From feec338c08989ef4d63c68eb3ab5a5152bc52c89 Mon Sep 17 00:00:00 2001 From: Daniel Han-Chen Date: Mon, 18 Dec 2023 04:23:16 +1100 Subject: [PATCH] Torch version, docs, readme, general loader --- README.md | 31 +++++++-------- images/unsloth made with love.png | Bin 63453 -> 60119 bytes unsloth/__init__.py | 4 +- unsloth/models/__init__.py | 1 + unsloth/models/_utils.py | 3 +- unsloth/models/loader.py | 63 ++++++++++++++++++++++++++++++ 6 files changed, 83 insertions(+), 19 deletions(-) create mode 100644 unsloth/models/loader.py diff --git a/README.md b/README.md index a348e48143..872bf7fd49 100644 --- a/README.md +++ b/README.md @@ -5,23 +5,20 @@ ## 2-5x faster 60% less memory local QLoRA finetuning -* Supports Llama 7b, 13b, 70b, CodeLlama 34b, Mistral 7b, TinyLlama and all Llama archs! -* Llama 7b [Colab T4 example](https://colab.research.google.com/drive/1n-fgduZhRUsSjgpqNtVkXA3rSfE7iBdg?usp=sharing) on 1 T4 2x faster, uses 43% less VRAM (8.4GB) LAION dataset. [Alpaca T4 example](https://colab.research.google.com/drive/1oW55fBmwzCOrBVX66RcpptL3a99qWBxb?usp=sharing) 2x faster on 1 T4, using 6.4GB VRAM. -* Mistral 7b [Colab A100 example](https://colab.research.google.com/drive/1SKrKGV-BZoU4kv5q3g0jtE_OhRgPtrrQ?usp=sharing) on 1 A100 2.2x faster, uses 62% less VRAM (12.4GB). [Colab T4 example](https://colab.research.google.com/drive/15pyLgRN97B_jA56HS0esx56knA9I5tuv?usp=sharing) -* CodeLlama 34b [Colab example](https://colab.research.google.com/drive/1gdHyAx8XJsz2yNV-DHvbHjR1iCef5Qmh?usp=sharing) does not OOM is 1.9x faster, uses 32% less VRAM (27GB). -* Kaggle 2 Tesla T4s 5.28x faster on Alpaca. [Kaggle example](https://www.kaggle.com/danielhanchen/unsloth-laion-t4-ddp) +| Llama 7b | Mistral 7b | CodeLlama 34b | Llama 7b Kaggle 2x T4 | +|-----------------------------|-----------------------------|-------------------------|------------------------| +| **2.2x faster, -43% VRAM** | **2.2x faster, -62% VRAM** | **1.9x faster, -27% VRAM** | **5.5x faster, -44% VRAM** | +| [Colab Alpaca example + inference](https://colab.research.google.com/drive/1oW55fBmwzCOrBVX66RcpptL3a99qWBxb?usp=sharing) | [Colab T4 example](https://colab.research.google.com/drive/15pyLgRN97B_jA56HS0esx56knA9I5tuv?usp=sharing) | [A100 example](https://colab.research.google.com/drive/1gdHyAx8XJsz2yNV-DHvbHjR1iCef5Qmh?usp=sharing) | [Kaggle Alpaca example](https://www.kaggle.com/danielhanchen/unsloth-alpaca-t4-ddp) | +| [Colab A100 example](https://colab.research.google.com/drive/1YIPY_18xm-K0iJDgvNkRoJsgkPMPAO3G?usp=sharing) | [Colab A100 example](https://colab.research.google.com/drive/1SKrKGV-BZoU4kv5q3g0jtE_OhRgPtrrQ?usp=sharing) | (59 more examples if you scroll down) | [Kaggle Slim Orca](https://www.kaggle.com/danielhanchen/unsloth-slimorca-t4-ddp) | + +* Supports Llama (7, 13, 70b), Yi (6, 34b), Mistral (7b), Tinyllama, CodeLlama (7, 13, 34b), and all Llama / Mistral derived architectures! * All kernels written in [OpenAI's Triton](https://openai.com/research/triton) language. -* 0% loss in accuracy - no approximation methods - all exact. +* **0% loss in accuracy** - no approximation methods - all exact. * No change of hardware necessary. Supports NVIDIA GPUs since 2018+. Minimum CUDA Compute Capability 7.0 (V100, T4, Titan V, RTX 20, 30, 40x, A100, H100, L40 etc) [Check your GPU](https://developer.nvidia.com/cuda-gpus) * **NEW!** Works on **Linux** and **Windows** via WSL. * **NEW!** Experimental support for [DPO (Direct Preference Optimization)](https://arxiv.org/abs/2305.18290)! * Supports 4bit and 16bit QLoRA / LoRA finetuning via [bitsandbytes](https://github.com/TimDettmers/bitsandbytes). * Open source version trains 5x faster or you can check out [Unsloth Pro and Max](https://unsloth.ai/) codepaths for **30x faster training**! - -
- - -
| 1 A100 40GB | Hugging Face | Flash Attention 2 | Unsloth Open | Unsloth Equal | Unsloth Pro | Unsloth Max | |--------------|-------------|-------------|-----------------|--------------|---------------|-------------| @@ -35,7 +32,7 @@ If you trained a model with Unsloth, we made a cool sticker!! # Installation Instructions - Conda -Unsloth currently only supports Linux distros and Pytorch >= 2.1. +Unsloth currently only supports Linux distros and Pytorch == 2.1. ``` conda install cudatoolkit xformers bitsandbytes pytorch pytorch-cuda=12.1 \ -c pytorch -c nvidia -c xformers -c conda-forge -y @@ -47,6 +44,11 @@ pip install "unsloth[kaggle] @ git+https://github.com/unslothai/unsloth.git" ``` import torch; torch.version.cuda ``` +2. We only support Pytorch 2.1 (2.1.1 bugs out for now): You can update Pytorch via Pip (interchange cu121 / cu118) +``` +pip install --upgrade --force-reinstall --no-cache-dir torch==2.1.0 triton \ + --index-url https://download.pytorch.org/whl/cu121 +``` 2. Select either cu118 for CUDA 11.8 or cu121 for CUDA 12.1. If you have a RTX 3060 or higher (A100, H100 etc), use the "ampere" path. ``` pip install "unsloth[cu118] @ git+https://github.com/unslothai/unsloth.git" @@ -54,11 +56,6 @@ pip install "unsloth[cu121] @ git+https://github.com/unslothai/unsloth.git" pip install "unsloth[cu118_ampere] @ git+https://github.com/unslothai/unsloth.git" pip install "unsloth[cu121_ampere] @ git+https://github.com/unslothai/unsloth.git" ``` -3. We only support Pytorch 2.1: You can update Pytorch via Pip: -``` -pip install --upgrade --force-reinstall --no-cache-dir torch triton \ - --index-url https://download.pytorch.org/whl/cu121 -``` Change `cu121` to `cu118` for CUDA version 11.8 or 12.1. Go to https://pytorch.org/ to learn more. 4. If you get errors, try the below first, then go back to step 1: diff --git a/images/unsloth made with love.png b/images/unsloth made with love.png index 9bf7ec93680f889d7602e5f56a8d677d6a58ae6a..20dac04f388d8eec89066d81362359994e855786 100644 GIT binary patch literal 60119 zcmYIPcRW@9|G!p3*&|tHkL)5@DSL0Sg(92m8Oh#-%7}<;+2gv1l)bm>y7tAr)^%}> z-;qAQ?;joy?mffJ9yqvyo=2jMACN=u_LUuCIan8Ms39N#OvBGH&qin9?EE=|t`9*scdt2k4@cHw5 z!ro(30nuO|d>wpzg6|_(8d7A!65`x)Fnu08J^gWddVc!cZ_^{7xmvHax?VB|wI7(x z)xYBLCJFxw=&?ko2*`X6BZ{_*A=OHcc~z}s44ci)mfQSQ0(yin1z z5)JwU+QJ=zpFjKBxQ(xU(~2RK7$gaDBGB%xzY*=jjZ|sTzW${GJE65d>Iq>Rq`v&; z>(LafNO90q(ebfp=s0KsRJ0s@x9S}{TR!!Ey)g^1)veG)WX>7R`#p8w;=6B?@D=jT zOF*aiR^PE}A|S{4X}q`cj4=U}JRFzGcLq6$<-h~Qi5U*&}Ps@TEnVS9-=aiyt1LUC_ zB=mRI*Hzqa&np};dt>)iQh;ZeQR6(EuGaPX-F8;~1L(CK7Eq4o z0VNf1#Z&oH6;L^j(B1zgLJsHN2hEYfZXWh)-Qz}5Mc%8=3BDG3_q)uktBE8<{a|ck z0%hY2_2njna3hy;oIq>1Mz*Q^&7cFV zTD<=@65kPYDhsOEf2~9Yd@T%WI|F?y=)w872fClgKxVkGHGP&S`^SSp%YUx9Nr$rV zY!O}EoTu}CJ!uoPELIucdRgX&I{uDO=;EKiq^q%!Q-Hm$KJj~i9=rzPtkRsB08S0mSyK_A>_>Z^MzyF1U9C1#W+qf9j*Q}PI5_@wzM=Uy1 z|ArOCb2iuH@Xb_-f)MzUo)omh7~1~FP3XVpau|X#NUd-PrKD~(l9ACv96@~rmH%d( z^o4$FLT^$x=N%y%CU=yiO%Ft>HHPtt%j+(LfhDKx1dp6w%FVYsfT3FGqW4MLpA!raw79vnO6Oz@C(p z+zc==9dmj8`?tKJ$)jbawDjZx=3dpo$KL+${L8u72o;`5aQF4e$tj8vi&l@HX+CRQ z|704P*T1U2A4mL}|Cj+>j!e?Aj;25Pxx zr7!QDjW3_KwRt#Z1)jU@Z5{OVrkL24qNiy|Sv!fsm}A$Y8eHh(v49J&+KTR#{Zgkv zABW?Qso8I!Ofkb+E`D9>>6T$Qepy4pj+Ql+*jCQJ`^Fw|MA7ygWVoA8_zn)eMlY|u-hbxuzM$`s)Kld{)XyPv^du*T=t{RKUT)jU<1r|tM2%|WhiN+b+G&@;w zit-=yJXvq`_8UAKDV2)j-3nV&u)Ae3MT1>Q=XL~fAN`G8WrX(9;Uc8p)8%Ftm;iWI zR7w*?o8^Zzc8aH`NHs?vSm6vY$EwkoQEpXj7avSI9D<^r{eWIn+KiW%ex2;I;MFvT z3qB(%gH7IBttQQ}GrNX`&8%Trbcg8KNSdGPcZ`NTNd-=3hQj5-i} zYf_7R{VVo754t0f9-_ZcE!((3e`~agkud$B<1L)I2ZDO@Jm+s_WxtEUd&uzkfmXRJ zHRhVW`e)&5Z5N<}*xw1?xcSS)?#3k?4olmd&Q*>+eX15JV%DD z{$HsBXY(xf&9Enj^Qne`RBHZ9Q37XfZYo*^Wea#+GJn&Iira0_DQ#Pw(Jed_7a7$J^7EdqMl{{b8426EYG2MA<8J~(P`mpSFUdkxMgtdPm44m84sLsdX!MHs(1Tiq{?-ZBY%3{jS8 zH|0<*&ru6E6#flgI~&jKZYcPBFs`1(Tr~rjv-(Ft zmTxWO!LBvTE|${jx;t4;&Myzj6W&%Z-cqBDPP=G*F@?j4{g28va|Im7QdN|4^^ zb$KdO+Y4G5EF8MZZ$v$eAg*uzx#0J-7$B?<2zHo5b19&;`8Gj61zMVeIAmsaMG>7! zIq!lf{56V$L<(T_7l@V$s5rsGoi0mMiMT&_F+cQ=zZcDs*|? zD(cC<5WC(xpEWR1fFM$P=8h_l66|O-rS|4`I0~LLY-zFMS>2x7VuOu>ab;u_q+dUo zLJ32>6d|?dU+e?yQ*mdAaLzmgAS%&+3WD5%E2Bcqxya2;4G%r|C;M z@bDn{zV&C^fI0K*zVuxNozrxxI2EuS=H~UE*D81Z|8Ps z3pdi_$;i-5oKIavXNhTAZr*nbqP^E;Zj;>De=qeiap zd0_M;kZ9smuh)Y-ZGPZi@IK^EourQ%$y$GNC?yV0IT!!Hf_g#q2VHn8aNzakz~t3m zTO5fZ4!(uhY>Kp09xH9Va(Jz@GO7zTa^>jBdgV-4TmkhlRZP9n%5!v5wf8x6hxupg zf@-xStiuAkBo0>m8s7X;CgLi%qHRn-W+2#xzJv-7+u!9Ph4Fysg{NxYKIUD3GzJl5 zFC5@`i=n&%Hnxut(=!9SCd|MC_U&ORINLVYQmO7n`(G@52q^f-|nBYz`qeJ)H0#MSfi=iNqWBXTbr| z)s2Zf8I!W@xV*FW6GZ&P<}?eNC3rzt;tm46G+Fm`m{ZS%!^I?)JC79?A z$*~!Mq@qY2!#5kox9lDtC8m1^c2lP-1sAd;(+)Jn<~CzEyeex@?eS!+2~@AX8YO6mnS z%{d_il!wVX<4^gb%H(UKLEbY)t`B%%^-v+x*^NXM2y@QvNPLdP)Mom=_WR`UUTl1K z1Q>%k{QbY-fB3WBuJy+A}Auv-MW*$-iU$=pWTD5GIWql=?=s9i)_fqgjN+X?R~8nh7kkC|?