From 375be0f26f085583ebe8eeffe55514e33679900e Mon Sep 17 00:00:00 2001
From: Khushi Agrawal <62256509+khushi-411@users.noreply.github.com>
Date: Sat, 31 Jul 2021 01:40:27 +0530
Subject: [PATCH 1/2] Create benchmark.md
---
content/en/benchmark.md | 128 ++++++++++++++++++++++++++++++++++++++++
1 file changed, 128 insertions(+)
create mode 100644 content/en/benchmark.md
diff --git a/content/en/benchmark.md b/content/en/benchmark.md
new file mode 100644
index 0000000000..95cca281d5
--- /dev/null
+++ b/content/en/benchmark.md
@@ -0,0 +1,128 @@
+# NumPy Benchmarking
+
+
+
+
+
+## Implemented Algorithms
+
+Till this point 5 algorithms are implemented as mentioned bellow:
+
+### NumPy
+
+NumPy is a most fundamental package for scientific computing in Python. The major advantage of using NumPy is these gives same computational speed as C and Fortran. Let's see our inplementation details:
+
+#### NumPy Python
+
+Here, we used optimised code which consists of both type of implementation i.e. via Python and NumPy. This algorithm took 10.15 seconds for datasets with 16 points, 45.2 seconds for datasets with 32 points and 161.01 seconds for datasets with 64 points.
+
+#### Pure NumPy
+
+This algorithm is purely implemented via NumPy library functions. It takes 10.56 seconds to run a program with datasets of 16 points, 41.59 seconds for datasets with 32 points and 169.4 seconds for datasets with 64 points.
+
+### Transonic
+
+Transonic is a pure python package. It is one of the actively growing libraries which is used to increase the speed of our codes. Here, we are operating with two kinds of accelerators in the backend jit and boost to accelerate our code. Transonic uses four different types of accelerators in the backend Pythran, Cython, Numba, and Python. Presently, we have implemented Jit and boost accelerators, in the next iteration, we will be using Cython, with different types of backends.
+
+#### Transonic - JIT
+
+We used Transonic jit to accelerate our code. To implement this we used Pythran (Ahead-Of-Time) compiler in Just-In-Time mode. This algorithm took 0.01 seconds for input datasets with 16 points, 0.05 seconds for input datasets with 32 points and 0.17 seconds for input datasets with 64 points.
+
+#### Transonic - Boost: Pythran
+
+Pythran is an Ahead Of Time compiler. This module takes a Python file as an input then converts it into some kind of interface which makes the code faster. Transonic's boost decorator replaces the python function with the pythranized function. This algorithm took 10.37 seconds for input data of 16 points, 41.88 seconds for input data with 32 points and 160.15 seconds for input data with 64 points.
+
+### Numba
+
+Numba converts the Python files to optimized machine code during runtime. The major advantage is after compiling codes using Numba, the speed of code becomes approachable to C or FORTRAN. Numba caches all the compiled functions into a file system for future use of the same functions. We used the jit decorated functions to call another jit decorated function while implementing our code. It is advisable to add the jit decorated function to other functions too, so as to prevent it from generating slower outputs. This algorithm took 0.89 seconds for input data with 16 points, 0.05 seconds for input data with 32 points and 0.17 seconds for input data with 64 points.
+
+## Results
+
+Table values represent the time taken by each algorithm to run, in respected datasets for 5 iterations.
+
+
+
+
+ |
+ Input 16 |
+ Input 32 |
+ Input 64 |
+
+
+ Pythran |
+ 10.37 |
+ 41.88 |
+ 160.15 |
+
+
+ Numba |
+ 0.89 |
+ 0.05 |
+ o.17 |
+
+
+ Pythran Naive |
+ 0.01 |
+ 0.05 |
+ 0.17 |
+
+
+ NumPy |
+ 10.15 |
+ 45.2 |
+ 161.01 |
+
+
+ Pure NumPy |
+ 10.56 |
+ 41.59 |
+ 169.4 |
+
+
+
+
+## Code Folders
+
+* These codes are originally taken from [here](https://github.com/paugier/nbabel)
+* Benchmark code: [here](https://github.com/khushi-411/numpy-benchmarks/blob/0.3/python/benchmark-2.py)
+* Graph: [here](https://github.com/khushi-411/numpy-benchmarks/blob/0.3/python/plot-modified-1.py)
+
+
+
+
+
+
+## Conclusion
+
+* These benchmarks are run with an Intel Core i7 processor.
+* We found that codes that use Numba and Pythran Naive as accelerators give the best results among all.
+
+## Acknowledgement
+
+I would like to thank [Matti Picus](https://github.com/mattip) for helping me and guiding me throughout these days. Thank you so much!
+
From d23fd31e24bc581dbf25e643d423da9c0f164306 Mon Sep 17 00:00:00 2001
From: Khushi Agrawal <62256509+khushi-411@users.noreply.github.com>
Date: Wed, 4 Aug 2021 08:28:25 +0530
Subject: [PATCH 2/2] Add files via upload
---
.../content_images/output-modify-2b-new.jpg | Bin 0 -> 103997 bytes
1 file changed, 0 insertions(+), 0 deletions(-)
create mode 100644 static/images/content_images/output-modify-2b-new.jpg
diff --git a/static/images/content_images/output-modify-2b-new.jpg b/static/images/content_images/output-modify-2b-new.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6def45564a349261ceb8d026c2d318654b826a87
GIT binary patch
literal 103997
zcmeFa3p|ux+b=#s&P~W6r}>4Xkd#9qlO##<(@7CiNk~j5jEuR9oKHz8m8m4;Fywri
z$vFu*WE{$v5jmR?<7Q^=*>~@0KkxHA``!D$KmYgL`?H^>&l=6RXU)CVy4JeB*Z2Ca
zg+IU_MQl8J*!D0&KtKR-8UBah4)@9H0>7Tu{dx!q{(2S`5)u?zFT8&JKNS%%
z(e)x?BJ0}Z
zjf_q9?lZMIWPRA?i0#pnr%s=7I(yF9{j$duPcQGQw{H6f1mc43gxwF1h>VJkd6@ht
zB{l8wlk``aue07{=j6V9S5jJ5UQt<9-O$+7+|v4??PE`G-YCF
zG;8ta(lUDmTwVLsE&+t#KQ{}0{^y4MRlB6&cCGt01|q-OC9p0KE`riR!dnd1%UC*!
zT)ZKxzWbi&rh`c@i|fTS_MBkKUAoyVF0W}w-^%*cw0~;Z|60RB|F>H9Zw>qJ?HWQz
z3JSo3Cn$|TBY50bG1`dV<#!+awt?R^@Y@D{+rV!d_-zBfZQ!>J{I-GLHt>Jg1_VVI
z#26!_AlHC}iogB%;=>u6&scrm%*qq)-s<ECAvJ+ewnUNO|FSpYWlg|tGwmB
zV1!E2ngr({AJHbj>f%MO5ut}|7!f|AUJX5(MtO&gLtg|2)7X!|r|x48n|;=t?%qa9
z;{bbBTGMmSlij8E4zoAjogbXK_08yc&Ed1F7cVuPzb1a*55XyH42^jP3vMIUqhg&X
zLXZ~JlTLVE=xusmUTHQrllIlS+Nf_BU#Y*W=sVKcU{z;f7oDkb{ln%0;*bs`Zo`o$
zd_>9Uk&)aWu&3H22Fu-BJ^$o|3kWz;s{3@)=>?50Hs09nRmq>6cug*E1`@S8Vmi?~
zEL5g4)`2!mfI*ox;1GcNGZtI%oBRC}Rd6l(@^}MmM73U@nr_h-f1Ro{$KFD%?!ukR
znlR#jRLFDKs=Q2Wpq63MioCx&si@)5%Mpa-2JkvDf0Ek>x9XPc^(FeH2{I%7%0
zmh9-$DaUTr`uya+wG2EjnRGyrh~y(ia}@Z9vR1BKniKDtg(B2PFk+(b)k-NuCLd$=
zKWFY_V?lfDywog}b=8Er=Kg%g7x(fQ?blM*w0^2Gp0Fp#kC-N0xe`chkhN{hmo&RF
zN*co2ky%cJ^bbvef6(14m;S9bsNBMJ33|a^A5n_i%RBIk$He8MM&AxiWt?klhx35nz
zTCM&~$D>w|N_O!dKD{Vdpww-K-tn^5AaU0LvhoHEslJ^P
znhD<}m*f^bTEp=s3S8w}&Xun=uUtg>2%6jzWbzHsPb&tv2)af}o$DFV1KS>GU@Q-y
zGSMQy=xaIiEos3*N^$awqCZkw=Dkh~|9Rx=-40*P
zmv^2a>@VRWA@MdoLWsvqYY6~F7>PpyxA};T+oByJv(kSyD!smQ{!Y%LhHJ!AK8}}?
zgI=^2b#7o)kmSaI($26~pbfhp?u$V0kyGesnoEx~jM)=EacX+z>X7W<-I?Q*C?Y&FwdiLR2
z*h4xcxM6rb^CN-z|fY8(Wn-L^2D8XUkKYA?r7
zQ5kC8hOKoewfnKAWqs}5idQPn?(}zHYb
zzIgA^IU^%|nJxxK>Z-G7QL%qY>Kvs^Z?3IEM>4zf{F{x>zoc=@;hEqF8y9jYn{gf`
z0*T;*BTuoUmhV%CjN(@!msO4YpL!Kte(I3Q9#LEt?c3N~kp8E_MCXXl4?Y6aM$Ms^
z$&h#fYz7o?g&7QqQCO}P>R`rjgK_fLLD21EfcHy|vx8oYd9mpC%Jh+;3H_3B;?B2|
zf_L%R?At8;*(V%ls245d`~#AZW!W%*SaT$UGDj1~@9raP_Ez%fPsXK(G@Z1}kwRNn
zq&FB~HCacJZB?!XkUovLB0~5Gjvt|aM35JO_MpiV`Y_VB^S&KzZ8W|S^7L@;Cgp+?
z?4Zo@(s%b!tKLRU-G`A|0_V*I-7H4|S)kre6KV!yS%UPg*&nyp
z=a6AW@+_m2?}a)2E5>SvIk#jDWbCvCPHC7tc9J|`%0~=|K;k8E7el;MX!|$30yxgG
z9`u6Ldwu7!sd|5O`%6rg9w{{VZkzMf*`@N$0h94r6aJKONa?vZ!*gN^Um
zE8D&mZR480;V>?JrmwcNl@KJBQiJfJX`8+pL
z5BPJzU*%{`goDut^cl@`L=LpFT_WqLXjKcdsUcnT#!^lVP3UW@hkuZKiB#?NBaqcl
zvwF?$Z!W7he&FYJ=i6zhIJINmRovsEP|dJOZ-oicUQ&vukb1(8vgnz
zD)C9+*Uo|cJ^yj_?ug*<20N
z)3t#;HZmnqFL#E2M?@v>ekR(6K;@vtV7K{#R!nVKxaX$DdkrabvF~b_Kxq1u`NbSJ
z@0Ea)lUOY3iD6(snt{zNzv=tNZR%(K2o(@IjTy{?#LYNL1ggdUJ_|XnI9RuJC3>l2
z*HtGA)qd`t+{ucrOXqFal^6O7UIa%8zROMhV^Ts}*F=)5iN5L(m1d#AtD=nNV3-bQ
zFo{HZLPXlQdc22<^?jJrP!FL%YI|7Q>b(e-1JN2kP8gy=Vzj*CRO5AqM
zBJ*TLq3iNPJsx*07MT>ToE3XBSU;9Wxd(rg;%uPZv`^n}R$rafFr|=wy~c%D
zR#moGP;T_R-qP#^v0csaf$97QCYrkm!*&NHII3I~@CnBn8lW+sedSs*n`_CctOz1=
zaZSpqWxjk$msK4X;hxnCo;-%_#Po#ifYhB%(g-Z_qfvx|?!=7(bMe_Qp!MrGQ0c
z#P??z-ndJZ-B}Wh2-H}RRxx3-N^AgI)n8_DuG~yn}qD-Q+m)XY(!bj;z{;E>$MSqb?bT-!$*^#l!d@
zlmygU09P=v3Pd5YF`-9Z2_02hS{`y|L{AA?q*=MdDQ?L0_r-1{KU3NG(eHBXj(YOc
zda@~%;*ClG%A97YoGo}KkoVdd@a7{LZ+Q;|Br*1*4^;K|a-CieH5W8`6g0cv?$CSX
zdN5BrK6<9=dj5+mU?BSq?-}JH5eW_Q5$~vTPqQ$VEJ21zbC)76tRX`#tUIp8ib#{88X!
