJ$_!4TQV4=5RpjufbF?O_MuPXLK`jaD-#z~DvT(~T9Rz&7!5QegN| zOFDga#7M??7SZL+*{pvXO08%%-&WL$sg0!focqxFu%+?@xDQG~HEV8v_yK$PfM_%1 zfH-&)eR}9@X4O?C+u5Qd98&TAT~l(v!W26J(4tegtPta@($$homSdZBkn8BhYUTEL z(3T&j^v3B%v25O*ffnW~Idpe{cH3}%NqZRG-h4p7$KdmI`WjpfU$IyXG>T5v#Dv*7PiA0+q5{d$^&X;Nbb?>*sSf+Xp$w zB#N)CEDHPQYy8v1>Xr?ryT*8Nbh4bBA2Zv1d0n6^KgE%n=BJ-65Uu&xPQg5`VL;76 z!DCEyU>y~5osrBNLCFa;q*?m3Sl53ev4Ta8i^P@1+e<)X5EoScg8CKE1=7?qqbZ%0 zuE%~}>^RJ92Uml}Fg#P&JEZoO9;?`!XLyiFj-2V%8{CNK_I=CRw36WZr*T8uZj3X( z04^T!4sJO9A9?y-T??9b@}`e}-hYP1sO}wNY5Ycb7e#i7=l%K;vc%rOj{w?M!GTDF zX-Js*ix{2xE7@lXhXx(IC(Pz7$BC%(Hylu}&>OI646NfYX4(8NfteHFd-Z<_%tRt_pq*0Tr;s3V+cJEUwj_}?EBx&owb0TT zVfQH(@$jy7>8w=!bQ?!mg7hw+jzqy|^pk|<=YDYD@pFi8-S?`)AS&qLme0xZ2aG^RJIvO9>o9TMH=Y#MzD{$+?g4_~t z^HVJ5aeWd)-y{Jeg}v%Vq+eDjWe%32^!_2Q_xFS$@u-n}Y5KBrdb0uQZ#aRlfHyA3 zHa!+P{)jef;0g^P0`43bOz1K=v_@6359kLf|IU!KO2c-)J6UYFz-XAvSX7KYJ+@wI zeK1Of-sx}rL(34w4Ewv@z3=LYr8fp13BMF@~SJ)AR7K5+Zz|b4J!1`4Juj=1^orjjK0!kkQ4M>;pf*!@n zH4x2XwPUkpOQbTK|Lk^6hqvcCicAfO(EBdNxnF|5`3$Im_wpo*w(#_ z0#NKRqESfE46E<@%&W1}6D8kkoZgxKycDt5oyj71494*%`J%74lixc~U?8&Q`D{Gp z|N2%D9UZAgb%*!sO`HyURIK4Bpp}+xsi%-gu`oh5?5|;z;p^NaCK#|6HL&*~ihodaaP?~jHPX#Z4 z0DN@1wWfGB>8bS7WhEdes;jswAa}kQDk+s0j}o9fsT?fM%PamU)yW>3i10W+mS6la z*^m8^G^L+o7p!>CO--{+E25pxUYOdk5cx=Ucr^FXh!By4(y*B=o zYaw|>LeG^ZSv=EBy1tRs$0$vb$IU4bVx$cH2=|A}Y}k~6AXKI(Oi^$| zCOx-yqT_O7gc{3LHnnS#)Bl&*7;gfu%oaj3Tc5w3 z)Ch@b_&Cv_U&L(I8oslcBQD$(Y9q82JV59jX6JW5P5yULjc9lF8vxDqC1 z!yyaNH{rXqgGrlc-3x2B#)pAbM(3DSwaJemR zj2&sxTvQJyK!P2x>?vY+NQq6FzpmMfR#l0aVH_e9pYqZ$M|oUOclhYVgN=yJlGQkz zdeSDwWZtYWZK75(7;Z;@QR^fdF(8HK>M8hK39?