%i$@zJ^;G;mcWWlR54i{q zy1#wS6rw$L02Y+p}0)U&wIN& zj9g#pwi&H6XsP?w({osYWe6-;%EYnvH%4>WkheUjIX@ik#=`Xe9h6(c#ISS_RP`NI z(mnY3br1^YcXW7AG!KA&4X)c#fekjb;$@eCYQ_oS&~-TwBQMsZ$kwA#0>SWHp(YZ>Ilw|jDAJVqHj1Cq{ zk(*1z-=PUjaIX{;Ucs81?hYDQS}Tn*pCBIa2~n-+I5^YgS3q4Q`s>g(EAo!bZVKSw zXOaiMc{=Bx78Y~2D*bN?KSIL+kl4n*h z16ywnHM$oGFTqIN_SJoi&G@q{PYz7$Q^-M{^bF6DcM|Ch$hPq9Nt8HI;{p6CjZ9S& zwY4L2h*Vf(u>zo0e4+cKha4}Q?5843jRK>`1H69~)n=iv-7`igzFYlYdp>ah*hlxS z0&3rACEv)_>L2b^!&2eNbCgVt_J2q7`d9eRkT-G!S@d03QC0QgLFiMEK0ExQvc7xH zO&AHLPqk;SJz>1TXS?3s$yr#V-Dk##j4%(qs$gO+DKUj{QF zmXa#JYhK!M75&v#cu!vd+-l05r!I9i= zfSV;IfA+(`u58Bt>!)LQTyUi9?R2CLU^tAdfEIf&xQ0g~wWer{GHX^IIB~A(dvtB}$ z))D74C%$z{eOn~d;pB>-8#c^M!v)!U=#|;sWog@-s@8wCx60EFws8WNVph~hrqs8Mt0*?U z!#`DsYoD+-3_K!)EVOsYN;a=&72NE8_Cu@6%asYpuL|I3P~CP(q#SYZTa(!cUIhB@ zaUL+O* zvm;dy`jL(!cjzSnNvg0IP%0U0!Z?@Q6K9!r_=qs5?T@$juFbOyCVFN1X*@*&_^c}C zm;aWFgZ^eERareB0^Q3=-1Sky*XhXpVUeC-MO!)p_rC>uorH@L?AkQ$u5Mt#waTU* zOaL<0ZA<;~pXRb5@w7$^fCk`~ObT=5L`WxI%cdTZc_Ae+%vMjHRlPqvH}MYHc+5R8 z@bub9QhIVkdqlz1{K#9R1i^a7$Jk&$j`ft(LJOnGk)rGpSLY|5rhEv~&%2&yn)gbl z!(6>xI^MlAM@U<y!%LE-=#T@Y%?kzGaKPgi0 zmY9I=Q5Q_1)~74|#}gxE_nx;n1~41{CGm8yUvod>m-5Y=Js%MU$evsqZ3 z!5}*N7}d8&Sb`o=+bCPVjN{&l8QD7gMjBxHc^K}Idq;HE>NQ^Vx7OQ<&PU7@u2_|E z>m4S+3(sXg){pXFTEF^*hgOsV>knw@>FKHe4eHbBGVKw1R}8Vsi_F2_`TTGyv1oVe z8_UkzHx{P?Sa)m%^A1gGXq7TXYLTm`OkO%pdR?=wj-<|?Ugp2J zq0BQHOssEDP;!?wuW@1AQqoTv4zWE8Y-#jT&^<UUp)v@{a3F7Q4dIC7;OC^&6YqE_nNgk^M z|83^_M#~VzL<)f7b0utzusn0vc(=r)k>3VIoV;ShZdVsky~*hWVB=x)?DbQdp~e4S z;Vpcj+ikym>CwKFn32I?(ono5D@)ddqgs?HmS3j)Xxh-R85V?Yg(y_lnh&-5i?*Y* z9VH!DG7?^+P#Vts#qZ>T6~%fyh=;f;zVe20+3U;;*PSM3G?^herk7Yx$%;&P zCZYI~NpDr(we91+r9rn%pr&4=XwN(NVY?Emq-ZMcRT7nt9mHW=i6;5=2^dX1Zi5Wz zAshU6)I#$rL!epJJ0R)lE=fD=9_p=Qhk<3`%m9Bm@x9LPwK}{vb&42Q4gUxRp z-mnV(8p66Bw!fz#dFc`8A}(?_p3Xf)D6|4(+X>{~_d(x}78b*qN~UHsFETBgCDQGP zgESR6AH7`3)zc(=Z@U7I8VSxAX=J%QYx4dJD&u2#>A_L3T5VljUO|CE^k8Xe=@$ii zJySl-Yz%8_$uwhCkUIOfbTZ7hb-gPyHi`RAL?tOs<(-LeCNg*{s0{-;j72BNhbv7A zw$08O$*Ye&<=ToLC?H1V;a)CVj(BL-wIS$%?({C)hhld|rtXV?Jw!?PEBWGs@5{d?U`*iu&It69(iueXLA6z^BIQ@I@_YVox z;lipaii*|~-a6;mceRd_ymuis-K0*?mS;r$EiFOR~M$fa1vNAp5UX zBmb@)gv58#xz{Z|k&I=-3CsjdtX5L!Tuhx1s7%ZVP`3KRzGzAdmwqAX@z@hCZ;)(S z`4l^AtZQTxSyv~9-v8{{+Rj(ek|&QHDNxhV(_3OzN?#m&oJiEz*q9*`^vI=gh4y`V zx+(L9248C%p5t2A%EPW02s$T<#6Q6r|6g?DH74Z{!$ytcz3;JMQW7rgd9PyyOC}cG z>npYVEWvU$7K(Dr3?@_b5R@m#-)H?+eV9dt=*tAviiIC`Br>NvPfIPpCehvR-d*E3 zr1(~ZIThFp*sAItYW8uRbNhKS4LgQ-rHA79wpzcBc~GsB@-fyjjcixu*Y$rGNbcYg zB&iAyt-7^r3}kukDZzKMiNw8|yzUF1{9K3_K2CV&ViDGNM*4%$*=w1q?WknaD1qtY z->O>O!{*nXtFFoXj@^GBKru@uds?a5XtaH({1T<5y>;__Baax7nVG z7M*ch2j`bYV*xp%H1kwsXT#=%u#9p%cPn=vQ=7&6KeQC#E|cZvQ{VvcAJx?c_brI$ zoEKV|5@pXHwqlWz_lzqaM+Z)k?|SEu95f%Hjmk{yc#s9+vIWJmBO0*06&CnPGM9~S zw+L$gzdZOPY9NTBZOfj_?OrGN?F$x_!`G+t{P9QF9zpHdky}1INA1Um2ZNGBGssdT zn^2QYBQGeODp$-af+|(`}ygCW2Muy2nV#J zq{LwH(RUX?W`BwxKEu+s6ZGbX-*oI6%(SdBnSiUZ_EvOIifXAlv0iG`E8vy>U@%+@ z;3WeW8|E#-C;G1kH`jx*|4Wmg#)eEHtI}o-i?JvLIWPotq$C1~1=7xL{Ys9tL6AWv z7SXS_)6a<;=IosQA?;1y!TmU1-tLY0NNahWXY$4KY6Si~&$)DbzH43#NTOi9f)M=< zv(A$yugw;00nOZqsRbwAr_Y~*5*O~Q$WZIJ9=43{nQ&@l#}TpwYS;d%ey)kW2Dn@w zicyt6%6r~WXvqAce%-atru9V5yS)B)c46Cp#LGQn6K9ULUoO6`fdyn0O^utls`xcJ zZuOGPmlUHD07OfF+D09i9^A-{MFgzUeiw6I!_dc)ZeUa7N0=yeD3dP^XI*!9yIJ_& z2WQ16Ragsed2;6oEezvblh$w3PT;@w%n(&?BB z7vm^DNpTxB8~&N+vp3n0M+y!hQbMn9{}2%c(;U#ZUuhc(E5XoYkfD;J+gE<1EXYm$ zzW6O?=v*D6ma|#r4&bT)WVLKt5%3{m&Izpnf)jveji-`B2f=dX1cpU2`(M}4(BM^d z<(S%zLO*7e)dviRpfgVsVq)T*VI`KuP&`s?=!G^wwV6dH`@1s{@kOrjuf(+HM86K= zn~iOPY<2%(!0)}gp$@~hm+WJ(sW>gnW$|5MEZ(l&3r4{Xd?vTgs84@m5u&3b!rwhv zZuD)w{gZ_)PV-)59rmL@>#if?#i4Dd$NL|Olt8)2w?*~)qxSS?XO9Q{$g3pmhwd1( zxOTiHvQEsZ1pHjH-6gECq0z?glax1cHTR{24<0fa&M3t%SJiFwTRELT$*(uAm`|_}WHMC;Mli;(T^ivp6NUGKQ zPH`C$lvyDM!%D&dhfYrOO$Ns+T~sWpG2r>N{t1e8_p>u?d2rHaNo7sjU7 z8+lvTGThnz047&pEC z?tgFWcOZKZ`b~EAeltb(!OqBtZXC1p?MOzC>!gxfLh7IHt0-jrl&iBCuOVbX8pm^q ziFva4{nra{uLC|m+hJlUA_SbjSIOz=SxfP-|G@nEjyNbJ@t{rd=^O^X68Ew1;@rd4 zT(5=2)R+g~BySPvES&q=n#@k`jwkZ+KD{{AY^Yhlw=I16c5GIArnmpo12uFKuquNF zSc#0NBjpps_UV0-Ux?Q8Mk|Up&-C@*GE4gx<@vKIC3FIZBeBY+n^jP-MwaVil!+ch zFB)r9cdu*h!{!qx#1>W~5WZU>r{sHvDgAO~&9SyIgPww%;+A2+_<$1hoU$vsq4H)` zz+|9f1KLeNy5{-Zl$m0#}c;*@-K;uDL-1uS{FwOudC06*u-ZVSjJ z5hGYoAM3r~@?r?<#cDm)^mqFXAJMXqPo?f^UP_Rxd^OH%unnzd;>tVFJVKx=>izqi zKH3Yp!{z%jgz>tWd@_yV-gP*dhIGgp4s?8bH~$XJoRW2VaIZ!BE`c9 z1RCxvm$?95%|0XqPZkNyPQeYSIYKFAh0T>Z(N6s%rf@Zo9&7EMatzi6r-kABhwe{w z;(|Kac4Uh&{`L{C$@8Gi>i8zJew?63`7ako&Z*qARkU9J86au0ho*3-?ZCpx;M?^J z-Yiddl8=4&#tHoeXqT6lVZi6Vye7>fzb48&%9oxRorz;e4@oE#=dT+d5T0(x?>=w% zfxzv`GVaMX#(L?r-Hwmim(d4GsA^H#1Oe zrejE|$;}ccdq_{G%W(=YKH^Es5b23>a|T0OnW4>63!Ak zvd7D*2D@O*tVaZ3AC!w_1cOmv0y^Lo9C5@Ne*g(_nIg*29?>HT2qL)hIG!-V2thXU z4krneJnn+=Cl~2)FI#hK>5T-=$Y&X934T9`op9v3HWSg{(s;eDu9_0<5hAZ+1o$o> zu5>a*!z70z(U$}IA5f6<6Gwm>|7p%rK1P(Kxv~gghfm}w(TeZizc0GpN)1i*_CLd7 z$W*_?R9-YZzj^LDZUkuZTm9yVJkp*dy8}g|I+>&GN-$CXtCPlP`zUlRi+M;nD&YH8 zt@4brBpB`sJFnf}dA4GL$$rR%m}McGH*)N3wr;; zr&1cRXED>@{#ErRon?@-a~Z~cP>ZV*JZ^Kc)|V|FFmRa^X2b?r@q=TNfD#_>PW(qJ0+W^H+qgWm5>}h0nyEJA-Z?Bkph-`%)FlueaU(+oy$!$&rWMa z)xylcy(X4~3XA5sjD(fT)Omw%>pAv7rM;yY)oOaY2^7c)f{I%GB?mwA+tg(ai=1@# zrK!+fBV~+Q=}jk`e}n>Wm$9BjIW^=Tx zo3E~RbC@5~-MX|>FP9old073TzXKI=5fBK#p}oDmHh6301^Y;CBEx*mU;xt5vcj@3 zIOxRAn)N(>qR^67g?o#@LFu7Y8_4eS^>;SC*WlR{qe2BWfX+s46C`d zwFdKX(8<5L_3c|ZOAy4}1C*uSn{KvXG{!YD=1?ZXrY-!hvmbZHMGXh0N~0Q&FU7d8}-IWOTxF+_IA^N*s2#!aaICjSRJ z_uqFTrxM`lE7Vr6CUNZT9ov7*5Z`ZR6x^XVx;L*E{WRA9i>W5g=>ES%k@U!m?2&=Q zf{J@cHa1Parpc_qdF9@g6LeGh9-j_b*)4H$^bW;*YX#67!XQO=hrrSWu)W;;F2ddP z*Uo(canBCk_Xh=fPjrQa&~{J?i@`PFDSLP|?C7 zTXnLYZBNqH79KTlrl0n^^ARX=>;+uM9Q3M-FL%+t{mk(+=6Uzmslq^u^yELf4&h1sKl(vj5y_pZaA zl!>78<29S})8nGj(i_iOMvYhk0Mfj>KPb!h2I9SKVqgHNtQ?vMW*YfU2h?igyi}kh zkYYPQVv!$0bzkC!{|$raUBg$5bu49}6o!lA>tyRUKS2v+0P(Ie;GNjg$`VstQZx);4Tee-32i-r}kXD3ag1V<;rs`{IV8EgK zDUF#6Z}eOnG0Mq5Js8z0s;Ds9-UApgF0-wsKWFf$K2tiU5kv7O1~+{b z7RCQiWt|XKc48~p#kX0!v+lo87k*y0{p4VLQ+F*$9`cMh7^o+tzfgMg zVg(KW+|I0wO|r|=_gmA|go2RMA2CyEB(-k3TUoT27Z@JI)3wX|1gI@x>kfQsIyyo# zEf+=3fpuXkOkKtIR_fl$~Y+bI>{NeJUnH$wR=$v z#duI93yNO`sXOx@MyFRErDxSAa{~hds~=h2aTXRjL&bk;43bTHLRdnnQnvd7&B5*b zTYzS7?SQscK-qphMUVf)Wgg3UNB57VlSj>PZ#5dDY!lsN%D^nM9z zP2p|7Trbw-O5=c`IQ>KvCMLU!YG%B@>Eh`c;A?F(Cw6c>u9CvwgICMJh??)|Zuf@; zXt^($Qa*z;>5x zS+KgPd#sWE6zkzUvt}l6(98FW!~n+DuE&sb8o z^@H_yMFGss_y+rY42ZnTJ|ab+inaFTBTxrLJIhev32C$&B{pMh9tRT%Yz2W11(CEn zQw5O5d`ru~-L5Hst>jLTvL8tI&O~qhl;0x!#5mMJeY##{`-d{qAMw4|+~Urj$PYK& zWAZuSz*o8nU3K65TN;8sCN@mAuKk6N>qOzPPl6nZ;K8h+6n|d-x->X?(m3AbK^Kf% zv%^qyc4V*;arO2|r*XT*lF34tW0!)9KP_M~(kl5dS#2KW_^s0SWlHE7Y~PRhWvZ~1 z)$|6a55;DpP>>5|K(~toA1xA^HXoNTv+Xv^5VEiMDj&4AHVz9t$U!MxLBut-Ie$s} zCo~upy4ny|tg62FwgCnYsKx88<%SIO8Ih6bxB`RtbZaN-L`~(rWP?lq>sBxGxHf@dseSWHJ@>z zec%*F9#>?)6X!_`G?Eo5iSzKm#{uJ~j-nQ`O@i}NM&AfsoC)KR1J+ygH;A~=%v&#Y1QKm2JUrJ%^QEci%sK5`ux>THESOhIaFh?_BIe%ED5$ zWU82|l&AyIFP>!Q@dW$s_lvvt^4EXK&29I{ksnh#IB$BBnj#QpIsb!B5NWKabH$xA zIlIf6!&#}_bM&`S`4wlIvuV%rVT3#5rUkIsopC|{mR<4eM>UAe#(Wqr8&I}DA9@Nz z&TA(vVk;o$Gg=uBlfztJ`n5fL#XrW#ZNvu>kbAk#hlzkg7dWv(hmH!7>UVi`n_6IH&-;_gwUixz)B(@11Rq&bQ&YL;}O3k7<6(7|%e6vxsuf6!IpD8_$uvibGqNLjs_H?!u3Sl@)O?0%o9FA9ulIcva+ zc0SV*MYSBh{Ia%n%1o5-2*K?ox$<652(aR6Bf4Vg2ulw&x7f1iUJPc(Bj?N3KwXbK ztWjsX72}?i!LOxh!z+ATe-%qh3O9TiRl#)ziu_(wwRhc(p zOvSvJJOva*deJxFGDCxr_%ktke#TUy|9;MB?5p`JhL~5DI>`OZ-Vod`=G7;P*mw(; z)BLtpB_*2lrKA)KoJ7oJkt3W;W<7r9r{a6*j2y*Y1d7mqfX5$=h=9YNUphNVEJ62w zC9)*u<*^=Y&rZH18L5y?(#o7tI>qRHQ*WPZ^wcpid3Dm1d7%EmVGq8_@hXL1XSm19 zk4w$81+vNnr@?G&Y#^jHtuNR6?I6H}cGDrJT~*1M_Z=v^q*bWpBQI1C&j@EMo8jl& zpsqh2C!c|=@6cuPRPJVpJ@_NchrnWB{QS#6H!4Ti%18Ih%ShHtT^V*O3TZk26xX?i zVV@8ta)A1=@gNlL`~4u3vbD8^4Lv36$`H13JDh&G)P_faBQ)4wY=jVDn>U2FsyQ=KTTVXWF`#jkiP6ldUrQ_k$#pgO8O?-pxkOScaUTc|BZ} zDgncqh5MCjojNyQy%fE6jc)VVo-v^5lw8fQNy^G9^FLI3^VrV`au(=Fc8e&WfrP{b z+9I)h=1$Cm5C>?i!LraZV@R;HMewm*ru#4YG^N)%3wXPJD<(jPuE5;{sigZ0^FV`T z$pozLN3O*JSVsD)0+mF5RGqq= zCT9)qOYfCbcjOhHF2)MBY7b+LMP7|@U(%)Dy}eH(Ntt%wv4X!|hh*jz7Za1v3EbdD zMx=LVy-CiIjRN}X-2ReaKagqS^eA*GP&~=@SdwzU~2N%oQu;!I|Zy&@NNDQ2+O*J zG-bT(W@+{NA?dS&(GNo(fRVw{b6B_f^H90O0UNjP1Y?cwcJFUmUfjMonS|(@%E<8^ ziHnObU82c!u*4sLIhRjxdXxVtuY9g8=P(x&;K+l#*h)mx7|&Nyh3~0t{2Q<4@E`LB z7d9p6X$lNP{hJ<~C!dbU57eYU0P5#C;%D0PmY6+inAf;<@vi%V}Io%4&vWHVP zui%TLTCxUfg2NPVLZ+-Et!HW+(x`+(nC{c-t;sMMDKV(mSX|6*8k7jJRitV;wrF$Z zT@`WNJyq|xyROCTH`vnmi=~sWxLiyZF0}NHMp{f(STHzaj+Xeb<4@}u&15Q^L%^<( z6EXX`?+dNHOZ`56^~vwef^h+d99*-63|WMIQ(@Yti$$nlB)x-P;N1?f^@E`zeJx z5{$91tEzm$idj3j%|wU&{DRLU=S6Ga?HzCQ?fdn0C#P9em@D#1lp5M3m1IIs^u^~# zW<*zW{nsYH#0p;wu?x5;QZd7^OZ@R@a5?Fz+oZWqZhk)dvUJ*Epc13|+l_r)t;Z&`768Gb=(mWXO_63zePp<7XS=u; zOy%ZQ*w%HIErJRV(2or~@mfpf5j5z3@9K2o_&1{)dERsejmU3D2=Y#zD9t<|Km_KY zWjbcWXUgN@jwGwKe)3@P2MbJDJ`f8&#B4RFX7m13-3whg`Lj_Qyk_>ad(XlmS%Rko zpSZ4F1IX!zZ?2qXotDAC;x3(G7P`lcEX$ZczfR&053Wys10qvEj> z?Iin_n&{1mvd=3eb|UhpN075^S1OsT=Gt1Ckn{Zpy0i@| zIe9`9@U@ig$~g#w;g=}j@kHi-Pgy{CSR11Ke{%bOHXNH(X`ci*GP*(YdH{=P4)svX znb^80K_C~6RH7;lI1bcd%-g0mj`rJMosRj9cdipy-5r-!Maiqgzjkcc{l&m< z#DzkX*1XPFa));(+k=U6kTap*>I_*Hq!s>)pQSPj7Y<~>v-2Zc`ZJV|vx3IHMJjb* znYfHLF?hg;%u%NtGyW6kmE`V+*cb`~>xc=#+*ND694cNIjS;GjVyq^OP;w(ZEPl%r z>Nzq@5fKsAS(1gxb)Me3&@LGv&sFvDU@|240b;ylcxZ@xgqg_~_U4xGb9wEGWVnCG z$!Ly#&V{@}6Q~6kG4Iz-VjgOVI~97Ji6eig14Un%+}_R(eGWD!1v{&0p2^RBuAQV(RZ}w{ zJ_jlTF-wVZplpW>pn$jmQFn%RSoZnlZyKb?h*z26<=-T(a8Qx3I z7ew58rh=nE+{&qo(pbdsO-#0y2`j7s0^e2Q@t_R0lv3wS3p(mCaqCd^ORd12cEaMB zfYO+iX*t$C5sEw|PR{(H1)y6)7^wT)V3wMCNwhl?U_x>&_Fz|b{Y&^0=*#Gn3&4)m zOXW1AqS{r})6;8nA{y=oiUD#9q)g$%Lv@vOW#Y&D$~q{yg4Oyu?Xkc8iR4@oJx=C4 zcad}xPVMDs-@cg6Is~D&lfA&c7+2?)O%^|?1MzD>)Gt?