From c2b64fc918b314ab1a7be17753d9e24266d6a569 Mon Sep 17 00:00:00 2001
From: Yifan Zhao <yifanz16@illinois.edu>
Date: Mon, 15 Mar 2021 16:58:34 -0500
Subject: [PATCH] Updated documentation

---
 doc/getting_started.rst        |  83 ++++++++++++++++++++++-----------
 doc/tuning_result.png          | Bin 25922 -> 26895 bytes
 examples/tune_vgg16_cifar10.py |   2 +-
 3 files changed, 58 insertions(+), 27 deletions(-)

diff --git a/doc/getting_started.rst b/doc/getting_started.rst
index 867707b..5d8472a 100644
--- a/doc/getting_started.rst
+++ b/doc/getting_started.rst
@@ -23,7 +23,7 @@ but it is optimized for tuning DNN applications defined in PyTorch.
 We will use models predefined in PredTuner for demonstration purposes.
 Download pretrained VGG16 model parameters and CIFAR10 dataset from `here
 <https://drive.google.com/file/d/1Z84z-nsv_nbrr8t9i28UoxSJg-Sd_Ddu/view?usp=sharing>`_.
-After extraction, there should be a :code:`model_params/` folder in current directory.
+After extraction, there should be a `model_params/` folder in current directory.
 
 Load the tuning and test subsets of CIFAR10 dataset, and create a pretrained VGG16 model:
 
@@ -55,7 +55,7 @@ while the test dataset is used to evaluate configurations found in autotuning.
 This is similar to the split between training and validation set in machine learning tasks.
 In this case, both tuning and test datasets contain 5000 images.
 
-Create an instance of :code:`TorchApp` for tuning PyTorch DNN:
+Create an instance of `TorchApp` for tuning PyTorch DNN:
 
 .. code-block:: python
 
@@ -69,17 +69,17 @@ Create an instance of :code:`TorchApp` for tuning PyTorch DNN:
     model_storage_folder="vgg16_cifar10/",
   )
 
-PredTuner provides :code:`TorchApp`, which is specialized for the use scenario of tuning PyTorch DNNs.
+PredTuner provides `TorchApp`, which is specialized for the use scenario of tuning PyTorch DNNs.
 In addition, two more functions from PredTuner are used:
 
-:code:`pt.accuracy` is the *classification accuracy* metric,
+`pt.accuracy` is the *classification accuracy* metric,
 which receives the probability distribution output from the VGG16 model,
 compare it to the groundtruth in the dataset,
 and returns a scalar between 0 and 100 for the classification accuracy
 
-:code:`pt.get_knobs_from_file()` returns a set of approximations preloaded in PredTuner,
-which are applied to :code:`torch.nn.Conv2d` layers.
-See ??? for these approximations and how to define your own approximations.
+`pt.get_knobs_from_file()` returns a set of approximations preloaded in PredTuner,
+which are applied to `torch.nn.Conv2d` layers.
+See ??? for these approximations and how to define custom approximations.
 
 Now we can obtain a tuner object from the application and start tuning.
 We will keep configurations that don't exceed 3% loss of accuracy,
@@ -89,21 +89,36 @@ but encourage the tuner to find configurations with loss of accuracy below 2.1%.
 
   tuner = app.get_tuner()
   tuner.tune(
-      max_iter=100,
-      qos_tuner_threshold=2.1,  # QoS threshold to guide tuner into
-      qos_keep_threshold=3.0,  # QoS threshold for which we actually keep the thresholds
-      is_threshold_relative=True,  # Thresholds are relative to baseline -- baseline_acc - 2.1
-      perf_model="perf_linear",  # Use linear performance predictor
+    max_iter=500,
+    qos_tuner_threshold=2.1,  # QoS threshold to guide tuner into
+    qos_keep_threshold=3.0,  # QoS threshold for which we actually keep the configurations
+    is_threshold_relative=True,  # Thresholds are relative to baseline -- baseline_acc - 2.1
+    take_best_n=50,
+    cost_model="cost_linear",  # Use linear cost predictor
   )
 
-:code:`max_iter` defines the number of iterations to use in autotuning.
-100 iterations is for demonstration; in practice,
+**QoS** (quality of service) is a general term for the quality of application after approximations are applied;
+e.g., here it refers to the accuracy of DNN over given datasets.
+We will be using the term QoS throughout the tutorials.
+
+`max_iter` defines the number of iterations to use in autotuning.
+Within 500 iterations, PredTuner should find about 200 valid configurations.
+PredTuner will also automatically mark out `Pareto-optimal
+<https://en.wikipedia.org/wiki/Pareto_efficiency>`_
+configurations.
+These are called "best" configurations (`tuner.best_configs`),
+in contrast to "valid" configurations which are the configurations that satisfy our accuracy requirements
+(`tuner.kept_configs`).
+`take_best_n` allows taking some extra close-optimal configurations in addition to Pareto-optimal ones.
+
+500 iterations is for demonstration; in practice,
 at least 10000 iterations are necessary on VGG16-sized models to converge to a set of good configurations.
+Depending on hardware performance, this tuning should take several minutes to several tens of minutes.
 
 Saving Tuning Results
 ---------------------
 
-Now the :code:`tuner` object holds the tuning results,
+Now the `tuner` object holds the tuning results,
 we can export it into a json file,
 and visualize all configurations in a figure:
 
@@ -113,21 +128,37 @@ and visualize all configurations in a figure:
   fig = tuner.plot_configs(show_qos_loss=True)
   fig.savefig("vgg16_cifar10/configs.png")
 
-PredTuner will also automatically mark out `Pareto-optimal
-<https://en.wikipedia.org/wiki/Pareto_efficiency>`_
-configurations.
-These are called "best" configurations (:code:`tuner.best_configs`),
-in contrast to "valid" configurations which are the configurations that satisfy our accuracy requirements
-(:code:`tuner.kept_configs`).
-
-Within 100 iterations, PredTuner should find 30~50 valid configurations.
 The generated figure should look like this:
 
 .. image:: tuning_result.png
 
+where the blue points shows the QoS and speedup of all valid configurations,
+and the "best" configurations are marked out in orange.
+
+Autotuning with a QoS Model
+-------------------------------------
+
+The previous tuning session shown above is already slow, 
+and will be much slower with larger models, more iterations, and multiple tuning thresholds.
+Instead, we can use a *QoS prediction model* which predicts the QoS,
+with some inaccuracies, but much faster than running the application.
+To do that, simply use the argument `qos_model` when calling `tuner.tune()`:
 
-Loading Tuning Results
-----------------------
+.. code-block:: python
 
-TODO: TODO
+  tuner = app.get_tuner()
+  tuner.tune(
+    max_iter=500,
+    qos_tuner_threshold=2.1,  # QoS threshold to guide tuner into
+    qos_keep_threshold=3.0,  # QoS threshold for which we actually keep the configurations
+    is_threshold_relative=True,  # Thresholds are relative to baseline -- baseline_acc - 2.1
+    take_best_n=50,
+    cost_model="cost_linear",  # Use linear cost predictor
+    qos_model="qos_p1"
+  )
 