z+~S^AA%edV-i&F(R^Y`@yop0A>>^g{oH9oPZ^)W2^JKN!7ngpi^%xD7IzFN7IEs-t
z`iHHbdcfJHhac$zEmMkPx?X~Fl)3#TQ0OjzHqJ*Vp-Y!&Yohgh1dzt{nc&$$V*c<5
zhjz~sTHnHUW`Xw13%c7DgAK3VQG~L>p5`Oyu;DUokZZdzgTs7;6d{(6_^>3f)XL6y
z%12l#q8AqVhCuW&xes5E@jN--_?ol;v+V|C3G*)9SU{QK%XTHWRnT065%_(
z&PQYl^PW?f)JY0A@c`-=;5|iIk`9CT2z{{oFDu3DfxixR`=be{r3;jj3P_0u$685~
zaP;d5w^#)|Sr2$(xkhX7x~B12r1vkIV)&P}Qa`~RF$?=PjYyuN{_Gqd5kax$Bfj53
z|L&rH>G=O&yC^jU9_M%P_#c`n?DnED9rOnmr#^f1Aj9wIY}|iDp0{I#Yia_C!8Uq?
z3QEDlk!6y{OV+F{CjEY~m{4G(%ZY-jQC_nZcLj37aP{u+K`
zRqgJ67!y0#^ARuNP%EoIOX6SF$wY#;v0RxvD2c>WhG&IV;;&f&G-d*$DVU{r;4TgH
zHUuD>7f1l=?FA+^M0gN}mHC(T)e1tY@JEHm#qrY_=vxlxL$uzCkX)?@?qGJcTlF3_y_?Cv&V~%;3nGq?i<$czWHr8zvtAy
ztY5#^o8N2kZ$I@HQ24hG|BY|{k+C0(6i0hE@|1Op-3aP%&hilr-C+)VL^#@;fkPLe
zOZqW$z+9|d@U>OwCXd**XyV?UOyJ@lx5510Z^ZfE!|2~={CA}CJBs@q;r@>Pe-Vto
zQPpo$^^c6I{vE;on{E8f#QtVtVdne)920x;*uOFOSutm`qdh~dZ~IFo#6Nhy^v4S6
zxe*G~1h_KAhO6JuqfgNSjiP5mEo3HFMMR+I(^yc`c?VFx1GrKY1Jmr`NV>*dv*+r4
z>4-J8|H||w`6e%l@_iieN#yL6GUFru)E9H=F8i4_3#Xs9>2S^igYUg*Yxi(R@9w`c
z+%zH$0?e5vjBKs%&D3hY2WuHw1y`l~dP>jq&uO%6Idvv*SP7M4xlIv~q0@|}Gcini
z?Al&!IJp)71x|cysKE@mK*!w26nIf1I($TrPc;PiEPy8AH=!*J{khSPlJ7q}U!XS@
z;`d~gs(d5BqY+naSoAsUWGwcH$=j6D5}SD}*FpjkE8rt+gi(-mHHDAZ0_Rkap>UGL
z2k5Sc(=_+}NN~o)AM~&eN#j}_i-icMIAicTL|HyU+78V}5Kob(fJM)xFy<{rYXc3=
zuShK|#1ci9bC$8lt0RGI!b`T;g`fD`jLqo4-5Q0O@zj*fEr%^(flT&Tq7+^obZ4Mr
z)iisxh{u^NVL^GAMt5<;MN40aPcw=Er+1zfMZ62W@z9hS2Gpxi##K-ofO&mBB0F|y
z88a+l)nDtt(Zru%(ju0E3#=UbEL3Jv`{m`0=X6*0v|Ze->G*10=WLVqpJJMKg$etf
z&~ryib`0Q*$HYGF;0zk4bPey$KYc8~$x7C7>-L7-0Yh_IbKh~41`4Qyp5-tWWN{je
zfU?C#-0!Lzi%7xAHC24)F9SYUmau4x5D#hnGw7?utPnVeMNqc^9ac!&PS<
zkHqTU)a$F>N%UWzsh1Zj>$?!;(YH>GH8k`+zV`a_AN@mca!L-(wvBA2NL*%`G@~M+
zElgCC3ANV=O!OGz2)@C2FV$I?Q4<)j{v%EO)ZsJfd(_6a1sotZf_`V;iA``RSrCqZC
zYnwgq8UC92zR`HAW`OyiaV#;sI^&_C%kt-oN491tbG+DLdwe7CiX*3Zy(Qb!TyhB?
zAVbzxb|P~D!+U0wM-+!yl6u?uT89luCif?d4ZLg)*F3vwaW3&fvCov)&*JY-G&KTT
zHVLd4zvNtp8rJO7BK=ie*ksVb2RkN;Ul4P+HOAX**gy7DNsoQ4SKuc3lIfNGjW?6}
zq+KX-u+n5OcJxpOmemNij;pLbMZ;cZVPdY8GW5*HBj<$9A0bx%bk(4(1XdT`JV1(s
zliJy-=u#k-ybFI2-2Mh9$k-YgT86&A(HSSBAC4AW>XO!vTNX=r$*way*+z_9og?!Ru?DOf)VEJBe#0QXsG~U!?tr+WhX-5rjUodPzapj
zAq(4D|Bv3j1!=*1nOXXg3woo69?{yQlQymUvwq8tki!Si;kV@?8C|OzaKTUmyj;Cr
z>>o#Lae`;t#$bP`n!2*bPuzcg7eCrsSLxa+xb5Dv^wmc89eB*{
zf?+L6=++P`c0Qq4^^42(L7YgX9#t}uL3|hpVBEDx
zdqsBUC89@Ptu4%*%=dAwgHzqK$RUOBrFem5mI796OyBUFzRZdwqIne?j3l(=%~Z
zmlaNKx~v^EmCUq(#Dm5XQ6pRwtD>1W7=RYW8}VNFWtM?~u>4J~1Ah^$8b#fuNg7e&(3_0vv%M@(MZtB4f3$m}
zyy)%;M#5Ps1Nq)c>lV%4YU{p78Sw5>t|8?JLnv{)^%zZ=D_IHp=Yc-0YZc+kNJ-b3
zwww;h^5Zeiwi+>p=QeN+ed-(^-O~({Jg~p>KM@y*8ab@4{|Zn=V8M(%PJ}CC0y&=M
z7{OBN_3+aEWX^}S{2yQ7B{+Fi`_*0X|EjXu&Q|9ml2dqv=-E-j1>S+$t(e2qPE4@^
z_ZeyK1|Q)mkPS==({~_NP?3~HK_b*pL0tQDx$3-pF{94rJs?V%dFIbjxn8SEQ9*^&lTb$1d4~V>Saj`|LUCnl?=QS^v>&d`GqDmB+
zfGC1wAGtZ-%R;cQ9%!V;%>S>#yEyK;M
zH;rTHhB|cf+E*pjXE(s?1`F+eU3>CNIZDd-!EGfO6CbT)a$_bs$1Wb+nD`pM50=9k
zz~C^9eHwJ<*aHoZ76H0D-m8=;!rsQ!d`c{B`qJ%BHe{epqthI!
z%KKi1PU}=&C=au=AR$>!w|Y4N7kv*)S@wQYN>!FgwM$iNDYf>4CDN4s+W$26m$+
zVB+Z0=RWk7a&vFBf}PoH?YWGJF2``+F^(`ZVq#xy*~1Af32j;VV`{g4>El96ykI=w
z18UVay9ky*RvBu1L{T0vWnNZwmY~Z=JophwncYEKbI|kqQ^0!DKTrv(n6u_M
z;sn`8nZiVPx~*9h2fGL7+q`L(kH&6#811&*L-NqO7UQ|_h?~ccjOD5!;lQPcmqM95
z0EWQ>lZS$ik?bUrCms)3^oMUgYUb+lhUeIACl+0>!OOCY7esV(>oO{PMm6ro-qO6W
z#|A5_?R{1uPpTV3Y>r>6o
z(PJlX?=n~Qcy(z))$DZT^XG+nu6;Jjg)Oe1s{Xh`b>WI^Co~TnI$N{Bo&JL>
zdu5>&U508132X$4MPkSjIDPuI1P|7!cVNXBianQXr=nm`{{{>`8g`<#yjL%)veGX4
zwe-0MsqHdNRu9Oq{PeH8G!sHys|Cb27{-w~72~3j!!A
zu-nj&!Bm(;l(u6~xJ0-SLL^9y>s0l{Tn8PoP-=hK=fU8UOTEk6U)GgYSBNq!{Z(s=
zpZxJe{pO*hybV}L>>Njn&<)G6%OYEjP`t3Q85%4NT*;VmMLzD%{yVfoj(V>vHnhJL
z%o=VkcX|J@$7+kj=6gcd>(iv3|L@;&J#yKePQTQfhedDndztH0lv+7aG>I|i0|6g>77Zd
z&S@BvCH3vRxXnYtBEHYx!z5+dWW-g3n?XWLyyvQw+5snue@3duz-DDq&4sb
zo)_cUe8jigK;tXQ^e8-yd-;g@YL02lDh&)Hr~sc8pi_D9bRb&7ZZNP(e@%*y_;{PL
zDj3JhfTV$jNYL^%emm?yBRNhSojKGLA8~onoMz0hB~PpjC+@+H>}$bw?x3~69)-rN
zB1qsUbP+a{jpc47DD)WubEuLang{1}>4PA$+c>R)Fjtedx8?9HSL;jMLtqkffsPC<
zLq?86ZiPQ-EqZ&nj4nav?N3#+KWyxALAB#
zv*i@?D!iJ{>C{wQuAU|U@hzA3NO~MQqkjI&4%?3o)+ta;&|uo@vz-YdKd
zFqrA~88SPM3&ik<^IX04C2w7Dx9#A~%^^yQ4Xd}O7@UJVqW{Qq$!rRBkbXd+E=3AIucDzzym~lbi{ma1=x`S|HWYW{|B%>-LZ^QNin>pf?JmcJtvrjHW
zkA3p^#MqTRjSVH1X3zfM9Q8JVgPqwQEKa=}x~M4S61k4)6qCPv*7w`J9S`^CC*(A(
zJD@2W=8B5Ld(e@Q1lhjYV3uIBvtRg2um0U5GfMr%A*uyg@uf%IY$wtW=5F$OQDV07
zt$^lToty~^Z&n&t)(n!N4YrQy&+_;P2@y1QP$}%B
zAACe>M3)I3n7LIl-gur@fF6BDVfGPpK?)-gJP!8kuTqQ^hPigEUb@453w4|c{V;{m7wZPz)la;yn^~5Ay3hJ~Wo4!M
z+3w6Z-9yHgJ-$8LIo9l7DzF$C3XDGGBV_zBs#9v)csXbv9}4O$xQ9NU2e-Vu8gt*h
zd*|&*f5k23)qU8VG7N0_^!gE@Xpch`(Sk=BRJ)Sep-vRjwkw(@3~lF%!J-q&Ri1)#
zH`>QF{}oNj;c5#}c9*Oz3m$dMw6dXRFh5|N$K
znPi-`DevXCvd5v@FGYvBiIP7(oKG=+-y`N~Rh_Bp_fdcZgQoSUSoHUO^aYN11(e+G
zlJXDDB>eJi!bNbjcjhyC_Qen|CACa&bDBnR!UI3%1#Kn*iVLqag
z2&K=@batY@pNxXtKV>QP7QD6l+toYh54^BfF*-~udc%K0ApZYw06q>nJN$GSMFPt~=5*y+kw60yMN#8Jr^&w8YdiO)|2bMx%
z=NGsJU9<3D9VRj1I9W6p3GKn4n!fJASdflqnZ}ss7Mu*OS+Wp`!V&ELNDYd6ovpUUvgBWXV3{bfABJs8&tg}&q??sjpzOkjY1
z1o*fgLh%t_UHFLO)RcR$S=I-CfT_|{Kpu6xEGGD#`y0hS(oZTKfp-L#2cLed<0~{O
zTRK*VJi2zP!9t1|*$AUF7trQCL9X|apKXsOB*Q=d1
zm)ao{cs(YbGkBI4rrTgAklNj7`>jDbzP~GFYluU5Z3st<@Rg5HAZ+2f@Cx4mB6w9W
z>@8QJ91ajVBopw7OK{gogd5fCvHE?d2JC)xpc#-L`X%5I#G@
z`$M;}k-U81Dnh2I
zxA$GR)~cIB%Z1@ZDJ{yBa&LM69=b#9?E;aelP+>SM)BB#$tO!o(=?EJ`GN8srekRB
zbPJk^qPfCsGDizEW1r?d%}0CYEX%R}2-07`JLO+By?x_3aH4PLmFm8oS>ZQhv@(K@
z#Og|mw?5qDbnYwu77Jiwm@wKc-8SpaOr)>C*d$uo%lQ-8fI^`RPUva
z&`#G@rBC;48w%TaG<*{!)qSUP<(y{=s&qpIlhc4MIs6pf>v*IWW-37Kt<=UcmIo!~
zhw1o_2!$h*I*xG1jO^ALwhvPzT)~=B
zL+++F5;hbU%PTlJ>N=fl{CQN-SXbsW>QpaRZ)D4t;
z%Wk3!Nia|mOZv)$rhf81mRmS;r6nzW)18Fk8-cHr3?6nKdMFbyaZpLi<_{rVcYS4E
zI}62j=RLJB02_~j;jBP*FcTe9#uL|2i!Q_^Hv|My)9=XGp4Cb>#@*9=wp~zjtv@@$
zLW;YEdHm(;=@CirG`&uJ#*#UN3%082H8cwjGMrPDyq11jN=Z=a?c-PKLQNN19%CL|
z5Ntt@CevieTe#$GB$Cb3lgKTsO-4X5h9XoF^s>;bZWZ2*UzJmJi$)cbyeUhueT&N#9bMJMd`A@5?$?Dr@;O)!3=0Eo)Y&|Wd`Oa43
z!R{^%gSJb@wemRTTm+S@a1|}M+;xwPtYe-b-MVoj4`;E^X#CDQu*Bgu^;Vlv=HW|8
zud4!{4?apwiG5bAbr)@pzJ`uh8mW5I%xtH-Ih{6?^hHOwAjCDx;)z~r&OXzo6A3kux!