_zt;JhT35|Q~ zJl~h(zA;nl_#1mq;ra?%cSy^L4!)puUjTCI@xcALg17%Qz><8JnbMYgFix0PS4+Pz zCi374?jOc{*A&;Y);+r?R#3v$1{4EsS4ak$4Afq%3L=7-C-YHHsT?L15#WlQ>9i2} zg?<0W^_f0?3uh9wv)bdhgTyM`n3~q`n>rOC>LCm3KBDsWF%XNHE)HC{WqQvUw5*1;RE1TkW~OZ*qi8Kf9K2Q`qF!n zwfi8z$*Gf4RPib=F8*;a1iS_@$!f4upphw`qDMe6LMdGzYfHokbo$)I{HlMxK9t)4 zlsR`gskDmjz17TOwRDg%TR!8EJ}vv*|GPtuLpmI)%iZcV3b(pCxa9#KNBA?Mbq_{H~YXLrZ3Cwu0L)iKBP`dDhEW}rgQ!AqGQbqWw9!w;x!)(;rAtnoWKr-1Mz1E54eRaF%ptWPIs z;q)v+TYhh+qx_bMeMR--`zEs=E2h;a>O})EFI<Hl8mqljxp*$ z{`n@apEO2h6dm*qO7fa{I%Z~!`qUN(@~ESPYa+vYKgnc^dQNuZs6*cOTo@ko^ZmkM zD%(`=Y%anGO`7W`{%6OL<0+(U7}>ES$u!d_T%8=dfa?CK?s_=TjU>hMMWYv!I5z9x zT-Z+=TDYG5!sD)NOp0&ff4u;rBy?zLZ3D9U=YLW-j2k@)oGpWjc#cfo-DG$tz7RNC zGoLjEB6n?~rFhLMwbuVRa!~fdOhdUZTbhAE+~vSjEc-j)mm8qBMPBsXqNbry*pA9) z$~~GX@C>uP*~vEYZU?Z~tLLiwYF=lKI@UN~yDN!TCALb)YUmawox7oRv?s_bY)CyS z&}J~`)%qm02~cEf*IAjxqKe0m!ABM7)&S=HiZIlO{t)K7KWeY6$W>o~g?2NvJf+oJ zdft=RU7v0fvCq%Xe+2M)Foj!l@`)Qc*)dSf4F~?Ap1BO{(^owL*$l9~N3Hca(m6waq*o|xFy{ELd%%t_Uk@n{dZrtTjcBeriF#E= zJ{fbSTvsPbgC5cn@SWHO-om_1%Ds``(ioA}%>}iK4wIap86Z|UZiR)B?3`>?EH$oW z>pihJ9Ziw@g3*b!r?3`CB{x)_2Q>nsLF;HaRZIWDNox?cIQXD2(<5fDv^zH4?DSA% z_l~UHj}GGRZGsA@=W;JzaFWU#S+(r-@cAxA(Cq+i93?dXNLdyeYBt#A9kvqH_LS|a;(gnmw9C~xIWRTe5Ya`GdiT=nZ zTR>A(BlH3OEhU#-O!$vU3K9IW5hSPG`+*AWvg9+)IlDRA(&ak8{TC081s1CJj@bx& z?cipdVI;)FV-Ho|eT*}I_Kg0r(Z*#jK#0ILy85?7YN?V$`kr`|^Q;)UzS46|b8Kv^ z2=XB&hL}b_8A90jXCd57@K59Zsrm09iG{cL;kM&F0a`M#9Liid-INWfm|U|-wMtE> zV>TuSA0dSjAADIAn7wnt3CE9{>qRZ4EE&H+Da--2oy4Q@qm_QP?Z0m)wxdfhGHc=z zpd6yGADMyb0^4*uN6=ubGg>JU^aT3nz%m+FZOr1_*bZ#SgWe0gW9|CZEKqqcxG`FY zCYhIi0balhVQkj#x2$vexZ)AXfBWzfn>8Mn#RJ-*5W>byOxm34e1* zVJ{VxI+x3`xny3YV<@KLBK@5n%}#hKdg3#syDN2VVI>#-tLI0X6_8)0&#K4X=Gz8F zgxiK?`NE?!r2Kw-Vow`vw>^_gC2>BsNZX}qo&{VFCUZz!ZXlsr+6Q&R-nXS@zp2)e zqcap@X%{a|6#)D$d%z^>ZW4(x1|19|P?x3p?zT60OT2t3orI=!PC63Th*FZHQ+Ke-cet2?pm zjfusP9ttQl@YHDe&zsHH(!d0>BH8 zD-UgwCZ=!g>PWIDD$+8H)o-ml0S*S!Hmm!rbNyn|X1S+RQ1Ws+Axme@`2kmV9eGbx z_s^r=PE`Fua0#c|r5C5 zzf_G)eo3XZ8>59wQU6ENS#U-9yRcCIu48Le(CqO;r?{7NHnb?<_fE z39_z!+j<8Ss}`1=l9eCkx_vhxq@x`0k`J5{a?s;G?06FU4Xf4+fe2b&g1{*7v?0Ga zY&o5{<-(s6U`BKQau4tS*?gn4{&K(}59HFbM)kS}%WBhQ3PQ%_{uG77m5IH{D!N*2 zk`+|lD!s;*+vBKN2I?|C$0m5nSzRovRkgTDdmfzl;jtJ~TQKM;L;l2#nfD@~zVHQL zR__AoEV)@)_T9npNasf`G{i~7txQe-Z4sGm>RM%FF{ppBKaHXuoTP@;&sI$>I_O-M zjjr~SzQ;bldNfoh?CnuIB0hHso3ai5WgHU>>}ofYUUEe19*;Q@Tq?yCn`w?8x`SHr zjU(~!?G73@LE>zp|N64+vE16=j^n3{s%pHDYun9a+;Ls@kY~` zlXmk6oWv@uj||RuRw0UI@+2Y9>2#6{>8Gjs4Ny!b%#Pm+EaZ(ngwcPUtblSK^f3*Q zaTk{#+1eBmE_&xI63b3}ukFPgnfvp@_yK-D@$Y&6{hwKPGQCgKA79P8E_s<-TVpjF zctPlLWVyaD+(7zh6u6rAc%5SzrB1)b^y|JVT}KVLQa4S~c&l8M=80!d!xBI%Ku_40 zj4i4B--r2{x_3O^<>F;~;LTzahdef6eG$fSd;Oc2VE3p*y0<7yFAyq(QqH2{=fvrA zmFxBlr=j&jA5zRRilN_hzxEM|JzV9c^2FA7g$;(?E3~Y3(}cyy*9Co|G%eEyBWVK} zV{r-t@|TU&Wp1DAi150&bt$G#nQp7-iLG?gRdL}oHYPM*;Me~p)^UsV3@HH#?M-G) z>@8#ScyJ#E+D1ReiVywv9+=o#iBJ`?Fj1|t1Dp};x9uNa7&LkC$o^_{eA z%?Fj$ygGkkL`?aYMeX(F1{^wnXZ5t9tuC{S9wmximw^m?5E2G?R>Gf{Bpjg;^og&O zk5?lm*+1G(e4^XFJon)6N9>dt7Mr-ihN$K zRenb(Q`^Jg<_Cl3l;ldJ6I^$=E6rlpHN4O8L=Qo5^HyF6&-gIcj6|YszWiTQ~QI zK9xI--8!(MJe%kjf&{Mf_A)Q_-rLEl?_+YeeB5tKyZnf;%Y+Fj=>EV`+@JBhKg^e? zg*cWw1ro<7Pe57aKks$9KqlthQq9^!$s5Z`uE)FG&f+cmb<`48-f)Q6-gK$$|8a7{ z7X*qx9^U3^#|W4d%*acc6U|OJ-b=iV+gfB=6O#@x`40JR!{o;SCm~@)NjcV4(D3_v z@ZZzqJ5kYPiH$LKAyAI-R~?1!J#&bUunODJa{uxK`O;PrR*&-|`{aN%Be3Z5N2@z- ziS|W)DKAVZj!Le%nVto^pD+XnBZk1_^8wYK@>$B{Zi#o;v`h-jca3Myt7U&kO}C zna1E0F(2<2d$B)dM@1|$NpbaU2*_9yTmdsynv@$BY!WHkE6eLcE&Z%AYC8PZXmrNm z)h8_jQ}EbP+tKvf3w%QbUkbRU4pTV!2ePPb$C}RIca3sKMm!?qQ86>Z@Q;3 zsd;_7agVW(;<5R}vSih!D`R-yt{r_Ka~kIC%(_!qLv*0u=J&htXMR5By#|hXW&O9? z)1^|7J`s-#H9nWPFWge6H)q>~M@1$MzKMEW@2rvIUT+ggvtIotOOaH!>zmQ?RWWVB zv1VT+BB7F6A`Es_?*9HAc94jid^ZK7O--Jx885AtiEZ1xOLw#hSZCzy@u{)m%1x)F zU*pF*vILPo9!L8y{C=rLN1nGD5!KgeZDJt33p|I-h9bIEq&^xSPnG{Vq0ipgi?NVL zmGw*p*PaU_5)FZLB8|3{FuO9~9#1~E-4Qqq)mE6X&=ehOj0${$&iqf5;=A2QRm9Qj9Rwrm^rqh_*ia{0<9r%tFh}uj3lW>7CMeWQF{~3hrl;YM~ zECv^7pOc%e*Kc|xGw>3O#$PxLbh8$w`GbK}YA@785*n_{XxUNw5udxsz#bz~PSUSz0M| z06illlE_o3yY2TY`h;J%q&2)WFr#ZM5o@H{~t@-ADU-<0?K zDJUpdH%+XFA&SL>kY_U@eAx2&I+eN+a&W&%`+0JX>l?pSrry%0p->Syw!D8~HMNS; z-Z$IKPpPe_$Mi4r4ft)h3x_HPxGO*jlnXCv^)!>~&WN=tl8h-%@*=40ceblWX*3~_ z6MBuOpmw%Me}Kv`^vMQKsTA9w)fofsWgy}SZEYp;9DZ<1!fW%Y#G&GhR)DrbWeA8Z za(SJ1CSor2a|ZmvTjhkC)QVTxh>PdBjgJ?E0_ybK2yh*wHPOmpJb>MYx z*h#5=&M~|Bm-^9wSeW0GHN&+)D)fN$1U*cN8qDy0x$*T2E;@r!*$kH4$eRRI+j|bP zrpfu%-TKj?a*gnK|KUJr90<+Di5!(H!$ikhL#gxsxsQ@aS8s2KPfeT{=&VQ zw|S|AU7%iGUY$|Ow0SwzXW#W&Vf<5-29->_d8NK4>_EiEUF(fhjc0)jq5|j_EXlNd ze0+H}a*IEV52el=>6-dviNhj@O42-L%Cv5*&;_$AHZL9iqs+=%^c?{N&*3bX4 zT@M#ukQ2Pjv#BEz#y-D!J#dVF={FS1jJEsM;@Z;n-s>FJfty|wqR~xxwUJHu;9FI> zh)Sr8TmOvAULh6}6-DX#>r8+OhhFn0GiG_%bj2fMr$mN;a$?wd=|EX~L5Y_DwPz z&Ry6reXf8}(BBX#d8q?bQ1?L@|+75ysLlT zZKDE2!o(Q1Xtk1ztKu&y>0-sT*W~Ui2tT~>TiaFQHt+VTd^1<|W2P)}9+lwSywVr9 z{Eh4NfNPt%C>B)YtaEXLd-FW`P>?)@j4TT|1DZ=HvM@leUly1VD%-dPo{JCy_v*5< zsD&1HJ~lQsH8D?iK%8>0S1=Q-_9bLIj#+6jaqLYH#B8|&aK33EsE9dIt@|FRh1uHY zpK8C4(~}0Nd{U}L#FGF*|KeKpp$5oHyi?Wre(n-5H(DON?&X@;h8-n9%>K(fk0ak0h>BZ_!Q$kMqhosR zb1>iN2DY{r%@=r;UPjr@GFfgiOycWzgpTm5Rm{mlgQge9&0nDy7R|6YI}SLSTVnioaE5tA^C){O9#*7e2e?^^)3!iaY?v zOEKElEQ^(MNuiB4U6Ey#eG71gM0D0!GF~mnv@8Kp?4eT13(~(CCMP}B?dgj8a#LAn z%*+e~p|x^3mt&CVs}Vv9`%EH~l)(ZKb0-h`HPEOby}9Sw+_W#EvXRfo_>x?I_TA^z&^{B)J%RY20W* zcC@*j5^XBv@bctUVyh98b&sQ1L%Z7v6FwMv+$|=x7RExkw#gNTn338;@#)owq<4Zs z4Kyvi&0F_R^k_4&PxR3(v^lo5en3GPhdTA~P>RiqF3kGdmzt-nh3dxvgQ# z%ngLL@yr)VmBq;Zd6LXR(LHb-VmVloRqW5eXQsh<_)@&J?y7V_>8Xa9>i8j`d^)>ODT!=-y9GEfa#5 z7>op*_!?n%!UIyIdPMj@-b-ViokAwn&0^XEkfyhKat}t>oC5b1R5~Y+_n4Y9Pe01U zD6|OISp}MN!z;*LufWxa6hX?Z;ls`=hmQ??7A^&4%BVSfU!@luFryueL$x!5-+v`* zU#BLWvov0)q*ZaMJnqHs$TUe$TSQ5s+^_h zcJU`(1HBHNI^%E|w(oy`s?1ud&%=O^5!l< zQejjaV>bwL&;!|Ux)rX{mhzDN$mGQgQo3C@!dR#Oeye`Aecb^eKFN}B zGdONU2_JmSSsajGcF<$!z-G>Sg)ZHKOltRsf7cW>T`aL9h z-wXrBdI-|%67!WH!E(*Lek56cd=447s0q%m5izHrG8^h`|~=k#OI%u*$PMj_YEepd);L@jGD6u1?<@#J~})S zc^8+{Zr5qZQnrYva5XJpRU2mTbuRk6hexZ`zg8KEPmmmQVziQlgv1%|CD10GzW}Nh z+YQsK5jpu({Kf~`B;Swl`aHJQ_)1B z{g;(!kg7sxbx$(VClg}>jHNItrm_C>AR=j|;{d0-7;Oq(R?>|G@hZVVQONq=$wGM4AjgZCIQWKxk zCa%#d`!bWr21;@54Gs>fF&K=wcS?zVWC)KjSN3oh8${j)V<_o(Du#n!okI_Xx}6dP zb+vE;@-rt+ds~0z<2TfwoIfLAExO}XwwjnQ zvO(k-`5Tr9`n)y=;4BUOfFa+zN%MFm zmDU0b8g7%j~7)^_jr zmv~!3P$dX}DD_c7o0Vci9)dX)^ee!eX%ydNOa;UZGFw>15}a!@Nc~|`keV79nKQ0R zp9zNnurMi|v$s#yPbm&vZjwkT4@#e#D8$vNA3h}q6^sisMnHSzPR?MlA-4DIYxcbP|D3%^?s_0U?$8Q~giVBL1*1$=_(FZHgfHZx8*2fcv zO)2P*;WuSNetN4I9)PFn<4<1#1Oh)+(p-Yr7|fz4!8^1Ykc}^PORo=_57~TFXiYqL zNA2eA`-<;lB?XNo@O+vI-^aRbnKo0n+Dhr|!e2?{7Kudc#F~h=Oc6wWH3_dG z9~*q16BGww)9{t0t>cvw!7gxZ{uG_o{Q-Z>oPLRrSCFeyG}hyzLfyJe{Q^nVc|@f? z-0brLT(g38{YJ(gX$%=cAUo;3UEN-1TD1a(sLGq~UwfQ`^6rNkGvC-7&-4)ecH6I= zwgW`9jL8DJJagDQv&$h5c5^DF&GpW2U<`v|si?}uufP;tH`DgHmYWbI58sx;kRwg5 zY5d6TzyRS^wme3YW6&Er%9{-FtWt=4hJQU)F8*J=DalC~bB5ioC3*m?iS9A5ONiDm zv?@dBfTY}Z^CO|t6{u0_KYys8yRLKwm3#}!=ckj+ysKDfo=k?HU10b0Q7Gmu5zZ#3 zn7R+^D5s`}{CjPq_slH!yu(mHrP2Vf7z01rMCb;5p|+-yyd<5A0cdwm3aqik3h(Ik zRt}dXy?RE^ zmgR)Ta7H9AD=A4pAlusLHFW8*nBw|x0W`^{FQhEYwr=8nZ#KP2O4$_IeA{QMMjFs3 zL9pTH!%aVB`Rx2q)(8i&A#UxbmW2^_M85Es6H?s9rEp< zQC!DBc82lora|D;6^Qsyc@McVJ!QGwoPzwqhW#1Hi#>lB0tey5z)zg;KKkP8}mps0vSN!bV zXePzw_Av$jh-*Wta8$Hcat=d2M+r(#)XU$Y**K(7_Z8v|BN*&Dq>v07EqA@2clq2^ zU-|zmKwkW6vnsapxqjvA{27sN#Ue4=r)xBiZ&YrBz80vU__iLgYlNT6*dqosZtSry zsJAy>S2Q1BnA+0qvCpowW2X7U+N+j?#8O(9X^P?zNorUoh*L_FS%ye_+R#*&w+Ztg zv)Qn+F(W;fsINQiVv4*@R~B^0#Js7>?Y#q584HYD){G-x9d+z{c~F-F?^2&NRrsJG zcZ+z3bXx*1qECV3-214ND|woBrwaEV>V_fb0=c3%P}4D4O%Vf5NtKdNC8p7xk$bMl zAJC7L0`tOaO#t^+5miq8Jqf5(T}iz zElmRx3^*Z>1}+qbDkFM&T$zVcC9Q2V-Sk@5tWv#S2n`gzr0asF0Y!$7=$HcONI?Qg z%zWeqySE?+z{$W%K`1EUDfPD?#>GSF0zNU-74OTdplZ0~Gsftn-)IyGe4R9*=(t!F zAOKsQL#0O~_(YF|Ee@yhM~JDDh|nE0%a~fpo4%_S5k8^zYl3mZm`{AJM}!LFY9qFk z!|-*lO^Vl(Ot7K;20=Yd^#w%Q z&d#D~9Cmj9QHdd86I*FwPgIblOKY#knLhK}HyNYSsOuo{Qzv5ARwA~v*$gp?yw=&u zYSm)&bDw|x*P1?UJp`AA%d&?SenciR8fzScfJT;0=Z_Hm>>JjKF{1O_m^1bGb-7KS zA%gag1*h@%tDVU7u|-nc#MZ8OoMFIqlX^L_%)h*X#6{gQ$Z41MvPgyF%^&^y1O*CD z*3NIk!!yG| z92DclG?*WiR0f6y_jf--RzXeX(1JjwK&=lR>ptF$xiD%~#4X-IKMvU|^O#V5;5@02 z4Q4Os#TZh_K5`M?#at0zm_YAZy9H3*VIU*20rfQvug7jc#>ef9&-sNcE1imx6xz9Q z!SCcG+$oomRk4{SSev5K=P;Ql7SiX!TjPTMw8g?d0I@0`q8 zQTFJ+c7o6k=r~-7`T-wN^5qH#S@dgc}CZ>Lr zMIduSch_h;Y+pur_?b)U@bO=A7XK;1JC76MWct;y%EhcpR^cx7a;O7@o4KK73mf$@ zHEz(wW5!