+The QoS model will first undergo a initialization stage (takes a bit of time),
+when it learns about the behavior of each knob on each operator (DNN layer).
+Because the configurations will end up with predicted QoS values after tuning,
+this will add a *validation* stage at the end of tuning where the QoS of best configurations are empirically measured,
+and the bad ones are removed.
diff --git a/doc/tuning_result.png b/doc/tuning_result.png
index d3854041d97ab51be43aa08e563f1850bba19f48..6210102982aefa78a796a7a8593fe766e802dbf9 100644
GIT binary patch
literal 26895
zcmeFZWmuJ6+b%i*DJkg=k(BNZmF`fwB&53=L<9su8l=0sq)}2S>F)0C+GFbTyx-b;
zeQWQ3d;M7)2gigt=RL-_M_h59=XHlDDM+F{CVC8kK+vS6#8e;<SU(5^W)TSiyu&p#
zy9!?ToWwPpRBhimxxRHUfylpgva_;vvNAWMa4~UkG`F?kVCG=vWTY^2a<X&eXJN7a
z&li|&9ZXrCyzXlNjUd}eX*xn67;mA!F!>^R<`9UPm$cZ6*KWysbDlb{o$o~sC+zUy
zAK}2T1h1q0)OP<at7)EYay>UE!@<(Z#nAqyZZFe1uo$<Yrlv;QraouACNyzEw6`fM
zPDVPP@cq~Kc+b=6kQ{w{%Q@Is+mjRd981eKR+h5f@j9+M3UBl!UwAPeL`Xk*1S1B1
zj0uEg@cn|p&uS;+3wY@<Ab?<DVqy}a!iiFXpMbXzDd_iDQ6VAVW7Ll@6yVdy@2n6i
z@F_b1f*-UQg!cb)@&6waCX$1aZt|{*aAP3lm6Q~c98L6a=Too_n2%nFy1Vlk8W}CE
z81>b%BKVQ<y6%%q*IE}ju|ZcA&2%97MH07l4D&}y0*D6%71blrJ$M`<qCz`!@VQi2
zWhHyH^~|^jIS(bcxZLUH<HwKe&@~<=c!sgS{;rz`y6paJ|Bq#7^V6e2f-Nj6QdU*X
za#H5(U05J*X=#zc4*-qwfS#1!yutnS>64POat8Rg-<Ul^K8f3Gyf|@K91MII9>Gt~
zkUL3PNeQB_uiw$tMM*)?_PgryEHx6W&(#|K?d{3n=4b)7HZ0hERBe#ovW10(2HZ(Q
zwbt5?5D^)4N#rf3Dybi%pxCc;q5av6Sc_CoSU9$^I8+RK>A{$*Ct<-3&Q|3b8{@4N
zL78Aq5sy9`-<%d9Z1HJ2!`6oUM47I$jqtrcNgMB`iAGNIy{~WILqS1#%bxfpI(p@-
z5}bz4rQ)2+vz&p=mb0g`*Lx$-*V}6qQ<4F#LZ=}q_)8AaHH$u2bR3<Iz~i0Z$H*^R
zFOe><&5C5J^Yf9GmX@G1(!+{w$|OG6%wa)3T5nQ~BlFwg0F?ycw}5*TrO7jA14zDM
zV!gQ3!k3`T;hpgf!yoUza6gBk4`F*8*T*$9G$e!X58ALOEW%7mL5Jio=q(z-_Q5`h
zP6_|o*i|Jk*)|DZtO8m{sJ;Cne~1X_%$Z=bzItlBj_1DSz2JEu1m^dL759vwh{vhf
z?NNlUn2(RJL<HGqwGyoi&8l~sGj%L2x5vE_7n-domu>!Vn{$mk@87?-+bOAAK3r;_
z=f$C<e8mqYu|#Q@;<D<H4Q7b$d&QmRF<#i~K$!H$V+rutwmks`8@6#9!#t}QT~@Xz
zgR{O5cXagh-zW5at-be`J41W=`Z_L;R_xb);f9g$Vd;CH;i8iZhsDI;gb{H)&Qnao
zt9f8hFI}AXJP?2R5*D3IFu2}vW4RzNHR_f(I5=#3I;SeiM)JA?q7(=w-0JtSdORdO
z|CAs66LZ_#-rmk;*nw26Q$Kt?o0sPE36Du@F<f9@bTC!uXwoR+DH|JR3cvG@Cij!y
z6-JW9`mK7S_v)oO$W>Ee7Yn}RbB(Uu%@^~b;8LyQ6$(oBLYk!#>bdaK5O9aObgm?~
z^;IcFT@mCFT$bbMm6ceKa>LHYVWa|h!otGe9M&GEdTi4>?Tn-KC-F#Dz3aC--Bcc8
z@{^1p6OSMhdV+&v?9EJ1|C6Eng_yCJ?hWmVAmvhibPpq>Ggxfm{^!4QDIWNUZ=ok}
zPlwB5ln&{=A2>EkeTf{CHJ13GZw!drc0pdb%br%#@h=AGn+^^Rb|?KjS%rna7)-#?
znz+2aTGCM=f^Z_iGDU<&4fDcuEV`Y)$=COK1a_8^j>p_SuPC<PX8Cjs>pU3NhlRU+
zSB(loc%SPnTBogHc<<{|7|8Ba6=F24V%Njn!UIe`>4>_92A#*kT!V9arAe>d-L<nN
z!(xl~4V4H2CFQf76hY)5n2vXOS-3LAgZixEnRN7@=?#LJ{47>?j9yOXKZ0;?C0UW>
zeU>@25N<nK={6e4mA_mJz$h;9h5Rm1rS&?WGVS^K^SkSUcTf<SNB;M)r7pqK->+B`
z<r4UvpC2C|m%E?5YdW8{oacQ6HY2o0rql;a5mfyUTU&2j=xf~IL(gIagcb6-B&LIa
z(d!#VX1i6Rdsh4V^1~%zy+Js)jTBd4G-10V$h%)*2pN0dpH1jXy1DTpppyhEXGuKe
z<C~i1r;`ASSN^sgfrQWDQM2bom;S@GI-^E;8*z}Rn6X=nkI$y?CfTgVK^FAY<t8c?
zIMpr35CSnxO~M~Pekf^aefs@dDXCSr)rS-w9zHlCqAu}p@wrg(qh<Pn?Wo{jB(vLl
zYn)s9bcYsU8Y<_o*9`=~mu5d}*n}PE=@DIM@y5i$dY_+97e>f|00!%N-OwA)@{EfM
zmyL}L2^CcgxPb~V9fUG+(CbKat0DW76>tRw1<;cWjPlW}<KWVM<AH>p9@$rJYl{o6
zH*ek$2z&8nW@a94<)vjh?~L<0Z{vLBv1PVhg8Fyk+)xNB2gk_zQ53c86I|TD07Q)C
z+8LXwo39wcmk@jwy^i^2&!vL{42ao6OLJYQ476unT_>0cbuF#Okl<juWLn$1>oX}C
znU@w8&$VhS0y{dypqn(mpdhj+0eoHT({FJU16|<8zy$wDe-ZE{Az{<55$rO<nObWC
z5g$Qr+xf6GpKD}A!J|huv)}xyt2rCX3W|%XnIjNJ2f)$+&p|W??+5O*r@y~*f3A^u
zZorEB+4JX*51KE?yu7{bdztDM!QOQ{8&fAm@FOH7lu}f@kf;a=eqE5;K-7J1x&*9<
z8P+@zIDs7TB$4Qw+p2=z*G^Wm-!KJS_r-v(B%0%<p+UI6zdt-Xs}Y_k(dNOy#|P)@
zF$@e0njVMg0Eyt$YV>%wiHV8XOl^r1qNrFlWl&WdCAR?S+zunPi;pGMfIU4MW&cPg
zf#{1Ttf2W~-9|icldrtInnos2i8zr&?oOlo+24uWUp_N5G~7k-g*+i32!`$(UokNc
zCtgc>kNp(?xR)XQCrp7@r?UcZpoizL*(symGsCuxj=pBpZy^EJQVfIxpF%^Gb#%fk
zCrUNz5_#<@*ZUHUyalbNIdz)cFu`~`B1G<kp>`xzUGIg3MIlyD`tw&o=$*xyRWZy6
znDp6TW-6v?+I6>C1dZKEpnhfBB2iXCOl3$M^387PWlUV0;pXp*;E<4t`<u<Ih~k-K
zVQ(UFaq;nP>zP_{H8s4Jt99bj%^^6BcYSTZTCsVaTT!EbXLCeTDo5cxHsAB@pH9tb
z^1g9NkfYIQ@zUJNd=d!<RwDyfhUk$mo-hps5jF7Avh(jTBaNNd5S02Hx@PKZZ4Y%+
zRItwXW;Oz`q^WF$zFaXXx$M_%yfpHUffxPZ{VO&!*lF*tUl7~Q3dIxE{iTiJB{;-=
z3FlXtIlXZ*?s>LXR8+(U*5E^6V1{@op4(C&ezCuci3v5-U{~AB5rL@@f4IN1hTT=o
zQ+PX?uZ)C&AqfoBP_w72)qE3SU|`_4m2d$F1o(5PK@xPYRF4P<)|sGcs>z<gjJ)2=
zgjaIy<EmluEuW~Qhp@sVR{57+K!jUdYL8}zb7a{}e&LYt+Cdh4ZkWitPnD}JC(uDx
zou^wPk@4|CV@2xExViDb`iaZPJPs$}d#{kf{}dc|aB3&(9cjT4{?ybY$Z0u_3Z}dB
zE0^Wr&B6m2undxBW^`XU&6i`3u_JF9&K0|^N+QkZCl3&~QQF{DslYpNt#)Em$OwKG
zP8PQ9aU#U9N-ni7jh9dL=wE{Uc+^E~+XiAY*?4ANhgGC`w-q!hT3Vx{<xXDjYfcbW
z!ax*-&T!Z{I4azZ456nP`o7P@&BDrhk}U$nY4i8@2L0Y`MrCDX9oIyu9Iv}uJ7#(`
zri%eT&GHl^!~2DU;mmAKF%EKy$ahC0MH1=*vW+Rk2&e>*=&d^2yX<VL+ZFPMw#a9a
zN~)>>11SPCR{ENnAw4}(kTzicSivr~nyQ3v|A^Lp;QQbS_E@{62{q-`nL_G^c8Fos
z$WWmISsO~O6b>5(MdUgg<aO4&lI%H!m%y|8mzA-AD8ejSj2HqY4FTe|8Y%fDIXMh0
z_}kt%rk<XjHj(=yjN2_m->Bv$vDKFOpV3N=6K=Okw$x8*Z!yiuMLI2Tc*<RBZ8b4>
zBj7m4?uBg9Cq9+?KKLYc-<<Eg%2P=B-RNpNIy$=eBM^mvy~F;(5jwAzD-kP4-Q?ZL
ze2(R2LzK`SDru%l3x-_yi7B%V&rV)lytts#MWu`)Foh|KjIgyX#D|F9VNO1HCbKVC
zVvG7sH-#t)Ur~jVi-f-^Qd<H}2>;zcatN3qqua})1aQoSZ+1CwaBvnuzy`gOT=^sj
z1X$LW;5a^h{Mc^u_fxOCvx&{|5@HAiGc!5}afx|sI#^n7-vhhhwnqTX4}`(ah_xd>
zYzq=K3)?%%sHhqA<il9(2*I}Bo8~&*nZN+HHi6HP2D)t_Z6JzcvtJgwU1RZm5znm4
z`mT?_3j`l#6Q!hn)8oy+EI|VxdV2cJ*?Nw7_YG2r=+1aaWNK>oRF!EKxQ_&3?*{1E
z2@WP=M>edai`E5J6bS|8mAScjfU|#@erx#q_plw^-OuRgdhU4GCPoL&n;lwQ`t)Z-
z%W7{6B8{D;#l${z9V|$EXY;ezSlOw0%>rDDvD_{!4R8<tFNrD33YFzx1v>C{*_|Mt
zxV^iBf#BleK8_c=0l5Vv{rj*ZXlRuz*Z&9$<RqN7^CbApIuHm*H`<L0TMH5SjJT7I
zdRba2czFqYbbMn#ri0a#<)Q54#0k*|5Os)%h`^YxvFwI?1)or&LYjMw*`ESW0?x)a
z`<0KwokPWbevr#cyJ}dFp1dZ2{A!z+h+mn2=3!iu#V?_^@xLM6K2mLffUdKXiK_hI
z;PLG<Zuv7`zW>c43=5)@oKSJSE@+P5lg{oK`laP5hIr0I$zbOP_@~ydVO6k<a2N^Q
zi5vaEtfJC!)FF+;kyj$$L(;#U^5-&%eCV5{43v>@Fo0qS#;jcLV77>lDJHLy*6L5u
z-1FIHX5OFrL4k$H?<92JCezo-m|;Yfx17O0bov=mYJac?)b*G3D~p3Eds3c%APPdc
z*HT}yXClx4KoRT-K1Z0r$SCi#j9F+#2N3r0$)B25NJ;#?v}>aKL$xw8<TnLUwV(oV
zY@3%K|KHp317nAVg~8}md+VRkQGWagx}p1uSl-1*A<+70$6<g{p!GvlWV2sLI`rP2
zQ?ntoV`sjp!9t2w?QN$*f^E0piH(hY%E*YClaqslhW4g`7tG?<chU;FBCHi3vQ%p1
zj_>=K4Zx;UfuYHZ!~cV;sE~lmL;qkY^x;1X*8YMoINhtG$IFZcl*nVR)mJ9(8Fd<+
z@Z^7JXIVZNUtaS)B!C2~({!mI1J$9hklRSp<*9;hv8aw1D-BhRq+i;}LdSeDt>+B_
z#m^hUz1yhT(FFJec$ogA%a!9AVwXC$3~q6>XjRz&7>Y<SXew&u!rze9aXkyX1#f)J
zM_~0xS`^UeF-DaT_)M$@+B0?G^9AB=*ZL*doTUWU!{qEP8^BWb>81rOS1xSR^K&9O
z9-K6#?xqB+f4_(L_2Rb9J(=TUkq~IjW;!n&yiQ2g@{ogDfl+uy8``cZJLGtP3K5+<
zppo@Enro}uMeujX5i|=U`bCi!*6;4-YU<zKD&mrKN5KlVPy~y}>Y?+)QF<y#3Y@2o
z(BD=K%e)JG%Mb7S+5E)FiV8|4z&$`_7R&Zm5_X+NU#riwD8T={fj4iGD$L?n7BL`r
zd(TDR)J(0{gPlE<MrwZQ>?ka-tR}?eg1&3N)<giEs^I$bB*Yt|&Y1hjyWN!A3`#Zt
zCXoF%xi0r$(bF}5=#WjO0`2g25(209wx?YyJ93G~Q)O{^4zJ@@m|3*fc1b3mo&Tq8
z7WG-bh=`E67QHsem!4MugmAVL;K~+MdPTVEv~3uuJ!7&F&pSChJ~MN|W-}y=s#lH%
zGWkrs73n#C&yt}57ITy`MH2wO94i6z!p1u9V+^7NT|n|O<@>qWfg0xF<>4J@-k(qL
zJG#O7Tq`R@e;7|M?Ux}$YBi(uF4~?f61@?xA66+$%4sjn>ck7+6CEGmzbkitM6Q8L
zYfd~~jQeI6q&tBpoIAaDYVcCUQ@LB<X+d+pqco}3w^QNLurh2%^lfZU>-;66XAU1G
z@+!eGbnlrM#Mp=$hNQoEV&<+B6EjXho?aG#Y@TIdnl%0Zi<5Mm{-2}NAb5@nK~HU<
zvXGnot{Sg1U8V(pd1bKu<x-+9k)LY*E5>h?R{YY}nda$bvIo>IUMUHVO7RR^tlN4<
z;jASH^x~fmL><UaAXw7ruE$g)2v3qy!quFQA$lOw%#RfG15k;^rCk~VUwNi@w%`}a
zx+Ki*#XiDBzvx!I&haJ`w0myBr@y|!O32x;vt<+InLb^g&SwBeI$|Dgf#M(|qJVpH
ztxrZJigv+&l@M$ItSyjVa=Cu)#yC@h4RNW&l9Dk*{YWd;SS=HfHLDp{VQT2uNNA6$
z@XiLar5gJ-5#p8T`kmiK(MnI)6m-CI7amUFq$(S)e%RB;^utpCg@`1S0&=j&D0<+s
z)bukdbM^|IY7i`I)R(d}@&=5C?z4%jgfF9PDx<Xn4vmRQ0_Rq4FRMpblzIu0!4kV%
z<kjWGcZ{b{AfX3{VEYB<!noNO^E5T_Vc?f})LO+(Iv#E;>FTsRm2oe5;vUVg;7^4X
z4ns9eKo16LjT%1Lz`$H&<&+dv^d{JP{!!WOLO<*Gs)mzwJ_9mQN{0`?G;~P`*$lEH
z(DL`yGO+VAO1buakmid!dU@sib9+F0qb=A-Fhq*P1qRzZjHhdl&;&I+#)y#VCaQ41
z$sRq7w<|ih1AxX<RYX;bL-O<5E9YUX2;EVRgV8y*Oh%AU*|MhstsNfs+4%wmgZ@KZ
zZbT`03rxn0z)~AiiErceCRCXBVtjuz!}a`>*G5sMbbYp}n;qeBklYus?d*h>R*#`8
zGEw_O{mzM!jv8&OjM<a*`Md$k=$O1vHfW{?O@3d#d<o57*^Igt0o0VK-|BH@0a6YS
zNp^V#QngoQ+Z2e<EyS9%Glp@3KIRE_)(5VlvCDApdciua^kPgs@`WhrxR6E^T~1S(
zBtClag>o!5Q$<CE)n!-XbZ-WKY;4SJzkcIOQc@^1Cbyoh9-6?z!!tZw{0>qiIAHD%
zuQt*`eHH++3e7mGt8p?iGRVl_w=_R%wk^WXkPP%xJ9X~)oGZj@8BMOOd=(P8`*id$
zcQ9`G>b;k;PjlD)!mN<5!*WfgBJh}XP1U&Z47+*HVEqmae7$aN?NSf;-5$oJ@$KHd
z%k5vGmW`tT`7a^{S%-Dq-1?z27Z(>ammVG&sj!@22Fcb`FEw?R12t(7gHc-;tBs<H
z&FySW*cC&)*4U=a9N*ubZWQ7;iEd%qay}7Hx>i04uyL@Kw;bmA9};{sFN2eX`*R*K