zCaZA9NlmeTURS0UQ(MWLmU0#yy?wUurBBtT6NPHKX5SvTgd8TA@KVuN;4=^A!x+S9
zR7u)hu4OKGMlP~pEun%gp;NVlqrP%((>>Ndy=#}o4q+dh(`ZF~*SZm}>cmijEY8!W
zlKCS72AFEhrL{9*Sid#5q-rgwv)t>mqF$h-z@n`5gkmQx>AC+-bMvK-Z$Hg(_xRbf-7x;l=)w16bE!8aRpZZ6
znDzyB>`@jU5kn9nbeC|iea7C_R~gvf)wFM!I26N2G-WpzcV*e{Y4xD5mc|CVYRyYz
zC7hIdmK5b4%GfM#nTqMA3BwfRX(sgywQM00Em^z&1qPRW%GaT3rCKXiIKR4X>d!aR
zQw(bp*^P+ZN6r-?I&O`~@gAZ*(ChFgtHG(!#KC0xeEgWt)Yf2{;*^_2am5!ur2~iJ
zR&F$D-K>9XpnFrS^VR`Xlix7z-x6N`_rN&PBlKuFfPj!(AK0s3#$)@T9iU9t`6{Mo
z{erv?VY5&F&2ptUXT4tQn>mU)N8;XoJgb^7plDA0vOGa4)1QrJ?qPR=*J+}BgqN$b
zYhSI|_D8N$>H6_yzS3BYhYAr#{FIMXSNKG^?NfE$YHT@Zp5BJYoR(Ps>oZq+ZIs)_
zKYowJt1YmDz>7=;Hp~}=5D;&Yk$AU-cz--
zBCyBKM-uBRu<_uOv{>l*I8nvU-Zgd(v^xe-ya^K1#_rjXBex
zmuvha^ITRzQom76-O%^9r}Zi~7LN37PP-+Lin8GzU~Qn#^@XmI
zw=qd~%aEI<&&cm~aHn@@P4`PYKYIGa8PV4@soK&5Ov!iZ>w+%qBXzi72fEl~9*i7E
zi6}VR;Es+3iUUeU^&FaM3PuZ2(55ODG4{4Z-5w_swOtUctVhe#mG`x%Hfcw_PAS0|
zdov&0j99xx7vXM7*9&Ch!KWNYuJ31p(iB+|^m%dq>QMMfLswisv?uAz$mT1RWtAJ9
zU9#$i@~;XVUCb+ejBGhhoaJ$D;4iU&Rx}bX@atYY(BSFnt_1GpKn50JR1xpqpGm1G
z4fd#gSEJ)AGO$2*Y4`MU>WoeyUi;*(UMtZG6qPbok1`SVBbsp;Mk#GXH!G&al>#
zmA##X=Sgo|yK=9R@jvTxz7{6we%31}9FNegdh#%6F$wWD#DR_uLtjG;xv)Qgo*ZjJ
z53R%!Je`eKXKGbl?x(ux^e)?)Tam8PF290@Su2g9M66j5CmmJ4dwu{y)l!Q+dI
z4PKAFj(l@-vAiW?wj;G-w?XH@OEqCEm$6T@5=ywa9Rmq!RmA!~_v<=o=duvFLe^%M
zOgrDS_M5DZJ7Mwq+GRBr8P02qFGEUOCdhCl@yOE$|C%{m3WAh4r}#@B@4~yFk={wz``DS#8c)XGMbOr
zG{HI?#%w>@ccD75F`)H$amhv9)YZG^zjk=*eQgsoKe{5a;d?PDYx1wpabG8O60)p7
zEyEn_lB}Bm%qqa0^5`_717KU$ZsjB11Us+r{->89)|CDec!$3}D@A;boZ%m$HFH#9
zMgGn7HwNeQv!_~-HR{4X7YZz4zXvHSH7euLF^Y7p-q;W3Y`SNZZLfOI
zmux##wV~5G-a?MT35QOW=;qsg5V=ceLT`q2@bav{P`nf81ZczP1rr%v4Ra3XnS~V$
zbb^!VTttn(kH?108^WCtxvB}_w?EIPD$e#CNi|B{vy&c?%dxS4;H%&Q@o81yU|nDLHNzk7>(j4!#t3XKKih7t61)9DvC;Cj
zS@@U;p<&R4Dbh+-Va-un&{2>Xunr`QS%Ej+z{e4~Rn(R-Gl-_mD#gyCzAuAZUqxu+
zIoXxZ4rdA7-827^2_K%~&D=AJZ99rgEHe*Z=vIS%BI9OK?!@%W#OI$f2($Zic!0os?16!z*Jv;t*bk5gRLp
zoecn$8*<1#Q!6IMt#@*g@Kwa|Br9LvkCd~2FC~Il);r1A8O;nEO^bo_aH;*%Atnv%
z>K0Ot<)xV3HsRuQZ+STQIRAE|fQQhS<_4ed4q#LodpjTT3d4f+4npZzK0;S#sw>_?
zoMqBP9F$-HjU-`jqHn)H%xmM4?R&0qzbAH8Whg&>m57hasd@g$@6sku&3hdLV^{{1
z3VVwzc*6MttGG!T_X)-*W9(L(o|o>XeaXk61>*{?A=;0b8O}B7TAV$7T&wBr=`DM6
zwz)dio>%tkVyu)>>=WxK40X&vHWUps>vLtiDcqt=NPR0W2AE9ao`Abd3#PBz#ldZm
zN(D>>!4l6*7*Dph9)_hGAJO!7;MX~*YsM6A?QJZa*+p{P;o#&4oOh|e#&dzTbaiu}
zFxUZvC&34Wuqo_|aB4!9a~3c48A5YSdzM}FlrbEKfw{6Ajf8RY*eAZkJI$I=yP3s`
zw-%G0socwBQ5X)~?WE8VeUQS7<-x5L%?@9da_5-MSvU-l+kG`5rzd6QeuEVO{Vlh`
z;+#@}dIJjy{4rhz`eK(5UJY!dlV$e0we>*-68)%SVt?%RShgZ*z
z1#A%gBM`xY86{OG;BS-X@!V6LNh>a%IExDdv$wu!hnmW4)OW<3*viTRjgs)ySO+T$B3pY1hE{5f?d*|69u7ymfx8
z>en0Xvc8wX*-374EIYO|?`5qMM~2XcT0cwPSnprRJ;r-|ndKC*RPjakz?a*ZZzp>t
zQUe|zCRUX^o=r(Tc4+Q9O@CiAJqCo@fzaV6qV<}H
zPOa6*81v0zW+eGR+c#5}zATH*YuNAXncn;|Vo~gR(b2f4%+-U)p7iY2uKUjDCXy(3
zOAYIh0|TWBH#RL?S5NQFGt9Zc*T`EpCJx1`IQ~&pq5R$BjCazhl3jA&i6wzt*aE3hOTd^a7+~4ID}@)d+WN@YV2Xinqf1ekiSzlQ$)r4-50HYToFg<#TB
zI3mKphZr=2IFXp&22=5Ac{~`ykn;B*c=a!TLFcX7R#sO$S=lQYq|&KzMy`VA-VL+&
zyIA*WmQ{rXi_$I^@2;Ld?6Fs4N0XXZ-f}12nU8oFk^>Cu^ORCXZ@Ao`<8L`&+)u)X
zKY4y;rkMKU@&v?QGiFZM8>V}AxEl7_TXYzGzYH|qBn;7(aOh1G=IB)n_f8_{=P>L7
zC5kZ8AQdUthb20tc4L|-&doqq8!!qxgYSv+m|4k4=q|kEj=sfkbC&i0<};4)c7!$#
zyq970myc<@mkY3_7l*Xh`gI@zT<5wpK0*^Uuo=k{fH}1KQane`y-79s`Vn#R72mpU%zJ8`*bkgz^<1YNWnwI&EBWI}U+#mqhm
zy$bD%T{B0;V8H7}`p|wGuF1AJSomWT_RAe_SP$3Jn%C}?Idhh@x~k6=$8aA27cQfh
zL~P(y8?JxcrWaG(I+w_C!)3B-K_@y%2Ks`QF;X>g1e0D4UsVcONiY(7Q59-`Q0U=y
zji4Afy_0q1k5EfRBhDPA6FF-FXXOf*0Q4~}6878USWNeF$bv{;u9MWcPJ2#!0B!K+
zHR#CNkqbpC2+lBG1-@L(Vy(|CpIm2e2tTH5+i7psY-g>!