+^FzmRbp%_S$H5eMuohaktW`~nV8~I_T8Q-od@D%y&bD)@rWy!SaP%@I8 zZxCL6BP|dhyX)vdgNj}ZaMEX|{pX&q7?I?C{UU$&vwgV5%i+1(aOqtUXlu(-(x2B8 zpUId!mnR8o8ZP6LqL<#jiGBPh(8fCS(0Qbk`jBn?9FACYA8b^rI;0l-{7}?)t#!Ae zSz{x%XOkEqDNFBQ#rn@G+{zJP@yJ{U*>q$Q(dM&rNwSPOe~A&tPCio`qgm`HzGmr+ zz6Crh{@e+Ez6=Ha*oaZJpM)<@P%9Frq`X`#G^s=Mc29MpMYj1;ehvCMAX$zONyMA% z5g?9egp8gacvw~$_7vZ);^+@xTX}Sl<)VKl`>a@e4^l`7yp(S z853>i5%Q7nGa6}mOS-IgLqLq8`=b;3h01wC84~1ku{XP#))m7-6IiJflLpj&_4Jp1 z4$rZgP|-yr6sMWK?t1E?@(J-X9k7FjHQdlSr7e+e)lfsClCf24=H@3cil5Xd?XA0m zT!AMD9cR-=zpdW7R?bb8ZAdoF(tI^Yu}3Q(C|YCgwNAVcEpH{BY}LMUDS1zG#=b-tz^BB%Mqhs}4CE%KQr_V~}bvb1;Wqqpp;?qA!}1)lXv z1l4_aG~Age&IrJ?Z9ON^a~hS>8qN+}iT1gp7Xfqs0cO;vr@v-(b#Ql8I7Mz;)8_r` z5SKaTd;xAjZMukdrf}uI9ryO)Yb;f2o~&@8GumVJgX89CmkQo)}`XI5{**X=;Qdf8SUBb76p)%FOGt*;go0B1TV(yQqS5#5G)NXU1 zWp7`CQAv1KkH$;V1RmCaqX;&hjv#>!0CBLPR4EDXzlyEEc}&+v2^f;_=Mt+GAKBpG znLPdc;@1TAQK+OqG%dQ&ZbA5f>b$n;L%)wh;jWQSdqR)CB^o&mw`j{T$PlhN=1{If|$Mrr! zY}&8;`?iof*cjTHN#xnK&NnL|I5ZNRkyu*l%Jb`#e&>9eKirDrfV_Yp5dY-~CQ2B{ zY2K8$KOQ!2Qm>r)&sm*~h2WFOUsy(F^?2nEar-|n=$E+saQPWJFu_zCGfALsDL*gJ zy&4-eRVqI38toxmM^A+l`-{c5$zx(ms+iD6=|2I2C*;>4Y$1B2f5 ztTdIyVUcIT3u~hTRD3K1svr_3SzIXlo7!{aLDZ2xvU2Ma!HUu>Mm!XBJUJOLZw}Pf zt12Am@JqXAh^@5HR;0{H&iZ*3v^zn^&6{|b`bgy>w}XD@t!J6_kU_~R^S$U2Q4p9U z4h2JR_I#XS>*O=wWPQ=(dPto@AK|$3D}`?xm;{mSQ&*os7l;!W21bC+Ad{@?fS&F! z$eOeJo}aL$fkw#5T%86tF)O$1i;YK01!BbQi0nHAb$F35Ell=ZE1Tha8Ft23wg__* z6YD7$Vs^{oLSSMVto!*U1!&1c;uxZ7llx%S7OvRdy>7?F&cVk!1^atbXbG*bAt3nB z)MgZTWF3HLJa%N%g^|G=?tIQ@iZ}BwNXtlc%C(8|6S9G(lFRi0JMvQaw2qRo&#ooA zMYz#7NP9c);Glnn2q$xcw4Wen_fn#!z8t_3%I3V#g;Kv_wQD1AdIkjch;#)?tG?GW z(oij7*KPBdZfy3azsFWKsek2$hV-qLRvn&@^u@bf$mm4FB4#WK-=#1P*^Q`uMPTb5 z2hoI-mhgE1{`H46#@f15LED(}{kuOpvSJJQ<&6a&RwgGm3zp3y&hJ>SPUO6N&NnHD z-nCjD`2FHhw8+Z125@O^>*Zo|Ni@TsJ|0ggn~Me4CB4KyljY^*eq7x0T9AAdS&ej> zCd+22U{+Lq#)I1lj0K21lPAIwtGT#wguX*BOO^KKyCP)B4r$=clId`_1iaxa*q+O73M?qG;K3Qg^>+T ziOwlD!eN45+#iO_$aLgR?x*{WEdE6(UN>iDnAcZZF z#9?(2;dr}SG6@tYb&3#B^P@~&X7x5SPa>!+wB$4v+1yUm!x>+k50PKLi@XJEHd#Yy znL*6+t*Ks|zgr2_hbZ#cb}ygD-p6O&1!j0%%vK+QSg(B_Rr0xh5<9XOMvgvjnJ)oy zN>XNXo{H*`qm&mN>s3^aKG%5mqCVj&93~%17K~1VHTHN>-$uMi@7AIwZ0`CR2+b=s zhlLUE%Rg3p9kgU*`)?FWHQ?2|`Dw*3iu_UsyT&hfG&c|CBIeduRSO#6Pm+JcsCSJC zCJf3?v(@Omou91Xv`$RF+F)lFzDWPv0l;(^d@Y_?znU=I}Y(S2-MO?}^ zHOzXA)%8g+T}VCcb7jM7c}p z4a-$v9(j#2kq!U$@t*l@GS0=Gpx_5?iH@}mVk4b_NV(o-qU9OQagnKK{`)ra3D@3$uT2zjCwH{14iDD5TTH*7{;Fz- zt2s1d*X6^TmB6whZ$@1i%}V|EAVXBLW&Re0|0yRvtzT_-a1R((z0E!=@Ul-@vl4-w zWr5<7tYw?+tu4IROAzoLPt??tda8XX%IseDTN=FuysZ{i+SAa4oPVKig#qWS666#T zZ}3}dXmI9a>^a5~MHX|_2T8*FR8?g^o-SU|_5gzco{639s4tRIMtHv_ zes`A)$(~?aHl=Gh@Vg(5_L5EWejT!H-&bk%GhDQkj3_-_sXHP*uMKK9%aUEHUKrrW#a z)ADV|U$&REzrd!r4fxR3H%qxrSUGJJf@@#-pazdcfJV`AgG^$0^O2u+i2NaEdX>7e zRac=Ab?AGuQ@o-z)|5d~SC+qjYrQIj&2{pGi3ow%GF0a++E^GNbNHDJ>oeLtcJRhBeRn@83^z>+ z*nN3hXzsUUoIqe{6cA)V*X$^jq@3Dn{2o3aC_WA>Op<|At1B|(0gxk;dTqdo=S0p_ z(FG2kpjvP;hrCi#TBq(ceAKV?y&!)ReB(j38*B8o`g}@f^DRxH+5}jYGNVLqw!#~` z06O|Fr;_W}R+_J)C|97}EkG~zM|kn+So3=Ko`g@HB}c34fQg?fxd_hA&X9Kq0$4eQ zF{r!mOYm|M8cNKP9>meFYDY?9_iCY@3E}U* z@z6QQZ1`hx;UR7*({J_Pw>_L!_V0gwiFAM41oBfboOM1dRf1hhHV3hWD(1<)Rrko9 zoNhw)f1_da^|`R$Z7e-<3#`N~^Wt}a!>+9X&uf$P@DM@^8m;G3u?*dyLU~t^VX$4W zx#-n$fJJvGe$LzH!`ZI3@L21-vBwo$pR6wnox~12dQhJ$5WO|XvxdA|0fxYU!>KmiHn_MIWi);O|y%|~dzuz%KC*li>1P(140}y-imd&I#63>Mvch??;#)>M- z|LKEvQNO;jRP>up98)$B({;3t9N^JIho0MW_3ne-DWZTyys`cx$wT*qT!}kPf`)%< zFDPnVe7^i^>G5}bDSzs(|E19#R68N+(RYh<@nq9ME)z9F5d4N#j3OsD+66rp9AF*` zyz>8rTj3KD3rz7_O@+$7{xFmHoRr^=NVcq@P3l-!uIoc?50;J)_!@cbkZX zfAH8Mw5LXc^BjuEn7(OeO$Pqr^i%B4$o z#YNg3^;`mTj#GXU;h@_^Ja zj6_Z+@%)fJ*hum-ws%hp=ikz=$_xHBrYbn_`wRNBGfkTDUXzf++T#0JcI*!mJeBWo z@8tcrsC0KSJq`q8o1&Va9t*)-Dk65LSvMa$qm7=u+M%M^72%weL3oV0*B9tQDcDQT z4T#TEYh{OtJa?V%UqiQdRwkZTvWMPfjh{TFN1hunbxlyCbmmDyNTGI%j~hdSEA>w8V&9AJrC9k;u%FdFxLi(MGN4IG^Shyj5l`SXoJ@uxg<#hzH7-?xE-l(KJ z=2{`4$aBBwhL%CiENStslE`_&7Sym$DUV_w9lU!TU?3*I&bF5hn$VkgmfuxsTYt_@ z7@MmY*&dJ$N!X`K-};qjanM`Inx7V`U}3YVrCC{1_mg|NxI*-Hc8|!DJ=L~VsAaJg z`J-moV#rFu9oW+Nj!bzK%L5R$!L+R7yv5E~9ejr!)R*=K~fHp7DR6^+J3_Jeoy7@#rpm&SJb^6r54A zpg71V4|xvcc7g;D(h_Z(wwdtr?G)c}NKYj5h%91O!nV)T%g<(eCmqIL=pA9=pF>M% z>l>G?aEzDukPU{u`)9Utc+I`v`PmG6BXww%o^>mS=u{qBt?;G`N|jJY*M*65$Ku#{ zfARMnzo-Yu$3Vukxe0uQeF!In5}v;G@aH6>w`4kAh$q^8l^ZNjB_l+`%HIa&*{yDEiVI+#yT@s$P`9P+7r}`-4zJul4Vl8oWN2VeQ2^(7FszR%-US1bx5FBvsfWty%Si3 zwCu;6e!1w@JqwOfrJ=Rkw)lDZQx+MSsZrmn09zb{JyT2d${g@_|3br<;xNYe~0)7vFZxV z50PG)L^oH9NP5iCvTLBAj`9lG@FT4-TDlZjfi@Z6e_!op#6a3ANX~j>`Hq57z}=*t z%Dx*vM~z!HX7X}Ofjh{Ui2`Nj(dY4Y$&Z_ST0I|6`jSp}6Prrt)zJp8BC>DB5^be# z65i;Qwj1f|-O=csnr}s;<;dD9>5xRDeDBq^S!Ks0|4rg?5~f6kdk6dK8M0J zmvm}+OEnBJ+yK`z2DrsN9W@jY5w5+H+76u&>wFzjwjDYAiPZf8S`c2ZyLRM7OxRp4 zYP9{)tK6KEl7U1``ZU*N4Fy&rSst>_#*Jf>MLjH|iiOU*yi^qZnCt^OFF>Hpi{a0v z#B-W&MSdjy5)mGEuZ@oIMILf-<}T9#Q|f2S=ue+t*U=?NK%RIMf))<2$gmHxSgME| zJzV{s2l=%pQIa#Zi}Y8pKk~<>yRc!*hp8zIWhH7;yBu+B8rToV8&y+@1Zt5eT+qZF z+o}7f307~hoE8xerz9)7ZE-JGn0wneHEC6sdL^lPRBj=sC4b>?IyqU&dRH<-qqP)4 zpv|#)<P)+x{K?O8s2sW^wxv#(*&>+`ym?%~FQ8jY&ee!@+7(y<8=LZ$F)&ae^PF2&cS2duw+ zwHnX?X}c;8yp30E4C--(pHkg` zC?b2EkByBD1pDbnTR!ueXB0U_l`K$_;Szk*6{#+|5|q(WlZH6^4qaPY2+MlDOYkD6 zKkc;ZPhG!4puqi|4r)@Q;y5i@u9B#BvBtZ4;^2V*SWwEagt4Up&Q!G+A)t?;ApDaM=b=I&6^D2^dA|_hktR6GQGF|Gt5pnGbJ| z@;`UJlmLC!1&p^p8S|DmE7+~d7 zJ39Fd1jU-CVDi?}?lHrJM)Qp`hhKLBeXJh~NjZQD#eDkuH1qLo%|@3Yu3q5sgua~J z`y)_{B&254cKz@B_)~Iw=A<{0l60n8&G7D5xqJ$n4AO3XLnW&-e^E9nw$&c7A17;i zLqS-bn|_(jW_lBiDK+RunFE2Io}l++C|r6}c}NDJur|jgli6De7M7zgDqWH>ZT^rN zrIGr#CY;wKf2gr=*{pE9blhWlvbk`%IqXJK$^(AeVk+r!Aj|7QVUSJ@Gk2AiI= zR9MVpx-*6*$?ps0W%S7;XXqFB3`*&mS@lH2Qx~%wU2rWa<$i^nxi>zCg508V^ppM;y4G|)95&^uuFO3PZ0UEl(P3z!5R=dk*;IO; zveF5(kEk4fz09r%DfZ?$I_;&jUEf26!PkCy3oqnQ)3g}X@L8b z0VBnwv`tL8d^k1Z467;Yhw~551jDuZvPvm;5U}JkKuW??i!?`O ztLkfn)xBU{ zZ*-9i@vVeAPnN5Q5MLTFhaqt|G#L)Q5`l=gZ+Q~<->2|0PKdNOK5yGcdu>mYSxlfv zRaw$&h*`|`3&%?!`{t8wUack{Sk_cN|I(X(hlfQY+VT(X1~!K92CvKJCF0TN4Y{4m z!2=rr5hfw^E}Dc=z}ZE|x4o1ynN=!97h!j9_$eo=}vziJKsn;tGjMA63~`eNaBe(f>LR;Cx$*!z4Q5C5&7-6O z4?u#J*w1Vq0XYDX7af#~rWV;swW>hhzk3bb4P_dd3vp!s_fG+y?(64%geE>4r?}#% z>@6W~xP}zJcuYHAAZYk7T9$BYz2lJhdpR4psI9Z`C;3Xt`h&|zJM5B%@Y|_43-Z1( zC2~woFeO)0EVb*R`{o95kX{%79lvJ)wE-XfM1JWhLYjx|}QB@sD7(bJ~nqrkAAF z7cyFZ%wfOTpJvIkEl-1rFB=L%8J`Fyfws%w_tTKVu*v*9$ry7*GA&w)bN3|trcM|0gWfi2izPIO4*G9`F4f# z9$X7kgU;TQ^5Q`t^rCbA!Vi@iZGXX+XTi($ayPZe&zc(Aj^9|G(1%|g3OYyy?IU>2 z(w&o7d@v}H(2v|hvbad`PL4EKyA6=F60uaJ!EY_xV}0)xzViFCm@cW)`kTnSrSV^A z*6)uQ_$;*Nnid_sza<(H)fc>k;*EW__W<&}lp4ae<(t{noc~6$B=|X#KFUOEaE6Z1 zOA$sZn;k;)rCO&yL#aT6d?AU~K51Q9t$I1-(94J4%+={CM+?x_aR;!WeyG+bK0kT5 z>V5e4(k^1o)igU=O_gl%eYz0;bDb`p4nh;`T8wU#w={W&h~1)tigx;evj?E5N=k+b zdP(w!lBma(LcL{^lsROI+}e z88$Yy6F6!yxcyiF`u$%BQv1=alu3D1Kl@hmsoN1yG_0@W_ANLdL4--15ZqiSSl>Xz`>^0S%6bRw`QQ&bNA%f@P7nbkxT5h5Y{d>%)tb%H3hDO3Lw7=j17uyfXE8L?oQ@ z{pzRy!Doh{&KuXq3n<^tFLpRHH^ns(`w&SjJaxZmBW}-sSx{(#JoR~%)aBu{E%ftt z3Z_)Gw~KhHetfO<;iJDw#TS$wUu}RLA!^+$d}+S+E^kHjz<%+*vP_Er%y}7&?@P^% zPPHkf9kX_MN2Xge=2j9RZ}4kZ>=_!mgHIG z^RKh1AH0%0K{@&G{}FZF(NzEczhx(ctn94HCS_dV8kyN4ZbDqMvU0Cg_9mOGYh1Fj z=e<-$g{*5`T(Vtz+>49)z59MYpYQJ+=lGY`dA*;n=kxJ=jF@f**U=vW4i)Rm)}rQK z^6L1lYPVHGk3qvz*PeJz9l&)&AqUtn8e;E;i?A21e1YZ+t9TtDmCvE3+_Wk8Ixkbs z(mi|mEpcr;#HCU@IQK|6m2#9H@nn}xr2BG+E%lPMw^Unmb=fy1v8*EwiSR0fIo~JQ z?&Kf#P64$8o`Fx9+QuL()HmM@d){bx1GpjG*e-Vv=rnV4QooeUOt}OUPP0uGL=XKb zpdMtZBs>E@`N)`OLj`3Pfk4@m8vWzQQMMh>V|wN&KW3Cy|a zw%#^qQjzPaM;>=`@K=f3cxZR`JD8JK^RrfR;AL^_zB-AZtYuAvKH1_SoB{Qz;4if` zWx(6vCFf=1RqeM2s{l+b{!ZSoZ*nP?vqbkz^y!0dd@3b6mF*mhaJmwPIMjMyBfd%< zGLF5~ewqC#47W&81nltm)Mv#d1XOgg{&v}s;@}nl?00Jgtd)L@69p>Pq{000w0!f; zydSH7($pkWP!v%jW^M970bR7~=aKt;y+nr}4$tV{#=d2M%S(>beA2JrR^<{oauT_s z_ORWcSvlypzh%p72mLE@bKTEU@Oax7mj^G`7r$-x_3Z2IrYARRm(soG)i@fPnwK^F zIuj(mUF^M=V~E&dQXNF~fR^9sM~cYuAP;pEfBb#bB7XkY-@Q1i znir@g-^6}4_+Zs~8&Egg|LYi7(ehcB(%(z<7?9Vy5({^z=d&n6Qk-nrnP1LE&zai? zsguP6O~SLrf;qhpUpl2-^k%s4zd88Ga@04SRSLS{8^Bri6F@BiYv7)+NLy6ltgBL1={YxU#VJh?Yl;fHC@Xg;VD0E|n%^KX2vK3I)^|lu-AZG9E#|xw9 z0;01@(+7DEE{dG6VjfyVPD|~cC<0D9webbX--0}5sVyg_oJ+d0^R8R;c>whINLb5# zV@z_YQT6yR95ZIsXQGZu?GoR1bZg|=8r&!2amnIrqx)&8kB+76x#Wg?+)KrB?rh+q zVTSqZl;n9KXmtK)k#!YBi? zxq;38t8-S_MD@3>TJ_&zE)}QsN$Fl(I`sFY<~H@Ud&6}4g^iWo7N2;EHfp25B55{;Sg$RjB`8-%jDG{F|@pwgLVpWi$g6m#VejZWRE=@ zVSB~@idzo#J!0KIZ`_0Jt|qQ`|7wK)S9-|cm}b4MZUl#eo&lTRT$YV{x@`Wl&E(p< zHF_hN%5GP$vC6e@Dm|ylnpB#&VyxF!&CJ;U>ESJM!UwHC6=s3}nP2MTvs*o0);y8V zGGKt<+`G)~g6$t*^%Y6!D;n}v!K>*r+U#J*6eRID3`-QIhD%k+iJ_05w*tkXPGS35od-V z(2?t&E21V#;j(Tb8zQgiJ9pB6^K4T}v!K?J4VTbl_ojX~;eH(nMJ(9@jhP%7>h`WA zJ>O18t+OPm&b>t-v3OU%@9>Rvf3ja6<*+#UMf*O5y~#H}Z}NOwn^o>UpkMA06-_}) z<~8VgqjfFWv=T!umK>W?aKxT0%S4V7Z>rXKmE6u^XSX~4BTu*mmb^=A;szB|zXMx@*iM#Z3 zBj0Pfoiyz_TQ%>~07+97m4)AT_(&DwxIqs(QR@$8?;B0tuiOjRY9TvTIoSA(9=JEX zBzvaf_JGuSL#Kd`xon#CT!SrmA~-~dmwMqn1;?4LRd^u5=F6;&v_}wao-FIc;o7ho zrEvzsO1}rCS;m@e{hZj!){$eCg*NBf0o|*d5sy}<^x;!4{SHzrSF{}80h_d{hx&%} z%7Oh=u_p-5pJCuk6O9g$(acjfN?%Wj&J2UWTb~eTCHK=sF09K0l%EcLSZhy@;-c~Q zo!