zaq+jmV(2r^wLzQ?ZW1J{hODGP{I?!s_C6w>jC<5so}HhjQ#T@3<5KjOy`JIMRvkK}
z*sF*DoMPOBJBiJ5oDrG=hlGTn*UdD0^33}_c(1Om2G6@nNFac5Q`1osqK(++2Na!I
zYDRDtOGAVwRq3woLj-BLS+U96q}en-k1Dz{{fh%^j}?*HsOss3BV*GT3}uR&4ZZY=
zz67B+fMP7}T-W;u=|9OK7)W<7nLP?euF)@->t50|9C&3s0%<xDRV@C>4{1zm#s*eI
z&^KF4nzUoCy~Bof&6rDtM;G32Bu}xs>of5Yz>2a!;(%V)J2)u$_U%)N&qVMdA|jVp
zS4-^}A|2OfJ4+iILASSFjb$hRqcJnf?-$8z0I2Ozd#e1U%Zlga+d&%Oso+@Wqbx0`
z*9GO|EHKhMHvBgtMlD3Ur8qIpZJm;UKP8|ryv?hs$?~7B$(kZ9#%M@@XGDU%Kg|<)
zyEk1k+2Sq0@4P*_c|K95->oQeXM8eyGAI&peC*J4wVnhGykTKslUrC!F_m@yK_yBK
zXEc&df;;N7IZqW*ANlDrSiC(D{D64#3SxyYIw8UX?pq>`lQsNS(zqdQ_ZBNmyLxcT
zr6?Eu_w5JD`BrBvi11Mdwnn`J^>~SP5VLNBMj8eP+M{XYArNd@1u<xl9~t@9l^hBg
zuJy(zB7B^6_={n{K=NmhjIT0of#WZJK>?Qa)!d2F<<6U?qqPu(8I1v%IWKo;|1}}$
zzM}S1w%93|ui)4&TJ|%2lZ$)#LKBM|lWi{6C-n&CifS6g-@t?Mup=8U{Ro8kWxNWS
z7HkEnsa&ccA;j+b)co>tv#>kqb>?44BRXKa8z#=A+puy(8RT^U8f7C5lF=9lpq9)M
zg0%=}17RpZ>Jv15a_m9!f+!qIX~)X16`Pb0oRQ#q@0)XphZf_XSmuvkeRQ<)#cRmQ
zURo@FIQj#BW875z_Wmt&j2E7KtQIaoS?_+m^1)J)7$vDASkP&2SW~+0nLC^0Gi4?P
z7j`^oP+@_^Y{M8fxhJK!dro<cHWAK^4vrT#eF2E_k{5_V;$BJzu=$DZ5kS*f;H(*a
zmjo%+j1hBa6*$lDCHBu%R`}GewVs-HVMkp<BLb-F7@*F{SeqwgML9Qx!Kco7I;|)`
z&O<+vLYKndId!Am&<w)xN7z;qvcDbc;)w<;h9@51eT+^yRm3+pi1}f@`Z~T@&<`Nc
z$|-_=S_YcP>G${n%`tQi`@N*4O|6mdF}PBVa>{Vo@#b3zAs!#_pNy%i>V7u5sj>sN
z$cb$G8N?V%MHz7-vNAZ5RfbG+8Q>_5n1?3B+&BaY9N2!?m;9#%via62csVM1eGw7)
zJda3r>QBR4Z)V+npE-FJ9FZ`1mpmcFG=;&AjE$jJj!`JfJiRH3B^qQK#ErZK0muLH
zZEEUIS;}fOqY7b9qOrt(dDp+%x=?2TeWo%{UO{Oq26}Z^yIK~Qw&0Fw9V4!HTN|17
zZ{Th^Mtdh)_R5cL9D6{Jbvi5crdv?GOT`H9ON#z`XFk&uJ)>2jWcXbefIBuHyM*(S
zkJ$2I2~E{C9+XX-GMARCvn+kTe*)1d{r1*dK~5LI4<R{mj(s;gaH0{1u#`e4UC%M~
z*Kt?wgaXm-_xE&cC8Q3P!yC?2{<HUkg?Mz3KO`%wmP-CRyOC~vXSsTUJge3gja_aJ
z>ja{dQ6UWV^F3Ut;RVa}Pi<GYa)sp{$%|DQl=2*WF_gm{L~|!DV>^3`LV@}7ef@m4
zDWU3{R+F6nO2CwFmj1cU3WiE|<a)Zv!|>;snvO^FcM7}3IyO;f$7X2E%-HxOk6Dd^
znUVlIYWi85;@5=|tu!koFd;2Z2W@m8=a&rrJuQ2u-)8xE<}=SuGPx}Z6uESbUWdBA
z94-NYJ|L*V_vtExU7-*t*qI<&gO`0L7pG$jO$^szs>|bdn2a3BKxAGnjel~yo|V8)
zMdm0$<MtY_COh-+L(I;G)<8e-!+f*xB<`1|c6!+qZ+_?IUOSzgD9(2?8w}_ClTQE|
z%_`NFJ|=x*o{%@W=5<CCp*9H8@Pua(hu+rC2@bt|!A(!W&b_fTms0zkTq#N5a4rSD
zXEJ%ig)n=Y`_0$+uGd>@O>WOY$`OEX)&5QVhSkv-y^Co&=sQYnz1OWpv0_D<ZxrH4
zo15QA&lnUwZfzMQ1ZeE!4VyWhA2_7dUiXqNhz!{kc;ST>91Sgp;sJ|g%;ea1R`W>l
zjR9kEpMGFZT~QO%nWc^FsmYTrR>Lc8c_?4sjlC=sbhju|<Z_Zdx$nml9nJtJ>i6UG
z0FiWVw_pk6@V&vPIs@Z1K%S^{ONH%^5lNFivu?SKH^JuyUb^PRZRPIE_yu*v0=jG+
z5%s@qwoN4{q`S!FCE$oylnr(XKTwe)_+<-#oFmprAZnr@6gSF7JwCNTKIcD|i2h3d
zd?sxOGU+*Uta+_rV4LhQzeB$^uc9o)l`HeN<$u0r2f^7=08|xkE7$NAK^r*vYb+#u
zTu%#x^ya-r!8^#(d%E*=WU9*9R9yxje3djRj48#>S<pwzMxEA3qe9SzNW1<65khtc
zDB=A8HmCqmE`W%T%aLL&Y;vmxbu`9eDE+cg<vMbbiyc0LngRb9BYsVAHJs>h4#-sx
zfhRc({poVP0wB&7;!C^}Na1X9B(mFX?Ii-!H({E^iW$LPxSrQI=k&TPGOew{+33?@
zdTFa9|14z$gTEQEI&5UxpXM3lw^#cm$`mEt9@Kat#l^)P_jfn;+oSZaU%yT_>5YSu
zq01}82lvV-dZJ=tR9pzw^W8UfFQY}zcc%h)7QC>Dxvknh6Z1U5!}~}h|8)_7WckI#
zVnOJnhX5;I1~8zclvFU5I3U$kKA6bSM)Ld=MmTJ_*>4ZP5Do_5wh_Q0=~!4KrKOR5
z?ypQizfb_q?fz=xXiQx{!*OF^vcb7%7TN&iFxQke<e+|o41o7gj>6?(KI0W4z+qv4
zGkyv9o==~`D(;_Q^3m2>hUuD#P5&4yzU4*kfFpS&N=04~u#!V2rYJU_(_tESVH-Ho
z289UGAI<?;^h*PaQl$!{`EuGm`QKGE|BFSguO`JTfD@_urOXMDla~HIq9_7x*G41l
z2E;^cfTrwA71I75g&C;@fCoSXS2bq(|3!ETxkIN*b1SGNf~B|(MP_dMJc5>){GdQL
zAi1E>HwdVpyet3#0sE(1X(pD9h4`46+l(|{7NYdpgS592McmpoeKGSikgC6s4F%Zh
z?+wXS;N@-kk%+@+=;R=`NY#9XnZ&F=93mwxEh6ALc&|^l-~g-ZezLxlXqxK(v*UZ3
z*drY}SFeElozc$6(if7~-A9?{Ki{wziiG|dl<fCA0NGxi&)5#-$`eClI*>l(=Rdg+
zR}j0#$HiLpdIo`>jQxny&qjm0(N%gKK6qD&XXxT^ZC587&*<rq+k-G9ZETp)NqGIh
zpILzS?HL$Q`*TZo%g>%*<Bb}4zed5f(53~b4StO-NW_N@m`r#G8i~eU{j4yxXhB~s
z#ji-SRu`_KO3l=5vu(Me5q`LJ3?pEJg#fNB7!DDAv3?`9{ddMIWlhZj<D+0HcrR}`
zDdJeaKbh0yY%(KHIKaD*4o@&^QYL2&Ra^opij;MA2t8@mK9N|oLVM^ny*XM7B56ru
zNYixqoCz4}aFPlHUp%mxpsZPiNiSZYjJTLZbQD2AAjZWDrvz(tB`1w1z_NCGoZvL3
zaQto6JBGkBH*m+#=r~M#2(JyW?Yy@$dvy!UM$*AjdjMWz6?{6qWdUPY=h&gilYm?^
zX8;hilzr7--jPnLWS+UPJE8?1_F_zDnd+5w5aIjFl}nI0iCf<cNs_<q{DiB=jEQL;
z2tWm3``8-PEdf*N<fi(hF-1rvH`m}RigT3bZlYQ#T+MiIln{I&5kmofC88gbcCFaO
z{v4absuZKnw<il;CujqyLZMMnShuGmiW;pxLaFZSgir>?w&@7Lrse8geW;We0u6K_
zMn`|LpQDNf7<8u`We%9F@he$2_suxr0RNyW&QqV-Lk1a0;=zEDb_i%hA6)0%5#bO}
zMH^lAph+hPiw%}LLU`Sesept*Xm_R#L&)RwOJlH@u>qJew*Ej5X)e9js7$(u7RC6Y
zx<=GzKd6x2XYLgODE-IQNFEe&uQnTkB^7WPmBTV)rYRxkdiQ;g%_tkZ!hj5o!nyOQ
zPK!(XJ~z$iJgTdRXI?&=9~j&#`z`0jl~$c8eD@%dG;bz7#5ZH_7<-vJfXxpMMe6#H
zeU5Y(UEANI**r>XB6M_La!B<A0%f_}+`bKWQoyNtS|CIPHSe^MsjH|4%fHQvOKQQ?
z><aa`5vq0~oxEYZb#?V$T?qL+7AiC^GidbsQ`w`J*;Gu~?<fu&ok*o#3@~%4u$1T^
zI{4D^7shwd38|^D;2gk?vvWVSOv<_WJ|wUId5)b*$aLa`_r4xJ$vaWMhB7$nR&2{Y
z*tlK#wkCPW6q`niZAgSR#Qj0-1wLz}N{kko-)QHQvr<~)L?DUo=WL&Iu-K0RWqfF_
zuM=3^l?3k_8{4)tq?yrZfdt4{Lrc0}bbf9BYR&nDiqZ&yaZW3C4Y!)g&TBS=L%_~J
z)e<gy(}5`X%yhaW>_|*GVD$DEx5o|TZ~hbZMW*Qg=xC<Qw??fbYQe5yS5v{jv4&w}
zVd=(J6!Zs7T~=-`0%UP#Clry~>xpga9XFu-V;IS{lBsuu8i~XDr<@HUB9OmPhfkp}
zj*foH!Bt_zpmm<8&}zXJ(jAEGP_BkQjFcq%4xCJd{fY$0&k5sM^t+%LCOACH72Ra2
zm1f2e2h(O+XNz5ayADPOqN47xUIwR_b%}=7($=vZ00;@142Yqj3P_Gv0c;qd-m5g?
znn~Ns7sdMt!4JywfZ_SAt{Q*%_>q#66X)m8pBmL>nA}#A>Bd7n6q9qJ5LM-Gy_yVo
zN;982_ZL43654L`rzb6hbY+;~+Zh{Y&)LkEm$T9Y(M**$`ui=E!c`Q|@gjWT*b-XW
zcN3s*2v1pZ&19pShP?z*t(Bj&X=3*F6=(I!%Z7q?rz2336;K0&XpO{3mrS_gavERS
z_YJTuy6fz%@{g+|YWmpc2gY{#MoNt;E>rS-Kh;8*!D$7oI5wbAg1|DtKoru1Kex4s
z0$~!1+r^w~$qX64lT?8rR-`{GZlIe*0$1UieLYju2I=SEmW{f?l#lm9^3iLkvff1H
zpg%9_Pv9!XRwL#8yj&@>vyg?GFjcsIk{PF&rDZ~BtL}?X)4bE?K$^_!D?Zvn=oHPN
z^LPMGN9N<{dvn3vi5E_0PrA-5gU*@W<07|I+vzc4V?l08G?IB2ldC8e=A9Rj;>&S@
zE^L8lZV6t@!=T=O;(?NN7)|H1b9xs$UuK}_n<5fj#Pj^4X(fjFR$O$5x0jazJKuev
zp)`7lT9cpDPK?g2F4L$6q6K3#hsA#3_;cvtKyBz;xzk=^gF49?cP}7rBN6r@0Q{`D
zheyN997=Zd+#{u0bP{-ZEkPD=GgPFe6aJm20{n)*<(a^3$l{<ufa{rCtQWam!q}W|
z77)JPd?uI3F7B^_Nr-5Q^IRSAvvZP~S`scjc0uUm$xOi;qySro#7uVxDIu!?q~&^>
zAt&@jwx`@mh8!uc_RoyNiN{mDV%zP5wC>TsU7YJQx}e!MpW$iM*_1db2RkX2a*~}j
z^4o@>bOUtvHJe`F82_PDaZ*AoiJGq?(NKmzufE#P)8`0XoC2%zV66a+&K)iKSGxE<
zAfUqQ$^l+h!WcEqxH^KRF3n8WZ$mm_&)NAp!LOmW{W+i8T<nJ?l|C0-ftG{8cK)R_
z{Zs>X3pgVchhrMxe|hHJ+G!xCM@KI}95vMH>styhmkk%LqLHv8^mgm|^>gpQgbz*O
z;hkfZp`;UIE#j&}((k2Pb)@m+S0C%H!t??1)HKceqfvKwhIBLy0k0he9;1dIFz38p
z{h8vShf6`^lsr865Id;21gfEE^|=#kWyy<-9(U)M3ofE(9Q`ugp?pyqa~1=VNBhuo
zKBnHn0yqHYV*NLUSat2t`k1mLdum9A57@eN_`{onR{Umbpb`_at~2UJ&(6)wv|VV)
zFD>nI925#_JZK?ycXv0Nt}d9Huv%y#UFrJV4oF{2pxuH;!CM5eTNj4NZQD_hF~PhX
z4<&bCAkG0bu4I8+b}_Abm-Ez)!~MZNZ0#+<7rfzJ)~DZUfgd~H9zy|)aNI{pdaM_w
z@7_%d>Qx#e1AUO);o^%~ml<mp{VE`DOX_~OJMgV|*H7dHVgtZBXXal}5A)mRirVvt
zhY+bINogt?b~{`5GsI>0CQ6~JphZ$#^~^^oDJl5@EGRQQ9g^mKPPn|Xax@@tun5G2
zyk3{AP-fU^cM{Wbyx9ImNJdr`27-yXY%1{vM83cfes0MH@;VR`az6xD_Ys@Z0EK1c
ziL4ll*1=Ct_sqiSunX6ej?f*4qx;h6d<&|J)X_6z!U<f`ca7eE0~JINX%MH-qe1}R
zsHE!4N*xKC+;4^G)?665%j9QoZ$JLf`fz`9G_Gy?cC{yRe8b~()4$ewW;qaFuPuSi
zNC#jQR$U;(W;OdwK}AFJ$!D%=P&jmQQUjHkyKjjbpv^iNADqOuIk8I_wGOsC-6{Xc
zY7@hb|0}EIoSY}#;{7KS+IK4e$Xb8NqnBMdow1fuOJcu4<n_YK%PU}GWn~3K!yDtm
zs;a7y09gipCe)|@_Ufbp;MY*?(2E!0zTXEEIS>KaIPMEXz4k?6Vis?=!XNqU_*C0*
z^?%4(?K1319EOf#eophZ0ZpYQ1pMI_){oZenO&TBeIvh35Hi%P^{l`s`|M07Be43z
zL=iVV5yS;h_TYx{3kxfS)!)1c3=2aAEPnsmoqU=wDb$q!1?OjO>*-*Re#^4vk09KI
zCM*iHDUT2kfNvRHCyyNG+X=_vu*s`nrtsYEmM(3Ir!6e(*QhQ^AF_t#`ZJ`A;zA)g
z=eQJ%bGLuV)ef79)Mo2hZ_<LK=`!_7#UVkzhpRzfR*+6qn~!u6d3itFT>!PsWck~G
z%{w536uH|{)M#{Js<mCPse3b&+6s22+tpfpWNd7pwr%rRi4nzcKv%=FPCMrzj~q2v
z%{W~sqbyvd)HoOOl$7YUf5Zbzwx2;XIC0C|77DaNiAx?G4^q>}!nCht>JD;4kaGQ2
zA7}ulR;=L<>;Vjf%<J$4REUT^Qa2g>_3Nit26aQAf<!__eqnFV2B84_ul!d|7>Hal
zFJ_5$odiIzAqL;y!@C`I;#WAV$yD1e%wK<f*Z&nNv{fOaiKKChdiNtmd?%Iw#c4b9
z8<z|5j6%2*iG?oA%RV_ph)Z1o@n!un{{ZD1ks7_SQQpo8Sexl;dZ_*);=BTgu^??A
z{<lumZ*pU!QA|aJKovP)6Ito0g0+JheeN=8S=sj4dPkw>5pe);{+|eCdLPX%U1m8b
z`POdb*)#6Z(`tTCsy^CZe-uP|PvJr5moPCl_YS1*%mGLxREjoX)1~ST3P%EWK>2wH
zjLq`u&uEa^Na*O0Km|k4+!JIwcr_Sop^3me&8^$NeVaj?GZz290)%pHJuWND6hARj
z@NMT<It7C<Buz4#y6z0bPK2avZ9Qiz8#!TA5pwqI<q~_JoniJzgw}Mq9GbvoiKpkW
zMQypfad>EVdy@8mLkfx7`7e3(l~wJ(@@j%d9{#B<yF16#C{m>!^%}}+P%0uipz2Rg
zV-p2$5%K_?OD#mBIR4`k^=sK7&9;Z@iPk@QowG9EK>ZY(Zm_X%!6{WPH@;Q_xaZ{V
zwAaV8gYLL)wyCZBg3`Ep<Lh-g`A=)T!W?x{8Bx;hbDEV7<DqH|g`Ey{`?KyTMB8F$
zCSM*$(?$;i&y4c;F^~%#APgcRAS?sg;&Dt50l<1*GQ@Bq-7|X0iE_%=S^35_!H=+I
zc}?X36y>7I)o^SS#?8@+<sY76<n1A?YqLf}A*r)eqSDOc+`y?%`{OB%W!T!Tz}KSJ
z*<Uzo@v|7#M+qkO5Q9#k#w9v>Wbvx6Pp<A562<!$5po!i(mxN6BA$8X+U&-VQH3>I