@D2(zVn>xxg9?mF#NF_xW4L69EI z0hP$loZk0G(+wJ}gk=A9i$(A^*FynxZB&!^VEjdL?$6uHqJ8w9_1ru>mBWkteU7z* z&_eW!FY-fiKurSGF>e_4+ne35-@NA|sgc9IzvE-aAkjA*^z2T% zY3ST}Z3KP9@m1gA25jej@%Puf?mRBd+p9O=4A&m69f3UD`U(;=;S?_zF zB)P5y#z}wkMXHqhj$?)hw<-Azg<4fZZ*9>e=zcO=RJG|BGQYE;yEID;f0s<>hYF*Lp{K_Aq(ROZfnbJ)I_FyBtLx zaMIC=d!!h`i89Jqw(R0J@(T%#o#vIkm4+HF! zot(S-86pww_{6Rx^s?zrGgj*x-E9NqzkcWXGD8bR-3H-q`LG+Uym2^5PQ^E zP&0{F=PID?J1qh`HuqyUfbfO);OWU!lG`KWuzg;rvGKy~Nozo$)K{MKioZR@HYS1r zHY%^6c$gX=*0#9yyN}M`)0-62X{vr0D3Zd0k%nTn7!tL$yvigS?0l-Xour7m>~>!p zj!PM<_h^nRlzlWay(W(V70_%Ba_fE!Hq`T$_z_K+(8t<2;eA#P%_Rg!RhqP>jIS9k z-GY3h^_$fwv`Oww45A4JZ+|uHWatkd5`_z?w$u@apL=(?lL2Ah9?#nu{ro4@dB8v~ z7_9!^x;x9Dwz@`92d8*(*HWOkLnvOf#jV9%iWN;E1eX>l?(R}3?rz1kNN|dU;Kdzo z`p(?B-#2&ek9&TcbLRZaO!g!@J1euY*R!67P^Jd9;{xkhnCoUj082xr`EH&mo*XmB z6&s7~KXWQgDF~QD29hOVd%~ERQ0E16@PYBt;ImslKLv*1n1Tg?Ifqn7D!w>pP&N)V z#3J49PAs&YrL3ydCR-1hEp0^OEnjO1Hz`%AB}@vyPW4-K7>u%%V@pu~>LTDuXS z-dLRM@pwe2-luET-|xa041!~QP2-IuPj#LSSDQZ`A`E;9xOyv-@tueV}=rOqs^-?nNb@-TmM`d1S~5 zx-_-bDQFf;M z;A~+(P3DVPc1Wl{WZnO>*-uwQp*1~d`8Qa#m-6VLvHv$%_0MmS2Go)9vwz<|)|fsT z=s;=W&XABQGK0Tqc`SNG)ob9-p@MzrYr+n9x!=~5P5Tyx=?&w-EDlD2C@(ftQ5i5= z-Tl4BfSl7`!443YCtdQ*7AI|Sw5v>=8DMxzlZb*zQanrh8G z(mfWfob98F-+E>JBsK@S$fg~yzdo@YL5=059z+>Vmn84m|8fsw8##IhO1;-9wiIO3 zqG2AbPlanq70_5w19h3CGF!nX&F$<4RE*Y{U; zKQ|Hvkpb_1ev!3tZO3?qc(e0x#NJoP6W@JDJn|aiwzOn@{tlnH32PS58&7JSN860Y zaA#1=mKl|^_rBH)DHX)2o9hwk#1dp~zQ zY7c(<7U`Bq<-?