z?323&BN=HysD-$64B7_gypO|%u!d&*0Sxp)(Zr?&uBWyLkr)>#ng43VH**sZvG!4}1rL0;|
z)Fv~bEi_3OJi(-k31kU>w@wU@jso?7MVr}e+(Sr?641Q|{KX&nn!#CB*cPMi!BMrt
znie1nv#Z&_VhCY>w++{dycs$N8!DC?2B|x3;v)>vOn9n%PaJ@u8j5WQLp4tpT!YY1
zAUt%iHU3Q_xxudz!ASfbZV8-GqpgZ?4;8|hSzr{FBDA5p)8PFkmbg9aH{kYHTpSqk
z=4!y5!!>N;I~Si_t*Re`6m}1jmlJF^dC)KIY7N~J_Q34zYBD4`&PQmEg17jH8vxJT
zjoRxEX81&Ag>~qB&So~;j3HNR_4M(EwVS@QjPJ!;V`8qyJuh{FLCCL6@XxM8@H669
z2|ERA6@6QI*8!do^)7toI4~}UDZ%g_V8wu`jD9%a{f{rWYZ39UE6#t#Ptr5WCH>WX
zn4vMKQxG@rVPJ6TRQKpQ
z+r%_$-{(gsVr{>X-|}S5iXMv(e5kT4Fe4V-b{hM^-LKD{hYezik4SBSSD+7lKw}Rd
z;kU51lel`#8{o#fQPyIg0_GO0z~VM1wwBIn+8AUrt134}D?&G;)$mt&$>!Twdl*-0
zc-e(l0W8ONVenGqr^SVNb%%#rPbnVxd_8k-Tbm|T7+!B4vuH8UW_TLxA@9JA)ms=+
zYt3@cdY5addN!=Zcf5IdtsvL=b%dDjIZqpd64Lw!_sVt%c}#-
z-#)ngcJKb);-zJ|RUh=65v!MdiVE$(-{vI^kEzu#PabA&i(r(aOP`aX$K$}a3r(r)
z6Y=I?^s6tL_q|tS3?BnquAIG*T;SjED;hf}>Pkvo0OB{=
zQk;e9(DRdxML177HkxaVrAwI(J0wgmxjIiJ+Xv-4Oq?G&6tVSPG`?*!P1L;WC3+N|
z(q%Ty`a{`tY}9gM9BKpB&>qtO8B}(we<9YJc10GL+g>eauWXzSNHzUr8;F&a2$Qhc
z67p{NsJxA9{(=3iO^_m!8eeOa1MX=ds1<)%3UO=k(Q~owo0DM-v4>6>vyOyoU+JZR+r1~c31ogE?#rL?|UW_jI_e=7I<`LhELHDVM~P8hYJ
zcii1a>ZA;=uv5TQrY9u6hn3lkl85whk*=WC7%4FjBUxI9KKCUngIcdNt0bQSyncE*
zKz(S0N7DCo{c{H|>srkRpK^HFIt$ZDN?gn+FlaK0O*DGRP^=B+Xng~zO=NBAyr19l
z)4CHMe;h17?DIrR-P*q|+gl>f%(TTSM^aI6;i%4N{2oYrKj$*uwwJsC45Xv)L(0tz
z{TP%Qq=A#4o;lx38frh@TZ=ZXET_gKeG_?jQ9e!f!_&}D&D~O!*I8poGFEr883Ye&**;!`D(>c>4a`uG(AQy!2yih6XODY_;#s
zvAKZ!yr#1l%kBW<8TKyhDqcPwMJGkm%7kDwRIOPi4u=d5gr3a&oQf_(kdWLtp-nAHdRSc;C4Y0sabUo~HB~IAuaUFPx
zzVKf>P@cSQE0>H}wPT0*Jv6JfnphafpRd0zVbEr_N#L)=NPjH@KOnrx@gJt3P{7|{
z)HS#_|5mUxt0KoosB6P{OCa5%WE&rG(~Y$B3$zq1!wB}DPwcJgip4BClp#4DFm^jp
zZTiDP4`{RKL(io_@kdu7*rh*oQHA-VtH6}x+VKtW%NjUnCM{8xDl_z~H#sp^dCb35
z=-x^Dd$0=Fi!P#ZGb-v~t?3RoSkTg&QU}<4SwpS|s$tM51Mkdr7^A$VaueUt)_%e`
z`1lK0`83-#as5B?bfh0)Y$}W=+QAB#dNqS(yS;JCJS6pJJqM;m+Qzvquu|(e37BfR
z!$UW~+kq7?0re=JE;qXwSXH2}Dmp7{fUvnOk~
zI?|h&2?tOkjhh)p@8UJXXpt3+v8Vo&2ViIQ)rp5ELXWzp$#6#{t(S%BtYFcRC0y@=
z;D4=FNGY2e=7*jM<0B@u;L{7mlwnNqmItSjX2WnW+C9cDTUh&_T~aErWb|KY=zr_$
zNtr%B^ao<0<4){KKBDAqFJ*ZhGX-&{5x4Cqn8r+Q0yY>8$42GjE!7I%jM#Zizk7YM
zw%crr#|1^5hhjpWn?k7s}S}i+V2~p4%D{wfX5)9TjcOF@$V0j>NUlhs5Avuu*`$e?l?r{Zpusoy9@t
z&udd}_my3p!epQ7<}u0B#H)|kP4kp
zS_nxpathHnrIL(9rKVXF9VAf{MS~=yMrU*womDbAt7w{;=v*@$rZuP4cW3YRXVddM
z@AK_vKkxItU%%hpzqMu>_pG(%zOVa#{jdLZUFv8FqaP9hgqjl{{A(WfkC&1_L2+Qv
z@!)rl4g}nq>0W?8w?IrT%-N**-)9G;4Sr8=@9F(I$hR%(Epvn$MZX|!!X2b(pc#jl
zd!(YBfJI_091Z&pyM8!e^7d@R9IM-3u5C1%{wnX`-ML3HS68Bw*Kv}BRsil@K~>Rm
z%B)Nx3y7;Fsm2OOV7}6lTHThH7PFX-R;8PJPP*@HFRHCCRm$C)5}=&Cye(4(n6FJ@
zUsM&z&dW8PfE2ksRf~@=if%=f(>ce%?>h;70IM`^b*&K;rzo85HF_B|-c2U!?e60F
zyP#iaP0!#LwO#XAbQwgO2^So+>x$CZ7wn_TRnIH)G)d)74p1T8_{G+1xt5O6iE(jVQJRJ9xbDF?2LweM5z^k#^S{$>b`%a(RfH5E78{R0oCQ
z$xq(&7HP&rJ%DXxVm{?G-C4g;BYF16MJuTfo=D_mT7t>hj!3ehOEd+tG!h2XCkCsn
zinQhFEaHs!M3(tI?VX;6QueWx&6`cHf6$L~be39qBjng8bLmB2J3&cj#w3y^r?jc%
z0(q8*h=ezN#y7#29&>1yjGUNd`*Y4Y-dpJ2Rl$1SM^6f?KYO#@dey=S$J}>EFOLwo
zUcvB-n*2nvl1-9t6tS20+j(bNvkm>p)7;tl=wePzjo$5qN3Sw!cUqdi>~6LH
zO8;`NRBeZjO33vu{YJpM8~+tiW^4NZAU3g`yqLSo17Ao~f&xjF&JzY+yh_b-IkMID
zxl_p_sCAksX=zX&R94b8*uF^O0^%%O<*v+x3wyv1q?96KwL5YzLUD<~QyXmXvewpV
zlw)b91JCWPzOH*hs>iPMjQ%x^9QXuWr=HJ9rHf{oHiZXe;yK2H+komqF;GnIC~}MV
zeA_SIYDLWRFppicUc4WazCo~Vuz5SUd_$nxJ#5&4SBD46zGZrhVUX`J)))pE!6joD
zl;tW#T#p2i)x
zYg^`c{(wL_(g-b%S?Otf>Ub2d&N>;owUEFWAWWDS`;Nvj
z#q&+&^Qc0A3))z`j9_FD0ienNh9Z2Z=PE;zEVZqe#h5A5u02bgI{xm4W0_Hf_N=R`
zluNbV$&xpHuIsWX*yy?ILFdy=^FmCEj>LJ{$*xXI*E!Xg(DIg%=qH*9^QKjir;3&%
zAzCr)NQ~Hx_Nsr9W
z>CE)5AGbi+IkyRoEZ;vHcL&F@==sQIQ@hNBnj~Cx_F|D2ryw?$4*UznREmPV(p2Cl
zUWg6cpH-#XBio*2t@`z;{sWawaRkG_y`xr+2eTIouGbS
z0Zm(D0ES=_--qkgrGV$8*e=SXeq5=6ZUFoKOhAZw9mk{1S%g;Lb9o(Z|J^3L
zP-fAZDJO8eQjoL|bN1XHLkxW)uI#T9LL1!XY_uPQGnjqC
zrtg2Q0qu`O6mQ)$gc0A;#)1i7(nyPLM^D3tY5X-r0Ni=IG9gf6NW%jSj_X$f?C-gF
zR28f{N)c>E<>PE=17Bm&d&6E(9pxSKJMU`TkLLusWEU0ix#3(QTH=}o2A$I(z>R8H
z1@L8%NVp6{{=6Z0k3=9^09
zQGQ#=*^$(*z|lobUs45pNW7R*O#&qILTPoehaVc^4Thc18yWR~aoWtFHGsh$Jl;VQ
z+jleGH$2u4ugFz773seTLm{W)L>iy5D143}ntK4|o_n4u656NLs-5
zbXq9v+@DInL^5}LYHI6}0^QKDe#=^=pOjXZcgW|O<5OBnA}ukZXlL3LM~8>@-3#tX
zsQ9mwevX~6S!J4g0coBPaxdM1tm20AdNRbJQvuU)&`(Wu_+i?08N1
z#op$?;_z!L*?na0gtg;dm0`T%V?_Ir-3g>k)y7zRnye9Yp4BzAM5@d&x8`-#j1&94
zQW)*Wqv{Tn&LsMz)~!92UqkR7E~&;~;qxsVnb_koZ-fXlpK9ZD*HAD_Dx_jF*C(vDev>}`qMy!9NT
zaKIwg=JiM+l>8%K^#ZqW;lNY6=4zKH_sYt$f;xO9W)oC=yGwu73#LMW3PlC@`sf`9
zv#CrXuW@lGkPGq>f|>C2vbensH=2l3{6%rEx-?b7&mPft`e2%R=jN#?^DY>_7;)Fe
zj=wjzmtglGntq~)w2Oc|pI8aBC&akkUfOmLe^0~po~V};-&Dkl7i3dQOT<3jwC0UC
zF22vS<`}5rU|x-01i-FF>HbI!469XKN7Rh>UNj|R`5z8hR1L%A
zJEHgBM<{+gmlJWw^#Dhnhi3scKGu;Ta0c1Jf}aH#u?RrS%F-YX019MKZXy7)F6`7s
zz5vjx{0`iO_@?OhSpP7T7MBBH|z=UEHxBB^gCj!JX-JkT)6fL+_ne|){8whJmm2I|1)F+zZhnin+x}y
z)b5Ion#{KU>U&H&WWnquZ#e5D$1C(wE>T_>bZT%U3tx!Lkmbda;RGm%(#I9J#Xl5gMnXN!`02I|~VQ6RFrN
zDmT(}aD37pdE3zI@z+H)`+DCjZ!A)=i+8=beH>vGIiJvbhL&0+zB}>W5ax;erMTAm
zQEI@g#ceA8H`am~S#SU0$8p@j(P||;fq$0V<>U~07X~A-{OFDq@SrLXLjql$MhABL
z$b8qhivX>IiVzs4G=e}+BRau_RVxbZGC}L$)+#Cml)O|;WDI+o*XfU%diWZ^clHt=#gVA|Fcz_q~av~5M>m<;~3!%#;R)PEBUd0sMUWZ?g;C6UTgzEi-C-0c7F
z$A4*N>>nfptsOrs*A`H+&+Md|`216_PwKR-G(@*_(ok9jnA|M))R~rqyq3W?-!0-`2#v{l<`Gzaal7J6o
ziq~c_#5cP=1#HiU1Hje|_b2yKfUctXAfTe=()ur*zXfh0iQ<3x
zyU;xDHS{ybbO&m>M(DkU^@9dMgt@Yy%gcc94iIyqU}wTWFD%#zJwx2k4YTor0jyXR
zPt
zHwy004jM&NxNBU$(|3>VcS`gB^Y_L=Y!82v*N@5skI8)gWeerM9AfiQ9AU4GOmFB=AxJ;I9M+6a)BVjSv2YfdN~!gPqW#ailtmK)_n#xUvoDWMcI
zI-VUp?}6--L+MVX<?)?YVe!H0HZheq5vG%
zZL6jAv)8~T1EV?Ccn%HSG#f-<06d2la|!6ij|48bkIXNky9B^Ga2zVOgTb4X-u^cBxQPIa%x?%5fbf=J@^C*F
zZ;(P+vV?Y=CY;|m18mM~;yuxS{27dw%)ezNSXB==LF+0`rGDPuY~o;hs_*mGUH5K0
z3_Jd2{9O!wZtZmua9X^*$;Hq-R0-)|QSyjal~4;VV0S5NPogf~{T&s*VLcld6P4~1h%_*lyxEZB`K=R~q~JsxMAPLF@o