_{SY|s&so_ggA`IkUo6Kh&Gpz9aBtEL(GSBmF+idwzAy-fekM-5wbq1JmopF4H! zRT^`-2BUgK|7w42<4OGHO-EyON3x8zN+ShI647p`JMi{zdS-1V7$Cu zKdOJw()#j>mq`3dfdhRg4}ib#StPg#`W>?f>10U!&^oJi=O>(}=!BPv**nOCY z$1&5{F6g3!iE1h1eQD?&2b&oq=#Qe2wNxQ@SaiS-rWqJ}hb-kYbz)`j0!UjhB_&9D z02jMtm2_N@^2ek{dtHwI$gBvW*Gqx2Bghm?UpRO&8Am?LN4&c`tHLfkqEcQ!0fIgI z`n3E#OR8@D=M#XnlE92u2Ut;zIDv)>+MjIvmYG`tB&W5$_X;`M@ZDSCK&F|cn2Q|{ zz|*VgWtS#TDZ2`Va0YuJ8C2j&le@Jkmt2YSOU#D*0=kvs>vU(Bm-Su!h-+LNWn24w z*)C}#ryCvnA7~7BRMqeE5nslLhXQ=`;avEQ?YcEhC%dUq4(hY5#Db3S_S&bPZL`5vL48{cU5{l zn;6#`d=Eh|N=&v+T$JTK{NC(vcUav0mU~KV@mTg{G7+_AE5pF6Hz}>%bdhwoo-~l` zi?$snPVadCzBPJEnDE&KWjtrwc=F!JMLcJJ7QbyV-!=+}wp)SC9JD8vtsaQW({MkP zXpWx4)cuq%cjkMl>!9Lz2 z?YBZ?+f%p4)*~yll-NccyYw`UB!jfU#ATP($AcMAQpp>G;z~={gB-riEyB@r&ey@8 z?@~Q>-hVXsW3Hvm-6%7))n9`UiM81%(U2x}b03cqs=0lexa z4!c<(k&R)svmTxZHn^2+?A+!`<_lK0Om8UTW@p}I9`r*pCN%S`4Ecf_MSnG>O zmjU`c)gq*E_@ue<;b@5y%R5LvKUqgRn_<8Mr~DavFbM7^()}diaKheRIrZnq+4Rf{ zS=+~s*Df56T|2%jfFvqu652cqX9=cA=vh~gAmy?q5 z?c;#XXL27V_NFv4u?B#3xE8xM-^V*-cLM*gc}N6%0*ug64v%(TZI;K3V$vIX@2X*A%!baBE$R*jNWb zb9u=5KgyGJgf5zH5}Az5Jq+5?jkOG`OQzK(`B6in?BX67gQggvWK5>+2!gg8YOx`I zC)%C*HLAo0GuF5Ie(I97#)gPUcdI1jGw^&vifn*j<`1r`68PigjjWd6u_6o7QUS`v zb8_k^!y7yU=NL=>8J`VFlbb@~{3!o$*j*A0MGku+Z|$4C=Oh3l;_c`7dWB_;wHc7L zH0N>yz&Kw+mhC(8ygNnfbAT=h0YEm@9r|)JFV)mXaY>&kCcOOT9w)>dydKVUw`O|U zJFnE`Jpgca1S}nL0T)mQX43AL7Jv=}e(()guHGGoY-~}ReyVm_jydnWzY~Et!Dv24N2fbuqda+=Ej#5+4>C^Ut?K_{G8JIOL^B)--Ka6pp;Q! zkf%>``K8$5Bh}AQlu)FW>}?IN1q!-@#Rw*ELZH4NtA&O&NcU*J;+y#u)DvyJ z1UfiOIl(kUuIcTC8BOiKAz;uKR;BKH`%PUN4+y_oiDs}j-y;schgX+5w&%in@W8LP z01>m)7x5M*z+P%~S0!#w{-YX79*U`}diz{54&QKPte0^iP*YG3D(tFPxMCl%`$xwp z9Bcf@Sw{$JSDSP17GQd=ncX~>;*1nrY?0*@#iVQ}!b^kPnHW_Rd2{2w52ltVN5n`- z#%WmU2I=EE+`HUmY75evgVk=a$Q8vehGW$g6L#KK02yL+6FgUq?;i(bDZv{f6H$OV zd10Y}iM}9$chtRYOHeG@@VCib;fOEuW{>9&mYW1`Z1nn=yym#A&J-U+Ut!r0y#mnL z`oHX2`~g;&YQO+~&0mSNUv)JCnEEv-PXYVQG}BO@;z2yHu2T2=3LvUFf5ju`z=Ep? z7<|ZUH~*5eQbvC@T?J{*bn~-3P4B$PI(H}XH;`o*eG0HrrKI;}I`=~97~XL=H+D;E zJa7TE?t4g9Egx{2D?jUKdqSL%1Rwe$S=zglK&jt^L=-&~7PJgsEmdf)6B=~NeUuy5 zWixEBTTAVu1vZ?8XYM?rTpHrXDz}+#Dj&WI0J7w0ay6MnoE*Z~;ZJX!q8&Y*hkYB30?9$<$f8g#ge)cl3r?nl*Wt?>$`2`V5Tye z+_v98Dq27iWc)|2CY8r5vyunNK;@B9t1@<1o_4T3x71CyzL!523%msF84cpFlM9!2 zM22G^Dc4z{gg2G4V=Cp?Y^Z|^W58H#Jlfr(M7GS#QjN2oHy5GX|KkOHA4{H<$iA$n z#D!|N@yYZ+C4ZJ06#bqNrjJoJn@!F0uw&PtljZb!02tb1J=(ho`jZ#* zyXAPmSY=DH7NQY$Pg3_~1$lH;uU7z7m9mnTiE?m>aN(76vjeYZ^ zBIo24-h+qDNwilVbE=ICkV7*Tf-m$+dO)EJN5c-(o$c(a-u9guHLl@h&|NhUYt2<; z&f)c=d0IYfLt6Yb;?dr+=lW(sE+B_s8pNn%kA^4&3hkUpw7wlq=4_5Yfd0yQhyt~e zBjF^ojPs>#!A3*=m>Y&pe~j;DOhBLU>eg6S5kf`rGyy+Fqpup005Bj5tF4&EUv;eS z?d4C|{08n){*C$x1UYvP z!|3M3gB>b0biBj|iJIX!GGLR*C2mO@J-uodgo#8kofyq1Y(-4(IRczkYB2Sl!nbz` zwyY($GuMj;4`_RT7mjx+QB9mxuGJ<$iez&t878w9o?u&ZS7Zb97U6zvnFvB}sbOJg zsYXilRmat7_cpyE=m{Bgign9UqWx-b!NCa5^`2N88cpA*ahh5Hw2g?&tznqjEp^F0$rfY3@2~yiV+34Cc1BP z(Ol&2yMZ^t^xD^hUMNQNGVv?jcaMUcqfN(oqu7!HysbtxtQEW9w{xyD!0hRZj7b3u z-7Lj>t)0EMP2zSp-b8k;x3$!O4SKv@F(Ivr;aBZ=Wyjbc)AU$Jr|ymNu)1m* zvwiIk+7Uo0i<`E|SfffllY#EtcSCi*kg=V4f*+rB8pkg3v0r{J^-jEySgR9e>wrklXRg1$#Ph`VsqNXNcEsosN;NV0&->$S?dm zr4h*?&tIJ3HDE;-X%YzDIjAWqOodIzK34S(s6ZP+x~A)~ch(_>k6xZ$l!6j;R=-*=|C^X;ulyo*r`R zSdL3dRWk`}!^h1@J|5J*dr$kB2wApTj!}UFx}y`%Yc@Y$8n{l%;tQ08K6RX7G4$h| zOnyF^q{1_OK=n3H5<$%P89B}m6Gsp@vY~bd8qN&R9VEjS&ko_Lkb&9{{z@j+E*De^dj;Vt0c0=<_jbJY40|E5MtbuGy+j@wMEa++3w({;L3M!*4B}^hw%q07`i% z^x@?tYXC&a?d5ke+#%k#t9LLS*!}iM@jVWqbR%JO^3@{rtTEXMIKh#5-t3Hpr{kZ? z7px6hnh@KsGUYwMy8~K^-?jW3C3AtjW6`#;4+-U5;>f<7c> zf$^gYX!l&r6m9$hg!QbU!RVkTPIX4E$+c)a&CGdcZD<;o#84xLAl@3d*u8g4XDL~u zP~%!5m0eT*_G~NF=lIpST4vW0zw7#6fnsF~{6zD3*h||yq|*>iWdvAGeKc#oy=T{= zm=Ertm5M(#dvl7q%|0AGsP8%W$|AY}rm4xL+G$m+?^4NAcItX0$eDS zoVRSVgyM+(GH|udWZPCpP&ETBn_^;594-Y$+$^~I@QGX|th!`rdUUV2vx$TJdJOzO z7m~GylXAQOj9Hg8+J(j1V0qz_7jR8AYlUhA{~xj*^G`c^l&N z!yP{Svu#U1fOIHL)^Hm?!0x9gSU%BiAy+*qyHMI-;RZ{)pf-((&$`@)?Od<>v=uwsEr*{&C}Q4U=xC;@1aOiMfR2wV3sA)C zTLYZaf5ooxZK7ttofIaflfLSV9S$W ze#uEN+2`V`gZLZyltBx?;^^;NdUf&Vp}*U1X=fH(>gK_q0AjzjG4)~*>muU!vMj{p z9PO&rIO^h(HuN6A_#>3BFc}dI+qQ39{PXOqx!35b$I#%al7V%R7@mHbdR;u#45kj;0^-l#tY z>^}7AK*#w`uaFu}=NI;xfrNY5=~hz=HrGGFv=LB6NG1l4hxYU@3?>$Qb((`l480OM zPZTsbNqdQA`NBxplSGN(DtrxCRb@*idV1qpNv)w3Yzf)b0@o$W)1Hoxa3Ew2h4RuD zV|9A3CABwZ;41+H9Uno0&;3WVx+l1i;8v8Zo{?_IiGo71Mob&+ z^F;N-YB{4l5PPdcF3m zZ*S-Do!AhLx)yT(J}Io>yzidKXGa>H#H$x1!FO5sint+nj?xPu(r|`#X;8p# z(urztMyuzZYwO;DT zG-9Vfx6Poq&Sj18n*besXs~4}{^vz3=m^Fhc&Fiq%vstCXAgDuz&0C{c(=c$ho@u9 zFGk=!3u$DPjD>maq?vMy@02t6!9#7L{l;_$xhjwD>~bno{M*|sy7Q4#cuzMqXZV#* zJAmfKL4MnfW)4x#($4-?l$uL~uC;puY;cB)BDc(Ql_r;d-5s*BJC8|H7y=%Zd>b;> z&E>`Av6%G=y5AzTG*2gJdLzSg4;S2pj3EHf8FNDv0UUs7#z{+(0ng{-t7XRkN!siC zDLIeCUx~_Jwc$<35kKB^=Ms4RuV{D}m|MU*UXc)RRk|4Dk*D&>)8kvE3k<{Fv+ZIp zGM6$--oV(=V(7ROf3?I7?<1p9E4R)5&llTDCn~(7-(IqV#W7t*HNOD$D8zkh&(hD6 zirp$IoyggyEvP>HsA&QrR`u6EetRyM>(wP zq#&kGtHWHqg=v@Qgi?C$QQhVnJ*iNb2TU0}*E` zJO22|*J|Wr{EOE8(e$+vw~`jISHKeRud+=(`cyTP!I=mU5lY^L1$cf8No#U1VwiL;8`!ZPc1a zbtHU-2XAF%S;|Hrhz?-JM?SXwLXKLvZArC$VL56etZCTYW8(t{n3aT7R^iGTaofQ= zf=j3?{-9)~8^r%!H0#{u@N43f$_rdQ!wK}mCk<~x+l27zy>>nYcR-@Ylj><_?>p5n z3ZMedUY5GGVP?-YbGxIG!U#9xPo0pV_AD-od*=2uifymoK4?z#aHsrKT&Y)*+`$N> zv$9kX6F{U=`ZuI^IY9cx$#;W5KJYoPsW2G|tk`lbp1y(B>1hCPQDfOpk>op1lMW0x(!lo96Nr(m$ricE%}tuCW1u7V zFS$&H9)IqBO8n=p-F(wE1UO#^iE`_PQdm`Tdb3Tr==lt#Ol+4_%V+U_GW|`ZgHe!d zT)iM4RA;@uTd=5`l#u2>prO#VVuFl39CRUN{mee_U?|(svf`o-t8z{c>GP>K>z)A%Vi}6u;YNy=vTU<69Y2 zG-l5M>BSEA09Ov&y-hm#HJ(-=QmagJF!%6;1u}x9NjK7zDnkx(T$**YMMlHA&v8u0 zWPrg1Wqr+4y}l@|X_qZoy{HA3EUh3Gg!Q^oHT6-7ZrR`y2LH_Gc~bpbMrE-QKa!!x zB89%F*v+qwD);B*njU-hX-GDQ-18NVp`U}^9H}2J&mA$Dcw%4|eytd%>p;7wZSL$6)D$IkJ|v;Ph!t?bEXYaSg7T>XLwPM58G?YDFxEiuYfAeW0C zY>%HumGDTd$d2w*#PSYn&bd z3^MQ!X!*{w-CIRw0sU+}U|hgb&&gf!Cpz%-WaAKv7Z* z?LlLv=EJmdGdx$^B`dcC^|EfQ7@CReYMd)DUW>VACyO^H}Wj-;vNR+L918gPhidVS87;y-$E+Nz87uP9lu z3fOe;f+XP7x|(>5=CF6Wlq_*7n_u-HU4%Fc{QmNo?D+6nK}ebJAlCx~4wsGNs%g^P z*b3TOKeLe~p74=~gJl2o&>3O_3SgP3!Hc_d-?Guh={lxV9Bs) zbc|#+_aCD-C|O7HoF$9YnR5Q1JIwM+5%9vFZ&+n{zoL^nYrKbF+myJvfB2j5MBn-{ z_?!nnTJD&3fU+){-oXE*Wj@DM_MllA2EY8bF)8Wute(64Sa%8CVK_PW*hSMyV<*p2 zGVkZ{S{}nBpYLrEJWaWi_;cB;)5DI**L3ophx#VSmZmbbr5l&H%64zROj8DO=fPOe zm8S*Io-KrvRgVVf%pu23q#QeJ=FVlKhq^ERb@Mkov_JXe>T~7c_r71eto?^`0`8d-qxBE@@KrhlD2q!K-L0*3hVWa z2S3qfu7a@fMw@f)(=Zd<0Vl}Fz=hI(+TdiJHe36Sp1~Rs!Pg1QiYnl_@-aDEQex%W zAf#QbPR^hCZRPiF1M0v;1TL>aT-4HI6+38CY^>>K;Qi{z%%6VmuaAV2i=180Rs47* zhu(+#hRy2+Ir3xapETpnD`Rj7q?!Mw@FoM7hEB(#rmhzg(Vns%aCS9uOH2qD_TrFuTvj$#W+7+~2P_p>zV5~$4Fd1cD>wVh7c7FuOo%L7u;y9@&A7GE| zDuU&~{u=jZI2ev%#TE!8nANHL6w<~G?nvo#&{A*Y=~3Sdq+?6`QhOA#2JxtGaglc3 z7?$O+tN*GabIa*4@iV5$cd)`ISRY|iS!r&(vz0_r)!U!BdhlTz-m+3R|Ib^-M7)JC zKj%t(-mP>T87YXtD&$AkaSxubC^bH}>24~!VZ3|3&Z1YeSa^<$o7N>r+Zo<`uwe*; zZ%H|9kvH!A$R}|fHgR_7EyAvPF&*s#?qUhU0_jgxHzukF8D3?_vOdz}g7eXGKlpJy zRdPL;+x+RCY_!nA3mGMM*4ggV*3%EGuG>daS&+!mggXpQyff0;_Bi^J{Z}KAoyhl( zbozDD&%A!PdOJqLzY5HGjmRO6MEE(m|ESFKOVJf7Qo^QsxxRohb)y$Qj&(crCw`X6 zhveP$RF*UJU^#Lop^`UH>A*w2en16Nh8_ckTK^fcTV*`wnQi(n3JZ!tUJEhI+PG+1 zqduYS4`$aP5b^vHdrgPN?p3DL>jbpfvZ47-!_rUPEG|o8(#y3D=NS+>?XfUT_QXi? zot5k_AQuIOg8lXIvj$6?h2e>-q4??G#-%y!@8;?#2Q5nU8Urhl6A{};&G2vLWPv@g<9#G}O}p27c`P<8gGH7oI=}}@$bt|1 z@e~ZN>4lHv2L|ky%(3v{w`2+3m{AIc(%%2CmyR_Q`6=H5xKjiflbXW(Qu(^sJ{(k^ zRh%(XraHL^IaYa52ciYI75p#F-VgjZ1yQD~`m-qua~NPb{7g!1acQD~w>v2|90lvG zCropx5-ev-XLNo6u2x`RBZx3ihUmtjP7MPJH=C*sOOP2{1#;b}=k7?2H9L}wGj$-J zJ4>rs9;unWu?4{ua=6LR zXCb&mH$oW$vvl7k$ea;qGtshpo$XaoT{@V8gC&H>&m ztS!GO=0tU5XRGYE>z@M%|NerXfmR5Cuxv`b-U9KMJor;;Hb?)|_0LPpwZr3RKN*ij zxn&FFpvXH$!tkTdgGcze^uc0iNK<~9cHYVJxBS07SlacE#QgHGquG9H(YPwChx z0pxSfj-zOd6#_lVM0jMuQH_~Err>~D2C8gCOIuDq@;$HDT{N&TgeQg14U1uC8vd3- zb@0aYw513qKfAO)B`w=z$Glbm$PnVB7l0NY$?|c5XM#WAZd(xoo3h2{vu`iUA^RFJ(-X0blB*5pyeX4 z^71LTy;?`q*vij}^E5;FS5f6YkvWM$9jzpBV*)Kjfai$@3H=n^RBC{AUK2I+7@y!k z-~cf4ow8jCu8-*LoUOpR^Z8h;_$JLP)!cD5ucTJ6C5#t8ZCO@XoQfS<5t|jU#L}`2 z&9QzH*2PT6?VIod#l)Npm0l`DAvuWn2eS})FT>!b4yK8=ept4^rKk>$m{?FK)p#zR z`{&ZR_f*8&>O#Q{{ADJhO$^(UxtvD)gJ2?e{evy(XII^(>Vj~x0W*iR001cxFmfh~ z`sAEcx;$v18UJabf3+dDJ$pD$&#~*kn3Rw|7pD+R!pOdef<@x!R>kuZSON-NYzlU{Mfk4$ydpgr*Qvt8f z+9g#MvSgGSjJCv@bPX955Iz*ygTqK08f425i?}o({*k1K@w*IP0*S55+kJ9y%yfxF zC~E4fP05O5*Ja*)BpthsdBSurQ}agly%CO`K=6i~Yky_P;PnquZZ?e#bx#lMG?qZN z(LQ5J$_2=!^7V5`EBTHWnd@a5e(p&yAwxP}n1%R`Al{TwDal8C123&Xqj;0At{Rma zPiHtM7<-UKkUx#T$Bu21qvf2;!#@S1l$LR2D9#wze*x4I>bEY(I>oL&^b1_=>R^S5 z1tG0C+@GWDFt4*ygVc6i{m*n7m^M8+m1&`2E$^CU`b>J#8+X%F4Q$4y7X);rJ-JlK zx+{Aa#=GfluB1n-?{!(fYTe$w?S&btT(9faSx5QhQA)Z{6Ds6kO0V-I$bvpBP~9^ypYwqI0EV|9JNpXl@VJj0i!?aPsg;aK4q#>i>Hwgcr zMU?G&;I@?3$^5SKzpNQb1vaXp&WQO39@`!3HPtID4HgZ;_!u`g^L^OC(bZi7;DJ9K ziW2PLU=uJ^=7;EPyqnYNV@VhVd$YyGZ{O6V4i{(-|h0E8m5CmrmolJGBN}eZsiyv^BBVY?5X|jFKQJk zVkVBZa1Yf^j~EcMz%)$dHzqvjp0RpsbL$=Gs-Z_v|Np+r;2rwm*1CKrD=SyobHGR*kLnFG zegkT5u+9)U7KnxoM0Yvr;D{RQ-OM6RnL z?0;7(_>4!Gle4JVfVJ>iHd#YwX+g-TBS2+pR*oLBScyVi* zzBa3(JRx&5DRx^T4Vay;lE-HpxRDs_)&T!xquO%9u+d&Ig}GN%rlrw z*85iX@9X%ZD-(Q(IyIy_7@f5T(qgtzdz)@1|bS_uX(U(D?OL0ttk4*4{Y*h2INngw{7yYN)dBXy~#=b zyjVsvJ+#1nL&a*MDNlD3drs5LF0G{a$d0#ULaVPSMlIi0(6|a=b69Pzdr+$$pi$N! zcO_6z&%5R-!7b9UcupY-##S&Wgg?iO{qGO|7&{o{w2|+;B>?!??