&J?7q2&%%ooJIzfr5qH`UbZlnjf8+LF>rCo-iA>YY1PD;8Ou3@tc zoMOn79#-8n2ZCV0GEJ&>t2ft+`OF)Unw_Ez-AvbTRtgc|PLkyk z&vB+cgDUXxs zhL)FpXN0(^MXrDy{p7H_KwM5XU)zb83;)EgR;4`n;x~7{4a{~;MgGvSyTB9@<_^Z$ zh6--U%N}y(cMa)qrFO1;ewn|)QtV@ZsY{Q&iMbv-mXuZ9m1(0^tVzIDue#Cy@}ycV zwewb~8INSI`11UqLWMgrZEt3NzFzGXIE?}ryj^L!i`!SLo+X!PN!wrre}J=(82a6E zlqEg$r_=q95HZx(bF`Z`Wr=C(n4po*F-TH5RT$i@^-G^6hyec2NDR(vpSGDKs&(K!!W1DEY;+Lg z=d%qTtq^_@qcH?I#?kL~u2I{J^KKxkGNS30+N0!L84r?ibIhQx-Z0#Jg-~ z^zHXP(%k%-%6d7PaL2a?=(6?Tb&FBBrIqq zv0NX?E?3{u?z18BKRB=vz42K+@5HxVxT>#ALBM9I`+dn5W!d~zDue09v!+JUh)Jb1 zR2T~^RLJE=*s`V4AB9lWfESJ5+Z|q19R8^+B2vb<3b(w;v*FHJuJ3oAOM29Ex^Z21 z(@?Ks-a3;@OjfR_6s&k}?Dc;4t*7pbvZ;K-iT6zxkoneW3Opo$5FX4LGI8Pk^=X@> zF`7*}!1trpgcJOE6dr@A4&{6g06@d3^hR3yp}UEFDO##<{Bgv6?xFE4HWs&(Uws9i z1ol4zj!7txU%L(THq#OoJiBRO`UBMF3)RjR>ovxeTunsKaOLuJAR8He=6HjIyZV#) zcM_%f1kuYui@GZr#I~T$<8V!Y6xu#+Yj!;g=(hpYxu_?g>o6{ZxT;n1k1jp{(Vz;q zSlwhqG^j!uWdGPL{_ZD7X`Bo85!Fhz`+4>5PiLfZP4Kv^Rg=~7A5yIvgug}$cON=m zBx!jJoOj~vjx7a(I*7ThEk%**cKw;=Q) z)tQoA_IV~aV5PCI3KFJ<|E&!IW@!Cx0iPRg>3z>~;qz07BQ^S4k`;Sqy;|dgk?h{h zFE8S#%=D*4w~Z+qrmIGFZ_{!DJJh$7;6IS*qBX;%(W;Zu9y#X|E0woHCP^D|wm)ui z@te_}q>IlcOMgtF)+It`wS$1|vP+;E&eB@nF&D`)+r=o{>W@;J3UD*JlC9ykEF~x7x=btm)V6{HzeSdh-p+nc^p)(ZvJb%VH%5f62 zLn9$l^tPX2B`V}rd;rouX7WSwZU(X0{%>fCtQ+-{8436&tcGnv>*6kIULHi479uO( zA%k=wgb;LGLYAI8`=@mCk%n}?Ehh)OlL>rY-tMSHIwfZE%ScY*679d9g>j{-5g6-Z zm~exjKQq(d64Ib97nZ{@!9Mzo>y^YeEkYzzf@LPHa(;k+QBF^aqQwvr z9N<9UPXm~&DDH{=SlSbgO-8csGVPk=VfuPmpSI1nGkYnfMiTGCr=ZiLRs?*&fNi0V zhlMUuJXHBPHHn(Ci-P(quda70*5W}>7E<5QW`;D-zv1!-@{UDF=R+{y5$ym(SMFp@AH4yvFM2s68t!BbzUPOf6=wpFqOlPxMgVo$zxy=Eg?F-V zJ9xU^SRI>b)w1$@bwN4kl_X+hJ*yG?=%l7Y8uYPIVJGFBZpb}Q)I)B%gk=p__=kd1 z5R|6-$p|d)v^5cu$yB;5dr+z^m8#v!V1&sq*rM2L%L^n_-Ij@egA~rT ztRIfnghend6Z|%GRN2Ve5w=5l?