z^MTs+JoUkGq1LrXFQdthPyMaMc6F+ehrktEU_5QdjL!Ey=|6iuW^}G##*EHCJ8S-#
z&yTlCPm6H6TYv4rnd>=3Su>-Gv{|~AA^A}kFxwpa(s{tfdfy_yu>^?`X;#6SG{+uH
zqk|QBNkyjRVV79iSjOc|%s*N)2gUaoyoKn^Tli@OUv7rQPE
zjw3q7jhkFROO*sPv;z%e%C@Fm@?iLatno!3G93=P#kcNP{gl@G>4YG~wKt>Syt6a$
z5b0uXU4eq~tS~cIE+v^z0Q(XYMU#aRXfb0v`z#X4*}1RsRJI0k#8C3e;F~Z|*fmvC
zduQN|gZJz2P_-7MgW}cqOXj&P`ULH0y+0Mt-WJTwJIFB#!zI_|&{afvV6ndZnG#rbtK$z?`68Xl9gTKWh5}EK+i$@VxXmBp`a-FA|mPJS`w0(}ot{@(eR3pC~e{k7`C5sqODjr=ov
z!;haGLnC8oWb`5nKhBgt{dz1e_ow)_lzE(JHr|)4;T~H+nVRXyDbe;GJOU{-h|DVEoz#*p
zwQWB^b7*jMarVzHa-QqwY&B>8{e@YLylz9ORn(YkR(p>)%$XnX$Q5HZ<=Nz;tr(T4
z31mV6bOkz@CeF+rhbT7@3LzN+`XRyrl#FzEj&w8?`JbJq-&xS)WMHw-GefxYL2B8T
z=ZQ|YZrzrCa%j_9;~eolxG5TzhU~Ha3T}A^tw4MwpWwGY*gsQM`-;&_vP!FK&2l8t
z^zws!30(?`chY8OSDvI#c;n5SarWr612^t*l+h`{9EjbL4^2X#&B$Rcc5OLXCB6;W
z$)?M;PP1;!))VUD4aJu$SY{uxGS7V4p!FbK$3)S{^9@yg`Ea2sZ$I(}!W3!>rLKjg
zoo8Xlq~`|Ds&}v5$pzI0y3d|Xt%JcioS1DUp*J*5V%R9!32CRL}UF;7KG8ju8c$NsL1t7Ur7YZgCJTU?0S<&64(;
zFO{`|C3PXQ*V`iglLEg7oqUUvkq1vSUP7+M$rvqo>Nx1(dWVa?vp(P+U0@)n7V@Je
za-PS3ZETmdaM7Rhmat+|{R7L>&z@n%6wf18>bv8Z;`!HR;A4vC9}8yx`PVP0L6ns6
zPOebTe!6=cF97Lk>iNYX`IWh6&usUwT8k^k=j~QtZJ7G$+C;pbbrYe>O1PX{DL7Xc
zFEk*RD^21KWIZ;n)Aq^S>G0HxvSz$@ZZX3gGV`Y;-`p17_*(98i
z2<9+4D>)GFG6z=>WDeSI6=tw0SD|TLqy^4wO`DZvHIZ{Y^afZ-blo#4&P(?n-k9c}
zAFRs^nA%y!hLebe_{$Waq3I$p>2r}j-a?MHA7MY|eKH$=5jP`c&1UoX#?}beSmNV%
zg9Vz0JT1?p*SIZz6N;C9K~F{P-x`Mso$y@k{Nm>%ZKMvUX3A5=_l>6!N}ZhTh)gFt
z^HN5Y6}Sc$;HEpWpa&K2
zGP9Y}2F8qc*^*qfw0}|ET!;Eo;n8%DXHmzTopsaR#wlFK9f`qs;YU<3WAyBw;?>6J
z*)e+dJNet+q*?!o&y4#Dy1DgqX)+mgfjJ%o|8uzU?tTRxbbryhi9Sr+B=;SSbM$0f
zc80C8wRX42Pc)f5EyswiQctKcFR3Smk
z<|@{OeBGWE?^nftX5R{~U+A>H^0d^8fQwc~CIN-tPARf_x4h>t4wM*?=<;<-H$B
z=WNe&=mZYI?@^83CGH&Wud@%QR7R)2bmWEATfcpjK3%_6*>qXYpc3jZfG96^(f5j
zk+t5ECpYvk{#qh-3Q@X@>c@k>`j9~%e={h4TM
zb~+LWhB811+{gL$D^hG`bMO~CQ%d6;NUfNx^M|Us?>yYCImcx7gjkc8a#O0H6GUVm
zA;mNZw4hK&OqoS*K>ZSTzuel@*ub-5Wl;X{a>9U&78c8BXxDds&oq&E0>~l<9{j#ohwR)F!PKhNxQ3z_Hhk)9^x>O>S1SQo6~|S@+3s7!=n1wo!E={J4!+O
z$|H#xDBfAzF`w=~)u&S?9S3YOse_P05Y5ymfE6=sxl*if
z9}%F9Cz2LFXpNxe;jg4;E3Llvz$wl>gw-qM->EfYAL%yrynLDAS*j)O`kh0KieX|kMA~%e&UApfrI?U
zgJ0fcQr?^1K7aIGZl`-BIypzUr`=`_*R<32k$WjqKpMw|3m21|;OAxMJd7-C54*%C
zWOzQvJ3e1OA<2ec9?w4T%k^!h*WW(~{(N)0qy{&%iI9V@SI@z78rXxm+R_LkFX@x1
zv)X0W=cx?KYnMvzJFR)d)?tCLkqlJd3x#bcrQ+`30lB=O9=oFH{hfHN=kOo_P
zyFz5hyr-t9sJKr3Vy4E@s9n>ZJvXIUzoM;r{*xo*hjT)=aF&d9BMm3F5O(WdM
zUvV7cTgLd7Z*_IXDs+rh==gJ9{@+Ux`|teQm=bVATQgRn<1bYNP8ds1`!k6{W9eyQ
z>1ku>X`?xT|7q`yIi+Jx>0jZDf-%SO9|)!4oUQ00v?^*D;wdyI?LnfsM{{vlbP-b6
zV#e7Nip{f_0geCkw&Fm6ZA|f#Eg_CF?zz)s%9rgoJEO2DN#D1QYt`i^Jf6pKEQC2b
zx|G?Uw!2H^fHHtuB0VS2VRX9n#KbBiy~8X^W=BQ6de
z&Q2w!1Z!-Iv<&W=v5t2>R(S~Kx;MlYrR!CgmOla7R=A@Dr08m-w2G?E-HEqD$vDum;(&gGHPD5D*J
zE@9nD9wlkF4Fz>>-{#4plR)ihyD!EX;8lhcx(aTa)VBoOfh{!s`|8=yS@`DyxhvqG
zDqYiVCxdpYN-SDOGib#77~ak45&18p47B3}TflgkK6N9b&aZ}=6`hAL2S9neb$U%W
z&SnOGqg7|^5ayU-Ev}1UBCCEP(OUl(bWj<2a{p70
zV-1FWm*S6gRr?E@362tHCTyyGPe_y(-KBN`lVdk77H*%wT!Ink|Gg6A|B-*wxPb_P
zUMYYwEqfA@{Dv}-tfuZ`Wc9pNevb`~>)6I{M2lXB=x^@MSFL@-TNEz0-#aF}nl29yGK^=)YpW5*Z(=V&2u*l&Ezl&SqSBp$XKY$-FJ%=QKNF!|K6}NEs795ur78UluMlV}5qqh7dV+2mBo)+#09>
z6;6*RdtdjRGY!ET?>Qc3#=hkjmSoma`vA?SOv#jbNN!BaUMU7e-EHxTq=kqfHn(e2
zDNBzMU?lUz-O8d?uP`goX=#0%6*o`$K+cpC#!mIQ(?iahDBnFK(N3wy@~+foPdsQ}
zZ|4gg*AAe}pz2+E8QM97!JaLZG+)H*P1nm8T>kQC`mDZ9`F+wMC%vAz&UGM{(Ngev
zl=`@)ui@Mb=FxVkm=ik>HkjEx-@7KJ>++ZQcWL3SZp&!P@iO_c8#>;~%*i?IO?DB#
zpfx?f%{i-m0XH=jS2xHzjub>YGUV@HFHUGDj8Ba}PV}wW;(z>gReza&<5xmDhUwJ#
zX?)0mJM)eP^>tESK$o(y?ozxx9J&vAf_=7rGDmzdL)?;2ly2X@DINAytxC2b*jTsk
z;T$+$E58G8xVd~u#+H2(D^kXF?)m|;j{urKdmK|kjj5sjqNz19HAmwk{--u2P+A~7
zg)(U4p+i(Dd-6gg^|8B;)hq7Qc)75950D*&8j*~}kA3G5588&QT&t0PnZ8fW4x^X9
z=t0!p@^BWmtCUIbrKA>l!^em-L|DW>-59Eht;~ejkIK6w{i1p`wOV$$OZS{jPWFnb
zIDEV5+|*wZ=b65xaCXx^`tcC1x-VIWWRKvv>N(_PK84{nvl7ci8rr!*J9ls=hCZrm
zPn!{c`7W>i*@pS@3q9NDby9EVQ9bPicv8-kV)(h8%6JKc|zvUF)l
zPyyC2YFaf(73-fult)l@UYsrLu)=idI{9tY-7P`&bBq{`1qzopNtb-wS&j(V2EM6g
zMi!hR0wT|q*jFjb^hB-*Jc*Ou)p*3DG?MU-*5}6=Kiad<;;~$A*&LNw?B?J)!=~8W
z8^Sa0ZU@Dn3i(mGf=CT9m(O!@v_J}+SVTWT@MT@fv;(E8w=3dVmFFh0JR@JG*(85{
zWVm6+OdaUYyl8%^gae2mbk^2>~xl|mIye=)RJo8Y8lV-hY
zoa(#qX(?$h%A6-v3pI~cr?U$Q7Oq3-lu6m++8HTq(keueI}w@=
z9~aqiZkM0MO>9fkH*n<%oGv9h@Y46c>+Z`TN~H`wo$#zom~$gzV9A9kd?Jc716idX
zhA`1LhcKmvpl?a@YC#AsOu)}x@P7F!d@^sbv18+4+o>`)$cf{YcQQC1mjF^Gs-9wx
zcJjRuI
z)@bqRcSD#EoXZeq8GuEnnqa}Ce7NZ>@IvAN^Z?7K%YQgn{p;cV4dewRgUv5(__0^Cg%^B?(l
ztEg8Yc_RsqBGWgW>&NnasoN!)$HTfk`NVfp?wY&Qx$u5UQifcR@>(0ya~mhzmgo!5
zp(2Z{y5zVF-cGJt5nck#U*3S^0d{;^DpBSHj6FvSSk~ZmXX&aimS=U!In%isCNo_Q
z2TbW5_d3gvS0ui1isl%kn5*CwUc`_?erd^x()P*sIM;Kz^K8Zg=kw!ts3>`5$2y!N
zuE_5_U+#PLX2haLJCt+}_XT%G3s;lt8HvO<+QCJI3flSDpw*0PWG%;9vOFi>EoypV
zl%wHORf+vG;`Y7?Ix|nnUghR_@|H>W1GS!y8*u9kk%EUHY?T#or#ty
z5CV0n7g3ockT+dsosXNb@WXL)>)YzDc2&kVRye!o&cv
zs`*TQ0P+Hurh)Kb!n8VfaO&rism;`3T38n;OwoF&$xKepq@`t~WWKtx@(AAeQ0VM0
z*G*o`*GdIR+v#qdtGEQVWS27cXd!ASzQ{s2QHwe6@7Zz;3X0hl2HS{!GYV{z_R<@)
z7DN?iH!29b!WJ8Ks_dG7e$gU{M)D%iPHepqm_|~jdANzRgvMru)KWfP_TXl~TJD%~Kc
zuu&;}AT#CEk;4;_e$RGl6m^-y5y^6>&w?3Km6KcvP($aeeB`y=(5pR
z*0K69WA$PF4tM?!X3uCd>WBBJ&)S!@DI9zs?<`$m>UgTp$d!{4vTXO#^$&aBIlq}3
zT7cR6kTzGB(tz8H02?%6DWWXg=g!Wh$##*Ik?1YlgnN$=<^6~uD{`~Z@*_2S%3B3n
zQUo3wb$zYQ_fQue_g!^Lk(Apwd#)QU8Op=?!IO=p$vLz%O78hbp{&|M%FNamq&?gd
z1f%dq{os9^uhCCVl((xp8<3(Om#voq(8a
z@QYxvJYJNhhetP2i%K*Gv_&7hs2rDPnp_X<>XAeP@USOi{TJGW~0L3yI!kI+vaee&aIG~A+S
z@x~H33MRq)X@Aw%#_>7SXpNTDBD;cjfs;eT_>WuglzN-4v(261E&|8aHt!f8w6d8<
zI7$mo0Y5)&4)oajI|>ckD*Vy^f&84owaphE9ipyT+Z&Ad<9ND5n1^;;Lx861
z-G(sgweKjL(-3F~>I-+?u7lf(EUA~{cn5sES4bDBJ_v}Pm$oqxNtUs6A7RdqLq&gE~RIzYTPj8#+0q2gOID3nj%tQ0txH+Il(q
z0Pz$LAcLS8^i;%-4`%j7S}zs}IIvR$T!S1(0F$A^5NkgCu@ViS0ebfa(HRwTE}Xx12$L8qmW2Ws