{4vs4%OLYl{y;g zLeS^ic89j3x9wuSG7>(#%L}50*W+S;POo~?6D>8MAxKKNBJLwF-n($<5-b4uhT%zF}5W}6Os$BJdpb6t*|GY>pYS`%4>qpJ( zxq4uQ(3;)SeCjiSfsM8KDZ1gTpTrNBf1P!THwfW9k#uI5WW7npzVl5G@kJ4i{+O)+ z2g)hf!or4rZ-u1zc$sAdJbm5#B?yzWUc9?=|^`& z@ZSYzEHMA@bR6dS`LdY65V(RZP~IgN&ZR5DG{a)wmz?cS#H@uTBCvpS(?|-;N2OE6xKNEQV{V*kHFMM7g0L2jUmitY&t!z#bfeaM_rwT)JWJ@ehvc zQyw=`KDGU)*7df+2;SXOl(^VnS0Irzp$Q;iaEw;PzsO-t@~+ ztzfgbcA3FZGXH*wN$D&8U!<^%g8~cTpC$@PtdtV)9u9;}(I~RQ@}!6lXZ*v{Sv2rA z0GTJ8Ssg9AoB%MMi)A#au-KZtc(RPrf(#jo{K z@AP!*G=CcHo1q zb1gnnMr3OQ3Zac??EUKIw?Qs{HmeC$hkL46b$b)k>l-~kn9KF`S*G!>NV5$@uOVsw zM8|GI^KJw&)Z}4D@&rprS%d=%!_y~Eqi`F~QC0eqBhuJuf$QE(qguXwa%sHkpwIx- zqQ;FL*he0NOz4r>fWH|Qg^%~p`OLDQTzr&2xNVxZ6)CQcx*2Pv9zc#jgH+-OKM|mk z!#s1c03c^gZ2NzIyX-?6hB$sivF*0@gD$1!50O=Od!uhhp?(MA!cDy}rwPW!KTrV$ z9aqkNP@ZZ{j5+F6I1p;(AadIHfeHG8!8MWHEQT83uAVj#k&nKkOTJq_m0!q~-G|-6 zd3`Z>5`UcL63EwQZ!kVpj@q!(uIGBL2)+MHt;p9$a9|anIlQPuT^|NMyc9nZW5tbE zSc&g-;DDZ&9V`emuS%SESPZP85%&ngVr2fmMr8fcQx&jz7%F@D`cWKMCLyvX#m*rW zT-njPH8utrdgS?AC1*Xwt-QGkuoovQp6`RRJ5a&(ewPC%-e^&3@0a`HZp6B|wqj*H zeS&FM886<>><UKArZQrJcK>||53tH)nyaXj>uLk>JiEV+l%6U(3Llbl*`T!p2^l8*A(z1z+T{o= z$kx$yFqZ-MdJAEr*9N?NIr#Peza~GMqSne@Z$5tjK$mh1oKJo-n^DUualgZh>)?vZ zZ=h{<$6s0pY#+uWa$kp`m`>Tgl0lLMVH)+I`DgpJ11mMZRJ@kBTJ&46xiuc#enisQ&QtyFGfL()kF zx(BmdH_!V~6nhBwFx)XS1}4|Bj(-~@R*l`K4+tJD-RA(-l9W^e8J(mh^0Wsw?dr9< zL4W_G`0#FL2&>=XIOnJbuwmR!*hCJP4Gn680(zX_>H4G1@myY7r}V}d8-xRGnzjr> zJMr#HnSt^c$A%_jm))^(KZ^!JIIBVQZ-R(`rN@5=?eOxSHo#YDy~CWWBxIPUzfL%S zal>_nfc9Zv9EoN!+!5TI{jihsVfX*fl6+*hNdRF4D>~&fTv=@Dl(>GZmpNhO!z079 z%lqt>^0cctHW8oSA@=9nE62BL8KECwJIgi)|4A_VL7G)iH z9*SuibPuw66V@xze9f%dn2M#K_z8NXJ75Zqu=y=&f|+*N$N|v2wSy=>p;rd~9&rYC z9{-ve{_)`w7lv^d9$xlvz|MC_6GkY`Lu=6m$qvF8{cnbf0Y>gYN_M_|y%gA$*gXC0 zhNCQo%3ipnaAv;Ubhxo^UcL#9XRrQeyB<@jU9|Y!R}f800~iM-Qc&M%;e*y8{KMOWwS_q4ay& zbXHnvLU(&f%64cz?3?H=eH_JQ;gIMBGTDo_7(6KGD3lTynf(-RGBBHT(%8JY&+`4N zI#^}-&3z|D-mEK}TF-gHL%&}U)RlVlLXb^JDSf*N3(s-fLXB6MwjEVf<(5@pO$p}@ z^-Rsp&3CY4CyVAgmOI(xYHhB+Hf$=)-mlqF>}>p5PPsC}9Q15#ZvAKv$$)SBV?jLL z{)BEPJVRH5&K}>!-~DV(zsWyMHP?JXbYIG`{?zdRx<+AOlOGqC$usHOGv(bg=biOy z>YUK{02j+0G4T?<*Y*PE_;$S6VQ+nels2uoSTvnR?g|7R9 zlfxWv-^eJclbMt2a}jcLvzi#{@vbXY@oy+V53hb8jfKNn{&0ayDK1>-w6C#UB7D6@ zWH)SXa!)<%eUFns%qg36OV}BZ6wto~vZB~Y2fgU#g@RAj=pi!Y=F#3ipQO=$Ebn1X zd5^Rw7F_P7p?8)}u;WiAINy9t+^lt{vcm7F0W?H9a&BkqL5cIksx&u73(ZR}Vn* zjQEQeE(DK0_uLjOydPHhByGnn?Jx|Q5wOGTINyYIL%HpUw*E?rRyw}>S)7g#SZ^&k zxmtiL>N`02dE98jEwmmm=eh7SAY=-E$u%W{;D44w+wyDV%>UL?{v5+OXa-BM4#9C2 z1gvBy~I8E$nt&vO6N?kQ}##P%YFP#;`fFu}#dzPQHuJ@AuyxkJt6O_Ikfg z&*$rXJ+AjPYy~R>Mu^&^{3XbC(~fB^e}-vbVD@wRxHx9hg8bWCLH<0(xC?5~te&f- zqN4J$q5XYy8qquNfk|HB0F69Ez#&IZ9_xU*t)upJxf^0~O-+3lbOD2ZS_HXtp!TqN zlYI_mT}2vf`yg>Ilr%z*>fHFGxpgAfBXS4%eJJ5J`X_-}+PzNNh(klu5o6-Iq{X&Z z)*d@gey3$l`k?#dIT7q_Y*i#UlhPd&p&D)0YE?X?8)CH^M4D}Fc!v@{I_qmgmU@2X zza_jdEzW%FQvij;<~RYAKHYfdCS@O_l<};Iys)fI?%*{LHZ?y)z?R=5dfrUDV=WEw zAFY#CZe1X285dv{V99ObZuJ~}c#`tWN+gBjI@+&lQE8H2G{SFRq#P%#?|!4{t)9^2 zzZR%+TRJl+lRO1fU2#n{gFyddfe0P?V#Bd~DQA45ueAY(S+;)Y9x4!b>*~;Ed7~fN zP2YQAP5>(zjs>9b20)C=?mo9DV`AG%@CTwJmcnn_)Er}1(B=g=VP&4xKVF;gQ__+t zGYeUyTmlX1{3`f-!*yDAV;QznmXP}x3Kac zd0sCX7x7VmY!V}18Y|-#+-L5st=$|jMrH|v1lIM_&0|V~RTK-bo zp1m}u#d(j-i-c3vwg{%w&p;>Si`S(e6iMU#r-MJ`+oSr89IyH=VXWrb2a|TRY1=Te zsxPYBXvS=dNQ?quv>s?)5rsh)#a_`ZVJ#hZhFVMF$$$x1_DoZx2sY2Dco7kPni6tI zz${tHA%izB3?G-d4)h$ZlVK0*WrL_!3qY>3@m`c;y`(#?7!Cf$1*M(;p0hXXU>S4q z9{6B{{3+3lF?8zb8@-`u5gXXkF(5v=FA!9FKD`{X;H4h5Zr^N-Dl%iL<{m{&2xC0| z(H?tWI5U>8f314jc)!z(sH0y6+@E#Sq9on4)84mPKeQXEK5;q!9-$*Id9-o6Jm4rM z1dP4j;P}{Q@wv252gvo!YwvkvbsiJqhzUVpTuN8HS0ti^Yuwo9;GW$mH-}U~P}nU= zK6k(VP9bB5dPgN+(BQYqWA4QkDczs)tocPyNF~Lh+PBKpl4%$fpfKAr?!`Wm<%<}w zKvx}OuanWzOu2P8Ci7vuOzZtyZF}2JVl;xnP5SI(+X zYpmg-*8-&i2;RKt*UXCE@5#)F-yWF7nURtU9)cW{dg3pXq@lU6L-@pQAf!=~u zLjL7BTy=#u_=~7F?gZBx+-enmh=&W8{ANwbXSFpVD!q#l+RR>OD-VRhISd#!>!{Nu z75}qR=tn~?&?|I!BpR*Qy}HWd5GTguR8p?K+M@1__*#V`Qy7sPtz(%LG6*H@r;Bes zhCe7dvN(S!I=c4)sGfLvE^(*sJ#8B(q5h(JKSpHzd7(QJ_|SKgl-IN#r3eY%^^kWJ zkvS`Ul@p6({Kif$yWhQ}z0rJZQrsFjl^kRxFKXS%5YIclXpY2Y3+6*Y+U{6&u%KU? zq~ld~#BNCd0Rvq_4n9ipf5vba$dNW4u~_yxyEy-01nkdbe!p0r`n!&FsHkv0X7hs2 ziRqOXpLG=Ag|)TWuWO%5FXOEAIe(g*O3R)9js0)?Tp$`Vy#wC8fJV@F6vuu&e`6Y> zOpW!GB&(>~tP7w5h3%V)gWw`&-C>l-1~*2V0|gX!n%MVO{0NJTTfDpU;Ed)>X3(eX z>Bj<~cT9Z|_8JM8rczZmBB7)~ZpMieshs2&_yWIfKpva8PmYsw;~M=vrAgBYg8(i z!kCj94XD?#p|O(ELTXyBN9=yb72c6@X5z7&9A>d4Y^%7(1gChnzSVep^FtuNDSCQM z6?ZgFOpG&GbRyk~0@YZ4#4HR~*kJoG!3d3+L)5)&ybd;#0pu5TxZdpjPjV0BcYbGt3m2-a zYlafV_1B?SQRX-aCwx(xlU^H#o)+uK1GXf2Ys;j{6F4(FY?Hk)vNEYKQ)-nr3hCd+ z^u!MVeBc;{_u%Dg58nMO62@1|?5MH;|48atPY&h0eow>XKleyUs+}LU^v{86L@>Uc zD*;m>5-)39JE6nMIizCB8#p%Vx!0pK@L(^3VA!4Poi2K8dNScoCQXSdVrl9*`8`qh zD*JgPSpxw>C$E`r9cHytsaNP#-9y)HUY}9}-+V(AEN+uGvK*)Rqcl7x?kROGRUEfA z@?G*K@pztKfT|Fjfc;HaxAg9wzy>7<9@eeYQGG4Znw404 z-(HaTrFJxeR~PXcJLTkO`}5dB;46E_*)%%Ej&6GTPfwL?&9LfaZgan zbh|`~#tE-N?8B_qjQ+tdzOOTQzz?nL-P+3D4akb;r77+%?~?$NqrBYAv!P|n#5JBl^bZG%?X9X zaTRF^_SIE6lUBxk*JHf@OfR=VDKy}E8gj!_Q* z?G?)&rV>LnN%#_`uJYCC&ciFb;N|!ecWZ3xsrtf@P2!#+9ZV^yZG6YOcRz9fuWa!S zT%J_nMmSXu^$`S+l>I}n8TmfDYr)#u*sMXCBQ-+^8pl>=srShx4TrZ;E>%VNpj?BE<}Nbk#mM3d0I) z`?ehFvW@K%uEfoAC}8h{Vj>`s_I6)YFoOIS-Q7QU?;)2;02|H@zfHvkvI9|fe_oeV zzu*@E&PmIi2+RJpd`CFEb}cw$%R+*Cl0cKIgJO;RSzCw+(wfRtnBPMVPKx_zJd*N5 z^yJgEAAzqwCK$GLh!|D8?Jtry0}OEJf_zu`4>E?bTyKa-1&Q3gAvzS zRkg`)l=yko>m$hhP4sIr5j+qbXN8>gs0_Rq-h(EoRx8S89FM!H3??}J!D3`_dy~H>{>|Qu2)a?t6VqEBOWp+L!XruZ@B5RNJ zG2ddPuXv9!hc?LkQaUpEb#@rPaZ0B%h%};^7u)K?9UgKWv@J3y~Xy~%QA zptydbPKSJv-dLSI60$`cx=#o`#Gxxm<>v+N8w4rPRt^B8l3C~>!|V-{BjSp+(N0pX zoO&e~?orvnKUs1fd)u7h29+J_>MvbR5uwQU{Lnq8KyzD!QAgS{I3|ObY`E8)3PAzd zm@$>Ue=2|2s%QYzYZGbOl}UVm#lx)tAnw7(O0fU05xwZuSH2)Ml>on!)kMBoTD422 zri7Nt??rt%nwUDeM4mM0o%&u!XN;a?pKIkCq4EA zUJ?Alkp9%6H|XRplN48O;HU+h>=@lH-^xA(@_&toN&hB8TKj7Rx;F9lx+a;&-uBrR z0GjH_TdC@4%~G zH1hl%0~qN)YJI$_D=fgFB)26G>B-Oi`N^19fV2tS=ewElH-NsW5+i3Nq>kjQCalqi zG;Iu?nAsvX$VySx@i}^HU|Hq*)~lK>E;6Gr(EBtYBTm5B5=SYBvDc-yirtIB|2YBI z%})=K`wHqDx>=ysj&s3+^0WOf0BCfEP2{(?)$e(yI%}S3Z!i z#vjmJZlePOtpBq95!6nS2{~2tawoso zUx!R33i_S(U4O=V&&znR)x}iv_qJwx>ur;(9JVU=Fd&ueoh+i!cg-rX2jvXq$_e9I z{wE#gp0@C~TM_*cGBKJvo-zNYnGJ~Ti?C%j+h^D_{R+gxRRIX){H=~yg~>9XHLcUy zgGNUY!xv)Fns*b7!TKEWhDF-0qD3zg@McM?yS=1$7{pnlD(HU6Yo3X8J;5xQmR?!v zP_5u~j@sdeeC_8Fi+X)W1?3J)9UjcrMa;=J;K5xpJO!$1)2oVB%8r>`VIBzmAiump zM+6g=%Yv)pyP<7G$}z#KnzU)PwZ7Vob)W+;(cO(hhCSS_%OW9yJxjlJJBJuzyF=xp zJROW|R!csvw8Znq7jUJ{B291c4Vr{u;G)u_PGemg9J>+{u`^>j%)M=Iz{6t3q?eh2 zP--o53-f504$vtxwSAuPw_NpX-@LG(N4#kv(Q2}bWZI>_So&zCrM^pt;aHY_`4I=3 z$mO2m!w>|J^IP}z?yK^0JH^$39`N42eCnxsTV)e-+s&=K)kH3+D@0rpJ1*%_raciA zkz+0NzToA7=3?V)|+b zp3l>8EaT^(fLl%SbdAwmeL^Ex=3e*I8;w z{BE!ORu{Akq2H5!zk>NaVU95jzotP(8x3;M4?r_e$zq|!C=n@4jj`&Mf8cJ9nqR!W}spWr( ze-Ak^-oWA!l2fN$}cgvF)}m!TIsF%`fD2(d@j##_%+C%E$;Q4RqOozGElFP zeEF$rI3E>56#r30y%w*cvdIo|!P2!#ubRGqN6%R^-31*!qvhScs=~O4*jJ|d`pX#vV&unU7#fQMG zX=PD$T9A6TQLDA7+-dCZ7?+BAqk+{_d+|(1{z<#74E|+poHQcMYC`$XY+cSF+{Dud zcfE@>=Hgvs<)s3F`z5AiK$ce1<>z!IC|jv`<{ zeizkqDqVaLtdxjWkYN*v35UO9i93H{HF7D7CM$@1Dli^bk|s3kMC#=m4)ohv)Zb^= zYs)K%2Inp6pF5eHBlSKZJ?Qu7moF`wFaK*5F>_@wa^#hk$G;t{7sz&U|Fl3)3?hJ` z`1h0L_3UTJAE*0~iVp^TSZU*Y;U8R@O?#gc3FolnV@+jXTyiPggDbSe=#uH}C@L}Y z4ey=fkeq00}l|!Va3R4d3V_i6^w&as7Dhle~DpO5M;v{(|b3{w6LPRUzKNqYf zzazjbY~e@#=aYwENRcTlith%?r9AivQUFwqc6V$GWo;Y#p;Cf|d1>ewm zDGY@~TpIPuS`23En_DWE$+##yXAfWP!^yE}Jay2A!f0_>3@UgSl70Ww54Vc@ zwTtx?T>&TQfZxBS4WV6zYxQPGhsQ{V|NpqJa{j&&3sQvRewO1qH2G4WgwyVHU2WLu z!qJ?y!|W?ACT!?TQ{PhapAufUdvW*~z`}F?_xQ0b;xtwCu0~`xuW%FAc#LG)3*Be? zQzO1gxjU?~`IE1<68A&z- zOJ3DbpdiHMJG{+9hW&k&p=lh|`~&Mk?|8;w9-fh?~I}4a#_H;N&fOmWAZM9NG8fxMi z`GWXocyYk%Mmawg<1djxzwt^_rC=PAm!WvQk%3sCFnA*!afOX!y>r;U(Z8!!<5YUb zYCi{D^VL#vwi>)nsq~;&ZOQ%VoSN<>mufhtmN33pxMAGoz-o8u`dUvks}4?f**`#d ztv?ZN0i(z1SVrHaBF{Oyu%U%hP|Ftgqp!ruAM(x0OnR7G1EUw|40aralUu6y1;b`M zdVQCNC@%CfGr|vkU|@bB;Unxr3d^)b-=pwOpH#4mK)M%>={ts2YODAk4zJ<5ZxrPx zeU+=+G_Gn=Y-8=`_}hl6c;EexJnyng2~%VE!K$l1IcI;3KAQ*E;7VR1HS-lhryAhH zK{e?NaOD1Ab^Vv6_qQ(=o{J>uN#A1O&MVvC=0=8KOS~so!szX){u!S1TKF{+*U=`s*f1?4hC#uhHPB(GCmYqVV#riI$tfDOFtJWiP~ zOcloAJWP4Izbj=QofpxN<@BH7P1fVs2O>L(0|Y#^=b}=g@=+W0eLM%hZ6+@6tNd=j zKf-t%R(amDQt~jw7eBQ8fyln)J~z9KZ#%smBKQZHhylG>y6{U=!`)PQx(_{58PG{DqpBJhLoAGw2JR$?aJkHbo^)%uvd;%6zFTTj69o1A;!D4 zi&CoM#MOdCALOjT<&5pTyuMLBCIJ|ZQLoY^e&9cq;*TlrDMDj)E+Sj>()jrX@k_xm z2r2x;Ji%=B?*AT-xQL<>0rsfJX3?SB`1!OGu+Ph0kpBO9bO-kU1Q?d92x5(K&Q=o~ zUJ&(lS3>X)P&fBB_l;1EvH7%PdslQ1YeFpxJanuPO2lLYXB?^>l;1CU&U5t?=_ z?