$WW{o3=|JrIZEQ6l6)z6k6y_TlHxrCji-UYim#m z2@S-kxG=}B{9^dB2|V;aO)9IQedkdnejZF@#P56ca`X5d&Vrk|2NMgkm3C}MOiA@J zvTb*xbHxPPh*gtO9FhOXZQPp=(dc&bO} zR?uso(Wt22HTVBE$~24HSmJ36&=p|nZ`uXZz_E2Ck76`S=`6ln4rRs-q8_1Ku z6+FcC@Oy^=#K*aBE##Nt?uN&Mx{sr#ZNvb8X&P#NA(HxZJNwo=_aKG(1Sf7(fY*Hg z_xM1k49@1pjLzZv%UXSQ06^&5Z)@(IIGeN9m;1xVB2oPObT28mT>$=6;wB&zRXkQ`6y0r_0f95dmzdO#*mHpX9@=^Ac=;2@9UdDe zgEH;FzX(jve+dF}GdIvd|Npeev^4be|7RmG_kLg-T3Vf0&Och9L(aD>F>f$=2^3}W zP(QqoB4)m>&JUIAdY+w6=tA9Cj9Ee-ar-HtTVrP(j2AwEW=24)LERl9h>2v09Ya9> z;svjg&F-P+8hHOv^Djg5p-bB5-f|l_E>I(jh|lIZ`^ojZ?LdZICFTOa|HP4 zdBs0f)_k1wiDXX?>wCe^gS&7FUcIKfr_ocwvGp}pI0LTlun!0*Rd@-fO>{emx;o7} zHO4i${|?10KQA3y<%?oAMdQ2o}2$Qu&?Gj?VS=}KRj3AawmVgD&mZ{1I{8D zT%alm(n1^~?WXDkukj#H&+S*xk=2D{>5=i&Zt{xN5tbQ6H%f7^>6Tte_2PV>N> zy#I~GECqq={;|+2BLl?jVjor~J2GK3&d46KLT#A6@ZN_?6q4WodsdeKxGtBdu&ZV7 zk#BFGpV&QkUD1a_q6ca%7 z$&0OuChaG{^d{eB;aOaiy&mo~a>>eHPt8qp*Wu%=U|zU7C-_?L<2(-A%V(yN0Qx(j zhgZ;L{oaIVH+-!v|3PET7gB5h3AyB;9|m-hS6`~Xs-HYpTXQ<};_s3ceTApo>EzN1 zA~;vKqAUK=WeF!5-ur}ZNEOy!UOE1*2unBAVa(1-d00bwc7e4?MzpOE&YP9eIrr^t zP+FyoknfJ8jHtsG$QDOqu9pwmp+S!htB-|=I`fZv60>x|k44t{*1l$`hz~aoQ$T8J zAZ;`1(oM!OS$z;F#AhMDNhY0Jw(>H|WIoUHJUggbb7lRK7%HI!KHm8L2w_Z;9Km`V72-PrY;eK<&ZUk1d(?>vKc<wi!N@yMG`_3{o$*OsR5H>1EEl$S=I{ZDG)-t?5P$r(GYe=vF^eE8>18j zg1P}_bf+ZpLDP$@q=v%Qk2}WdJo!-h{772AhGt_U&!L*@4B|~Tq-ftz3IHkyiC_r*EE(0I9;2} z8uBc_@i+%G^vR~2;(H9huy;$%Uw0`9PRH@>7%;Lq?PtW$ojsQUc)IY-U_Kki(Kbpuas)54)&`nLD}9o(wjMtL_gpDjOK-F#|~)N>-f85 zczrrg6k(R=`*@tu3uhh>C~;DP1t*R+`z$gM#Y&gg0OA`cf-c( zkG{B5E{*n-zXl>)>?T8v{tdsckBk$t{G+aJyy}RNi#&FR-_x!