zBH*e|Tf4tLKQXt@eID$dGCmNhA(tvAqsj^KI{rx;3HE=4@HN;ZP|Xqa?6E<`kSBc{
zGI;V6Uq95vISDv~>z|*~E3-JzIGxjg6^-V{S9J}qMaDR<TZeU8bJh}IG2F7|g*A`J
zj20zxU&Z7!AAU3_@*w#9`SZiyuP~khAsjUE?FuI?G9Gd&`4=01e`jM*1<?V7FL>t)
zB~SIXvQDwU<LG=>i|?DZYwCD?LW5&98l+AyFOEMR>(6{E!g2WAx`mO8kO7?!RG|&r
zTMTp5{?%WFwAOwKOqGEEW(WIj9vwZ}P#+>4q0iJzo^i9ArAvtpm=5}F9dITkXTII=
zH@`hLR{09Da)^?y?q?vP!U8t1s&v|Zf0j?D-a&jRYD@cIRr=CqQTwvf_(t6GJ5I;}
zLQ5wOE7r)!BnN##jb1gY(ac<fs$~js<WNJiw65Iy1jb)_4ghJ&&dy#0T0npr{gG;-
zlkyt?4JY(pP@O=Y^NB|0|0XTY30=V}eMHGpQ}>)+T>cDT)~s&dxr4B&8JUa$`mT!m
zB1*>{5=&*G-bB=RHl{(-JkowQqxv^WegOodP{K`2LSh+27C;9|S`KuXaw+_{v<k^e
zg=U!mymme8ofobdm38q!23f|2Q{x*|#QfYMmGD^67)q1$!kqN@rci(%bwl>2YfwBd
z_Qgd-{rXS#X6m}9s^nh0yf%(uQz%uDZ8o#-s@2+7uuv(D$>@H=6D$Z0vl(|%NpI`e
z8DOoRQHhaS+G9ml5SVn;PHVR(Qx|h*aKAk}{9u+>5~s2s+Vl#gWXL0Hlj;jJ3VOKR
z5Gjd}r@=1Osecc|!Jv#lr5-3o-)@=LJdvzs{VD#7YDq$-qg4EVPLY7JLLPS_BNaHj
zd#K_tRmk(pmoI)h6J;wIL1dLK56l|nqCYb+BVTNJ#}%u^QO8s==*iDrgUlO1xEk?}
zc;MyJMAdNhp^;b_&K|7ING=)x@dS$Xnu!*CAB3P|qF2o|0P4K)7*;VchpOz2`~`8M
zl1ye5*ZN_i+|_R{=^K}I=i=)co{i1#G4r_eGsqr!k^A`gxLqy<#R4gABwBN+Oh)c_
zd6!fo)oiS{JA>2;Rm{igV`!I(kGyX$?d5<|cAay^-*4DqhW_0hPO93VAtp9HRg>je
zBLU#zenekC&yu$?PMR`PxGXOE+9#iyhe-=!ZCvZk*SdrCzzmcE@DR|iyl#gS9_PCu
zU@n${Q~3t?LujZ+9V#J4X)hP;w3;ugPE$`O#H;@+mOXjT68MCP_nZnZD+cK}_Qzy~
z#C`*)0$S5?RM&dfzkUUl1S(6uy1IHCD@Q^TMU}OZK(p1O86USV)pk!*jY7T;2XSd+
z+_8B!!53#l{lu0Aq7P=4Lw$pHZoj{xnH9i1@#iHbac^9co%=nF#z;ZxWCO$a{P_=n
zh!P7v9JXU*<p*>429JhSU1UFV)qOriw2ls@m2|H+X)e-gt5Wd*3{7E3ngXhDF4b+c
z8<FRk5^VLnut6nc7t2t=jO0jerX|hUuB?z|221*pIQgKTLjD&rlSkGD;e|z>8N_YD
z`(kOzG_CV{03w?~8wAn@Djg0%ic29RL<%-c-Beugs6XgG%UG9R>*YXjz)3S<wx(9Y
zAFgfJwUM|!N4D(GFd&B^w5bqC)5(AUwEAH89xY$@X~%q&y;wHtGX$jh%&rDb!}y%K
z0M1$`E`_ok&7#C*OF)916R?RM;&F}VC^s@TlV(@sgpP_GiTxJK7Lq`F()8l9v-v8s
ztSzFs)fQ!qk};m0iwifm&8*qUY!JCm@a3f&AnBI?j3#bkl7l7wj1rUAQ<2}IM3&z1
z(EKwQwjcIbo)lRd<}(QcpjmJOwHGiDXe^p0?9J+aYz)<KmbF|zC-dB8>q`+(-_NZ7
z;Qpa!GXYTv+K6pQsBAVBSeVBUBSS-IrNpeqP6@=X_5Q4Evcd?_<zOBSa=99<_$4mx
zBhX0HhpuA*<Q(-$c1HtM6ym|c<IgZnPFq-@M!>|o3FJEf;QVp@4P-o^R51)XTzu%}
z(})+N!WV~agBB@)Gy*C#2Q_8DHhwrgb=q0z?d=8S2xVeJ!JLXkB~tT@b!s~u*b;*8
z_$qv)cW{uQHxvR?r$!(cgF+OTBqUZ<$K9aPCnB6w;JGp<rM&76FS}`zrcKFs2yK{K
zpM&9D6d4^*oPc<@^T6jqV0XTmxc@6xJ5X>R`956uj<+s2Pv{bWBw5er$^?2_;ZG^J
zDvD{fAK<Lbqm_30<Za`$i=3B{pOIB1YqVas0h$0NUEJK99x6WuqSB-d7QLom5Dh-1
zpb*W73Ta0P9?k4xG&p>3jUJCvwHh@8L}-QExySG7V~eqK8W3wdNX_7P)J34&1g4XQ
zM#9|2Gs*<PxE@?B-K2@6HMK&8m|e2bZRd2{V*O!kajX~Ek=3K$Qi}<|gkU)vZjlv}
zQ{lwxbyu$ieM!_F-P{3y8_1=~nKu~0i;|H`Nq|Jrguhz3kF?@99Fi@WH#LL+bhqC&
zga;BcHo)z`-kv@PNPgb=`Dv-&p;wpouZnY*d4nds)|1uy6&cV)&FqoIWUeXw+t8`6
zDOEe5+JZ`1y!_ph!k623RTJvA=m0|o&(2*Wkns(NapxyLk+bnjYu1d~8uw;Ro8A`U
zXC^7%hJ`fJ@|c3~w3^YY-=E2P{D6FMdipn~@w*m!_YMZC7TgaIttqA53FGPA+cEm#
zEkta~*H~s6X6(FdbCF&Z_bR=1O-atRT&)bQ#NbY*eIx^&3IK%J?$Bg>`pxf6?ob!p
z^ulRI)sUFTe^KscwX)4}iZ^+=hidg;j>df_+<K?34?a;fUR9eBZH~L7R+CI;jqQjs
zXtbvO1Y#i|<$*$PeL5)tAme`vmM~MhUYef-PU>qNV`KS?UVZO(87__VulRdZ=>q>@
z#Mag54khYS;MM#(IJi6UYUW+$6ExEQwz_X0^J<8F)E}n0i2xF{p3<Q4bjw96Z|uxC
zhq-Q+gWI=RWoz7J{;S5KjkiMxhkf-mpX#T)=xiwuREYEmSS@I=+KYX{r2UpO6T=r!
zOqfSf*5NH54W3;H$1&cz(ra=c3F}Y#GD<e!!+M=yQTJ@+i)UAE<3V0r2)s(a7)@mm
zAI?}1428L#Um8X(dI%7t6uep{?nms=G{08mDR&V2)%Gh|bbuHeMW;SjHzlNR5T*VT
z^cvl^Y!pX{@p(7=y-Iob6{AA5dq&^7pgFzkSTMtqwxO<Wx>DXgO#V7|JM>x|XH;t)
zu<B*z>J1w*Wp9p7UNWnWC?OV_U_J5|nVaqC%pU6=ixnm5m#La{;A4;{l96Xr+P;0x
z7x^Q_Nbg^daS`)k@92B#OCP-+rZ`J%zkaUlj<fcE2>9Vzp!x(%E}zv^`7PxfI9Fd&
zV`*GjRUYn`bxS$`;5=u+R!II^WK;y5&y+coACG>ZY_h?zE<8t=XP?aR-_Yj)Q~u8W
zXd5l)Cftn3Z{uL=<7PRHOGIbV1f?lUqvAk=s%!+x!2*z<!*Tp5=B#hE+G|b|GCcMH
zLR!n;&H}b0%1PGQ+vC-)KAj*+ci#Q%xU$a{x|JFVngeRQ&-;z57P$AfN3MSw&D47T
zm?^4pKjD?K5HIovRM~^7;nmc!t<Ae#``V7gtem@T%UumYzE;DXfjR#3(^=lHAC^FS
ziL4wA>c#oq+M_~vwtAt-&AY-m+XGRr?48QSrM3xvE-F4nh5Rf(6=abAb!H;uEh0(6
zWKZ+XytUy5LPRDDq-kYq%UB!}BB0^Y!s%T#Qcn*XB5j%8Xv=B#x4HMtliiO5J+uY)
zx2I)BTbQ=VdS}l>+)O@J)Rj6u>vM>^5qLieHi5B*2XvM%Y7<N*ND3B+sG&V<lZQ^)
zm`QG^Tg@@`GCLK83-R#`#0`7gWC+{nkAP6k&DQiqzyvbv;rswB=aK83%UeD?wwZ4n
z?UTe4^~w#=pIIM$B<jW!WoN9RT0BFjZ>$ULon2788>e%P-)&U#(RJc+G6Kz~1T&f5
z-PL>AbW~6F&BO%Z?{6Wr)mUovwZt3ae|lcm*wV+~QZJygy)!E{_tS$M_SFDTh`c(H
zfYsyr(&%}U+2d@t<5121u~GKC#te_Hfw-aKgrQbp`eP`AY3MtDo4wY17ej5UA4v!e
zUh<(+7i*7is(f=Qxi^Y?=OR_~HY9ei#!j9PU_ocX%_A8)6E0#Skoa2LVlE3Ht!-+$
z%HOmx=&ca7o1a61u*{C2MI&|!2tp^_vgnCDd~qGN>)>YwCT<YRxomyKYdlz&zg70w
z`?y(=8fS$02xg=AxzN|QyZgH)6%+MC4Ps}4k3M!l#UH0U4D$Q?d-+NeTF69}pRuZ{
z)5PbDuFeX-srBGJ_5Vy(H`&nW)^FdYqJHO4?_mS*88_bvX{&2Jor|oT&aPNXEh~n>
z2jbCroBF*1Pe#Xs9h(d1xNbvJ0v>M9sga#oGu=!NGT2wkKrJv#ui029&W$X@Rt*Pq
z4SsWj^HZBQgFtcHz1t^MQnp_qHI+l1yDykx&#*pgY&Gy|0>1@H@>EbCcx4@|<jd-!
z%36NO+OFO8yiQ5kjS~=@B<~NnBP9#1S|Lq+!c>@?I+`PJb8ala^m_+7p$z_Reu*8@
zD62ikEH3mFJl*F%HuXxx4<=$`MH!0>cz1>!OibdtwiP~ISXw>A=>!`}Rm8+G^g2y3
z@Idk=60=s$Ty#Gzecq8|2>bTw@xcPH)7hSJrJ}aSYCF<UYlpgJaFU#5RN-VUukC|G
zGl^lSvo~x}yx(->6Gv=6v}Wn1Xncq`ia?W^OJ7lqFsA5lXuA-;4G60BO=p$SoV<y8
zo`F2Io+Hv1+wFLw7>D?el$p3{QuE(l3Ao0;KVkcxLlSJ{(YgG+WzVT9x0J}?5D5BL
zy_<YFAg4$y6qyU(h66XP9T3?{Thg*V43vINzzJ&otZ-__vc0@tAAOumTp>GZ=JxOo
zpB1w{y@EK4K{t4w#x*{U;b3E+(mniJ5{GjCET5}N-E@U)Oc=DVB7}0Crl>pllgf$l
zR8xbOTn!)g=YgqXx8!~qV{%ZC;P5Lpsd%=8c7C@MyU|wt7sVU0dSLJ|7fpBN^aj)p
zSTkJC!k3VTzCK|7urZG!0+(3Ce6_8dCn;xfStyPBJ|gG<bmNP*13ix-&a)6DG@Apk
zReOlT?oJ|ulO5J*7-(gSjPEKnwWv89eYN?r{-X&8<rN)U9;JpCdoqNK$<(@~gO4aU
zdoVCC%%G?CqtS^3>*Wpkv*P)s0WJxsa3myO*`n!Z!|?NZuCmFTaqNnlmMTkzIxPv}
zULN(dwKu*GuOcM0J;J7i@-M~&MrW@Trh&x(!zHq<G}NYkXx{tKTS9Ai(ahNRdoNB|
zQr2#)H7Hawis8T2{}5)HNbO>|>@!B>Ay`;@(|Q}AP((_M>f>31Q>;k?qhV7y5GB~_
z9*sLQ{mo4=<4@DxK+vDRN3zEPl;y52*3=#a0-j;QaB2rduK5*bDW|XSnf`m7vV#5v
z$S%?W<%9J2@sEC<g)mS<-m9clI5>8sDG^h_hoP%~346j#+8H#J#|k`(llKw|I8`Ut
zp4v8*5Tfd84YG*68Fb=S5!#t6?3rn|t7)_#U&m1oN|yyg$3wnpeIQh~@jbIla`e~`
zsm(go!j-tN_?#Uc`5A$EpaIc;8lrxXMk`rTV5p@i^tAgTj!1h!TEuAx_S^plAF(^v
zh!6OPR{;0iZ@$n2)%RF{iu(?PnO_p}%lfV@x~8lLpfx3pF5`h*DCNQjd(trBQGz@e
z=RuIg&n&*x!nEC2*dxyg@pdD6al_$6L$6C{fnehI>`zN*Wd@jUDEX|-l%-NVOK5^n
zOyIDQ7PI3i`?=&Go4mmcrVl(;03edkV$IXtDQwv|#_v!r9ncs-W$vIjEix+VJ*ep?
zg4V7>Yya~U$!|gVWL(8+7j$fY%0<-M7t2b;8y_pZu|B_SPOdS7hHL)=^mgm6L90{v
zZHPiCYUMV>JoeTXZbf{rH)R|<x`%yo$0w$6EqpGZmhp<VvpUt|<-h@xYZ)7pq2iZY
zCrrrrzZKHAMRWoJ#GsV1%AJ{yk8o;g3SD3IUlH{xnTvi%6%gSK6t*#r+H4?KU?Vf~
zOnG{C7@qN%?(WN$o@^BF*iQcrN27T&x?u!s6M|CbzAyS+9E8j9&utdLUv&-SIYg6#
z`!BBOkD7B{<JTpJ2}VjwgSzt4UMp^+@nTH^PBWz}-TKbXPP4JX*nY<nt(upBw{4#=
zHZ}&?t!`x{5n*Fl2d2P~=&sB8w-M5UxD!)b%0LqbITxRh{Kc!q0$FYory7&~v3<z`
zt^G+MI+2`GPa&2Hv(pecnPFW>0sskTXLUgCq<!oSWh_7yWA>Rn0I<MQNf@qf2w?ux
z{#kvJsT|YB;Jilh!#=Ypcuc_SPrG<!`Vy{M;~k8?ra#AAmv3?7FKi>`P1_n|!gYdW
z^e!A&D(Dc``CiAB!nT2RHUgUuS|d9RNQ2E<@URSC-}|P1$Bn@>Nhhc3_6aCQ!OE%>
zRY^n&`b`9(FN>}4w3%#NM1hNd>$jQAjE`Vm*9^wX2Qtr9Tf^qfG^_CQ`Imp)lgbZ-
za8HUouctA|Uuu}Zt~sS5h-L1AJbv#7?H4M=uC*p!UP-~YSCEnUp|0<3axx3#(UCDR
zt0jgiq#lZk&tv}x+lDXC1f8XtX09M})<fleG1hV?2EJt}B5Xz#{}80i`bH`kO|G2g
zZOVx{bG~;!`GEGiZQt~O^YtO^L^i6At+XtY5VAxLsL}^@!Qg2C-M?ZPpic<^d^@O4
zUjd}~xHXMJaxkCcx(4}RG9PwgV&Y}D$UT(Bc)LGa50y4Si=aVOwp|!!W4|g8T>_ol
zGO?T)c$`PX9NvNQV*=Y+Gq;nz5NkeyiL#WrO5Vn<Y$CS>jdY8MM!1``uP{a24vN1P
zFXE~vGYc7kc9{iG_7GO5O{Js_@PvS{pV72%P}UxeJZ)il4(PEA*M7zRk+Fg25oCaZ
zXJ{Ut2&W{m+kyr47`JQtrBP*%mTg?~7&uIthn%0)il=*r=GuVSKy7lx%h!@?&3c9~
zH>$z|y3Z8Dr);guZV!?BH7pLHLmKd%vj&eM`0fZ&dXfFs2OpN0;Ev&wUG9Rb>x3^)
zh(Cg;2Rx7^Dmz>!MaqEC>>;qnhRfD@?%S{fAZCa6Ec-_MFAO7ERg0d4+dBl{=mzi0
zku6=saq>n=Yc?Q3q-Rcf8|5wLNmiL_#oJ>;Q1Rxs8|-V=L<@khPG^42{LbUJei?ip
zOa@6bMebGD?sEo)R~i}wfY8JQPuOv?M>@`a|0OAFsx&Su>battk@H4AYPbe$IS7}w
z&Tt7KH%y2YJ>+VC@!LHALY^JzLBRt3dSP{{@Y#jACf_RfFHT|+JCA!4X?vAJKNevV
zX74tb@8+fl#=$*vwx>T@>7Bbax#t7V?#agX=%*?BD5z;j%dR1X>lcE&S;LAai{f9H
z7jt{Grf^rd<S5=cv=ZUU1j;eL=8cxQH<t-6Znx0VbiNfc45K<*lo2fptkBRxdOer(
zkz8Mfsaq1Q{<=B;<4$)zG$ExwvYeM<zzCkZ2<{+|-c~Q0a|GYj&B=9KlYzFLBU$Rh
zQn+=^MyX5np2jHpW}<0GjqFP!sv+EU{f?tDwL`Q1F}k{sS3wBT|5e(Vhf}$}dwiKf
z)Lx51GDS3zp%RrbDUo(65y?==kjPA#QpiwLvdwKWgrtZJiDXqmiBg74C9OgkGoJ6G
z_WqsU@9gV3*L6<+WU<zI*ZaQDb3gZU-{0?NsUGm^t{eN)FjusUe3})#xt<cYwuree
zshan>W;8(?>7sh|$1OVT*G$u!ZtdG}`qpq&+rYLQGc~UY%BA(Y>kbd?oU*)XYpjrS
zrQ)i3n>1yhU)r3SL6vd8K|Tt9zmKf#kBOHoWW#%TUDJ7ka-$}>5cOLMO1j_e>tS#l
zuW37!qubplFPfUwlfjZB`{Bm<`l}*ElVuqrjO`4Z@Y*L=ZMQx>oNXJUCANKuAlD~h
zd9H`h-RdoA@Lwe<_I|mfN{{lsN4+~4t<z?Wk493CnnGv!eEBWac88IUXA8eOx%S-;