|6i*-NxT`&kprMZ3%=&ZuI??iUp~p+H|FueeCE2@6iVF^@a)^Ocha(D*Rntu>uIm zTLgquVU=N5bk6SbK#IzE}&PZ*w@|dakag}v&cTNQF%!gj*L_M;AK|fF7ELB5@)z3dnBVHQD2p^Kzz9*JjyXqvO^mEM$qLT}bM*v@xhF(h?R_}p k_raXWj`fv?Im>JM6Rn>$X}XYtn!0jK1`wAjN(|su4Eh74hxe#OHg4k8^IecbK9^ zIY(!r7G~_!Ejux(DJk=1r-faTS74yA5vDte|A&tizlt;wkTB1#3 zi2H@CgBbMV=JfrfotU3J=qY9qW)*D*4yfMSDs=iQjKk#Xy%*ry(wI$&Jtwb4u0P); zjej7EsKlv~KW-=N&;$))d{~ZR4*P`4>PaAk>oF0U;rV^NIc)M`)j^p?c z|L-t-0?6-M!jAQu=|`%p5Q1I_NH|-a*qsim+fpW*=zpvG{2=T?@(3=uZ*$DiLmuvB z(d!6OxHPrIu!1!F*{w8Q7&kBIEtWfOhcCv}_um}y>IjM_`aU$52^jRh`Clsh8?;Yc zdc|_94JYs=*d@Z~mB5I_Hxu{M!pOMuB|hP=*`yUUtMEJQKqi<16fd~Jh8NP1>@3B$ z^XuyXld_|QG3dWhcuF6q&Vz3TLG4!1>!U!FWLxaL3*?0yG{!lb@ZS*4#3w#+w~zg@ z-4n*K!Y?NZvHVQ2p7oh}W&Pa}X}qN3>+3>LE69v)*J~4)rkNgZi3FsI5u1Wec=>m| zifQ9ZYF(#QQj*zu_b5+`|W=bu5Cdw4aacNsvZSf4v*Ra80A z2_$6ueHgI&9W(#85ydyDL`!@iaE*h{$Cr?7@zt}H--Vd>692bKyf7{)EEru!Ehz2T zuf6kFg3{LdWfva7d~ z*?uv}-Xy>P3ATb8LXZg7#{U@uZ=X`-+TfSmw^c8Ka4#^V4*AP^*Et*SpS42^&&fKD zZ+I?yu+$M=ff^w6aY_U0UoQ-bwOZB!>4MI(+<2<1o_bpR#$VzBAvI?Hx-zMBd~D#g z=bA0Nof$tM`LahHw505da~0s60s7A)1~hinnor$sN7$m(5q;S!7zix0O6L~G|2{UT zqVF&TwRX-kNO7W96ih)RpwIDqG_U?ySjlb?*HO^V`nM$6zMtS}H3v-gUnb)+?lAFKgfkm!S1g?_Q5UL0ao^A|G3Cl_c5>_v zllQy*dJA2ZTA|f|vJY0)R?=BjU1bt6(yDK%KML0-LfQ2_IQ#o$Ag+wzH6JxHGE1)z z%p6RahY{-WnSJSMe@!`-^bjP1c}C}_BZ<8nml+v&f~l=la01$U?5FfwlE$Q9a=rW8 zCxfzuHVSPbmzliQ_et3zB2!-%`G+U#c-@M94pQr9W!hNIPOEa8m}ius8T?hed1_1t zwI9{vrirOMoZ@vkZ}dYRdW}lzEp-BSEDffs>FKE$ zwOZZbLVMm_k5v5)ef4n3gGW4a*{;?bhBFvDPA7VolOs?5-CU(%SCB7gPY9eR#)&po ze`5XqE8Mxe3BL(Mp4YqH9d10o@3cextG=kQ%Ldu187MzZv`0K&qHk zL8l{(;a<4FjGmAEY%mfZS}oZQTr52KtkuTo@7}GIu;Mpq++1g4fsqLB2*~u+|Mo)>S+Z9CN9?Zh5PjeVW&A~@fT{ez+ zQ%NS%W7bA(o`lSNXKw?L>lMbQ0pxP4OnQqHmkqnhrTz!sbk_Z4Mj0qw{bI8yQt3;?&s~ zUMljj(~W0S`*QAL{xBgCMQ1ui5#qcVcs0t3$j+0a*?@k3*i^A7`cTN1;T@VN6nZJlUL2p|$FpnDU z9-Ci45TQ_T+`Wt6>B&pEyo1%epJyepQauGnU>8+Jdr*72zzEQLjmlYv8qS~38yTWY zHex8aalYD^+wR>G%Kfv}KIt*Y2X{%TmCIfoaao)ur0r@#vPAuDT7jfk@V2*M(j7cb zJ~Usgkvc0u?MZfQU?*_}ITnC)#=Ny{aqpd!VJ|XgE}1`(qt@Nk${yh)?6A;y0e>M_ z02RrYu_k@!wprSk2Ikt6R{ymk_wZ%sQ6)5EJ}mPDjZF!`W^@?-_E< zx+v+{1>tt}&r+iut$yHCERR+;>-o-b_--y>p1CVTG}x~$Cassi*$E+*VniKW#vxx! zHJa9L$%6koet{9JXG|SvXE>QHKl(cCa1qDR3^OEI$Qy2nWnuyc)izd+qq0T?JyPiwPFV|JbXe4H;#Qir-KMqJCOa>yl7+gnrDwz#t@pH>VxOL$s z1u5EJh=}lXMQr(WMX%w&wIx}1RyNCJJ?fO_gXwfDB~nIN0;jM|rF5AINIUIj4vWPb zLF=b8xbPi8OzfMqbIOaq0gDY|0`!cyBhoqjs*d8%40rveL6n|mib}y&?Y?&7{O;yE zF*A#G^GqtcY!zAgJ7s0RmcLEnHq7zgEo!9YQ4M0>l&RG9c{IY;A=h@=ox1ReRVtk& z`!6?PyQ5UW!9I*sF8r;=4Ix>&cCv)1UDFnQ=k8%|>qFJ?$;2xB zXDXDMu-_p_Jb}+CTNQQl3Z#bh{h&iH9@9fea-jw@raUd;xWz8O;dDQ|RDrVW_&&z2 z@C=Tf22H(!EqNEDCgfDd77Sz1XKhHHscE6+UBE*->whgDWS_CX50pYAo)Qu>p(aVfJOX2+_yupVo%is{pwf-?z z^+8P(JTVDu-kv*y|1V8?9@r@>~tm=Ot9;v4g>X zi~{ZXQfJ%)Ic9bu+Ypm&579fEJS=V3y>DJAS}0Hkqd+r0re&Se#leUidWD%HCtm%A5X4$}WCfUHlL| zaxg8JcVFOZMHAVrksuw@2b25Gr7^m;V%hzLR*&r0#$w z;Gc~*X-C&Dq@RDA}&3p>C6MT!tNV^MY@c-Q-HrfS*toEz$n+G3%>Vm5RP z_MYh0O#0zrw;UttYf}dpsAPzO@bl7@FENM8|rzQf#Kdv$#Zv?ZWilzXw+us zm}}>WK{dUq5!9^oI>*m5y&n}6G3NUB7#P7c-W-b9pO7we{#zHXUr1X1chKAKK#pvF zYVpu$t(OQA+&yf+6UKWH>w3m;tj5~|+GO-x)|WBYx%ENO3KQ;oKgtJ6l1F*$XeqL&y%0lG>Y63*C0wTt;x zUhT^EU8bj4%!Px0{v7+T8Njpy^OWs006S>w)JK>bK^;xm@^@H5OGzU8I4dMq)5>I_ z-;M5#*aDt>Y@aJGb*htR#DF7puPd2G{>T14_3r+R&2pc7`< z!B#ieKd!gW^&bc&>fK!efwcRdeeHjQcEa%9G}UK*G=*LaGxR+t9NcPPud6fuu(Byr z{^L{r4&vJ+UD&VB$qicBgJAq%psN^3)`K?|8u@24-i~wZ`x#eh)te9f#-hT$_q*WV+2!;Q^%saGyhdab zFJUJ=eC-9KOODfH`e)u-%D@JpQ+i)k4CeTE4(B3GI#a3&m1sI&s?I$nJlO z8tq*_rS=unUwe|;bIl17X7^|S+!x>V@sp*3Y^lz!IbQs*QryUuy81p^y;z1Y&&=2- z)iqeud}mpqrPG;G1Nl2$RL5x^lgQ^JO-o|t&JgySw$p0P5$?S7f9xjgVapZ!!P>*_ zvWF3{l%X>u#>Q{|YWDz_7B^J09Ft`?+5n&$5uOwn+s`T(arn*zAKBAX6iuIEU7r!5 z(+z2^^7KyV!I7kv`-h|G{y-@jxNq9k!UZb9_he}4A-NjhY3Bs-@d zKMry%s$s|Jmuo!7rwlp%C}r>%y8B#L&PQzZtrfSz}xj0rCh zNZchMlE`if?`CUuwEhWu8nisJR5$ziT>uhuB&#NUG+wm*aEIg=`Ur}yHOOe$aW}6u z%Gf$E*TnjFmC+OO@bwL^$pgek`f}U*h>J(2uvPjOY;Fz5+SFKu6+ja8>9HVdmw7=T z&1he2r!L)c;~WW!D+=+ca265LFF%%FefxGf3nK&-#25I4+WXt`zeVCTF?IYh$&#&% zxEu#v^#PIM4%p$0Hm2-?ug4&!D5YUsk^;T5xuQ46hp7Rc7=D!qaJ^VxE3_fhE1GY3 zxO-LA>#OcdE*vVio+{KZ=ZL)uLv>3&{tro}@ERwgx6@g_T;})AHh1^GeG67*#M$u< zUd-)?enWoze$^IUyn82O+LE%SrsjVKRu_9`m*2zXX&Vn37vnRpb-9Ev2Y!Zv9xF81GpRwnoHUsS~H0Sv4LXI0EFgLL=zC7Tj z>vN+G>J~ljy|G?+y)HKO_}oA+_dWK_(RfQZ9sK5DK}r2$q*F6G%J4!>wgDMX*?{_& zKak@PTw}tA?Go0tA-9x%NKZ3*d^z+GTxaOp(Q6eHFiit+Kc_sm#$2nzN_86vjE#Qs z-Mz<9$p|UEJ=1C->W0;zpVf_Vyh^BGp+nz9r(I%&L zSaet{XAMIK9>}g$sMv)3RCC0K+V5H%aO&zls$0WWxCg$<{O{A?#Pmb`=AY}<*149d z%%ZDQUwAl}LK06qI~gv&e680fJKCu|j7>=WW8QS@MdyK-qlOYKS9L5islZDGd8yV+4}E0My(9lke~ zCT5%0r%1KX4)_@=Vt*-+Bn_P{0%oL1P^=Ng>M-{YU64)K`P$#gwGiC4cUJQJ?92Nw z6g4Bk-_*lk4x%$RtT>V0vXriWnyWp>$IVKiPfH8jJ23ssR}P^#e|ggg7Ia^t%eYZC z8~hM+z7gDqUTC3mdk)DAyp2JidLyb`cMPm-Y;vosH9STJ2epFQTO+iszsE9j^7A*g z-AzrAI$ESbUROm=d4Wd2Mt<9ouMl&-7LMr#fBm@slU`qWP@CiL{1gi`qRDxbgYDuK zrT|q(rpaf+%FxSe45JmmwG(NkZi3vN@}3xOwdu|czczyArPAWkgR)#Qw*kH)2&&LFb*~F8Gior zb6C#l%#yy`Qs9&qka{b97u#*M6nl5xF6gv26x6g%5syM(F3EtL$f2nwq^EMAEHZ{a z$U{hW%wL{esh1Hal)qyE5TVGepA0hLqF-4m8BTb2!uihEP*39~rlxZ0>$N>@FSaVF zbQQ^V2&j2pxVY5&GD6c%?dKbc(dn+)KPM)F$_*PIRWkXUVQfuT_LVm-h7SxVk8|(D z8v2dq8*`zx5%3E`cAk}1G;1K;Uj~&Yq*J{c6dM}bV>E(wFLUF-9ax5~Dhl&oQ~J&Dfo> zjH!R6IF6Vr=|QTnyhLS7fpqyZ{Z*f1e^y`Q=G^#e6*h`^$l@bgV?T{t`BXH8Wl)mW ztzaL$Op1^6cGFMO`@1W$KeSnT+h8kF$#*7uEWUkO0BB(Z9M3>oE59yNOM?kfsM5?K zcm&@>(1f_5W3H83MAIVPv04g|yNS7Ot0U$uf2qybqMTFLxT1?e)pd z9Uq`F(Y2R6`xh$7Jk^w^n(5h^PbiBY?)7C$bqsdL^!+@c>b(9N&*FnwW5mfr=s)5~ zp084jlSS-zmaJxYH&z=wh{e7m9m-4V1LZayu%i$(4x>Dc*Qip%9LZL9eJZll&t$0dHj#9~A4NGWqkyHtmZ#gtUULof79(P;0-34URw>-}$$ zw3Z$}xZSk5pIj<&KH-ge=C z*mPeU3yz9%IqS|j-S664QBO>-G^#h4(E0;j`$Aqj^(hvaQtKH`i3ll+L{gEf>y!By zmsR{QsT?QkeEYYpBN=!Q{(+rQXO}*ju#?K9+Uh(9yEj0ZGT#YEx`kkxb=U>^oLxD! z!O1I1`sG@df}pT6i!#pv()*A|@@h{;?n?xf>tHhP8F0OlULE>Z-@}I-kG!Yxs&x}_ zI2k2BhF+fZKAAQOlp&FzgkH>ubxLbFB^f#J1F$ zwX_o@wGvTY+D&>gN^xvI-yKuh2*}Wya}IhCY(AtNJ-{6!=j_Q&J;+v=phskko*T@) zIea>vZ6J}$*>~{Cr`M9T*KaS&e5Q7_wBEc4vdM;0=PJbLSlnjDXU2sIS}!C{uN&$v z$0Z@nry8CV*@bQG(yJXVPW^Is|3QCM-S_T?fZXa|vjb(1kkG|z0>4|D5&Vco*e=1+ zr)SyY!dEaSiY&v+TvmN1Uz)3#zR3t!#?NY+3mVssp6Iruc-J_VDG##a_zm9gZzC^S@qzITy_}jt6U4$^YaaX?m9CQ)`gQ$`kW_>eKj7!cxQQM|TYG zyDc*fw%51>J|#c?iSL!mXrb{(^xJ(}VRDnS>fT707St)nppj*GZ zO0aKpzvKQy9WEcRGcA{QC5+Zqy_uzU9K~JP{i`d53d^2Kg3Od#*SND#H|`)?+BBC?{7{PC609O>1)!uzG`D@qtM`&zKIq?cLZP)B-$?< ztSuOHUI;`M*?9aG}?+S*FbDj(T_flKcfNGys+@$i*;*+rZ{L7A8dlar|A zOe^KB$u-v64&t7MZ~t&Z!2;~vXcoCgaFa*bA36z;_pW6}II)i~V=WCoguj&f^xJQv ztd(kQr>Z)K^xst$%$xHKeFb%y39yScl}A;&EyS?A5j`L?3Ql^dac5^e+qYsOHe1m0 zlco>xLl((o$lv4DyDmf8gjnsQqy#Zv?fTwo#bYNYCVnw&bWql8TkZ~7*~pF2sac_> zZa$2T^%@s!BrSBI`vjml7wRVIm_WdCP+9jnk6da}d-;=f_6it_coepdyB>*|&GuXq ztwpW$Beo|q{)r`|}CT)1aZFU-FvMBcgkMWg~(g^5jhiUfJ()pTcwoU_QH z&!s*4^F>@H?=Mzxk_--VH!qQ?bJ?Crg@G?G0|l%HDA~0tu9mlEsx7OC;f7PY6`h$X zZ&A4=zksSiM8A82Km0f|NUNDprwI{A?+(KvxL7C?2(UaWKda z=_V4n)7#2$!0x>{QQVN)A}1hzv5}i>Im){7?0hvL_YvW*-Jzr3rsV$xi=Aq$SpVrI>!>D$Ix{w9wfI6q)zBwwCTK30f z{CR{vIgRvQPq5(}ThAaR`N--wZy`}O^vuZ34K&@eES_blB~xxuKb=e6>k!nYwtK@! znLlU$a(U+v{-*DJ^!QP!=)=4={&(dhSBR45w^imtB?M_{|{mySJT z3Y@0izXr|BOcutT!0(NJV)CEIQIn1dh(9Vb#$QUN60Xj15Hm0^NKCo#U}j^8MRtlT zy0a3C@4e79h2@v?JRL~6?7%EfdjV&8ioo+)ZkTt_iuOWkd5kX1lDb+ZNxo$ASdFW? zq^^_}?wR9>U|c38UD0`!_LyrM;zg9oac;~E7w+;HW|!5-Vv-h*+*oF;W;7A+xn=;d z41P%tQq-)tO!kesNPhccsXj;Y!I?D0+V2nT&F*fu4Y5HUUs;T6fB4osm3BJg;e69D`at z;YofXb8p!H0NSx^P1~B#0v?MeWcBWenckIQ7*HNCil)pYZM8*94 ziJ&BmQkOCe$`i6kN<^}<6m-i4wSiQT8vk>%o!hD!C@%aPRCz8peKNPTzyyoW3F4T*tAi=9f&RPjp3RUz9z?6~ z$@H0hOq@A~+^e^10Cr}V!U+t}$0KCS#i4Il$@m{M>O5xc3GkRUcH{Eu+0j9KW~C~_ z$lGTCTN6w5#%ncn`q`)7;>xWR-&kCJ_5Po;#6SD)EB82ap{FxWmw|!saOb@ ze#-OalNH-0#%a!?4a+7O%h(U&Jt7*+NT5UwD4*|3+ebp;x5YDNTm+(v@A-wdx>f`u zX-vKSBlwyX^=G4dgh*(lr7~#D!1W^USE!abl5p6#el)FTm3lL~ucg{hg7HNt-~Qs% zCds1r5cfP+>B*-cDZgc`Eu9{f$j&25G4Zs06P&L1yEj4+;gI|K1*~})AmP#9HQ#-T zl(YE6+6i19)0sY$Bu?x)-y9}Vl`v!_ZP)7MiypW!i>O4+JF`>YkzqP!{n%ahQIiMc z{%SN(l!nmt#k03PLWVbS2Q3^6S!EZ=4-xPyyIx*6k);MnAnYPG&&}UnGSL2pNOB>r z^C>grcusI8slm>!(r#U9y()hAGoqM3x{`jwU}BI-qd$+^w_~cpm`*$(636uZv|vXIqvD8uMu=Bmczt+}2g8w9n`pEb z;kUQp*etJEDwTuo88wf&V%Yh<)FJkn^xy|deUAs62gMA~pq%JoU(Sf^#On59Uw8Z2xp|LS)siyh>vQNEC&Z$Mk zg%X9%n1^s#OJZ~7KZF-%+y$LW^Ro<>JWj@gIU*L0S)Nd1A^=a3dO81ARDaj1?(qDDFFdAU-OaE}?8i5lZ;;+Yg zx(2u|LCalCWCfb}+rz8>@Bq7*lHTU*6-bA7>w0&*mg*G3O5jP86jeChC5 z{tsrb{i-$m4$)FplfA*FF*2iTyt%pDolkz_9FRHfpZJTSQkp|CA6EpQInyK%AtJWV z2id&9=HXyp&qKEdZO}5$mq({y)3vCB^b^NTbJLN+7^}04qRyNbr@NKKD{!lRa`xq# zbPtgFm~PcmkGz$m5jguA*F&7N&x)@R23UT5tuhOry(hDnJCY zGG~eJC8~@e@-hFwv7N$exb`Tpr49;c7fIoSI+&&hcVuM{Doh7MsXuBzq@208tZPtP zAap!QH8xl8ZyO!_y0wH^XlK!u2Gf+<$Og5I%cVP38>}YS$e9R*Xlnm%-l}j~6=b`u zw2*L+?poF9?Yu?eFg zs72O$%=cOTtZb1aAao?#%bpFQq#wh8(9P==SJUbmYUUilgY&F-!)!fX$^ii@8VXE_ zMPj37AHbzD#ODt(ByP@D8mLH@P8A>Yfgx z=7b!RbOHXyxoti#A6$*OdTLY-7wnEiSL)vbeH5y79Q>m6tZmEDxu4(FTMSU>1MMoB za7uM6UD;-qr8l}|JLWy^e6AN1<8xo}? zenOvbHKpcqQ|m#thDO}eyj21#TcGft>>|8faFyE&JfS}#mH}~qy-p+72SHMN)J669Z0!X$N~oh{6-SdJ1OWV zPk-^A9r)gS`jwsgwTY|8Q%&*F0~6il2gxEzMsI^dI~~hf1A0>DnV(!7&xFa4srnmS z#XVq|E*C?Cv(suh>i!bw@36m| zyVLBNE=t#yO5pQiLIyrkX3{oX-#%&P|K*A7Rb#zfN>bn!E`3lgHxB2NmzeC#_wZV8 zkJvL$CFK>_&mpXf<%ol*23*PR7gbx0wDn2~oe$B07UfN=@hXY3I`XE;KVUVx826B0 zIW#3OuTw5|+~0SrIgfD2_U$cKM+_(MAF;TW$I88xa78)J)!AyOwEk+qX-esPsMw1s zoMZjkl{{;?!K9VeHG)isWq$a_{D8I*HFjB0LFRNvo>BtODF-VSE^*|$303OL9@|R zd_}lrH|me{+MbCT=GE7r;WK(?OXhZ2J1ThL1~treYq7t`j*={7)ug-q8p0^8txfeu zilw9xBlzL|VYT|+@$YUfQ{3B57bl2O-%ZgFk4}(8!WJ3%IgP6rP!