(Po%I&_;R=cz2z|S zF(T~z?riD!Behzcz3*hVc)(L+EU1^ji@3(3z-nC*tDl>o`j(>G&10LUJI-zp~` zDm5{{?4`(SiWq|U^PI%~<=9teE+pNECQ6c7|8a%Heh!L0^~c>@I**8QY?LbXLw5lw zH&us8-HEz_iAf^@KwXD;gm~2VdV66Kon$Skug_foNTM>q!#Br5yhHf!`^5{yPNIu) z4Wm=9PTGN~5+EQj(Whn2nnLtvVz~vp+*(U)H!0FRe06>ApmZNQP)!QBCVjaY``Krk z9x=KW>u9vw-?lm>lLDsKMSvQSboT96&qfZmM^8Rnl&J<96gloFFc)axV^gNynSH$O zbfr?6jTNu=QV8J^#ebJUoc$`)$U0(7QA;X>Sy`AESnuI*f>_YXn>}?2$axd`T{hKv z`Pomp;7a|$v`T$a=SF0IV%nXgw-y4XsWr0#zCpa~-;9r$X#s!&w*u>hP{Bvs{gU0I z%e*Bf*eLNQTFixOD=`&K_Bc0#FSTwXYwRUd%jX>Zl%jnA)1XkJwqGf@er;ZDm!87y z@v=-v4hh^uYs$ZnTX7N8eT$k=m`5@aYpb(P!mCpaME}vh<}Hptbs|Tj{&8zdAj4GC zLgi_W)vTJYS+m^XV{Tz6a*V9lh>pa^yfM*@ZiGG#mWUUkvV-VDS@V42B9~| zGnx|5O5=BH88d{i0O$R%`T!s3oaCc#uD5pZu${-to1ETgd8>g?8aJuO(<8V1yxRQy zEZ^AV%*ANu$nhvAV2ZK0$)wr!k26mM&zh?-c3{LF7J{78%>ovNssn1q=MxClf+H&V!8XE6u9{7In#=o1)_o=ac>< zHwIB&3h6K7!2_v+b$`D(TH`)BtnO7$&7g{nC)4E?*KKyMWfm>?sdj#oPiz|^_Q=SG zi#B;@XTXS(l<&}6p$>e)43cg-l*~*ERel9rN+ZP^XBxdBJwZz&b=x4rlHt%Yb`dHM z9k`918;Z9qSywyIWlX&-_K8&^*eESF=hj1;v?*sQuQ!Rnt45@pFb>4`iy=JxT|!6F z49p};`dQCRmNAQ^!Q4|5y?CYi^s*3>7bg-+B|R?-8hSD(2q26(!qIM5u)oH##C6L%TZs~x{ z(x&)IEmSCAF(gpP5@RE`jd))5Aiju1G!bECN(Z{G^ij2-e3|@=n#XPRy=%37F(>Z6 z1XV`^m4FRL5#(Xci=J_sA->wK+w7W@D3hrqJVLTV&f+f`T^d0gA7{BQs=o`#b8_dS zBeR8+D29IQ8*R$j)}-MqP>hqerE z`;@PTcgkase5;a;wmyWK=3~!hSA2Qk4YvHiM}6bo**%Cs7mPmN2RwUagoE0tx`m2-=)hB{>_ z=wXa^0-;f2kCN{L28YarfjMGZN7Ppgz;2S>sBqJ%@7J|!A$tYWwSpxfg+WSZ{kCLD zx5zk|f(|AcGvZp1xZdW#_i(M{T}JZ64~?ez`F(;?`&+&l#cb{otSR0lsFB~s%e|19 zUGF4MHc`DIi9+sZ$-DqxNJRkTmYKEvNC25AMDyu~^K|=ZGpt9ez8#EoIaM#xxYsd3 zS`=B~)}s_*EWO?!tr zI-m+tdiN-8b~>N-v*Ie;_3v?