z(Qy)JmTwr$+PpHalI^U6)zGl_o)E@g%8?^_2aN*sWYOUMc&q;LoiphP4wG*p+XgEV
znS+>8XaUYO;YJ~ws6*YMhlVCT^o@yM3%D!_yRGSwz^lTIm9V$+_kWF8Jh?k1FQiFT
zDjA!IN4fpUJ@fhNiVfcG%s83oBa1q=4@_3A4=cJGoEw>`9ld9f<9+L|V-Ctqfc%<2
zcYlbNs7m^k-|Y@AIGH`#;SfqQSymSGKJ*=`FHd$&JzgzrowF6Y`;Yb}`B@LsBwx_?
zEuE@GwvUGPo`D;^S9omovO2??L|RYmI<h8p?3?$V%}VoL5Y1_i@&PHCeg7#hZ%Or$
zpI{Z<@LJ=qZ8qsJ1kV?0P3ZZvsz<;;w!Qohj@aNuJ)h?@Gx?~-D5SE?C~l(dJ@0ZG
zsEh;dltyEA12^50lCHqkHRDtpCS;}tVU26D99`K*n*6V{HT0XwnmR{kEQ?^;cO5tj
zp_Zg`cGv3u)bX%`wSxPwTH@*k(UW=yJJelV@%${6BJZ*c*Hhf62kp;z4(d~It^RiR
zDaGXJsn<K=b$4z>b7y{Z*bcAu*!+k7pFU@@tUBQBIOesdyGKC$Mjn^ZwqH%i7Y4Tz
zYMTvKYJm6TsAQL^DJk)Np)TW6ib*+V!QJ&ExA~5T8>{2AUw??-hBftib(~I<%-8-A
z%Tz|#4(WT8n_9bEHvnwF)R=ZJqlUh(<h6~S+a}w7!TNslh6O3vY|n-z8eDWsyvqbW
zY?3&|W<uHD1<P<g+#?<Jm2_6E6jp#Wo|?#s%kFJSWy>^fxY(E!Xs#0w|A$HH?@xQI
z`=UkKvNl9*(k@=?c;CD1(=^^?aa`2CuAdx@R7u;|d@;$B%Qd9Na{0^5thM?<sN#Vg
zS+`g?@^!}1hJY(qOydp=w3e9-dnC~ApFQ+&^~(ZZg*u6b&VaFFOe?kLz!Qb$T0M$s
zqRYe!Eb($+b6_=|M_CY{Uei6N`d-#R{p+vdWtUfUmiV9S<iC7ktm<!7H;)bXtBcgg
zgK*)==_{-b@wAh-xdq*!XteP|zv*F#c>kTt)lRmR7X&gTvwJYnA_bmfQ@6I%*O^a_
z7WqbgnuC_PfY`2=$dMm8SNK!^iExLV;1Tr=$NYJDVDt`y5wb!~l9NWu<BEBrF0B*7
zz<>iaNf-_W&0`LcxS!(U$|xHs1f#$NN5t)GKia;VqIurfcsLB!e;3rxA~pWO&kmbE
z4fBw@>zAJ$k4xZeS)w)PXNL*i&52JgQe!yuqPm_D^@470i!l3fW~#7Z98Yydj7U&$
zSO9tFajb5@gW=-@aNg!*mRY8c#OcwzEqWKXYH3%(aL%Hm6IKB`yBLg|aT_;DbD-^F
z)vO-W=d>gDr;_GZ^;fATDI1WqBXV%Q!39-&t8UgQT7(|>ZdeKWnFS`>Q+L@nrB!3U
zuOJ486h_SIL)`lvB~=zO!b&TaTJ4s}c{k$QY;>?7ytQk00deVEmseT1>gm!P7yBkD
zdB_EWxx;bTRqcY_&r%17f?r%=y{?zg_OD`6jrX1iD61^gsgKiLcV~ZG6@dhtKc;h$
z1(xC`!%96e?e;gUvJ^uQ?}NE7;$0m6`h|{|mX^7fP}H@JCVer(33IP>TjFHAK8?QY
zzK6Gswr-Z&^pfhA7!9)oP$+25Y%D$ym2x#A=Ut<~Wibv@{_0(j7yaZ;tkT@N_3GM%
zk;{c7FBP;Z<jYCb1?OB#-8GeWgBvm+K;&FME%TQ?nUN}Ke?#JiBgU4ojf#JEArFJc
z^YYOzeW*i3Hp)j;h(5*r!QYhqvp4cGcxZiO?A>WN#cZ5YXvRZ(8uHg)qfKN(f_n&u
zAUnTQI`&@=?T@<}ua}v7a=49oa0Zi1T3W~V16o>L^0a*Rm>p3&&cv`^3Xbobj+61z
zN?mu*zHGU8)KVO#L0H%Fkhu7r-5W2fyY;t*5SkS_=}>qPtlg_O*+zNHD&C`7j*fDc
zmX?D^3~7>*lI^n6gzgvM!b>qL^ID82RJEKem$9A1PejTbqi}S-&v++0Y5prYc2Lsv
z6Fz^4;-N*R|Jyh!s^p3cb$P|M1^6}eax{lWv9$pvO6Az|7$yq%S9Gh3D(4|p^T-N@
zfr3eYc-i-Ohl7+uSFc<N1fR%!=wmIol*rlXgxdxd%%;=0Ka$U$J+q&|=Q|DbgxrZA
z*XPyDEdINdflwBl|M)gj2S8E;#I^-EF%Aw6b<jAV$QAsmNl;p7n2a0-kL9SeJS{Ts
z7pAVP&aB26!mwsxz2yNGEDzD5dX9uy_QAL~Va`D%v51e4*f!k9W06iL=jS(03;=4R
z5FOKMaWbAtUr4ig<sT5b;NZ+>9?GJtW^_FGzWBn96qj}LUhIdI3cD<7qR)g4MID;H
z7x^}O(RyT+EgR;sv=oex;DkHW+&sB;o8-o~OII|a@<nmH-*tXOIYL;x;XK!eh_h<$
z_aqb)9^IoD?%Vf}P9GgSbLI>a#Z+k9q)<3-v8mG|sc{x1x8NOX0P2W8*;DDJrJWW>
z8N`+VE(#5O{e_fdbj*~Mm5DaU?_GaO2=9u6g`yj57ZGL*k;SjromhpgubfpiH-Wt5
z<>l=ZV%AB`bJ84j{6dXX{1t?Ra{4SaPlWowtDqdZEmfzOlTtoCYBJp4wiINvc@zS|
zBK{b&)8DpH)c5R(+#tZ}hiyPNj3IOgv`#`h*EKUaupJ8bL3C7C8Tdp+-2HWs36iHH
zl2HU%{iEqNDLh4AL?bz*{HGHfx-A<%=c7e+>{gu<qu^x3*K-iA>6(a%M=ctnM5TMo
zDnh{CAPYPl`Lq)^=Ilo6|E4fzejPnpBO2*}zKFYYcOXJ(s0azAwRu~$Vmp7Ds))wb
zxOfR-|I22jW!|`)Kn#L%+Gp@D7ulg=So~g_`tiX`2Ec$QZjiY6BXfSazUUMuP0HMB
zxWn<9SUeQk4E~39^&Iiz|A|lS+$ko42|@YY&@jzWhwx#fYtFQs`pM{oQ;3}cW~X6i
z6qd8dtY<YfG(NsG7x_gNJYhmJUQg^5yCMF9Le2l_5uTCQpM+070s@66`I>HqkVyKB
zzy~AG_=(EyM*hr*y;RmK*RBx)m8xpB&;nG=ej6VjPlh$ep-gf8`h9Oi4Y>a8C95J{
zWytvQRdag-jWV}n{zAiEF*Y|BYiMWy$}GcWPw54Erkb|0p-B3JL8Xz$E9tA)^_dB^
zR6*e0|H7J0X8)%kMzpVh6Kdcf4#j;^(#CgED-?+YpKv^rlf{My-ixv?6uR_aaP6rP
zBQ*?lZc$YsVh8~yD=I4L($%X+@7ChlfbeNQ<NEboQ|R{2_$)ec`p%=9EBx`hsj2<l
zgm-nBS#)Le!At0GQB-0m+HOw5r2e0HfqyL9wM-qNvJ$NtXlWYoWXah#%f%}>Rhk5K
zUfE2)4;T~)29Q9*enCg`T+sCLXr1TIofkI#_IQ<hgzM8N$psOFespZ9O8hHgaGnlp
zhYa}jiAFbl0EvP{RJ@EXZ(1QK*%>PP;P~){gOjIkE@4ss&Gg?QI4DZkbgK|<8DOSo
zAwKMc>mZLajL5;swA}%XAm07OUF+RIes#ki(Y}d$kEzP*gw5`j<Aa^erJn0ZINaP{
z#FC;NUfKC5=)^q+^yHwrX3wI>|24cT^y6ozgF<RPtse<lFxz);x3cSq5-c~n;<`6G
zf8@r!c7%$v#Xdc4=>E?_q9u%9aI>u;ct0ZPIgo4SIv$H)V%b{cMAjRE1O>jq{CSK#
z7=Hy0Lu2K$!bENkPV1~WFm2F5uZp^S*=c&hRe50+lY4|SKwJVF9fTgtOxPW<woZXk
zplGtc#A)=4aokss8|>?PZ|=`3J);zUs@KT>-F}JBBJ|9?>Gm_Xf}AH1l->$i!M6o?
z;L_9DO)mN^`8H>vaqaG?I7^BqPLOR_0y_qUj_4PM+{g9lH#wJcQYuk#S=#my_A*+r
z`+&nxE4+LwaUo4a#~5#R@7T4gK=oE;CJhKRqNmlVVQ|XRZFg&G23$%^bT|_q9W8}o
z<=)}|9lhsHKJef%Q#v6tSXj7cQrWflG;}M5(7tLyNI9ZhkW>%L3I`<+VjHE_kN)f;
z)P5KM<9a8?24uI4Hd_UVaRj`z=le4y<s7O|O%r3N4{`bX`&W|F-s{L8qFgrtD&)CK
zm#7wf4L4r*!lk%8Ohn}!m*ka*7^_329(nLCejFU|Qb~s?>O7T)M;w~A#}n~<bvAGa
z4Zfe9dDH)Xc<{$Q-g}g1|5?PO_}#p@T4;;Mi(^YgMMa4~x;WhMkJ@7-sECVKe*6JK
zfEc2S@Ftgsg#QYc{<)o>{y@e-=veT|(XkR`*E2@qA3&2WplC19)zxL6cwp#<w2Ta!
z-@G^Ghw4;QK+;^fcI~~lQc&DZPmUd^{jtb7e&m;8e1X|rXxJcnAtbvPARKq@+__vP
zE4@mD0l_YnpFarVZpGsk4Gd)>E0zb#1LTgzkDdjIuVP~biG&LSahribRNINU)12q0
zuzKxU?JUC_`$W5@n~RZ(IKrJZHNnUQ&oZxM*R=f6gG2A^ayzl;dUW`+XV;G)`k?r%
zaqO5BAEqfLAerbNK75!T-M9hZ&hdKRnX^F0nnO|oZluilg~Au0QDX92Ti*xH?cihn
z!yRObdYaYtzWTdbOXcC^6?W+Tw9Z!fK=ka*k<%Ac>LwD;j2eUK`>s`KuYm!vCv;`y
zKBx>}<GTG*O~VWZNc+m-nko@HvhY^0i<+bQZS>%@^7CWs2<#L|;SxX9`aaa?05WOm
zSa-A9*{kOXjUWawa6G2I(euEVUA}yIbDJR}X?FpEgr)it-lUh;CKNfX*C{$w1=C*7
z4!lfZ$2h!LRHSqoufhzzz_ZQO7>9jvLzkb?O<b93YNEtz7cFCwX8yF)8bk1Sd#Q4D
z*b=Lu(%5=y;6hJ1J1-Ws`h22asP~uXod}7KovMPKC}-A}@NHpg`P7^z0rhu8Nq@0!
z!>N+3U-G0RCEw<+Tp*-GCDnbzlTdg*JxgLloO|a66H&Ci%ss3Y*W2WwU*ggi5FalD
zm}M6ntdCQ5E|bd@q#>pgB;%)WAtIt0)BZ%_X5X1D*b=-<)!`*(JW#FO3PU0yqVHxz
z8JBr&AevQjrVC>G8Fo00P44}KS*nxP;JF>XkZgK#q4R1EX4UZy7QGlbAVZnL9kQZ_
zlz%Zs5BpAU_*tutP)&(;KKdh9us(ea-R2v{lEuu_kLEi^xnM?k`RN{}i+U)Z%p$cU
zKX1A%v`!a6U^Th8^<?ibl*2}4UIiJVhisM7afG72v^Zi;5tEQ$AxV7P$p<#>CNjRN
zO~FjbVOaSF;Uj*#rO=gO$jE&K2wm%`8X3iwnA&5+)v=JSmGKs#VsLim{p=(BU~fQE
zIt5B|Pj9b;l$7@Q2G8C4`Vk`n!*2TSUz+{N**4a0>l<3d!JM``DWbsc4FR|!&v%~?
zv`%_S<Y(Krx7hDBG(3-)y2eelO&P}Ydp+pBT>9gW5F*y^8&#W~T8CM>X!>-qceZO2
z0E$l{C0=*Gc%{r{`zm#xp<x%swOetHV4ckwAY;K=bDK>g(RbA*wr$-=dd?woa0UG)
z%17bIEuSfN93QmkY|Pw?U|0zN>^ZPtj0)8}zo$}#grtcjt@35c_H%{reN2FLT@0dS
zP79{}K@M*2MbXm6;yoWea6;Rh@uJkz`Fc^2(P(#8O_SB3Jj-((y}c_+r$<{fk=~BH
z2izp5h42q)7>R3vU*zx}{X#pxV5t-aizZ;H0bl6Wou8c^0IgZso8-F|YriJgn!$3;
zAN4Be^zGxYv*om8e2XvkisyrE=k^OYmP#h~wfu-zJQ0gHEH$U07tGGcxb3jcqLS4D
zHuKkXa+Im5slYd8-n*2%hBKh8lNz6#<bujA&taYK%<1bG`IW`4jKG2NSu+6@uY9Vg
zs4T2nyIyzSb?jBb=1P{8m6ZcGFSFJTmyb;&qfC_$P?v4qY_f9YN-7B8y4QCnscM30
z83>hQjZYX~zmOelXULl*F&4PM7+M5f_8L|;Hcqvv!LzQ&Q1*sGB+2!g>bUt?GRLgz
z6J@?M=WU&P!`T^c^5FxJhTgM(E6x$1s+we5O?kl*y+~|i7Pbi;YT&z7W4I^YXWw8@
z>tg>#-Q@B~OxmopsKRF!B79D?S$M&-3G|ts;KVvVG*h9}`8luMXYy;fgDgkEDo1Q*
z12Lkn18H1I)?niD{Vrmpa!aHa0WlC-zxf&(8h|SXl17CE2I_**tb5L%>k7Pod_PJI
zUzOeiW!COV$nr)be)Frf?#HTMcwdT5g9=Zw6|vuILf!lVsh|a*u!_DL<7z9pWJ|^J
zZJTzI;X{<T#4fHN6nUm!$lBC2zU@uwjT@X8iO`)_wz<ET$+v%NFgP~GkA*D|smJP>
zt&Is*2^;L9NAAA4xql7uAXOq6vmeb0LhuN1{L(DX<hQ}^rfzue@I~LL6s%w?$lXIO
zJ9oIaJB-eu%wtj-RMrqdUXq3HU?J5Oa2o&L-{TM|1#;3nUtn2jOP7Y?(pEiwYymks
zSnf`qhY^u90aSmPZM=>UGLg8!@^b#abMq@`R9a?GQUjZq_^FR*%n~9r0an{Ktp?Y#
z8v@mb1R#LzHZvip;>Kj0IfFHdcsts?7&5K6w?z6*l$vNH%8IhlBE4?2T?*bOi`EyS
z9SM;R<<oA&!!4m5_VC(apOCxO^<BBX(^;-9NB}HQx*+Ce6g#xT1pJYH7|lNLnfBT;
z_>hI9m}K+dGSEKfqXW<Li`x%0Zjf_wBY{}9awP}Y*VW)USnW*%sXPS;h~o{ZoM0{m
zJ`Uw)p#T<2h|X12RbqH9ykz0`w0USc{;2L`zQZ$!A8AFR2Q$WZ-VYO$BM377r)`2l
zfnz5OI~G37ukFz6vT8g;)FWSEz_0@dA_zS)9m8ttM9+D!##JC8bOOb-)#cT$9s2s!
zcyA_(Z0R5~Xy|j<!l#!hMn#Ux4(1<cqIiJSe;emWmL?^iDJ5cH!aM33DvFDHH?!$!
z-E`}!;)IRLp{@Asw0EIHn`2*tB=Od+l#zK1cvYTty$ClJ(mAR<wwHX!5tK<=4MVxp
zy?j!bY_dR~C8z_5?GaU?GlT5o<3%%Z<773$$3PSffTEa^A#7EIg{Bm_oX138I!X6P
zy`Zq&YYnBD)dQS=ZA2J3k3n;Q*)X>5n*t$!AP+ZqeMLiM?+$f!N`#2Ye4w?kpL;)X
z`pA*x#aOwK05DT9*)Js|gyZ;g1_>A>v5H@ciekR|_RFdJ--m|Cr372-$wYj4xf;&O
z`b@pet2B#|&rP42viOPfAA*H9#a}Tl;fXm*Ec?hqFrq?hj$*tnMk&ppAkLwfQ|j_l
zLA@q-F#Iuhc_7Ddw<(8W-lHpI#clXi?c0hMn-n@cMtE7i(rGIhhM3oby=t@MJ31a6
za&J4Ap6E57LevIWB+T1OJ&WAF3W|7iFu|eaJGfIhI9Qq#OmA+})+XC6q7Ek+W?cDV
zets*^4?vk#K<TFA^Jm*H@5|p8?*bi!z<>h-S%U^Fezd?McxdfmsQ+nHsvj18qofk2
z?s<g69XAGIvLtf+KrB|>NwZTc2#$d99!bqNAondnNE-*3<TjN4jByQd@sk~(3>lR9
zg6d4Xuh?6CYtWT_o9f>Ome|kA4!L3Y?g(NM8F(<c7L+|X5WWdJ8@FZN?=8Yh5h^wh
zl=1?Hr?F=bjd--kb<@$&36JhZY+R5?wvIp)pC?iblnV$lcxGm-Jmt?nnfIpYF;U2t
zx#&Z*35l~<{Vmbge=Q%5m3<R#I$<oMCed+ux2gu(`ZY4KT3WYA!T9DI^5p@@4`VjF
zuO(O4w8)VO{v<MBk#C;w=rCv83+0!sM*YqSjQBr+aW8ChTME)Vx38}+<so+9bNMlF
zVhC^=2yd5Al!W?yK7eN7(N<W@79^6r?8o|~-@p_>T9I5@Dnv%}ojZ4^A|eZu-A;EA
z)|`=1Fs`}zlS|8xn{A+wuUa9O)CtpWd}4wada<RxYr<;~99*TqS*LBtOUneHPSDJE
z+La6^kR*O54B1#T-GbNKfx%5?Cdh@&mfBi9%pi#2-@Hdj&wu`pC;gwJ{m?8^Rc|W8
UtCH6jUrt2P0p#SCrg^}B0n8nh=Kufz