zh*~9$Z=6-hTMGW{O;QlQ1^`JFWN4c*DY9)0PM}w?&;*@fsNqhcr|?licr#tgndkQT
z-pdm9s+A&1Y9$ddFhCt~;!=h%lqwN`=qQ(*S^e_4ku6=x+QuUOSZKxPJN*Y17xGae
zr9AhDt^8ycn-6Afvue`2gDX#fiM9~3{afZ{EaWg2a`=lQajSrNkwuQO30G`nkxCX(
zS{$3-DCuVzm|IV2IF3(L?RPFXYn0+VH?m?;QIA|&S4o#jXbWvJXyty7kVt(43OmJd
zOPPK-H!Df&h?@NomR_zXt7wyFji$Tc+@;E_#}SpYh|B5=rk{Q{)nuAi5)h33ZwN&8
z4Pol(sD(AlP8>SC3vWJ7T}y?;z(;Sc&Q^o#jBDV2-xF=XN6p?bgqaEVKZ&qJb-k><
z2Isv7i~c@6^AC%j|33RF^==0rWN<_L@Zp~B;zHQe3pa%MdUObLnl?Be>>DB!HvK*;
z0arfQX#fDgP7aI~6a7HMx`AjDV`KfTJKxRW#%)Q~OweswzoGW2Ro6?x;C`4HjE2gJ
zUID|{>~$41u&ajqyS9U-*e=C?xSSs*9fX6Lnqa;WO&aWS%acG8yKB(|DXY)W&%2Aj
z{1UDCPA+_rd*FSke$S
z1@zv=@p{m3*-m!}bjv$POal;SvsfRD#cx7Ge;@3JiybqXV@C6bDe(g-0OX1k$=f{`G&Dkm`g`(hcLsvsGTY03{${n-UcgOTl^M8OJImno-;B<
z!BMi`YgB_ZDiJ9>B`>a_AiyR*$_K@IT)@bokXA1=2j2lMRNgoR}W`WglhT(fpe83^8^~g)aI+5rZf@m27jHp96-<5
zIj8}D1NaJo^4H(}0-6P_=@Wzh93Iq$ySLF+IQBQ7GG#-Uh@v6PnL)I`h5j7Z4KVkDZuHP2^T&6E>3Ug;2KQw#}&OyFY8YhXjr17murOTxtm!7fxQAP5fNX90tY
zkWl3N)w0I?n>SQ5>$-^#zI%(m*w5d!dE{6%C9Hne+GxUJ9w_3Id=FD#kD
zghf}ELruYG7zyy0AvGPibwas&~MjV
z|83-7WOkzK(s2V|+wYgP83+8Zpdrl7-Q+Tuw=NU76^}jl4~qZcM=%0~zcD37rpCYY
zn0-d;Ps-%p+PCIxQCY)y`}&3
zcN2G<7)Kr@bn=Dvf+4zt2QxybnhhXXrBjy2Epo%pz*a<0pn#o
zeF$?3T(h%r(FLgaIav1%V3}p8!a(>f?*&jwo4%kFY6Y6ti`nIEueXNMpjE0k7u^3AW;UTZT7F
zo(@Xe4NP6?`YVg#=_(`FGTKoDu!qk@;Ewi+bN~b`1bAfI>L8LP0Z`RBfL-W4Po4v|
z{iC)+nAmxnvS(4-v_KQ}5WC6f1pZs}5F5u|;!I(~H^Dbi9~#?_e1*o3NUTrok6X&Ljt#K^4htU!?^mKNIhA-dC!WR@$o8$W{g`pakAX0
z;lQ_>4|@jreILn_v!Ap!gh3B}6VHlV_dLbgfbU)UuCJt%pMJ8i(PO)$!zil%xYqhn
zJlg-@3RhMXvj(^iXa_{Wa6$mrUi~s`7WxD$zyFod;NjGm
z6%-#}Jj_YJ_C0R!7+BKF0AA46*kLaygfZ*|r8Q=4p*aC#`x<~WX}JG3<;#0ufR#J#
z#N;?&*-l)ZX=xp``TGm{;d~sz9}V7RxBU(CS#dxW1Uuf#ilq8(h;j;{-d$`6DB~7^
zFCuIpeHaL5#T96~*oL98Iz2N?Bz~*p|6b|-{VoiS_27&uu
zQjWgC_3k+go-??&g{Ez(!#G&7|MtjuKOD!huE(;jf0z>gs=@%{ID_72iI*5@_^v<>
z1CT*U3~wVHCdgDC!XyX#53HKceeV~WbHWH8Zx;L6A;i9Z?WILd`kxNG9o!lG+1z>j
zvO-+Rt=bluT_nJv`<-#W`3XJ>?Cp9uCMSyA%bU%_S;2Ync!Sm=I048QbhsRLWb*
z9z0L|K=p$;+X#p{H5aDZpAxK_1z{wocl+j{l*-nz3)yk>$R97i`+A`xqiw
zjjc#xv}l+3nJ(j+lFkPs6V`2zP(6e>(V-;IX|A^j$}yhEc^X`j64l+kIj!*Mp3g>+
zclP;y$dT_DF0#51c$K%r2~cN~ZjX3vrs|meAG7~s_P@5@i*TP~CyXa@wZ$r^p}+!u
zE7bgzEo~pBQr@9<-?O7XosTtz{!`6s{^p+XuP+5TOxjM+LW+eu(D#HSZ9w1JQ|g>V
z7$O;m81Cchr%DF*mv+2NaC*K}?RD?`YZWYsubazHHdaj7?&90FRtc!0NCn(<-gEK8
zb66$PTrmJw$33wV>XAN{n@=iEu0v@)H|(C<`Iy$#7MJ#D7zP?T`m4SSv%a^bW>Ia|
z^vi_hcOvcgbOE()y;UKULeJGCSRye@CxcB~s&}UIbHuQ)X0=MM*`fNd$g>|(3*yX#
z^o8!C$V*oI^5c^Vu7u53D&I(&$HXFw!n-7&ksGoXAPcxwY$y-*Gge4M3L9r~qJmf;
zK&$E?+IcLoAxR3Jo)$YREIl-XF73?U*1*EO4n4ions*n38q!Zh$%^AhZbCzn9#X`q
ze6yOE`%1S1>_DL``HOlz(~2~|e12{PXRY4#!6bU0sa*afBK7#k-a9vTPScr&&3^LO
zdTY3T`KOI5HYd%u4N)t3p}b1+W$cG>-vSfoCA;E)
zoYLw_-WN_BS{DW-ZcF7rEVbac4h7@*r|xjU>$G5pSpjhck0TejYBmckU!Hl4ew?^$
zyi<`(Zv=+duF*oB1$d3MTDm>;<^_~w?L6GaS{5T;bLSgw8=e(J%q244rgSWLvi^8F
zKUMQcg&kim@MJ(@%Ec(1eof5x49(v^-#y?NDb!SJ@7q!-(^aM4&8swssDOOwC8|T4utxlJISsbNisZ|$n)q7ljwHzR%a7MPm&4?+!65q+-XylO%vR*~3
zdlGxah>YUWlY(~19aeFbr)n%$nK1pr@{l~eueeD=n3I%XN(!U1+<_a(a}Y;}bi7!O
z#5wJabGfFMGab457As0hy!5-jmULSm+)}!gW{sfbr^cUrQJ8RT@6BV&uVbTIsS@G~
zkR$a9Aq{)U$c04+ph%=Z6LFFx(<+g&gMlB(Su4x-d2#H`EA8!*zf^WcmY7plH{5=2
zQ@?)dGJN*-UnlS1sQYCD4~J2U<49WpB=vd@oImO6*5SKNrHCTZ^XWo$pc}bfc5o#$
zSVCY0qqk(YK!w52MCFJZ;Nkk`4E`Ro8(t!WRkh`}`tHFH0!CN?VhDjln3wd{9^lW4
z-of4SXfxPrXcT&D(|3%!gur-IRbnYTimxh8mqI)6qUC@{JOYOU=T{V*NEr}N(RqJa4q+5U55bpsP48Pb
zGCJWggL8@~s)2;zv_W;k9X){)Xo&ziO_c#~{>l@CUe5I%08ts0G-dQNxMr4DFa|E(
z=Lg(V5OWK_J+1-~W+Pn1;gJDVXIOptLVf_&r*#)!L3yZ*Iv;B
z3BCAKtPoI@(L1u?K&Uya2p%qcVPYKWLu*a|)MkfRTdbuXIIQI{hDqO8wBL$gD8+mW
zf_IQ`VA{k0H%7e5dKh-R#|~4j>hVD0QxXpDvi}Q_P(DER$)R+o((-Bjp-4}g-Y}Dp
zj%HQ?%Jm6gCxkluyWf)(Kb`~mj2LJ#n|o1!Vd}Qkf=Kup*knM&A=eKRt}rlBow1G#
zfpZiM&!M54K*uf9A&fb+m`gx6ek5?gjchi(18zdN81etky&ES4({lV75b-=s0u$*a
z4UN)vYY&^ZhM*3(865#|shZaT-;KH*{Hnuo;bx_`zl}X^;?p6_
z{DxowAXEgCsQ{6CZvshHOK8Vw!ugGW4z64i?}`57&tSY{ewYp8{>s2W>Ao}ZjsqO~X@BGsiTv#wi^118%~#M7FqG5D8ij69hdIc
z6*!@&vxoZ&or&{BXW`jmgFUaf$AhTtZrKZ7R-|<8pSP*L(Qxv~hv}&qa8jP)C$DF=
z7Vq2U7_R+FHX^^Fr5+%kYtP15(jf*vl}5nSnVmG7CK;_i8qU
ztl4Iey199;YS_o64aKfjZ@$p}aE%->UXV%?0qLCZO7MWWKhy%Wh`2s%XC~ZB))3KO
zk>%YbEs&j@(ma|}igiO^BqYmF`Gwd|TeR504J7gzh!$ik
z!#YCKJh)CFDw=1s8KeyOFBQEqD4c;0@9wETKM@!mWdHgCY$WV{A$#dpQ<*OZ)L0k5nJHKg5+q0bxvB?&j%8Y~TO9`C4(45cq
zpoQPI;Hx;9er;c}A=f60E6EHFFj~&Mr~bx9qH3V6xr(S8`11a~kle`@nHI`R?!-tb
zgkfI1rOt(~D0D}1VIE1Gd6rhkU{8z&R%MDv59Ghn6dWR}8Y`-vnRw@VkaCB2C~{-)boeuGc2iq|jyR?bTR4x%K22-QInl+FOGHXTO_u
zqj^Pla>oqbw)qUOTPIeoVDkg0>vY-wx*Gl`Z+ySosj-3e14Rk#1-H&&Gp9yU61JZJF
z6j`;MAgfEiOnE`b7ZZ44ndL`P5f`p$E@P^m#^I?ima@^ZEWi9`adr+wCyk9QleJ|1
zRrg%m76ew_rTbht>gBVg#Mw4EE^(%@xvygilANwtU%#-Wb=k6*!D-7@>h%$R&b>YR
zQ+_V*F~D5V@U3h2VF$3+pjInDSm)?LeA)Ib8eeEXCF6F~fjTP0de0_e*Wso}sy_{5
zL=@Aa_nn|V{?rH`KTzNKYBTFrbe+rGQ>Q~WxnZon7M_`;P*HR!QMNf|#|p1di@U4*
zq@49Feci9RPDx$j5L33=1P(m4in1z4yE;ixQ%9eqsUsph~1J62Aaw7V?D?4e|_e
zS7>r)*SKx3OqFrfRGUqLoTQVNR+#AK+_uo&B71V`Wa({NxK%+f5D(-vH+qxS&d?-t
zSKz!9&c3@1C+T;~qu27%?gmd)WN?km!>lMr$5p^XZTz~Kb^KbR+V+YUbEZg5yB~E&
zW$O8b*?`aSzX;OC@d7nimd3G&g?qhlKP6{SUBo+BM8SBf;R-$s?H&B{smz>Z_G#{xHZb8dTn6CFY);ST?Sq%r=lkrvbfOB12
zq^vi2$|Z%F%)7Kb?~Jf}gN~ua48BHUkPG9ds~shkq#u5Ez+woqHdGi6;3BRgSPK4d
z%ot3&w^7ktc0O(OoXDw&Xj)^81U`uVu?q1C0!xX!$rxm#<0MQXf>E
z8qW%wh+mNuvpW*|pc5XBa%4K~g~W$p^W0OCm2tWKo=`8J!-8bm_PV%X6o1&1Bt6NXzC`YqbJ&
z$};pGP4JdErcNDGr;e#p$JD9+Ds?I~j}FL}ZLuI}=jJ>+;L<*(ep)Ru`j)lRP6k;!
z>p<4d>l4DpaYGmq6$Q>|jM7(Ak%K_{U0*xkS@6c!zxSoNMBwpnKljb!e;D$rq!rbK
zi`P{_UE%1JEiD?zFa_`wPyp=|fi;xvZit%ArJFFOC4geOFp@2?;n>wp+l~W%1g{OMNof!kDlxAq1KsSO*uU0S}Du
z1pJ$w#yp^99gslQet(fao@+4SVG;b+N+5#Y`JC4O`AO|(Ij~C%i{RB9fCzqZ4MA|K
z%CQybMz@?)M{2()e|=d5RP1&Lu0i=jMR+XbB1E>0v5#4bcZ6j9r-!