{PW#HMtEcU4@V3R<@**7Z0MlaYC8wp)rH?ywRXa3! zG~T7op-hohQROpPSL-WcKia{v$uI%s^TOM*gu*8646! zZ*Iw!4m9c~j!9H^G)uzxt-dJgd~CcQYm5LoQk}Oxy^2h8(7$E(I}(t)a=lE1M=+jW zoH-)bV>3Grq66Q0u~lbA7zq5tPu0@Z?huIL=E|4i?k~cwW>CLmTdNY9Eatn=h0boy zqLXYXaKcTXr}>CNxv=iV!dQ|)_viRe7HlT0Qs%W%zt~!k9mM0;XMmJ|-y%j>4XY?Q z@U_S=+xF=pAH$rBTtbRh-*+GZE;w1U8=qguFK>OEVbmV+1@h*($1+<)@_PhEa=u%b zxD_vRm)sT*G(c%j)Q!{1})Qoc-Kb1?B`J`9YQnhpES zI{WE0x`EhNT!AWkcmS`1g)+)J<*odNj6^BF#`k{v=p$8vf`W5ZW345yh{xxXlH&rp zlFnlpFJ44>NYQA;maSbxIqg*Fu8Kd+R(T|N^;nt>LimCZrkd!{Tm1K*mJlq?K{|6w zo0x>MGdR5-MTW24qNUn8K+r8N1}L5MF(n*wOLM&Ed3a(m%PYfJyPL~n9m0I5yJX5q z4><5&_DYj!H0_@073wD7RDG}+nn`9RVL9Dxd_#7x8tM z@SkLUG{x(S{)6}@VtKn{*PkW_6B`iKVi`8I8usP8uhVQD5T-h(;6TYM7(~@+P-JkI zZ?y=!m>??OJf7~jq6i_7A#8X2K2co@haRcp2%p@hzI2_X`?5}`k3a@slOm> zl7q_qn78uBU}x8amS>Ul{c##&!Mm95QNzc%DvJ=V#>rx1E*VwW$On0s5G(j6Gbs+O zr2HE=n&-7dC$}&5Bo}c#1Jy3a_H4r;{mqx76-kZw?1o|-VyAC0-O971Ct&DaWBY`% zZ(=DKxN@Rcm`Xc^&f|skEyuaz0`P)&y+5{rRu^_k+j|!QU&3p?8b5<;V)XraSGrH> zO{AsE#Uihvrwa0UpstF>Zj;b{A&Yj==KN0x>hKwIZctadafSEEv+CRYFJ!PgP@{90 zfBsP=7}n_^ANpz`cj+YbsB7pq0<{rGpf)|N_RVbi^W=5YKDL{`rPO^miT zK6)H0CB&qWHmt#vBB5<-s3T4EqpaDWPOk5ZlURLyueTBa;Hsp*M&XW1v5(-|zUnAn zYZID;q!^`-IEVb;`@k~se53!p=Egm_#0vr-Hnga-$(Lb!HY!*YW31-<{Evl8DJ=a^ zS+Ct_-_S&&qI7v^ly*I>TXeJW`>2Soh5mK)t3x&{uJ>z*xZhBQn1c0X;Isa^nPa@B zQ+^8#a3wH63SMrw|G42Dlt30R=^MjK+*6O#?_Fxc@jJrdG130~6{n@>7z`98Hdo0) z5SMbFNt20<96<28#lN$uf___$zK-3}`d>sdE%eY4J|pCS|81f{JSkKB|2%{T#*F`q zF2-G2(dOR{E~xz%ON|l1uYXnCaAEHLtEGl4*!^EEHQ1+5dL|2ydzh3sqFDh@l2d(C JA!8c&zW@kx#5({0 literal 0 HcmV?d00001