literal 25922
zcmeFZWmJ`I*Dic5S{gw>I;5nfL{g<uQt1+;Q#vFBgOHMxmPWd}Te`cuyKA4z`+45|
z>^<HedyM^!{p(|l`v%uqSDojKV;=LE%TGa05(}LK9fBY%X(=%!2tx3JAlN(_3V4NQ
zV0sz+;<p!9vsbn@vUhrCYY4r5XK!O+ZEs<!PvvN6YiDY0#l^<O#?3-yVsCF__l%w0
z^1nX7W^HTCj{By&3Y_Ggjg-0_1mV1c{|Czy$uNbW_xaLd&)+!5?aVlRBrv>1-S4BP
zMwW_vgsX&xyFope`h`*d6GVZUAwo)JL-QEr(~(7-D`&FAu`$1A0%N9Ei5e72gBOhb
zsXzI%=o>U~DN%$+!{IX*H=$F}ugki(dw08gKhEZ>>Nr&kto)o%U+WT_Te~7gdX6h9
z27am*GVBq3!B0muF?1gf4{rk#QIrP!#J_{2!279On2;ZM+x{zz3cMTI%K<$C?+!jh
z@q!=ztQiUc?@Af}{|EoSSTOt~d&K3CpFjOpx}ui$7n;%T-D~uMA##|Hve<79cP_XR
zvFo&8u-ACO-@m>%G8sz8nswU~!lV?|8usWh;*v`g4(#t&AjU-D$NmB~PVf~jl2(=d
zy~4u6{iC6^Vvg5HUa@@E5*ivLm&Y4Eo113WOO$sFA=EDw6coJZU&oAVWfT?N_d&&x
zc=Lv!?)K8WrL}e8{9wssH0S5~O@gpH$-%+F6LMr=D=tHwVGIMm-!iAg{zCJiLh~LB
z44K-izYEIDWVD#Ad5DOLT~gUCN$LK%eAX4?8xEyJibSB+q`bQN!x$d(uVD=GG%PIL
z@$~q>?4rV>qG*MMDZul69x!=R#qZzWg5PlY=g%Jq0+(`(x;UM(4vmZZUQ)uHqg8pI
zRimU~eIVsv+ODs0Zf<V%*@FiUGQp3#`^F$0B&w!H{MX7UQ`U}IdmKK-_87fN6eee4
zVv>@PDXN|xNRd1^8Pjck|K#1yWU2E;TGT!`|I&!6ZfUigkrDlO34<NVYER%89Ym&i
z7|w^wo#(sNdj*zLyx(pv$psu+PPWDr-@JKq)v_1wG~1|YUHfHmQ9pKT*b~9T<+GNG
zN*e>*e}t23YRDu~6vxi2Upv6$e?CFZR?TmVWYvtLcW7&ANm5LaP?@RKuCjkFEq(7X
zGcz7B@wi@mQW6ysGIHmv72Hp)2gM*pG=zkYhtfG}g$S{{mM>ns@E&qdQc@~--+4c}
zXLXW#UgYkYOJ85#0>yK;B)6)Hgg#8V%yRSfjc7cuf$0=Kh=Y|COE!|F@lOOZ9tny6
zk019TuK^P=DJe8aZ@S`xZ$Q9H@Yr54d5bv0=g?64>*g?dVLx4u3*`Lz+h^%=@sBmD
z!Tl*}X?+Jz@Tcsx&=X=zlab#KVt6fo+be^sa6iX~&2LW>!yq3NtRh#>*&3H<j&}&q
ze2X8xN-M?E(o$%Ad|>^}j`jLzF6rXpB8TN9x8T{dT~SG=1@G7@QCnLZ4F`w9SW2K4
z9U6ki-Hp>V*pv1CUx<lFAaHex+WCmqbSmD@GW3!LtI%KZ!QhKVCe~P<c5|UYdq_x#
z*ZjO*TI@@(>OnrD+-fKimdDRpzsH>~hl2p76SIy$50-O><E`q_ex8L^wGBG;!iV)~
z_6N5xO!eiKcI8LaWtLNmwP&;0?v@<H`#pSf<J!05g$5kNm>peRN6u5=G&85h><yKw
z0?AvK1M9VG5AC%@NY-?Ad~YT&!mVP`IpS3K!_-Bs23+E5?a38?HLl0v!aPOhHt(~t
zu}L^PR}A)0(a=OpCDuYSPS@omlJT0_7{3Tu9bdJ2Ktjsx%!9nS@1RWmt;2xO!rxG<
z;h6bc04EBqyBN(^`c}sAC#K0MDG^o(cz9WHSyd#3{0||o%Rc^VOfPjv-}Z@Kl>uh8
zk6{CwUW7)J?)T1sQ*~rdNI}VwJd9|kx$5K8&`70uZydjGVBnVti!xWw<&IG2^M!98
zmOJpilkwkY)hrVOdq0pNPkFuHjDuaSUXSsVkB>;m?NrRhhQsx2H}K}_%xzHt_{BG}
z*@(bMMoZjl_49{bCgF=<QTKRXr4U2ELpoWg4Bo;lM%D^zqQGO&7hga4xLbRs6CN3<
zztk33x)(3vNwGDW+Z@elU~_S32*MZH-9?{gf#;nECiyc0T8Zxse)tSxmUo9MUFSoI
zx1U>D#I|RuiP-C}pCou(nob1!`1*eAD#gfnuN_2Y0A;?Y6kj71yvUY?6to=4!9NV=
zoSdDXe#IjFN+%mRTz3Y%J;mi{wPL4is=wCFN$_;s0EB`U->}I!>{efun2%x4d0gdY
z?r5gZT^$d}50sj#UT?^IHgWX{(q4VQ#S68*cP}{1f#3E!ED1fn_Pxltogsf#+xLe)
zhFy`rl9Lgj0_OvL!Tkor{iCC15S|afSyE)9*g)WX2%N<K<u`0U4+Q7+ero%z(VpK)
zcDA-fl0optkX-Y~dg>!JzBT;>L-ZcaK&9?)C(?99Oz17+<2Tb5MEX%-W-Y#WxJWSb
z(VRvQa|<1|RK7ptLV@<dH4Iw)A2{EfjKN=AURhaaBefPYG)$A6d?6-wIZuh}HPpEQ
z^;4mh)Ue6PtwFdy_gQ``%zZ{{A@)&Ja-1=uNP>x$6sAA=&VYo9x&(q;+hS|L!B&2K
zvT}yp`bahrq<3|?19#=y!>D>FvvWhhaXWh5(rIH58H0!o9th175q765l}`<TZO;vH
zIS8I2`u22+%7%~Dd5+@xEiT(fdWGU80>h|Jgl*8?hp9z8FLI3+rWr^%f!e_m@|cg#
z7xxKgyI-P0<j?FIz^;czMSY|6yv9qB47TFX9}fi)yIGGzZ!lGwk&&@svef*b{_d(i
z;VBXg&Ea$4IVl$bB1`l0bmK!;tYl<0NUS>7KN}Offi({IrxJHlOkoU2Y+22k7;qQ`
z@2ng=^D3Y75CHK&K~2pUoO`V9u2*1>N>Gpt5e2is7mqe1CPw4RUg3NC>sbAf-*2DV
z%tNlH+kQkk&ah&mp2HSuU=qQHIB23{;nn?D^1;dGf3&wxPau#756A8g_#GbF5(i3z
zM?_GA9Jg7#HI|=}nF-SQJrzWX)WN1#RJ%X6v_M#c1?|nbHil@dT;E_ySrKK~bHU-(
z%W>pa|5xA)3zLK!Z74%twdx@_&oVV8G}3E<;9rJ-T9<dBTP(dnSZN469fY<D=Y!<I
z*VF*=vC1K57$MIgY$YK6k-t08QDfn-Ck#0^UYQh!r?NnKXyo_2=6u(O(MC!roM@~@
zcRyFsNmpAtkV!ec!Gt>*_!m5tQlTM0Nx&oIMQ*r3obOMS#y{Q~!vQh-xAqx;62zSP
zNKMVn1K@T0oyiC0V|lG0fZI%2mct<M`a2F{j(1H+!4#+<@$<AWc$vND9TB|n(OY^6
z^Ma|J3HD#GHT2EVzE&&HgVD>y`A$!3fxLqnEPTnRQEn9|9Y+7|PdF1W6HyfvLVW{+
zLj6{BcvL~fCKCnz9ugV(_0Jy}i-{uS*D>7BpFfAe-Shn1nMJb<6XYWtbPNnULc*^h
zA-KUMiC{OjL41*DcjEqdXe<u>kso1+vI&rk!KI`OcA9f1Lh*scKXYjMgowHioQH;o
z=fTlxPcw*KxTK^Qkn`n6MxoWrv+h_v9C#*`i+lRXZMPDYZ`PR>n*T~_l{sT2CWZu2
zJ${Vd6T@>PH3i2UoG4yq_7~r4x+;@A?{2{+mF9<qg&n{lO2a2aj-RjA#|u+N4gu!z
z{r(*ZdKLfd0YFo2XLFvx0(&+1@Q0{!*jg<t0|pk#4fa0MRMsUbYygC%g}uGtTDP;N
zxw)#VO4Ffq$V-yK1t}{lORd-ltM2aB?Y)uF;!gQo8_53~C#T>9iZ98Kk|iurhQFVF
zY3xNnp<>B1;>VdNHIEwEiWhK727zsTqL|?oJ$`S3P{8TVl;(}Nq~sVIC0L+#N>8$`
zDE9WbyIZI3cmW~^mzWq0;`sToIt~lm8asStJ#Kl@bRcd_gu5%(by5ma2mxY{i)&Dp
z7y8oF^nyjZis0_d^X?nC*Ix$hLBw1}m~DZi-@v259jdajvZK4Z1>i{t0_HC1=*a8u
z?_Xd&Cu}iYfd_yU3@R}lLIIlu2VQV+3U0@3n;2|s2QOIVh;!rly1q{Z#9L?0`sTA|
zHslQ-mf99Td|96=XCE9K{EJd9*Ha)bVBPNkR64(!y9<(wfA(%TQ*pf3jSrX{R?_N*
z4nWjZ_8Z>6UVcjkw|NfICk*=V;X_A9N5fH{NHD;B`oJnFgs?%-G3%gG^REtlzp}Ez
zK@!Nw%=}VKEqcUwEMHerQ4#O{{rk9NWZRc=-RUs{by0o8%h#n3=LZ-(%^povg5u13
z>8f1E2G@7;;=(Ow7z23827a~I-y%)|AEpOz930w%DnLwJ9DbLKEG+gFy`WkEo|SVu
zUJEb#T$B7D8(^qXva-#+@dAY&H?D8qzJ1pbLS13I;@^DI)YPP)rKNS{bbbDTy)+sg
zllWsgU|Qu?@grLoM{BgeUfs@iTY)+5<QaqWnvH?`z}xslp8$=js;HpM2fG;WRDQg8
zGFf8k1Dp#EFHmtP!fRQ{-tPz}yacP@V#)?_$M!@EyFUY9HY7a!y;CJv*aeUYngLEN
zG#Q|Y?lHn7=78#NPGe^r9zTApprd1TVk{5p2nbTm*KxSfLxU95)$c)A=?S#plw&5z
z7!`S-Mp#~3Gngu~#Ez1clasKuwcXi*A)+LKbbNlk6wC=Se(V-7bQ)UPmv02FZ*B&1
z)Vbn>+z25!swBodO?RYq>o($ogHUd(X<`^GrdkUuFu|{^7yZiVui!Ac(6Ec}(W6IF
zI(MJ|6BiYQBH6Ufj*k5O(Lq@-T*t=FF8T3e&CH7*-c(7csYsx(37;ms^hr#l1p8~Y
zh6li?Eh@%y^W}R<RA|nJoec0WWieUOnKs||{>cJZSYqLi6*Gq3-rl$b1dm)}femwV
za{BuFzj*sLVwqPlu%SWp{KAw?^Ap${&KNXkXmAi-5x~o%U%!4aGBLp*kb*vc{tRXQ
zoZ@9;!~Xg6C*-B7<AMx8oFqu<9}X79YfeTrpL$$BrEposo0wYL+v~gL0Sl>w1q#Jt
z<31D!B$AHJ8@TZ|eZB{I;WNmo35i$PEFgel@iV9+K7aeRlpbr<6htl%5*@vsYXr(U
zJf;`Q{9dzdWC-9?bIn)fC|wP>;N?(*|1Zb}34A*kyk@jd-!y}RP;(+V>PLdu@mFb0
zBBDS08{QL!XxdX4vujJfG2ytR7i*a7OOnz&_JR`}q1ZcpI$q;(nD*kPJ8s6Kl8g4X
z&s@`k&dfANSBPi<YW45R8>=HSz?8W36~lb(e_*D0?5*7ZT;^G^h#RbGFWR5*Mb^j_
z>t`kVInD=H#YE1ztN^Zax(o<s&*MNcfAS0tlik&#bhk^(*6;nTLdiMbs?zc@AVLcD
z-$o9f(K8@|JMSxR{fm;3NE6j(yVTx7VH2bGm$CoSF3)V8Re3d%OP=o=FBn6~ivG>j
zMMATY)5%9z3D+ZZ5F=Z45cmg$b-?Ujx@IsGtU+g0oItNm5#@Dd5t&~*oVJmYe9^S@
zUb`1wh!n9&E^@-Dox#xF8>J5@p#@PY#)Mw?#ggsn-vpPZS-(Ki|K3=jy4~s(Gtl6U
zPa`->So@bEN~OJp!Jfv)VMAEnqFq}6&E*dx9-nbhfuaQBMnhoDACi1jM3IF0&#nAS
z$XYsB@;W=HrXJk9DgG*T{dC?ve-uU*L*O%E;6^=ZGSfq9iP^SYSgVHG{}R)i%EqEJ
z;7?cAJ8lw16_u|A1ss2ixJQ0E#s~{Hv0R^k<!nTHib7TC(`oix(6Bu!LwSIG9aZN)
z`||&kqcWj^y1To@5{2DyK^YB*j_)Kq=wH5kNgnI_^T)eUuOU-0MQ}_Cm_1EIzZg{E
za%7a6miBI~H(ssYL+JPK-yH8daJ4FJTQ{oOgUFkQ<V6BCttwkFSn0qKN;+PHSRu_I
zb?4~xC5ligDk_dwJF%l+lbJXPg>`=BG-#uurA5>%w`y$-AQGBZf?sCEbn%{^yP=^W
z<mKy&_N}Y-@DDQx5>24&t{q^3f8s5iN~r?jEL}b^C_J3t5gpxxwiSqu=b(H5IGe$B
z>fh{%wvNuOoH9I>5d5lS@G><u?da>1R8fhXF=W%O`uvT;70qs~R~#e`accoCE_{iU
z!c%r(VVxj2iG$}7@f;WF`G!P?A;@%Um9}(c78Bl|KO<FlfkgMqxG!P<>@45C&w>{b
zy1u@KBX7r@NglPnQTzswA^yS2ui9t<7NwDAVrTz0U^0AiqlvHG;7v8($&lFM|A4u`
zbcp^NfS>le(+>fjD{$RwCDLt4la1QX_q^%a4XgbZcQX2yJD~&H^$KLTA9S(>wktB9
zzkW>yp%~KRCILwn0V3wJA_D*w&bQ6a&!b#?0tgHd`sU&Tyj@HKo*_@SCm^rqJ}Bz7
zBG$8lucA3%kj-MtJ$Tq%356%cC$Co^S5iAPU*D3>H`;-~Pe1H5F@65r{tLL(Icmje
zcWTk(_b>eIHrLm0OZ-f}fBP{-!{LSVD7@vWTp|I^$aWffo+7lYzE5J7F`pAC7QUYm
zHZ;KHP?KtDn8(^Moh!~U<}!RZIr%c$UKYU!Q$9SqQ|!lISH8>#v_rpp`)~}=SCLt3
z>hR>&psaBmUu*=fF~a#JR&lIZK8#HF#OG8@U;2{3t||=ekj93=pnWbiPa_xdurQdi
zL+Oy^Ta{Q&C-dg{{Jcud00nhR$E;kjU41w`j5H6b`VuiypZUI~K1eKu;G2`7z|3e<
zoPo+rU0L*(m=)jf26(7JYk=3{n!D#0*~w*ej{G#0fA0_h_dW%~l&vKVNx)>}_=@jx
z+usk1{!{T*YnL0r7@t3Sb|&jkl?zs8a!00YpKF*!G8O4>9E7eB5p16ElS3p(pCZRv
zJ2#RyVJIl)?*>_eGU(#La%{nV=&PZ81?Ea?+-O)n`R<?4uQ}_dtZnqGZ-H;1NRGS#
z1R(<197GeQ1EqTGq(oQ_qLlyAD=I5Jx(@&{sH3xuVU_eYlzMmVg0TJl`&(oXUv;i@
zEKFzxN3sYkeb_(H<6<q|#KMv^ond%*mFZTED^-=Ykqm|+*v@mz&*!VI^<U|f;G9^0
zj->AarRK{peZg7mL$=xapNL=;b?E<nbA`W?p6{b3oz{YjaPTv)OD_AsiS<y`PIa3J
zIBk(z<-Uav5kzTA0uD+2%=`&P2fvbkgiA(<U1~Utp2^!s6d>2^WtNKVpyH@)RL|bX
zY;tbfjc3U(d<OWa5pH`o>lz&E-hJmJ28H(9iIMHi50{%BC!gWT&m|%bIVvra@(s83
z{YPfCnf-d%V|geaP7kqU|H)dvyZGKbRy!%Bno#|K>q{CfCL{JJ9`H<XhKta9$4akQ
zLD?~_H9(|G<$jxr0v<Wx_pK57aP8cppQt7fE{N)7YgYO0m&=<;cwy=dJ;l7^JGNz|
z>~u^#Pun!FR&HYX0V}#}2u~;^LIfz#3FULN7d<_7jINnEjdRQ5S0qTf#((mc7Cn9H
zFR7ze94>uZCcV1jpVP{$kXF6OYUCsfU($wy2q|u52OexIT_2(BwfXr|9=5<?9>DB<
z{ow#XFKaux4xjycAJ3BF6_5M?1zHFs{bd;K;AB(6S<yH|@8tc|=@6^-b(Y>pl=pj9
zJ#4Txe)>$))1_7mt0#jPe3Y{h+QnD`Lh)bkf)Io&m`SyjcWtwK^u7HtRI>}tLp}Dn
zh{>>@*)aHKCrX+GkFN+y|NC5UuaO&Joz~*BG5-&TtmQ{nvna6HwMCXVwGmuziKoi@
zC*v|QRqt}l6<ELcoayfTL#gpMJ94K6An*V>l-h0TnI%JJF;;kYZ*d!IfFsGM<aaJr
z?_8hPF`i#(*N84oK`-B%9|G+g0aqi;aF1CInf?+ha3<UOP^?LZtzI3H!Sw^_Ufbe;
zavAgSG}a<u5%o^Tb$od>P-Dvuu_9966l}^qFCzS#yT2{(7M<XrHEb-~LngRL8ahM_
z8C_4%)pnDbW~i)8lrYPLoCG4}HiJEd`VnOrPTIk4tG?bh{sm6L3{FyjokXf8>Faw8
z-;nhxkCLMm6!uVVljbLxsfO{->F9jL3R|Aj>33*rsj+jtHF2QFovnWeRed4C1(gE>
z24C#&><<9><Y_<s60-l)emCl|=1o1y)u430MDM|Ek0O9!%b(M_%0QUoz!*h*zUeq2
zQH@)1fr?b2y(xZNcMYddHX_{dvdH1U%l5bNrt>x`iTy+Zk8^sLis?rUDUEhEJ-&Us
zCwLoyeAN~aG){F?SvY%hn9xiU28idHEJr9~^_&_BHy<AT=H0*TdBOp50TkCqiU~c;
zM%OD+Z3yZ3_II_sD_nd6y7Fkt*K5v5#FwcjWu^iDRlY&p*GE`*gc6_~B-K-L7XWbn
z088u7>d}WAZbt5p<jieSt=(;VNnfQpZo?UAh^JBaj9hu(1!Jje{TBuQU4e9ckPyCT
ztdjrpDY&(x0l)}S1SIM+A<U9*0GQt2d8f8rHIln7K7PaBfpdojXXoTJ#aP$3s2<I>
zg5Q7yj99k(OVSnyjgTtfBT4)X-_;Wu2d|7^{E{+-Pxc6GgTh@6k9YnzicGd4B%K2_
z#8(PM1}jdjZ2cwX`3mc_;rU+2@RI1k>{>xeGgpQ2Hhyxs9msa-QFc*3TBE-K)3VX$
zHb$U+Z2-JrnLZ6gjz#mB`u4EvJIY>pi_7&&)I+s0v}B(Ku({x%Z?*c}bcSPa<eV?)
zw^Y-Z>frAPQ+@MBuPc&Ot-^*{`1ag@MYoPjTwMG|c^Jsj!tR$;+}s2J7ZLNA5dfZs
zJg@lUh3)a~3@J$6FT?0x_oqnWuxM5EkG!O&iB~e42dnVlho=jM*G*jQvhJ;_y_3zq
z*;YfIf3vOGuL-}jM*G#g425h!SyZuCchwIH!fB7I9e8nS)Enmq2&!cFt5bM4V%Bww
z6|~f(hfjH}XW{**?deK<!0$=Eef!`m=0k60)x2?S1{xX!_L_YJP<rkIkhcKP3G?mc
zSUruvl-mWX*z#03+0%m?CuUspr+Xa6?4t_)d-a;sW^VsG)DCts-}*&de7`bK?8K!O
z<Gj!FmJ3iU-vDK~bhTG6xi?!2pp4Sh1$Y6@0K@5$y_zFz;k#=)ObWsA1>Uh-P2&^S
z+v^KBD4eZz<FuI<jotcN)tvxpq(H9`!D6ZmD=RDEhKLQ%w0S{$f@h{q4n>Y^IwCNS
z$*HqyZ&A7Zy*4%k%A|G=2=p9G)H4LGa;WdO>ikB`Jkjr#S>?SyvT_3L=T+}E6&ZH*
zXDZUhCeGP3V^u7CCFStAb|xSoNUEq%I~0aD^o9jj@L%F0S&SFJ0CJAzF^`;Cf!Fq6
zTd%5WYP4*pe5C}y`Y7TJYmKh3fXjZ{2;zLIW-TgP5@m!iV9RO5v&?&6-B}3wxLw#T
z#vU6T?c35KCOyUXpKQXi%|ubr6VSedv-7vNw{S{^T-Xv0-z6lzrk>)4Ix_LwBwu+g
zJdNkUA1Ii?vgn-H64t9&w!A_`>bPxDVv*%s{ZX{Vdjw%+GIcJRw?@aW@RBHmO+9_e
z8Iuy&$xJ|wRP<p<qB_z2`k<Z7k_$B1E-o%Q{`|46vM@1WJUl!sa67ZAIh{0j-ptB?
zW7q1gzGzNFfYwVr8RQe}vjW9Zv1G90i2JkXW^w6<cQbB1VDnh-1X1kGn6B#5LSpvP
zNA$a0J1ld8D}y%EO&&%Af=PdKI15hsn^%ACix>D-e|wTYUS=7an(+nVF#JQ1qf<+w
zS!VG(TO~J+ZEtPu8!#9|$n|*r6QJs-xwwj-dnAb~DBuES;ZdodZ%Nk^8#r+MC!%7<
z?Tejd0iM2j&y64~Dmrv_-L7RZxZxL4Xh)_in&-ot%;Zl$vM;P6^}A2T0#6sT_;c5I
zN87a|Pn5YKz>m?w**VY@FzEb2$N2a$ybc-2Qf2_H3BTE(|ApxQWcWR{(sm18&6RUJ
zJpPpB2ESj@oDJ*kANu$@P3%sfWE(u=0nB#NIp1TqYG&6I2fn%2U=vE?rqn3y$lZNF
zwIQC^sZ;myVX(;UQ+Tr)@I~Em{P=ysS1gz)2O@_I3C;-rYI}m4$e26}1dUy^B|z~}
z|BDYXJG_9mwLl>PHxoD)4QJ~nij9{-B`NSq=l+w&f7PUjA3Dm&gO8>#G?Jb!+WDT)
z<|qftv09MT<>ORB^^7s%vn-ai7ImwX{6u`+i(QvHmBv?8@a8NiBz#nIH5QIHh5#Mc
zGLo$dr@sfLqJ`Xey}qVtulB@#yN6E?L4Y8JiPVcIQRHh?dc$uYa9^aL<J(_pXUw8e
zf(AI=`l)u%+5yXTue3*lnr`m(>z&g_vQ|p~KIuU@-lDp_z*^>N_Y}CHk4u4kAqfdV