zP~d2IpuutdO42}<9ghO(%p*z>Y)0kdY-s~uW6^tnpR}r@ykq`7z6c0mx~RjMBwQj|
z;tJ4O?3@k(Zqx=g0{AijbIX8g!5b3n%W6U*v~jb
zIb0O&!=w+3(fhfc1dHM1Zc}Z(sbn5ym=$hg@vq}Z)
z?BR!o0Ek7M&l?$ak{+Hv@e^DNocIqG?vkPz2B_t3p&sA^Cvw8kJ6(>9fxrI&dx_Q)
z->=ZW`g{~|!ar9QvzOXHWfKBGIF9}?63Dx{WSSy3x73hiIHd<``~4pWlbp^u#FiOZ
z*S;nOxnZ}~mO+xDRa}U-NgM~;;ieP_Ekql*;_yPoB*!quwD`>Ptd5}llT)qNteCfD
z-u{wRw-fFfXy$89cyaAhOg@|;qmYOZCS2i5uz8nRJ@v8Zl#S}0!SSL~fJE^j$uY4P
z)1tJ5P#$IWL3;y_$MH|vYtt-C^{S&)sPmrhcUh5>QDXP{UBLX^5_uv6K((y9*2hyv
zR&gLUwabeMV@M`Q2x;9T5Qw7%8krq^5U43@Qr&$v?(>n!T1qRg#hjfV;KU9#JpS4<
z$k)(r$2b9DBWakQ-G~g>2{!=mcsW_ly&euKWp|yaU1yD*<>-P?g!>2dR1BjOi|fr)
zgqyEzz7w{Gk@_KOwq1KWMuXG$Em`d8aI%=KB=EQ^+TsSM(y$On7F$gL$zt2jQN&si
z*@G8gh6c!?huchF-5A0skOTXS1Yq`6(jR?q+>NXOe|~e`H~#!l!kO35A9qs}$D#vq
zFJnLui-ysAqCnbBh$+}es55E({=+ghW3SmGvn+kSa~XvV3rH_t|TzSn}hSSuM>Kmo`LNd66~U9J$ZOVycV4{MWc_w
zuENcR?dbuORK~SV+6irc^7vQcsLpuZp34z#myE28?;W=D#QAETtJ6~yZhjlMYX;pT
zadtx3=FC9Sk~keb4`SC*;XcyAKyX880#I)1waGakMTW9@H4&%=&05
z$bt&N!4u@}`jpchIrluvQtv2Jidj89x`_wNWqZ|U4&LG>wE1`j-zJ))i((#-bE>g`
z&G+aHnQgAesFEAZ`8M@L70lAlfZ42@zVe~JpsGjV{n)xF*NV&MuYGc8ULAY+{_Um9
z7fa0c{KNiKnF_CqE2`Frj3{Pp3~6_00b>otT#!B;;U-wn5QeI_3(IXzQ*SK4FCX~Z
z#ZfQrNe{EQT_0E;cB@QPMlJ;SQUV0bTIv>Y0<$kmxtVA87?Fm2k2KT)5p5HII-r%kHaOcq%`{@@sX6kPe=1kgvUZ(iI&N@=pR}1kY
ziW2wGMV#~__zXFu+n$_0*Vcc%Yr;Ww%7ti^E6Y~e*&UiM>txB7Mi;yA8@T21$jUw<
zGngh%k;T+D%6+wgo#}Azf#Q&cI_oEUQ?_&rutxp8dPhbzWj{BN)J;}|y;@r}E!@KY
z%9G@)3l|iM;|5@bN2UTZBMi}LV+q>TnhY(mA7aH$P4eA$^o)*YJ&m@%YPJTeb2B?s
zVQrNMf~@yWP);7i4D@
z5kg^AshFieO`~?GMA6g3vlAOj#R4fpV~=3M;^#O0j@F1P2K3d3WFA
ztS%QeZoXu{$KiRqk&pER4&zOldsKeXyqN?!UfPS!{WCE<@?x
z%S;<_AOqpD2V{UOSh0aE1ZiMLUI6Finz0h(tQ_1pbF!w9Sx59qeTL{m|i^!2i1r&+R$=
zvoeCOWzML9-9#q>{niapXBcyQbsq5j1T+z-N350S}C3cA=1v;mW?=G*j1
z22`tcEg4OfB
zJ<{rr|EOalD6bh~5xCPMzIhZ2fqqPt9)Iive>A7B(X#%^7uJJZ7h;}A^X5uQdHIqy
z$IVvV=Icm1aQC*Hl74cEej7BhJOq#ViVUcri3#7z5ih&}2j`IKfOM{J^ghD(3k9oT
z`KJTy>idIxYOi>ID_1^I-Zjb+?z*V@HA&ewAZyzmsrF-%Loy2d6hvXT?^IGl#AFvZ
za`^)Mmfah}RHpc6l6O>Vvk7rM8`^w$TRi59>Br-bl(egt94u|~(%JH9vw_p0@?EYs
zVgg^^|8{KfwBCa#lCL-J^5vEni9Mfj6NhB?hbNe7WO-jpK4-ov!Ay6K>;GBQ%fr!8
zqt`_3&YR=@mx@RBC0|(57tlGN{{j<xM|L(Y>c5a_Wdd96rVSr+xYnl5%u$+lv>!Q<^+w#0$<1O9kNzg^GB$X+a;>Xmv
zX#Hiva@;Al&SLUFLtVxiLD*ObWuMWFTu<3SzO4o$BcymFB-`YvOuIE}H4a!Ozt~mtJFF(@sB!=?}@yCk2vM3%uA2k!nwA&c@1#
zxt_ADk~anGXl_f{H1B1Y)=gRipr1`ct*VL@pA<)xBEUKgYAXdPH6-Qq9rdW1ptnxj
zwBEb=(j^z7KS}R#!9$D9or>P4o9EvM?H_Sod+SE1+qX^sp&Z&ke>)Zh$r%|~iu4f>
zEQj2;LtC-SHY0ZYUhY6)HrcIuCu8H&_!{Ef!5$6Am6K_)8n*UFr++)38~@wjMMYwg
z`GOG4+A8enNcj~D>
zy*y)J|9HOig}su)K%ubr|C-}eXW~)mMI4$OY%g3W*hKcOEoW`M@--T##TNV7wdtt!
z1Zb%f~bo{99S
z@6=>V_&GsU`}lL)YFX2vJ`N9P9{Kz7U%M?B-1wS2M>@~nx-u(wHKS(9@E6Jj}LpbZ9cWEGEeoc;--qG1rmXDV+yEX
zSa1tA5NSE0?-;A$4+43iDNF+G{jvvW#6D)2Jls%Sb~>qT_;h+_m+o8l9*!nyyp=bycbJ^c`o!butkRE(8UlMIlRGByD
z(_^iEC=@S2T}*AjmSIQk(~80~D$hfTxH%jxQj~mG&+CnXz|yirkHCe6RJ$~ujmKr@
zxxC^vN~2-XPbKC}Zi@6YF
z55>7g`CVA@>TpW;GvYF-`JDw&wFyO1B==ghn;apG5SQcKEay}9zeg2e(ut1z0>qh}
zW?^=>c1@4U*-I)T374Z+yl`@?Dg-kez*Crj5IK9HIleG{M5zzDI?KH3^BGfnCAO+Z
zUGU&`maRr<>EpuO!<{MCEeC@(U)tLmWShDczut)&85R0<^QzT}j&{_S@|f
zzCjY<0xoT_2cgIm_@wn6xjtNBuz<7(ZnvGp_LQh`c7Jp@t?;X4aw008Ge50*l*mz8tA3=5mKEF@1jeXTnw;fHSJU*pna)a`sI+-ME?z$rc^w&akWwu(cW
zTiaCNo^O7}zC>NGRfW4o^RK-zy{9)({<0U=D6i28S8_fHv2-|Nk@S-IIRw~%J&?)4
zFYh+L)MvPbr)~xnWkt7cFIPEJK6hxCwf=ATE+o##~_-N1whHz
zh~?K3O6X#Z24N5gJN;e|kazDFM%4Afnqybdjh-2D0!FOp066W$Ew*YSdm+C94r8lc
zY0(RGI}B~iDrXY&%-DBI3ODz-N4dmVUykB#>6)|*g^K;Ep`czV+z!4DyEC|84S(!v
z$*oDTB5TU1ZSBG5c3)DwU#k~x8LcgTwnNTreH9&D5hF|jyy{c*Jr+I+O9T0NDxMw5
z^dQWd$MZnK2`vbLRG4%wh3O$dweqEbJVaWFys37*Rdv&e)QiJ8xidWDzzG0@`4n)qOwkWHXEF^4GC?U*B-sem)3k_xXyM;l
zg7Qf{A%3{W3Q7D?Px)GnDeO_2A+S-m7wtB^cmYQ8C2bbZjHk_bfWSLE9*ziQTZ*y0
z4b4aiXoqybbawhCD0o0YS;6=|ad{YO14Fm@dJ5Cc$bo8p4jMnk{feH3kb9Zvnm*VH
zG_{`=fPrb_(PJ&>^M3qmd?g;a4tcSmBosS9k@@q()`jT)mgAPAfUR1G?IsiYp@s=3A4I5~^;y>N=^vdYT
z+?O&B+e*31)9J?z96j#i_YBfI@Nl@g5KL_*3!VlAMMf(?VVo*fu*7tv4a`-kU<~+c
z$~I7cx@Y{mL_6|!hCR(3H-zBZYEs`N?p`oO=Ydz4j7_|0GmJ$J$cjLG-@>DS+QJvK
zCD3?W{4Xy*M0G*1Oh?-Fxzz-qv}27P(s(KV6cRA^AhFa&7WG8{i+
zYWk}yPvN(tAw8s+>ac7pV8Rc4if&
zqTWoiffcZMbg96dVw
z?Vix$&)ajtc}Q>3AFTCu1_o^*EW=rG(?G$sY?Zo~0ApO%3b-s%wbSa5HcLVFO(}t?