zpb1Z4U3)_4adV<7c-;RI-hw4$)%d);{9bVi?+CZ}c0Nc|*Zo0$-Q{oQ9(o$v*dOvc
zaXVA-Wk0(S%I+?!GYz-aszIGl$gxHolvwZ2ix+sHV5^CQ;!ByGS;p||<l==@O7)t8
zb!AZ9s{v?V_wJIY?qZb`lav<|0@U7TK+^wJ8YDgUi4K+&i%EU&T~q8{J;bZI^-PIx
zj@8Z*wra&%L^5#wUzLuN4tBRH3V9}fxnhuAW`>reZiWf=e5Ku5e@*2MO&X9fwB?r1
zZmtkYHv^*S#~&T<nw8VNP9zuOD-U};gjEYB+bqk|GD~^qC5iE)MZNQ@har_^5T$jY
z2+p+uB01_OnFQtBkS(&9ZUie=2O&0{QV~>#nLQn*8c${|)P9|PRMC@0O1#iFz5Xyn
zo>ng*MfTU-b!%3Z#MgeNu_=~Q2I^&?x~tUOLG_Gu1gm4|k-p47f^MDo(gS~U9t6aL
zcFK0^`Wt$)3HG{kga9J;Q=0%F%IJGf$l>W0nu&CAF%|G0N3G@2n!sdQnx#N+B=33m
zM44r!b16Eg2Eb}ZH{UGQ?`TBZb*~z`vJ|lJ@%Oz0rNKA(J1>zsH>JoiJ4my{<Wrt@
zH4PmdGH9HN!czh%X#i-3YgO35kdcu=Y#=QvDgyn80Dikw=W0JOv7#R_q<nTg)E|p-
zrADuLDu3(_5$-jUo=uyKu&I{2pAI^ZiFm#pE;@}|N<uvAbiuxGKgZ4&fyMFL(R<up
z7^kMD&Nt(Th~3@Z3{*Lo1ETpC=oZ53=^zRre{dB&z<2;7i!G0p5_?1{YZWof@IErR
z5)fsErr)%r&xrEh@|Z+rPX(c4NyPfLB}bN)lcADV$oJZH>@_<v{y-crGL)^^Z^D2#
z-T*=U4J6-pAUDIE=L-hWK4|9}fMhJg9q22?o44Gi-VyIM0_q>mwt1AJEe&Elp@?`c
zhp82i+D;!B<UG8&1lF2yb;1SV(3O{7{ES{I+77S?J0d&0+9&tNMu2(k@7vh#&659%
z8l~%jUWla{fisWL8Q;dF;c|MR@ELb)NtZwJMPJ-3?;0rE%GN!8%F%!mX7xePeJxe<
z{`M#$ft{8HW5KqxZTw4Fti}cD0Y_s2ylU1%!B#jP&HcgLC!M#WhK?smnp-`W9M~8w
zR7M0!`W8Tj>0uH^QRtLwpO$Ig30qI7&X6@dY{owrZ}^PTb@?zZ$_vj<iv_k6SG{JV
z?ZIi4PzuB8o$-?|r$nUMt!7wZ6n;R47pl@3vG&NgE<E~0%kAxA0@ko~RIcURFg=-D
zu&#~9v2)wL*tNTqag;HFqTMG$-Gxp564jUeN`~hP;bp{e#65d24GCD0cDB@{e)y7c
z{zRS@G)DxCW_38KiD-{<m}TG0ZUkvYxPGq(%KU!!yC3Ohv^#}bOQ%ZYHSSmetyg@B
z(EU)X|Av=sIJ>i3=&97-T79Wr)skux&c0&NJAK(cL0k7Qa{Jk?%|*PV?7?*rVlv{}
zVrW~)1J=1iLq{2_C3xZf_(SgbVwfxw4^l*pN+$K&YoZ&_?*o>A1OZXhJpdcf%YCKl
zfigqXLJp;BG1$BQe-gW@1%|r^t6GI+rz^$<Y$e;<4khtr{IOiBuX-9)$H<zrXY@Iq
z7SaX9S9_;bGAJmqx$in?R{G7N8-Xk5b+NZ~%@HQ0UI$xBenVbb5pi47P+THwJ1y8v
z+*2ySI3G-tbzbyi2#JV54(mjM0KwIMb2b<3d3QAjIy*8vuL*=-(C1G4)qA``){Aej
zyvOT7wqGZY@@Y1Xd32x-={gkWtq7motGu{kemhhKiG^?8#X7NO<{PQED)J6B54xQX
zue1Oy(N45ee03qIQ>6mUMK?cPlVYNXs~+00J;{HNc5s`!&o~cn<W)QFG;NM#!<l`p
z8fQFs(<?#9ZGYS#m}!EWX69c+v}p5yTjUrg|3e^#ajS$ckYGmdsUftl?Qstf=2XC{
z!SZt!Ns|4T66bZc%$^#Xh^ySHCAgmWy<(I<UpkGPD|F!w;%0)bN5jGsu1L!LKcxug
zZDegZS8LS-Sn%ddAjra)ps|RCfdSfE#7fG_oKCx1IU1!ho#}WRy#QyL_$gJ3yWC)k
za?60Sugr;bmEOAd0kffQ#E8+ysuRZB$|sbGRzm*f5%kMsOs#)vlmQtsIp4-^)T?D(
zv`i1KUv}r(Yjvx4qu2JHkc=XOE8$w$iGtPPS@6!6?6<sYFC%5L_`lBx-JKL-r|c<l
zqjEfXGHAq?52Q~(jDx^RGnfyUb3cu|^>I9VIl_;tBI~=$jM6>E_|^IHWfYCk@*d^r
z>qdF}?@M3Z<P9YcGAEbqm^w_+IR+WXavU{&)eR}VO4ZbEN$BS9;-_IN=mKm__-PNF
zbv+xM?V8|-xOEn_n&;H%p_()~SQg!n2jYS!!^-gL1}J%85FH(z^XgCI{XtpwzZ(QZ
zCitb($vzL9Ek{ujFL0`}?ZT>TiwUap@5pXvHl9T04FM7z2C1yZ6P8-aUrxo7bFQ48
z?w@f<J$`6#u!~dA?VP{+!M`#=P+%-)JmtfkVov#5cj=kCw9wsY0aygZ5)5a6M#d}c
z7~tJ<fDKbXY&Dsw;&I#_{{(;(ajomg?;Bd0zD=NwGR8G6j~!rvGQLPH#|U&KjIBuL
zEi+ce^wAsX>Z{j%eb|LFe;|Hkvr$!48HEC=SIa{-)<H{`sjJm4Pu5s2P(H|?w6LxD
z^4YD`L|Cuy8QVm+%WNjE<2L~58&jnl&F^LrDhSSa>bJj%MxILX;`&YDeNlgB#htX8
z&iRy6W905v`7+~cosxXVM|odz$>=x{`M1f-i`}JbYtb`1`IUVx`Av7bKWv*!^-B25
z+z6+w&#~R_A>p%)Mjg-jKzkhZjyqecotpmjr_##~LUF`~<70a|CwZ}x<5%RtH;}&F
zlYTf!cwdYrWs~}S?A2)9nk*j{6Ti&vEDQNgwn3MI#qEU4S-wCFpXui#)oejtJux%6
znD7SG?J}VVyVX7822!WF^#aUp@QZOu#Cci>yU-LpXGF3rGZ~i~FH5p-_<&=E6GfNh
z4q@sD-G;Cy#C%ulYB^t6x6;(NNAbs!k*T%rQ8|%|ASCG2S}c#5wwfwV>T@8PIO=@%
zEzxkMEW@@JFgNolg|+*K<*2#-1|S+OtcW;82<^Syy>PNzId&143;F1i3`+tHMog3|
zqRO<V+;}cgplzZt$4$_;W4>yyu3KfQW*bfxx@BZ)t_$*DtGPK2lS*%zbdpHko2uKn
zw<3r(%CR;8C*c}kIzDaxP}~-{zlZ8J;uvMLBmB<ErR!s%($P%I$Hct-Q!kXPc50s2
zjX$gz&n}{3+2#G#0^p9HqxSBk>i2K-tFyg!Z)A*+(9mBB*}iCAR@NlFL8O`Yth(=V
zO&JVzKfyczq3zu~A;`j_$-`^)xhVT>5oU!A!#Sdv?Q<tefneZA@vHf@AI<`$Hul@~
z?#Zw0xcFB$rZM<D%rZq!=#C8!$p3rQc=X-`pz@jzV6STco!JO0|CezxUrTxidyvNK
zOc{mVMr2r#oCZ}3GhO{A#l2Qg@E#F~@SWs^zVVyRj<TfU%~q^QfL>oAKYL*!tn}#q
zSVmNAO-8Vt;Vjduu0M8F)AbbVpF)Lh8TV30kMdi>oohU^xgkN<V@A-c`3e*T%rgYv
zoME99>nG{d=^cgR?h}(L_G%nfR+N5i&tWF`1H>s;rO#(O1F#Z^`D0^M?x8@z*smJm
zSj8O^v8MzWH1<}HBsi9OudB@j?&yoXVvQ{et^|sYxh>pw9o45gugcL88$faL4hYWR
zLR8Q@$+Wj4TSOLf{WTW*wUb3}Z9plNb@p4pm<3LrO&Plr0)laS76BsU19P-{DC97t
zB4Di(#n(4E&n?tU)LSpmm?PkPr}7k)Lr`$q4A++mt-^leJ_(=Ickuv1rtv2<zq^z>
zPxF5KKy&~W!P3qDb!ja>`L&pVAn0O$f-RcOUtK+%H|7|}y4~FC8XY23HAna7@4dA8
zj?w%{c?D~hC{~`BVE&uGS@F;f8bl`aZ2yg4(jT+puDLWW+iTi(&6CsA<zs$<yvxLY
z;gkJIkyEu~34VVRFF?TLy@l36=?aRJB;9(CIE-lDZCm5snXyrdqS%zx-Z~4`H7il7
zlXT;Ix7V9O@d0^Z@+QnC1-SUv($s6Or&Q{G4et$7R1T8WJnRNr+n9og&*5Yq`j*4$
z+!{N*wlXHZXGQC7^1!|dRd$$BasaXc?QNOe1mBP00(QGG$iqQR5AdH>*!kG<QQ5#R
zgGM1|8qnxBpd$al;sM1eL8aB?Pjd{5pt#6O?Ma$7vdURZBhW&g>Tcx5Xo$N@z}HOF
z4C>OsHomcPuUthhYghe^WfD5JhH$%)ktlYDhc`jf9#?HwM)*sq1)tq%)xrT>sLa}p
zWu|LxC5n5!i4-(U0pJSyf^$|{UB{(AX^{1BJ@1bh*Q%9+7O!z$$6k?e<yyzd=yjd`
zs(wQC$SFkL*tvEZ8D)^Cr^zxiA=<np!%AmX@@EUC7fd14Uu-OY3^dcHcT-oiG)1iw
zuU`%azJ>_5pRS(PL05c?Ot4QtxCwv-NG>mWLzUjB#D;=KdUIH^_HUTUhE76#ZDwQO
z6ri7*>9FjOTXEeydJqcE&XJ=|6~{nJNDjj|7IcI*6JHv`0>ar`IRSX_H7!qh>2z9|
zyOI`%n#H2LC{CJtM@?XfsZui>9tjw&ip=$3&(58>dP=xlEWu^<;UfmnDTniBaJdr@
z;T}5<0k!GV7)hST+-M@VDy#OS)xq)Ysh{{NO4%hZ6nlT1AVbYRk`F*OF5o`<JTh!>
zVpq6XPiVdx^YZ+?rlODIt}s2@Q;fs2mtQu5Gt39t^e|=p+l;4z`L$Jpw90{H`)gQj
zvDYt!S&IKSJZ~wpzRF({!}+>DEZFM6#6#5-c6D;P&73L<jRQI0<eleU?b#xLdF?=<
zZ$1ZftfY%eO9vo@!__vkRup&_xNdxb^`1W&9zzyn>wBklaWhHV$VezJdz7WzKE1io
z>x=i+E<3D<@fAFM$0xCLE1a7f#1Dw%Oh^IT5Gbz2S<5%p?679-BJ1hP+$k-tA9S7G
z&_DA!vgb${_Ck~2Q?(pHDe2wPZg3!fY6Af#1#4DbN=o$k^G^WP(C8XenttELQx(`5
z5fak$(@@>E4LYU!O1EbPU}bdlAfeZBhRg1I-HAU-Rn<`)cEj0keGE=j@<<i9Jd3hF
zgcV=&F!4u5>e*_06lS_tyXN{*uU-pG#uxWlva*kzNpJo#fyUEhiGYSC8I+c%wLnk@
z{~HKw(96F2ew^^a?ui$kF(+FOhB>VMKH-*~FX63kF~7>mwxWpYWNGN@^P=)>R}>AS
z^29Wm+b473`Y`tdT$*eppZ^)Q<`hhjkN5>T=bGmr>pdRiYB~=cN>qK5sASkYe4b!?
z+oHs51l?)Yg<-emNDlt@#Kgq;dP;D(1qt2-ho=bQY-N6RvmyNdW7Z~07y@ohILLGr
zE~6;lFWwV9eielHvwW}AGpOcgg@}PO4Fzd*|9n<NBCMj;4nuLOAgbPI@2SPXu^t*z
zT>KrV!?Z7JZuwV5F?W<cKCS=^uin98>(h_t99}UQ-aw)%0jOs&Yg*6|hpXKdn!f>3
z)*C2}^hR^k*N3yhW*k;~;{*Cc?#KW?2zkX?Ro#QD0WVJ<=#qR=?!?WS0xiVU{O<Oj
zvYy9JN-(j++BzPITbVE)$-UE1Nf<k0jtF0@pN*sMAALmyYPk@@$DE+SR=tIB(AY*R
zSALR@>Z<oX_^Gtz89^48d!{8lZrc8Bt~aEB4LHA6L>xgcz?~<7$$-1_c9D?8#9(i4
zgz8VrKz|+b;|Kgssh&P12Ex`R&||mRpMT!c>UZ_-2!TdPgr~=V#c@_y)t9wzQR-iS
z;8%S&zj?x=wVDc<9$DGhc95PB8bDdTxD+hX2AJs3urME9%gOl}r@2-vzG<&eTFI)C
zo;lAua=4_S#)S(=8W_#UfusRc-5>WGQ2}!hm+1hStCjMvVKEtiN*TCF+tYfyro`7!
ztg0k|T}M2vW^@EuBob+IC6Ch>b4YKtU6nWS!!=56aH-(C=C2D)Uoe0+5`vfVHD|MK
zY}VyDIqBCg#Xg_o$%2AJ9O$M}9eg{401NQ}@OI8NyK*4CH~ZK*Ev~AQiUpS(^T6w5
zCV)Wxv<dQZz$hm=rk->V2Qa=h=p{crTwqySDc)%p)7FfO@IDp;G}qnj-W><1YT!%-
z8rpfvqj!LP`7qxAiz+kajpcN|v<FNH6%&*6v1^~u85t0xepriln$%7QTqDp#sCbGk
zlXNM^Ui#3aMo#V1?INi<tT{WBr+%lE8Hu)widGWP&tvVCdG5M!@}l1Xs5B<x4p|u)
z(Ny!aKA6V-BhP3DQww7GM?m*Y#mtNWpAWGqxVbww{3~y3PIJT?pp5HjG!uPY83@u>
zjO!$gq>UjzJCOM74@bEqk8vff`bF334Gh+9bd}Dsq&aTK6BUjT8mCbSDIDL^d+`DR
z@Yp0Z^+3fMwF$}nYla1|yaT@@Drho*3i~bq$XOA=_6osOr#2H0xr~x>a&k`hmOI0K
zOi76y_BK9txK*W-W)ifJojIaOOZ`4RX``_|OW<ZX5kp(a=7hn2HRzxom0uQ{s(gHJ
z9=@TVv7%M)LGDdO1qKj6ToDJlM&XNPz?tG9!Q_Q69;xK0eR>_sI}xYd63I9B5kJ57
zl%%M*c%a(JI-?5}8JU`qQOdp=$UF<RfAvOcM(IxL`SUQ*y{hRMm~K##+L6f<z_IKb
zU7(21P%+i-3#{e;u`<80HK>f3@p0!&Y*+Ck!9H9Hf7r#o)DappDGO$(;A&1lXp37f
z`7tCk{7Y7nJ?SZtf=5kF4SD?svFxQ@Y_yPgcg+yVqV63Y9zN*+ml=cn;XlbP2}A@E
zLAIokWKEZMu;OWyk+^)rEeYn<LFpTq=rI4sjXbvKkRMc8ym9PdN@nf&WBwWWvhv8L
zb=PjT$a`~-(ID15omzhoY=96`=CBGy;N|>(QOGD*B%gsz=!2dQ<OLsT0h(*9QE7Sk
z_Ad5%7PI;qFJG-Ct4ge{%TokKUB<C@PcX(0w)nqav8W!0HB_}Dd(p{S*f?5_Fs!*8
z9y@GgQN6~fXUO^s7jdEA+1Uqx`qKm6Rw};*pEm<{5it9e3XS)U1t@cXgfWZv9MKDi
zU?;RBE%qhF^6bi|zsB)@mN_`%nvV=(-Cq~|z{Gsg7f@`+2oXmTXbYU>6V%0^8o3nl
z3o>cgE3mGWE_QAWPBbtzoC>z;*U7S8CrCXLw}XNyMS?*8V-aitnDuIyZ}fo=Gl7K$
z+`ab^4Bs?5ZTc(og^BG7?(fF$3w}>schN_Q;v6dCa*y=)$Vf1~sD_8@uPm-OrL{l9
zub4gKfh{34#?TJGpps08k#sEXmA2W&nb;x|2_zTGiv_gOZJ;Rj?dT9W{0N_bfR7-+
zb6id1h%KppSJwH9*VPUet>=x;_tz{41FF{czj@#PSalOUbLrGug|_3s>94KJbUMjO
z*C-ui-WoQRHca*Uk5g9K9KK(M3DN#&uI9mF06Q3c>fgM9@78dZGJ2`MZ%t=}Eotwc
zEMkSD)R#LvJ7f-9FrM}UZ4bYpq;aJ?D@zZ*o<4F1Jb%-G=#vPV^z_seS()Cy7YL_%
zz3G${F^4amVgi})#+qk%W^aLchnFTMnSaqi(if)cytgs?=S@OID>{|2?R1Ve<n;-5
zlZ4jyhpc3~&9=;NA;JEPQWi@*H*JKFI0Gg+sW4a8juW@viPmcBmZzOsO0^1rNdSUj
zXMlz{jC;u-o)i~$-Ma6fyoQe>0+J{6Pi5H4%o6FuJ;#_M)u`xQ5vQYymOPQ&VlBaE
z95Al04E`FkLoH=)`ZAh1J?w=KiEFQ#`#L7wUqo)TO*q_3YV_6Q<c|z8lN!Yt)T$($
zz7g{4Y&`y=r6i;XdK*_e<)JY#{-E;*4-_B^w}J5>Z{P+78-r;wyn((Sz1Za@=y=W%
zTO98GKBPOWq5UpCObzRK(zxT?PvSt&=?GsO-fM3s&-1j#HQQDG$!fMSqVS3c114T6
zyAutYle72ibNwS)Zw|2ma{%w)07<(Tm@DwO++ffGohP7&Z2?)-OtuLZk6*u&I@~7%
z<B@JQw>0`~YImRc293Q6QU7dNT(0gMkaC@0h4i9fDwM@U4=?pjTDqajSFR=Hd20XR
zxhsvP>WMdh{$~$#l?skbm=bgyMTdD(R$S`bLz7`t5E2rS-u8H*44;p$eJ|;XypFCW
zm8*JI<#(kjwD?^1uj&xtDp_-jrWI~!O@<WzZX9je5814a)`%x;r%y2kr)vpYY#ew=
z<r55kNF2QAhj(6|7^3f1EMZT7XeWpNjZG<>V_ytZqb%BLC)P%hY}vrBi?-L)Hr@_&
zNs#)`IYp>fp``?lYP;!|8>-iTNUG1gAs1o4brzJ~{=lrh*E@CPc&1^~GP@^^K1%Q=
zAz2=ZV%7YLO5qFvHv%&3ClI_ZP;t;k8X6Jt1<XN6cCG?RZpR1@gTz!v+xR5MP0puA
z?d1J|m$llHiPbKlKuKkDc>T7fZ1h5;WlD@Ya#~m(&u&^~v|3qzE}<jTL8VHH<?pp%
z@Cl*-kb34LRCNknMTCUN;cY;`yB{(FsC2y}uCqmW-M%lzGVRi|VOu-N?bFG^7)i_H
zA&T&%USQjX5K9DcA9M-wOQkW5wNrLirK?_Mxp)1f#dx~+$FVJJEjkr&XB8C{#9)NY
zd>=j;sHnvvABBMz3Ksyw5k++6YDnhF%6bv{z2o-z7RHRO9*r}uXZ6SAPw190HPnK(
z8Y=}jS($O*)IF&2Lxuy%iRZsbmp@HNaRx}&9|sDR>AVcp$ke`9aVD^zwls_=?pX^4
zDw{x<Ag!qf^QY6cU99LOKxESpK}KI$m9rYOMf(_y8-r&>B^BwD?dp?L3-aC3HM5n@
z>8Ct<nruoQs3!)3y3gc<IMBSqC+@GD3`kP`O-z7C5I)|UqZECOJrA0HU%r3GY-wv7
zWxHAvxl_+FntZFHgPk(q3!3PkzkFeuA)~q9_@0o2V9}vv(6Dr;a>|hX-qGf!k6N60
zHH+VuMA%b7yXc_|%ibW_KOZ_OSxXP?J1I+dr?ex@n-wdQi~>m)=5S75Bz{H%^#1dR
zc0g)0!Re|B)DRS(#?|l-GE2x}se)O2L%?+5*i3P%%%U|SgYaYua1i?_e9fR)Cg$+G
z-d>d`V@0KfVhm(U^9+pQv9e7wE{d2a=HJ@*O84K`DXad_@P6hrMQ!BX6=u}n==ZR&
zo`|mR;oclN4gzOv&)+IPju{ZQ%N&)@a^uEL3!jw{@U2xw+cN71Z-MYFcw(5)T;^Ac
z+^1!SmT19jo2`<pfxzJ8obol5Z<5;4oj?8En=bw#F7ZU@^4Tqhw-o<rdZO(q!HYlm
z4eJF|HP>r-KdhuqC*SJcAk+qRTp%e}?F!P3yuh8`bjU1otSG9>ZmcHhh2IhuLT6`Z
zBjD_FXRof0`a;1RE07fnf{_!D;uMli#g-A{Ms^X+%+7vV409HSFX0}2-+1NnCAAS>
z$t+df4D%Un*|dN0(vzfjN_Av$@z!oNZ$D0jO;=)%3}dT~m4`<^oS?-9biO#Ury0L-
zsseQWhdF;9<j&H39I~fgU{YxjjJ~zN+um=pRe(M~*$;$noRBBED(*plK8#OdQ{8@j
zR4Ne@tr<6N%iR0tJDOK>mB((TTixsb)DcYzT5H@x_~*KXTYG{Uo5$5B_L|bd{>#wn
z%F4Ud?w_Uk#YIK^`MM(i%mRS{A&@L;t`ECpxPyJ)^v;-;Zm)1m(4^s(Wb+K}u1_P7
zVtAIL_g`c3G|qu^o?O1f$Y-vm#4SAK(VcecXUJUNuM(9PceMCex-)BK+2Y&y3A~Tl
zYW}t~Uwb1@wTqwj3qk{!QcMCvnx*-CK(7Ppgps=4p$r_k1bZ!#Prk>pL8hfFL+@*=
z>u@P81Q+c!^{u4xM$tbmM>>M;93MQW9vrC-&?j?J$XIPD{W5eL@?0T|KXZo8vjTTC
ztL#UfFyzOD$7#s*I{IqYTkWHc-&$!~`eb*7ZV_xCSWOhsfr%stiin69FSpjUBo~GL
zQf)kDsbYZGK=ti(3c%x>2?vr3rX5Y+$&6f5rJLQ}*vZcUz3e%2y$z7atC|&*nkP^0
z;agWeKUL>VT^5#EVf_2(<FRf>>Cb;mQm0?3%h_swlPPZ=F>j98buEqKQd++^4+x3_
zU{nU63_V|swT4f(Wd9U_=PoeuD))Dv3zn<l<a(otM%K{l%4d?<wRkz6yA(eBn*L&e
zhYuc=D6>e?n(xGO8E>*#Z+*mo$VS34=hC*e<20{tx&#MO3L=OVS;idJt(eH1rWQ=x
zjZ+=Rx-O>Z&KM7oY`~_Yp`kT^KD|F^-0OoeQ8Y}<oSSR-j1TzIfp8O0uA^0^kJuUp
zsYueQtywTN0j7?mq>D5zFb7%hC~l;FY%->43(kCp#vk3-$Y?6=6x(n3ll#&-5|sU*
z^`EK5UWu+&4{{vWtXDVqQ2RltYO9okE`g9y1GOM02NRSCU+U}YN3PcT5+%XNW3KlL
z9({6Znw8GCQfk}yj|zuUEj?Cww}l<+o-fwq8m>euz5a7-36b?8>6?$<m%Xxx-vhH2
z$;Q-KSK%h0^{R7Q2GOmY`k)%GNwE%%R@#!gCQ~F#bA5{LL1_C})wSVzQm<)UGC~ei
z1cLa!112RG9%4vWw|-J&vaC-qWGSMDWBqFz@lVDc2zWc}9bf=4={Aa|LsSpzvpGFi
z-YmYCg*!2TYkRKUc)5n_H4|HzYpA^=K?(T4{v-)(M39}nn>|#t*s6KDm_rZ*<EeD;
z!B3%cLanxoEAx=g`&d3}!dwX`O(5Wt+g<(SS4r)nkCZ)r$Yi^14LC7p%bi~+LxYuJ
z%xiKwW0lN{{<qbdO=6a`{v-D*o;Ak_?I=Bhi~p=<{~(4bwY}IbO0*JLb*xSc@5vO=
zQx39QHq(hJmx<2I&GBVN&g-5Sq8EleqDfrK+U3?vb#!{BIjUD6^zz%VV*t6jd4SfM
zlm%Z^xTC<9zP*!s+PTL3<{u~7%{K4_3Cl+{{I%iXip{%nee`KFO6e7LPP)C5)P^2v
zsuJ(ID(jR!7E&Y(?~P75Jd`E@0#|UrOgw#>Z1+HsQddUBBpXxsy6y3sd-yy~ikD{d
zk0Z5KEIaH7SP_@Do_>#$A_wxusyAO-w3Ys-b*KxAzp7rfW^d}|`6iaXv{|?O$mt%w
z?t1c@WUtZ;m*kqjY3Dm5panMdQgYD)M~rKnrt>cB7l$F5EEs31%b8Wvr#_ko9AUB@
z!bk`+1N`Wu(&=Z`t4lxJ-~+qDeX7+%rxf+`9DqUaZmw--mzpgLj}zrdq!kK@(abQK
z?QW+#gNsLB@3#ta$gi<Y3NVzVyDD$-)66Z(u2>!ifk~s(hjpXztAR>XWxakWS+i1e
z(>*E2rH8z(aP2&IYt&&wO++=L;cq_qqt;I(uGH;b1e_;~u{>5t#p+(2Ec?}}xRS8y
zPbokrt{sUN=Cxy5Rx-?!-HMm5LA}<Y?KWobF5_`l<7xf~l>-n~?w7~UfmSU!Ihn(3
zn2~^x@R`;cNDdWi32yymmYU$3MBrS?tSJkgB6(eO^*Xxs>k-L8e$q;e;qTKAG&|HS
zguv<k42lu$1Lz$JhHL+WX@XC?z_ov1CYN`t()HxARmB3zwA)_o`PAI)>Ixw~-c93}
zEm4}jDXzKM7E06;TUCoqua%ftml6WgfU||g(#Nq=BU4WK^kBa2zgIE>MHMP|1{frG
zcMT?@Xz@a6>%yxUBNz}cb<^6cY~%x{PtLd+`t%AOUaPNfRI8G{wug<uM-(An-;nYo
zQ*m)*FnyGJ3!l4<M9KO!3XTbyUUACTiNS!tSE~HashQ5Io$l^e#DQ&-^<Z8_y<A=_
zRh$Kj#xo&4j)m4~$Dx5l;V67CVqpDxcSP0>rUyns508!j)TO&BGwzQ51ensvdN8Q_
zrw#{*K@Q$~EiexYzWmByJh%YA8akBm>Zdo5h8X~W3BFq+VtWb)9sLD-G?WtP<5shk
zPdcS{w0|X#1orOf)N*s8iQys%UMz>H73w1cx(!VFA*ICvxw3;A!uLx=s$>Tx)PAC>
z7eYKF+Iw@g8m9k;!!Y-t%$yuCFc`gaC*rV40N9`Y5>w?8>p7jDh}45<r4f}>4*jl`
zq>>*EzhcS<N{k&j<*UR*-)qq;aEJAPL1%pWR}g$|5Y2L`tQE|i!XPl~RD6-TKdNcn
z3K$Tvov4TwKN2N_pBOYe`(GYDIrcuY4n*>jSwI$h|GIZ0)wiT$R3v0`X|MIj`EGQa
z3YSJHD5gsbH>(v0mEkQh7LQcQm@nK#m6)FF%UD1mEk$U?X19RxzX+QT+w$Kj8Fx?}
zBE7~$00BR%w);yAr?ryjxf^xb!96Ox&L*NiTA8658K|^<i+f+f;STn`(f@7`e5gMB
zvX*1Siv{l2MFnrJ6KhN;F$>u2z}scgow3Jamb^+q_v?w$Nffj{B1nl99SqwmX#lTw
zKU&@Ul7;ey5-x?wQ9IBTT>TWv=fU2qgoT+Y%>!52%w+|^gTRD~*)t~94u017Y2|7D
zSc+~yCO_|v&G|LLgd%j~rfB~AlS;k3ZX?|7Wqaco<d@~ajR~&iSIPxup<D|`w3CU_
z3_jwwOA!1i(pn?E7G1weQJO}wfAt0x9*}!Nxz;*KFO<7uOM)-Vca@cY!|LTv=JCNn
zWc(RvN23Hzk%9%GLW?2OY=a9u^75tAPg|3&Sh7$cl40^=$N&7eUBYmrNLu+cQ)#@X
zuAwwfrss~B+r{L<Sr!F+_3f6sU6hn>!|9xU-yR9e?uHZEp^Vtyy2q0!VV%4GMnx2T
z@Z`Vw-j(a$zAZnv)}&c4lwEt`mAWp*(9>kO53b(etU~{zwlj~Xa$WoQGLtfF6e6~y
zfuhXgl2&Glt!NNR*h}V2WemGz7xtnw87efJDk;iTq6uj?$egLnLm9U4{%&>J=bX>^
zoPXZ;?XPG(&w7UYzV7R~?%(g*wdb?_92ygJBZ63YFrgEb(`VGtbX_u^dN{J)V)>|;
zZ@13X72&42_kN*k&dKtJrT3Oowr(aWpnsFoZ{U_q)UO#`Ltpj!Vo%d*)s*l={?aY}
zD2L8Bx9?lF{h!O6dj)IZE2(+#UJwS)cYhsC*g>fgmwEZ2GQC04TsCs2D=V`o`+I$I
zxzS$hYN=82<cX9Ak;+DH#}ZpFr%ZS`R2mzs;2U~sXnR5}L~hn0j8j@XOXHh~WYn{R
z5pp_3bBnLXvy;sG^y*aWL+m%}r`%-~!_uGbU6N-CE{*A%E{1XH?o^JApPE+JwCHE9
z1qwt)R>zY3J~Sn+lY?$J`d+^OhRxuK;(_hIr!8<1GN}afg}`i}eA0Ts(%+=`dOB{o
z%noC*C+@lK=CM0HeQ!55o*2xLv)0yQvEiAEprlw@a%~mrf4x80J|(4wMVh8(p2NIv
zeJL&}DmPBwB~X>=hwsgVg@QOZzk24)F8RD;lPuIrdXQw>UfEBR<#I^nC_nXn;Cl0G
zTFc`qlQjhXVIFwAy!?=IByH@86w|CX`K()u3b#OnpY0mwPg?#qk1O7|S{sgDyV@Bm
zZYX`Miyl~Twnm+)u5@kd&$z1OLq8`*X6xh?H9g_+JF$<mY|s@(CgKqgrCfKsHfY@P
zg=59Frw+G{>j%8?RAo2MIcTfw@W*EcSvgI{N6UJBRaZW@if`yRHs0>THRVc?i0|Y$
z|MaV>!<h#g>4B<a945IMLX4$$CMm|Lh!<o}Txs%F-a!XX1Qx3;d6@?qUzSi*KKin^
zc{f@&_VUn&))a(LYl^O~ZH;_is~*fb)JkT&c&7sYjhrG)Ctoida3HSpWMb(hVXp-J
zWK+}f0}dLkw6qE`b*oPL%C;!@@AX<*vfXoY_M-sXv5=%R9|3N`U*qMwjPLL0ebk~B
za<%FA_pz%_zZkRlw$4}WXh<x|Ojcsv^td`bn&m5BQdV#8!C$NXNeo_pV?T+m$k$z_
zJVNU=UE=lpZY!>ya_`hj^Qu=ymh}BO6hy~nNZd+zJYHesdBSYuq_6zWa-6<$gOX>P
zlCR8{UtXC@TaRar<M$o?A!E~Zi+{LrnBzW|1P0n?b}hFrgKPXF>Lr6sn*>EfVj$bO
zke65Y>5xO{7ZI(%!Q;@GHU)LW*%b$5FWG5Eqm>*{j`?Fd)|w{l^8lcb=htI-!=ZH9
zwr$%)H#l?W?7p`*Fck!?wsJ11M`+~cgZV>DwD9yBgoTwX*=0#fbNOf6o3Na+wyv=R
zuu6}wv7TEVy>@8-jWunmoApeR?8{2$X0?&J<iTgVP(q`wdjs^*RD1_nM&FjaEe#LH
zmN%PJ=x64Y8MuC!MfrX4O-#Q`VRT?V9lV#7^q01R`leo3)M3V)2NxhK$a5%Oy>cZN
zwihqIJ`4q0^^+$fZjFp;?RWl0gCER)&fNd+nL&en4veM1C*3}ji&7Kb`}|_dABlx=
zC=T>(`+gv7`eXy{#tnsr!qhWocrsqvO)rs>Qk>RfREPdM#^}M@Rim28XAJs94zE8i
zmlc6$t5|PC(fBU&U#jj&gUnxI-BL-(IAzxwy9a^Y&&6m)MveBakcxmTaeYQRcr;UC
zKu#tYx87NH#=!WQiXdgdkqAIr9KjBHm*>O=B0)+{66k7kUwf$AhqCdy(3A*x%kv}s
zcw!cBRoq|XcYJw9We09#8;hyBJ|8xq>~1>qY|q&pTUS^2UPlk@B4AS}Wp{l#1ePp0
zifoBe29t?*Uv}X<RKz~8IR-aQa4mk_&#n437@sY3tcsI!ivQuWxEI-n>s+3ZMdT0I
zuS(&GR@p4H-*F*lBemiOg#eb^3rH?bQ^UgsddNuJ17V$nb^tIh2g}ZRmBeBT_E?MJ
zQKrz7stxqQ+3-IUN<FV`*`?6P=2&21TX>nnH+`RsLnU52tA5rn)Z<5=D70Y{u%E9f
zPba@|ylEgYt!Vhyw^BO(@v$L-L#^VUVAg7t+y7_Ii6eLr(@~de)(cL_k=drPCH_59
zOr`TIMutL6Rg2@~laH;6)2jT;Y5v3qTbbXM(=#F=WJRot#y$#n`+{|<Xf{jGoV4ax
z-1J2!ZJ*3dM=?=#Z&6L=S96!hi~!x^J$HXj6AFa`J_GZ8zXtv7SWtX+{vO#+f&}(q
zT&Qp><Ih~C-9O-7U-!oBH0<1gFOc1EhU0I&<btF#JA`Q^)u1BeUn}bld6_)1VY|q%
zy5-qNa2fKv+eXWjOp%QFe0&QfmbTYcka@>DKzKfk$mCsT7$4TqUhqi_7b=)}Py`gL
zw*FO_uJ{s~BR)F*FCRTeJ}P3wA{6WRY0a9|#h%LibrENmau)y22&qNlw$So;x4Cqt
zJUKe=pa{AS{G4TLxSesLp$?o@9e%i<V(kGN$`nC>m1V(!3}apxWKACBz!N^|KW~`(
z|6x;_!+H<<UM+cci&Lu_%-#x$h#xQE5rnjIRkMPOwE$6YFTytB-v;4tCfoHYs}0MO
z1(}H?Rm`;dk1U8ATc0tEf5nY6RKC3k%8|HQ1ro?2o*Z!Jk*U{u!5#t6PC3X^gc}r9
z9^q9o_4t$4-0Vc@O9(BH+n<NReiF?b-PWx#GK$q`7PLKauxE|<aI+6T3_UOuWYXQ_
zxQ3yC``Ge8ds*0|Q&Z?fv*oFDcuZVSexLz!aZ9>h^@|sknI=gB%a+9pE;kIiP)Vbu
z`Hd&ewAG$Oez8kMh{6Zc#>3wh2|f6V9rY1thudeThqx$BFmw^(jmwL(l~~w9_Sm@P
z-FSup<93PH?i#=+>|DF%jw;H^vV+QV<=QptE8A$aQ4sJVMfWMq2QU{EZ;;2l)Q&N1
z3<_Bs>GU;ZN0)%zjz~M!rs+<0CT-ceZCeZ&0}Z<`|JWm^(L0A+^}*x#=1RSsVC<}`
zFOypDL760?8$_^=t)*0PReCgp27A9wj!-C6YUAY<e*+3y&RNLGBs#;w3i?-!TZX@v
z(e3r3x2neXO6to<DkBrTCr$xiMSlAYLU2e~w+mN+cq%O?$B95y?pLdO6z+}p3t8p=
zHmXU0g!!G_lX6raHisH^1Ly1?z{eL0S$(!)RjUIblR{8bv!5?h8$ww{g@vO*DezKD
zU{rg|hH=Uk9<u?ZD^uny4~6WXIfTy?jQfKFgu)Bxi%4|-_aT;R`1jg)WS6Fg&x+yk
zeterNwQl#_2&_?Dkdy$06={uYfIn6Qr<s7;sL``Hd;AM_(m5!i)G(dy+VlhvDpNFk
zE{^*_c!BM}rPu><`}2yRXYqg<c9z%>P`?DcBJhX%rb)oJR7kLn%60pIP!KiYwMdsm
zw*DqIgsSbfIjR=eejEFmiAfBG>?;p3Q5lE)b)}-f47w}jx|=lk6F)qrf(TtqP;hDu
z!sHsVr~`AdD_DF!0+l(t$bs-hNF~OVzQ=0RgGOynQO@7(*TN5nbFFYIW0?9^-!+(x
zM^SB)f%jo0Kkvk-8;g-uFan(bRg`rB<|t!5=fgeuOW5d!Y!eoYVV7H|<*N{Qt=B^d
zRBt59svjj?H>w3-NgoT`_Oh6WHpI{TeK4qd{XH0D5|786j}0mN5wB=8SzcVeUIlb-
zodHa;|He>>K(>iL|4TaV8U3btRvJ8y?a6r6OuOXiJ6(D?MsOp0&vQ&c5UN;9co<iK
z-(b&pdF7z8u#>=NiP<7BGds}w;9j&SrrdFBk>*+3J$vHOl}OPE{>jP7$yD7aFlhE<
z)sX%Uow=upV_$iXL_kFGvzprCu&}?L|JEU-uRb|7bpaiJQ}s=Oz&%Y$IdF`8l}~7m
zyom!>yq$X6mqg_a{q4d0jm~o$<}tvDwcN-G4js~heei_m@9X|PrgBVCkq?D7p$C)t
z^S@Grtz(caIRa})Sd`$VK*7;*Fcr<(3sCBiZ-CinefVrhLg6pZGQ+qaYdKQx=r(L?
zZT%sY)7|_(LavHh$Tk+-Ldzj$B80U!Ire=qZ|Di~J>d{TEXtWfvZ`2Mx67qAEzYyK
z==I`YOH0egpt$vTOYWH-1n%aVch^%9;sYXqck@~Y8=L6j!6M$m=76P`j!F>p=!{k`
zudb;X_ckjq>kV|Y0>uOjk@uz8wBaw<+W22Q!LI0n1VQYy-sc0YAA(23h6)55B!feh
z$?j3|JyKWBoV+;rC48Q_Ww&c*0X>EYYY1lxCJt}xckctRQzK~j{EM#OfoJ;C)?ySQ
z*pgT`)_<#Zfqij6!J#39>Lu`6=)T)9BQPcj3Yrx~8b+{kd5`*Y5KAqfM59I1Xy08j
zJt#C-)VJ>X#9v?fRuUd&nrB*ftmYixE<(o*GbY5dl-t|eD^{k5>>X3a)4`A#HPO`6
zygOE-o!w$)VX@iLGTvZqeeN>dLnKau8T=S-f|H){E<m}kQ1Jfy*F9{F>|tomQ3&Oe
zfY=Z+`O@u}L2^kvJ9g{<YivPcQj*6y$S6Y>Ql6|ldEx}ws@XnNZ~!}%U0rtr2F@B}
z*Pl9lS~TSIOC!5G2gCqU`wioqw3jeMekuA@4?vlHAf6eUm~6DRPHgV#pW!=w^wYBZ
zo>H=6;>i&93-M06+!7;nM;P+DE8ozofb1iUEuePWiBAs?5&$bVza6+&-mOI}w9a!{
z{=Ly4lD#fjrsPP8m(V;yfPdIdvdP<DqWI11ON_Vm7B5%i_fR!88+v(O1J_)K1v><e
z;M1CZmoA^XstG=z!Ja+K;C-I=tzm(J2JTj~^dC(RS4MOu!3g4mto`}~$gEMoA7QOu
z_2-&i@aKqKGwWRYt4sgd7ks#XV1^Gz={C?Tl6+_T+!4e9r+m^Hag3FX?PW>m;iiMH
zEWpL1O$;`V5HL>n&HLlch_oTr*o2=QOP{lQPzdB(@sv!bWN>gWBR1BmNKDT}fZZJO
zF0u#$oC>0D+d;`$zRr%PQ@P)fWM3CmKRTe6aq(hBw<|g0I!Egm$bWXtT)zhxA2}0)
zp$|bUNJR@%wEP!fwbG=tk*CWg6%yf^9=e#H`c+Boz`F=YHGTrl)T&n?1P%T+P<J;$
zX;u_4@H?#Z9e@v(;}V7;vX%Ge)?528^x~c8o;j<CyQk9=ma6j+#NPAgU?4)P1I)C1
zOW3qWlmA<Ln6N7_X^1eTGXA0MJ>OY};4Tre-96A)SOt922%3=uY#r3eG!oY4b5O-4
z6Sr#iuENLQ2@#SSkuu%6y(Bl3f9oO94NU2;R@RxbtvH5bqd@dXM-?x=&^^i@&g!4p
zIXM@oH+e@X0TYy4xXTP73u?-rz!4-^Rl?}2fb%ta(NeWluYwlk`46(#*}o-+4@@|X
zbe(cofQnccFE0j0&INcbBc2acD^8A45pXW}_q{Q2bUa@NN2Jr_aC=2b==A;8phX1S
z8-unlcVuLw!Lh|_qqPU`ZkojOcc=CgC{hWKTb<1kvrxu*u^%$e{|m<ZR5aSxAKH&f
z86G&GK*ri7i>2hrXJut27OFxBNkS)r_-5QZ^yaniH4Qy91NyOvz=rVIq`@j9^M#wt
zEn1C)?jd0mnIKs%2RZL|^sXgzf&^-H#ug$nX%nUb9@@n_Um9G~oiMwD=4K{*P)4HI
zXQj@37D8iPH$<35>n+DVQsyC4qS#n`L<pE*af^_bnCJ8mj(=(!^i)CZF-z#D9spWL
z%;}Ja5~v?C+=m#2U?(6KIyOC6%nvOO4KanVe|09?qJjnr-tP8vKp7AIHDP@bKrVJs
z9}hMcXTMi*c`ka}?IkO8e}oEwy$>$ZH-B_u^)CWKLQz<05bqwhzXA(PlXQExX@}41
zK%Y4BNN9_+tn8!STOU8V5sEK7VI1rmDHKANIy~NAPOc^;MS}ZC1d7-UAj1Muf!QP?
zzMBOjcp8-;ED&l#e`6s(#<CHz=$dpYKZT%I3B(=d2|i#>D^O&=ydUgGDFY`W0Wohe
zXx=Np%*Y3)__jym_B(grL8w3tXk9=!-@p_iK~SR()o1aN%#x^e!6}%83O_$|I)Gpp
z=Ml$`s;W9rVV7gZ9>eZEDKXp{@2u4d=x4x9K2LHUqt3BWsh{TLN)X@4S_@$0K4j?>
zy6-|TE)$^i7bY*7z)&$qF9r^^P#i_tQZ;;7N&ODZ|3VZ%7~003Y;a$bW}9C5Xmo8F
zh=&qd2f0~TSdjlZ3`{ebOsK1c_$0O1DTrYkEiL)@AZZ||P)MCSsuHT|E^KmAJGY{+
zubR0WC5eHlsp-JsIB`{j){;>73C-Y9XXpL<FBl~(3mR{51>__C{r;8arz7s)*CEzY
ztRIyaQi}H$(P-ABkl*IsTB5s<bCZYCwpIuc>n?8QRdIh~ULTN@m^h3V>-h5GW&(P9
zgS*5s`>gK6Zv;V&E9vkGpI%DTl9;7z#Ogpfk3@$65}uz?_5lX132Vz_`rMRM!tE$V
z^${RluI_YpmgVGMb{sKN0GRVzf89Wn31!IRXdWSg!Lzls-G|>7JOfwzVqTs=Y;0`6
zgws?%D!{}>{DU^4(q0Vcf*~~DoUj&bpFZ&NBFEzdsRX!u+VKV-!q82p^78UNB(7By
zh)^Pylwp9;$GBn{I+4INWge0W8D`;JC>rtSpEmdZ>b<^wzax3s;aEl}5qR{D$VpDC
z{Q482wSchpVX7zHX!mXj!*~gv^Ov;Mka1!}Ym;OK^#?hD8?FJXzT};Zyu7^f!$?~y
zAru~Yu3U=(oRv&n(!qgsbuWaTlnC-gcRyV^SBGf{w5H>i-q!`1aRhR*ckf<eYC#^`
zem%Fu;NZdAoh#4cO_AyLx(|~wV5lYTltY-<M021N;IzCO1-$XseUPrYfmAVY6RFNa
z%+le@)EOS=GekAKrI9ioGmH~wp%7z12nGcqG?<#1k*Ne{N(XgriXYfe$vYj9T+7^s
zTY%$+oXx8Y>G*}C%PO#P)Iosk?CQE4ENOj<un(Bx-u>^^V^MEQ-sQOwbs&W>Y*60I
zg-vxWnVg=^Kv7QGr)F%{4924k+%+4n$1-eILBK|Ck_@HUnQ3|GuVm6mLpkKl{ot{!
zASD85F&Zl-$Ydvd1rpuooC)FnfA?Q^oSEY)QK_b{JD=i+|IdVCve}ZBW8iq?e*nP}
B!(;#e

diff --git a/examples/tune_vgg16_cifar10.py b/examples/tune_vgg16_cifar10.py
index 1e6caa6..ce8e5a8 100644
--- a/examples/tune_vgg16_cifar10.py
+++ b/examples/tune_vgg16_cifar10.py
@@ -44,7 +44,7 @@ tuner = app.get_tuner()
 tuner.tune(
     max_iter=500,  # TODO: In practice, use at least 5000, or 10000
     qos_tuner_threshold=2.1,  # QoS threshold to guide tuner into
-    qos_keep_threshold=3.0,  # QoS threshold for which we actually keep the thresholds
+    qos_keep_threshold=3.0,  # QoS threshold for which we actually keep the configurations
     is_threshold_relative=True,  # Thresholds are relative to baseline -- baseline_acc - 2.1
     cost_model="cost_linear",  # Use linear performance predictor
     qos_model="qos_p1",  # Use P1 QoS predictor
-- 
GitLab