z0zaY0&Uw8g@p5v9y}#2clcqP1Bptbgk7;cETG~R2F>Ei8b`)$W?CXuJG!DP56S~DW
zHq|e}i>I9|RiAKUtznE@)b2AQ2V3%T9p*UvX}_bwlwh8Xmqw%o5s{2dLy)S`TJm&*
z(OUi#BdBMOU^Lgo`{6g1gN#;V8bLz}nSSoT$vsH&)N9Wbxq
zYsJ~nw=MV*NmQOO7c~5EjfcjiQ2c7g
zz>sGkv3t02M4YmIv}0hptaPkHjJeNbv#~`Ou|h9$*At7xn<6-M;XcqR`5CaaG6z6H
zdiW~=zJv*fzO5x-p|OUm_!(Lzy6OO%HhTyh86gs|F{s<{yYCXQ4WK<1e#T*v$vqA>
zKM6f%6b+cmtDqcf(gqq2eh7^lV)^{|E=e?c3_YfYK~3rD5WCh0u%lT~KTe@yssW5N
zK#l+TcKTTHUNCFFfxDP~mpIOx**mL+s>zC01N-3!%+11kAn!j3)x5-?$IfbjkK6Gx
zY7Ad+`(>cvQ-X$I8b!$9VQ$aje|f`C(A2!|5=k|v9#(AfWk&`0EtF!U4EG+j(5l1ok743dtOf5h4hdn4t$oXuTJ4j}#5OVFuWswn
z=)ZIPYTW?yB-!0!PjpJD@J?Au^}8AW#~rh$QPW02+`O9n&alE;xLi*1`Yh!KLjgK&
zjbtX2wEOgHUIA}_dgM4E7g*@&kttxI8$frg?-DQpyjvfrc1LelCyzKv`!M`E=
zNG%@%b@Km~Th0(NeTaRS&|W?X_!Of#h)Ekmo1y_=Q79#_6?Y(OrnhT0$a0ZozyFh}
z?UY3KrLniZ`1T*wKYu2O_=)*5%%eAvnYfp3GdH)bAip-=XWCObnii-sO1)iud!bIm
z?-lGqxtPSXlxLUo+igykz6U2A&bY15Z
zMKt|iS=e70XiJa)kq4<2=3?!*d-st5nC8!MH0NmKT%&k!?Z=jN$6D2O?(BHkp{07T
z#%q;!PNd?7x-8iPE0#U@oO9`djw<-u&C~^C5$9q#2dw-kJm76Na_B2qFV1>7R}zB(vbRLN`7(p6P*~kG7#3
zK9mN;IN`e=W(RIa#{5kb^kQQ-2*DyMG^Nw2>Nq$0=CsJ
z!WfA_m0v0A27YmY4p4X1Mg2(bu0*@-I+45geW{wh=WG
zgVBG9&qlj}-PA(x?_lLWdj)sUP;#91h4vYX9>SOLnQwqAoiJK>p8*1ep8^D3s1}D^
z3=N{F5!4TG;u~drXI0LO<}~me2^e0L&N#CMX%2o!XFwb^Oc;I=g0T4UA6QTZ`%?h%
z-v=HlB1t23K8UvaJVE=zvp@Z@H}h9G7-7~%7jiL=#Fn3h4%1)TIQ^vs)TXbX;{;q#
zgD6Zf=_m4Zh_5diD_wLV_Ke3*XkDZpJx;iv@xw*1>TElLN76%`p
zwxLrm-6f@_QM&-81>W1|G53w`S>??)hHS1KzgfIudG4_|74S5i74cmlpdoU5(fL1m
z!rt_qiI}C`hHysHsOd0XupK803cx?cBMU*KwHdFu;jf^3{6DZg=3g1wcSFDE(?)sT
z7Y}Pfz=ubuNw*rQk#*3;&jsjP)Av5l0u9WHm9fF=##8Yq6(ZeE^)tw}SrvVwzOgbB}(#*bO
z{9KTyKE&^h(QO7+M^8r@R;l%?1fHZfEVaIZq!W&4=Q`vMP4B#3Q1oe=ab?A_2Hb?{
z#r33(>MwbJ+U#`XEQ0Epd`r3%naidHRcYi>-_w@g7r50}m<&z7#40A%?rbAxu*{Q^
z4Z@N=c<0M2q7P+n)3vg%a#4@z|E&Ck8Z4SaCbFkrq~Swo3-RvEXf>&4F?D`ajSigu
zJ))xga4MSP<4VjO>zRGS>G|5|ACt6ofz_)0TVs?THvU;d&Jf?iyI>-Ei^^g+QaEjn
zjx0IG0fYuB_JWjal(V@7J$a7_x6YN@x!sW4_2Gonn($rs<91~pYTu-@dvf+q`@FyG
z!~VQGy}OtJYRW=vk;MY2PR6EQpC(6LZ4X=48tpC<(4rW!EMoF7JJ#7L#MaHei%oR)
zp0Fe>8Q+_-h_tydB0*E5_yb}t4#zDJ1hC^O_-!0)9Tce?
zTYXbMdRY0}d$G%1w3Z(&+R|_X`_9w_H~nV`KV_o@;vkA1f0*46OVMXD0eu!ie#=oT
z_sApXaYj<>q6FF>8Xtyfzc_n-GdFzK8C&B@RwSkD`h|CK4c#2_6NeDoTwET*+=kiMlId1k*2+}Yn++p8UV)ca%cy4J+YqT5+`HzdeR1Z$LJGgw
zOMme-!J5AiQd3`0sNj99aED5ju6b2Kf^Ky2Ho>&hhmpzJHXdEMw_4b(onW@kR@e;(
zE@$^&|8foa*d)<_0bZ+_+Dw?F09P;uA~67ZO$h~GC;>NJZW}MrIPLxW)e9q;UOk-&
zqtx9r*#FKz#RrPxrkm}ahrj7-v0fA184Uo`&ffUdg+TQ66H>jx{LfI;ANvzlrJ`K`
zPy+5a2r9zV>BJEh{MlaIC+
zN=k(6qniS{D-^g*w=UkfR6=(I_oG{^T@dXhB8MN51n0v1ca$%Q?EeJnBB^bneh@>^
zQhaQNel_5K5<-~2`Y!SHv*jPGSgm$5_=SgO5Rj-D(*IMeewy%$5XAQzR9ue8hH!;9v$lJg2)J)U*p@xQttnTur#8Iw6Mbko@(K_z6yj`y!
zu{XT*JW-loi*~VrS+iH~~5Q1uR@oybuU7FkE*+Y(p_-6KYBiQgrpgqdtd^~>Ul38R|3H3Q=6SW#Jj
z8Q0szpnL!Q`~71EI!q)!{~n5%nOIwY5^l6BlSN8b(=g*1{_U}8tE0-qJ7T->3cGPD_d)#Q|*PsfV?!nZ8&sTS%
zDsL4ELk#?HXbZ=@iVw=2Um?AE@ix#~Yj-b4U%cK;_!>B~s4QswK|JiutR>AJY36~4
zjgSZ7Qon^#F2amQB)-&qmoNa7A0%?_!UGOQ({iLjw1(i3f|tmz3e08=R-SDuiN#pK
zZ#l8{X2oT!<)&&hDA&S0c<-D;F&mL}Hd*AfK3WZS1;v(M-hh>b-FRvn`KRKt-Pq|?
zykgCd?DqL{dAQO`t1`}%hTc|)9+^2jdI14gaH$_03sNVy#YGUG2SYGNbKJFT>?x!AB%nzosNcce*UKE&yO9`juIMBiQmtDmq-VE
zBwk$jgVcHQ;~0VWfK_Kf-(;q!PBw#`0ES0&Qt@qxCU7YDhNCzScfe&i$34GlAE#jM
z?DCs)?;FPju590BeP+dypm#e$h#9}Yx_Z-yLEWxZd7Evo@Dr21OctLm{Y-x~^~66}
zWzm7IXU_@dq`!cZr~eaB-UANb{Qn+ke>DQC5u-m;Be93Yt9~^D1Z!aFerGHhPNk$e
z<%;|fO7fyh1E$QEnY&iUnOwyj(|X&yt9;A5B8Q`LH`isKxWh?1+3W)(7Hhi&i>KA)@d&^A;Xgsd{t+)MVSO6gtrqOgm52)0lGV&j
z4^QjEMhaQjtE2Y_n1ig?s~M^-rAp~6ixv6#Tj-;l-W8{$7w4)ZburWb13lv(0GxiF
ztd0g3VqqCPYD@KPA>>29iX-qp;dvh@cP3?`X6(lyUjN!)zG>`NIs>E!7$~KWd^?fQe`$3PfZw{f$Q%yOJ=)wI>@K)t<^U2rsa#jtHFlMU1lZ@jfNUtNtLxI70^kWneoL()YP@^=_#M=Um0M!;#ozm
zmVL%h578;zvV@4?5NZe#h%*f3Bb(qHwu)*%O~#tG>?a*1UPtGwQ%WA+XcOB$H6QzM
zXsZeF3mx{s);7-`Dd$B1crXwH!pdko`#mI&|F*ri42vqI>HsUO^+|Y(IU{89^?tb0
zSdoJtGE0C#A=ej-Ex!Sg*B5H>Q)-yY5uG-p<%H%3Fw4TQ%E~W~+-A#cFJ15?$+akI
zN;<7VXa3ebp{umE#?ITdc;1s8Xd3}^RO~Vrz7TZW5U6uIg1M>(PQ72EeSc?+z_~Vc
zv!a#pSE*6;a&VmW8vCFv>j@?ECk|Jf=-)f<)z5?60POKTL--5&RU?+Db@-UNi
z4!CX>Fv^{P=u_(i9Enj1x{x_D?;Amm+K63
zCU{UE5fIH7VjN%y&B3{J1SD7(t03@0_F#Y8gZT+|BSRI&YOaaDq=@Ymb82uP=KAwM{-wXKMK`;fj6u{GG)uA0&_&AyLBR+mR
zb*&o>2BtsM2E0qd-m^(S|8bDXw*vQ#=+qY~?kTv&a>{j4Xe@nap-}g{_AEDf=lt#4
zGgcm2w~V~H^D1Qr05E6J8k&?gZXc+q3n@BX$H6ahfKT%-R-JnESsZiVDVEW8L8h)P
zeanZZMi#W|LHC!)%#*ewyaiD1P)gC~A^lE$>I#o7nm69QR!_V){_dTb;cI$jpOXe!
zUDuf#f4}wS35NtLzZ1_Y`@@ndKhOFaNyk5RaySrr&vK5P{-T{T+znd0y6kcco=p}_
z;WrJ^+d(EVKzIe@Ou0Yu+7JQ^1$ZpZ%CW9tG(MjDRSYl&6D-Q%Ng5pGk3~eee=t?}
zZNS^vgO}UPf+)-x`SG4;F+fp~ZcI1&tPwt*HVyU!cYx)O~rQ1w=-CS@M%okP)pe=G+J7;J8GfY}7Icv6r>R)e$}Zx1AX
zO{=-cyS?smf1LiAGZI?B`~I90WU9Us=n5*5E*z9Uey3j}aHRVRt+e0v^sQBo!<93S
z9=m#uSK4aU{pzpK=#S;A{>s;Q@aIvvU|$;j3_zVknyV
z$PPH{u{(b0`l1+4POXm2;8x3fu=eQvI3N3OYHZEluUjk`7bmO4uibd6|0BR|D~g2-
zu;yMM7r?%he}PAuY#Om@Rl5b9Y|R>Qw6stQxFy&4NTVGB3{SpbsGKHEvA73Y6AR>K
ze4Cek{H7zm2g#`fZtePH|E@JAImSn8W#n$JyYnXHIY5s@kU@w3H}8IUOgP+NP|tqH}@}BJZ84?%$f-MTURBnrl&K{S%x_+Xu*^0
z39G2UG!^BlyA(q>C*S?D
zfJ~~}lU~%+?B%ijlite|d;7#CiPcN|<|>Y79C!(t&V?Yv+Lq
z0{;Tgld8VVKU5I%@m8RvV&HvpW}higK}>*U;%m9s!Jd3sTfc_Wm))Q7;H@x#OL=>t
zux?&e^p^A6^Qrd7BmucnGR-6PF}uR5bnf=Rm^!B&0z&MRoe$_)4`Ztpw_4^76&;x8
z;IK#hfV?_-#ku|C=DIES`%QRFkHB|a@hoTdSDquk7O{Z+-SRv*owm
zOB|23x`q$ckE*^?Pu;ydwDk501s_)vYrH-Z2#0aRL@r^34HovwHpmSVeS&ORbH(qP
zE>;P)ph$b;qe>1Dgyl;A^pmoYTpCQ(f>9Kr=_N~R>hKCb|ODEjy!##4R2oq|WY
zSq-Z^dAj*=>aoI|hLsFMxR--hqP`~ZPsq3l^E;^vko|(3P@Es%^f15fd1nnx(vjGC
zOw
zoXaM_hjfRZ*)D!-n3Lezkg~otA!zZfUJsiE_8yX}@FRYr3q)+$&d^Nqgqb)F-2`J_
zI<4c!mPc0UgDt%3ExW}nm-T7gcKfVL-&oH-zcE{9wP$y=%I@X!tTgy3|q$&gee;zH#6V@L0#Io+j43|7;@CY3xNYOke7RE8}_GJ_xiIFa%AEKzRa14JJJxW9>>{20-^UV$+wWtxMI#H$8R=zRh0!
zt@QKA_N>v1+{mkul`GR4Pu<15Km9)=R<41QxUMj$z_e-D1{*jCq&<>j_Y7tz7b@vb
zXZgfQ#cc4~-KThbXm7!r1~`}tn5BjgJ%ZY>vUOn~G0XO~-z7J;SdM#waa-1Wc}Pc>
z8Zm0AkuBHcGETw*obXzN;Stz6-Rf+M-a5h}^1M1VMP*X-6tvW{Qu11X*S+@5r83)v
z_F50W*xN^OIPMN}i+1j9R@I6UXW{#@XwrB$eB|lrnj8E84nFQ8PJ#UpcR-*ldZ9dD
zsSI7#wtnK8jnV`ATaH}`J^lw3-{MdQW27M4j1MG3V?0xxm%YKz%EySAXcIy)A2iY<
z_tx(`t8%-#JcsoQ#
zhIpcF$U(srvjHzX*aF}flUO?kL?IFN|=r_?LM(?mf@nq?cfL?8|${!2^)`1Tbo!*z6S^1M~s;9-D;s?
z+K3BiTSyUvjri?h22)qM8(}|OT$A{_nYT+$HA!pZXg2o(_K3|t+6@1bPOblB^GZgt
zsGk@LQ1|u*;l>VzByzB2D$v>VL#Yl1F1K#st!>dGm$aSVQddRu)L(kCw_BoKBK9ep
zVPy~4+-9C78~P|>>tYp<<9!%8IEz5eG35(W?vhQkb}||5dIs