`xOk!+yQc;<6; zHbXRn`R725dY4B+8A+_-W?#3t3r9a+yEk~vQZpj9E8Yzyk-Dn-4IoFaHe#UWc35op z-U;vF2daw)i#W@kEqOxzz3qCFgB)zcp~p8OpsdJm#X0QgUaX}O&f}!V;ed0Ueun#KU*SRs0;n)P!df{%zPaCO^ z9g$JdleZrlV?ci@AI+{iC5hefA4Odgt=7$ldk7$NZk1+e;&q){tK5csd|$(BA~ag0 zU%*Kc=(r417%dx$UlXuCq_sMnS8EKavd}U?n`627x@x+wBVCT+R z7)MqSJ*zaLEOWNYKU1YWv4s5_%y^r%Cs1+dht_D37ZY#e)yf#}ln-P_XK1EIy7o1b zZe_HaE?C&DbGoma4z`}&w3H5;x_kpUE>GL9t0(x7A`hrY5N$XXL>~!>4!W)|Zb=+! zBe&%5k3(3shJ>j=>r5Q0%*-Y}buH3Eh^R!a0TKH7d(*Upn8v;=e*&-F^v@W5VT}zu zqioZ{o>TbDVU`QcF3IcB*7y7wOc?2MIE&go;X$|~drtlkBac@PRy&nLBQ``1rmCF! zNjNeBNaG)ewxmNN!?1w!s8lVqQD`rbYP#?$Z)y7`L>yIbQv2g!h2+?ntHa9X32L;YZlY(MLeg$<4m~W7gb~g?L9E18d;82 z>$fW-UQyja2PXaQP0_I&>%)_#xwA}O{QQzyL8K_-?Vg&rnTAJN9E{ZdLJqD_-=k55 zv=LWEjQBgFug_(GM*uUwqf{Yg!Ls^63EN8U`D}L&(;Zi=`a!^W*M>uS2)jRS6$CD}kxOv&gG8k?28Tmm%IBR@Ug3>#aS# z(cjX%rhPgo-zPJ>8yE!OX6E4GR^xNB)@l1~bkU^kJ)t8sQ*?!v)ys^rbTx9SY> zKkBo^zJH8ylW4m@q{484*2~+o-RpY#?pQvG&!_u8??U~M#i+qw|rAPYX?2C*7ZeWr5xAn-f zD1EWqrx*5b?G;xQg?i_~aE3p+X(E@_hs&+$ia^bWyPLsG1*_YYwnd$#+VG_^zU}~} zVpfwegv`fRrizpLgApRNoK)%@|;yCj4ds z>%I!qF?$ebT!SJdnNHs8eu}t^d})f?WpV=xOP@pD-njL~FX?=r$9EUAYoQPXvu{R8 zCVY>piY%>czaNN0B)z-XW`8NxHZPF4PQ9cirK%uf=QOb3ukduJyFU{*M?hHkU7L-q zxHNf$v2D9wsLCDSj?za~HaCkt`t_UKKlClxny!gQ{_?DxGt&3=`V8Qvyb3mTFlOjr zSBO5cM(=^I*v{sfnEo@4pgh7zv98G=xk2S zdNvkjM%kld{bgcqatPR@M;JS`-Bz&S30jA*j5pfYx>$tEzK|>pXX-kZ@T7D51P9Py zvM5K2>Wu9kY_)&0G#hD9V(_xOC0<}y;DmIhta^-+?+R28Y&8PRH65Ql{Gx~DunkDR zGMt8=hr5MP_#o{b&#kZKBaA-Smh?HLQ$M;@!^AW-35xA8=Sb{<8e}p^ke8KJ%e#Ag zs3NQC(o&P4>I@~1nLO4{DhdpIb)r?MO4I_@7l@&8?Z3Mde?umnGr-in!(#;D*O&g3 zKPXWKw(YW`JAu*JSvNy%#ft9KXA-n)*ow6YOh@?c?0cQmzyD_AOuPiNXQ?M^nR)HR zlU)N`vum#2?sac-96J-W!?CJdTV@A|8QXypij?4nJ;ez1J?f3nh8iHa$;~!#x%Fis z&M4le-Iu;2Nt1=AMCi&l)&=CPUshAXg1mOyrXi_6L4R%vp5E`nKPs!4l^5wqWdwiw zGqgEg!o$~hw_xLHQVR_?-Y{r{h`+l_PXwQFnapDf21aScG{K?DMq`Q!m>PHKHPHT< z(_GxygN@XiNbj9AY+9lN9!*SEOg^|-uIQMv z-n$0PpEBK$A}i-qACY}Wx=1S`@CH4ZqG2g@n;iLr(4^)Q@CPHS-SFLisMW~VES&i@kdwO^FzGalEy!fTS~L5=={@1!}2O;Ibb(W!t4Ve-N}ru zO0XsVk@lS*^O2o#xX=a+Q4Vt6POM?iEFfgJB$ydH2joQk^f={=n#oGWfV3`#$WXj{ z#S$hAp0_*n^h4Zc2lNDoEH1h!2EM1G=+Y#UGEl~}nHlPZ#eL)97jif!hX z4yo0$9CaAW@dM_dXDBu}+Ewlu>V~ktFPZOjHG!AAs=j(rsKR77V3$B2?`POCXV0YF zTyW1MZuGP#&9>njm5mFNe=CoZIX^U%pgqyX<9JdRXsT=1Uo zq2NxzP3wGnChW2gvjuT?Z{0Vxm!-+=JwN&RtgW=MbSUe=Rr5U6@f`{PFcsSO?J879tY6JQ&z?^4ngbA zQ7LE>b~xFsF(;wX<8J zzC2Zf<)j_kvk7+IOa8dzLax%9l%os7zWSfco0y0nJh9WI-Gd(El+D$%vQ?OX*-6AI zOx6Q-g{vA2_4i+|Y`PqyBWgZ6zJ~8B8+(bhpP>lYO$>tCQhOy0_}w2@wCChtc88EC zSX*1a8cE=LqpQ0D^a%Ae*w25cJX`!4VyOtZDyOQp((fi7Dl?Hu@dnf=y)QuIgsLqP z0~w3Yw7tGx7574+{GIYpr|RKB6&|=lki?a_Nj2pOMn?F&$7&ey$L*RL9JAx(BB8W*^+OH$zD%|)_4BE;(Y1L9!zW-eiWtd@ zcLHmW#a54o*~KuYRf6t|<1PDnm5uM`5~oUGsXrQKVmbfU3$O=oM>G+uxY|$S{dpcj z9>EssL@tA-CR>YpD|&h`^M(8@j*oJNd8KWuqQ%0K_z57!@{|Q>`I=m~)^Iukp3{sL zOZ)ze$!oj1iW-b!cnF}jV>8_kv^;`|@QYpZ5Xvh(g;RRAqRu#U(B}ak02F_EJ2&P0 zb;jlVJDR*_TI$Gg6OXIf7AxU5_iq6)Si0=w#Ws*ahJ_IL#4t)wHhOV2vHEt%_6)YL zk-fPUOz_-^U(S%l4TDPo#nx(g7n5FE4vw%Lm*Qo-xC)IYn`% zJTNyn#1V0A8H{%Y^oa`LWRrrI^g_g_PCb6VnFpS7KA9PN}v^NrvZr3X_Y~(AemZebIbVES;*uCjTttLyf2fD%;fUw8( z&}EyUP(v;ncvMkUn~#6H&}_uIt$#m;6#O8phi$Mi^o@uG00w%~y#YHts zr-zjt``IzxG-f`2c`xFZhK0Lwiq{jD<&ZP;zEAfO8^#;7A}$)HaPoHuM|OpurJRWK zM@r)7&bd{$>YR5yNFCZK+rEIlz5H>a|EEnu7LdWz4Gh8;THJC0A$;Jn!yl`9MDp?r z^il#nZvjODcryA`2KQGj9tSITJ4Hp?i2*x~RNVIzz!yC6gM)*Wzx$0JDE>d5zA~Vy zrfZw-?rsF7K|va%TRZS;Y|LYp@&z}+g=z!_~5!CK+v_BhUU`l=xr<$W>y7RkRT1%|<4lGNL{8SW-SAaru z+MCJ6!!vglp?G^q@7?B-#8A1Y6%l%z#A1goNCCT;gxK5KBEF0W_s_^d&G(4D?&g}X zA&wu;C%~;^$`dO+uJr+yI&h6pm%o*9F4B`B5=JZcq?;oNmZNG}Yo3RPXA?A?AJraU zH>({}+^Th+oapj&#iM)rpXsbr0gr0a>@ZP&Q6l7cFA*E$a0bKPB>6@q;fI>-GMY1b zr)p*a@B6>~Ll1JUbg=&&yg&(z1=_bpd64j|d9^G$H7sQl)JC*2VC zf97|KP6uC|Rb!Vb#WrPGdu0#4kyPV?C;cf-DF=w9Rr6GXrvg7Aa5Dcq4^3P=r-miI zZuiBtPS};%b_}oOiOA-Wy)Yp#!^}*rk1U;|ER`%f+mK~E_KJ5uO8#VvjD7i6|Ibj; ze2d4=11<@%oN$KcR$RY9sS5{;*YNZ~j=sLW0!1|2pf6ECuKHmpqRi_%WfaWNXGN%9 zX@@;21nX|LxzB5NoP(s;_;`BiH9%u8pt8G_Zkq(09Y1IBqsnu9% zZ@mwJk6unqW?!IPwR;YqFtd28H-SOBk_BPn9|8^CZyG+moGcEiit$^#3O^8Gf7wBJ z{lhk>#XhfZXV|H6{!~n57Y*-3?V0S)m?>3n7Rv8Qlj)+7d8?|XMgW*lbQ0q<8FfSa zLgU|H_P|j+32~=hrL8VDdUkZN9&i!dx&2VWAZE&=-iIZv*1eU+Pg+{1JHk&3bvol+D)M{FY^+9; zxL{ac_}<~Qq)wFFo&SHv!x!`Wj{GK6d-7gI-G_D8-q+qsuf&*|fEVMH^4fRnIpp8# z+~*R|wexl%tEwW+#aQ!v4aKz8*1=WNb}3~CKh4Hn=~e^YGqo*n=X0yQlaOr_fK01i z_X|G;WC^yOr^;wItJ3|>?&**0C4b~Q{+%4K_bWdXC+Ij4G}TCml-38Cn-)EhTb+oM zJqkQ4#=P<#-<>!)m{!UaF{PnF4W6_-PnWzmZ}alnk6dKyTwYdgf0$ls+(Wb{QKuAH z9s){C<*y#wX^gC_(Yvb>8G(T?QmiL9LZ<_?F^qq%*6ZJ~=``U%AP|En>HQN-Qtpu% zj(BaQ>Rq|aC*#7B5@fr!o1zV6!w|ZN!%y?n+v>y$0H^z&L3%nm#y#h)b@We82pe5x zX~=Lq^+N8E;gec$)B4?qJZ^o5IgKR<>ji=XqzUvU8Q{w*W5R;RjfzjCs}c~zcTwFU zS+yt(BwMnYZp)l}mM!Gd)$*xIqNnwvN9);{V=w$uRX;`d zFDc6M1%_I^ZqcDUa?mBo3i{OxoOZxo1DR72^WEUkxbTzpr`#NxN~Dx4@=%z_S6Fd4 zR?3yzK}Sr1PkLXpFaGzfk$ySU%mizM->E;vreY9xH>q$kvXyg^IB9mE)55cZfI)5&3OE*CN?BYy6O^U8}&!`KD!BkB9ckXyQ*mTnx3>R_>J_a2iM_H zQyTU8BxrPg^fSvK{c)GsWiTMbY0tLSc3m(T>I%niOw(*InV=JwgX!n2SdC6ke&MYn zHurx41w_AgLet;Wsc8OXW6z>8wfU4E;SyT3rM>j+J;;Hma9j%=nyjdsMvR&G$~2uv z`Icg$7PW3JdZ&OjC<(`1EsWnc=YpIp%=3Z!VO%nM6f5`TUx*4TD{<_#%iyvfkhbZM zedUelpyV=@XSc}0|5RsW}r+OhU=&nljm zF=ih*3^ZiSdgV-<#N5MCu`Lk1&B!$_mR(QH_-8kACMnW;JU6IuuG^D#hp_+WE$eY2 zLs-Yp7uD1}o|0VlYqW`)MPF4W@UqcvZE`8KX!S}k_OX-`^ezHkZ(aDu2jD6DvSEE5 zY#IMUeq(tBq%DMdf9vw?@P~eu4+bOI$RxV`4k6qC5;|A9!{18Zcj^Q(8?NMN zTFp^-kx65}Liybc>rGVZ8OjcX1Z{D~!s9c602~MFKOH~DfA^_SP728r-gk5oHw6i= zHA>>TDFM{t`P)`?e)yJAf+h1aTOfi8CV9@LA0*#QHQeTWTm@uCHEy^N!$$n zR@f9#v;Xf&2Jh|~sa34XFDuEX5Z_zgkwn!l1J%8Zb}KjQn%Q!tjJA(7vH+?bbZzg` zm*Z}{Dx*Fy@Zvcjl0E~@Ge?;;gTE?T&W6I`d+2GO1<^?(SBh~XcU6~`SU`{oM4+IK z5Q338D|^P{d|UIy3%oding%WeLjF=_te8pHZNZGeTW-^1ZNi#mE~|h2kAr`%E)VV% z?xcyNnVsIZVMQ>VR1!QUN5VjhlD*o`)qVTJzB4q=t9>8Uum0Zf%gMx)3LhX{NwU4q z!pl+H((QFlXPoyY;Q`L%LF86|j?FtLX<<>q#MH7yjrErt(>V7}Kc(LX&I2!EnMcO7 zr}AALjfh`I<>&J5I@5^PL)jl<{^ubNhd?EN&-7erfjF2yx)gH`UT-v(TI_W8lU-VJa{?I@ zPDX_!Tqe@^!cQ|JKsgTu_Kc))Rhf>a$JXfE>VJ#z(*uSMsG!F zuEmgSc98GR+sTQm?dkC@2Y$JvPzZe8pz6 znary59myU0{_J~6iL&M2(m0L3zz*enwD?g*h#^n|XF|rK3GiKgbh?7tbY#C9Hlw=% z-(s^AM0dmwD#xafWTRAkk}eK{uHztmD!-fUa=(5*Sk|Rq9Cjyii&&%*KNw0YGg#X! zha`)*dMssaCcv+aGLra|U)%0T$}=7qn0K1>0X*&d#Qc1*H%~a;4gYpw`vYC$Zzq}f z#K#S0mX}|ryLoV~?!FC^XEhrINq#5|Y0x_Cudc}~0sdYG>WO;HG-6^RomqUHvq+Xo zCBu|n6pEusSGBO=E03Mb&}V%eC~Pe>TlBtK0!SAQ(==LJDLE@_9|lRODnn2SHvku` zQvK`dc;!=xlwTJz10%a+A&Cv6-1spaf7>ww$5pdjFMZ z0lJi-drx>|hPaTIe_=Rq>wyFC`r}R;Xp+7c;6W_6r)|5gCy%LTy{@11RDkbAB>=2m zGQZoYY??Nl8%2ZKYq>DeYwdVC$@q-cT#B~12Bi!%^R>u^Ib?^Z>yN#|8J`wsP+@Le zkN0N~uR@qHM1G1q$7taW-_7f;0fZ&UWH{Mk4F8ZNV%GDGAv{58YZ&(4+)$zJW#~_p zR~u56m&0;zFn$|-Cwk}o0GJgiK$P3dD7CPii1xx z%kn@V<+iq;Q~uI$KF04btt^$sx;&uDU)Jz*^qllnM1B(VT4q_jP*Ru|ZK+_$|25{+ z;>)DH%ils8?5u4%1JhrDQ*t)e^U8Ga@00oc2km($6*h}d4Bu=Xf@0zE>yi-l|8$Je> zIMQ7-EVT`s{sIa1O0sV&KGlyow@a^rW{yBmBe5=$v0_!nxHUnQrFbo3g=Mt!DPb^G zKK_3hGd)RID;0!ShJ$N77(Z6Hg}xm_$P~=kl%@QTtj(wi6NAqeL6r!3JcDm z`YgIh<81A8FTLJ!I&6>Dv=?-^Q#P2$%6kQ7o%g3@s@}>SCJ_TKPG7NdzJOVhAZTrq z+}+p`*%MDuo4ujD@RNU!9D5zq@eKr0zObzZK|#XilBG1KQStj6RTTeb8hyQ1hBn=0 zOj!ML64l_FHy?8gkDR;s#i#EM#alHk1TrRFKNFu{jW}hnb!KssJE3yqHB73#zCX`? z5*HH_>w)YiAY)5Z7dvdlNxhoOmS%0eP`Upb*_5{>{x8VKp40 z7mj~Lds=m7@9)d3$#giN=odV)UfLk?d>f2C4HFc8)Tm#mp`&>An}H|xOL=$hMD$|A z*SKk9{ysA!(MWU3Bb;~=+c+N%7f{{x2jn(J)E@A3#X*9Pejcn58HFIwMDkmV{CGmy=AKt)t9_2f}t!_W*Bw2)2CZ>a0&L}l1E z$qd#B0oEiqY7@+VeW$;>Ie`C!elRPsEy2-u&|l+p&GUfeD{w#nfYWnXig~;uSfk}~ z(W(KAT=GjUqih(n%~x6k-raRCqIOOe^RO>A!n@-6{xv!yIL(hCER_nG29uBU*#%y^b+Rmhwkbq713#QOD)t_LW27;0QU{ahc zAML(u>n`76Zo9B+5QFqbj*epTk=VX>bDIr$f$FU@=GwcDGA-s`2t`hF*QM)Iv37u#f1_w|6{(VRHcHewuG!&-LL)TF4NO)>Vq$3!!w zp-ggu?>u#N^+v7#Mf~)ji;`Dz2cgS^zO=rqHI!I!EiazaSQt(CBboxGWaOa^$*=1P zjqp4&BhuKfWw|=sovT38IV;b9(L?VC*`GOn(PI?$!|wqymxOlidU3qMpBe?);wM4S zvYL7ZYuo}A?dL2(uSpn^7o2we&heGDvI+&C~i>?EKCv>Kh4-^T$V z<$kr|#uBra%(l_?x~7r{(4-2fd*QSW75T?0mmF_KE9{?Q*6qk}q>EU?Yz?o}aTFU`s4(uyY8 zl6O=TFqX@!Qs0hDpskJ;YlpgmiQzSQ2Zo@&UNgBXOe1P6X^`Hh9sl1(htAt+#|XO< z0_Wkubg~z}GUoO0W{J=NvxQ``9}mD{Q(zYdhKD5mGH~1tqXY}2eK$ryi_wV0-=y$>l6EnVgRXx&>B@d`0gy#bkc#v|LHQo-=Q_Y?LDE|+A z5^NC=_*fG<_&p2w@e#|0M)%_2138TP7+0aga*Hvk#v8t@L_Ei?SliSJRhEi2Sx`Px zH&qrfZpgU%|Dt+B8T)Si8|vBcvS0@0HX$2lmYabmYSX2{-Qa)V?KAcqc05B*2rdC` zPgGw}S_|4lv;7_$ar$kx9a#u0ORU(E&9Lhx6?NmqmEy~fK+MS{nF^(zY#ALF%?5qd zvPp_g5woQ@EcR`Rwj;7_`-AKK+S3E&b34}Gs_O%pxjxO0(bnqh#{ISt&$fzU3R6Gx zL|Hl0)phjIsx@69%Edg%(fu)z(KAx;zy9kN?Dt?#!AS$xy4T0=#H=D;L1$I6(6(u% z-o4{mJ|KjyL59=}p5^FbO@Ufcxzq&f=B2)|O5RKRv-oVW ze3@*CeR+y17~c7e71J89p^>~sDl8n#TAAH zUo?3n$KBD+AslPMK?p@wuDe|-gqq_DHu4LhT}v$dnuVRpcc)KIK?a%6sUDzkqV0w| z<6e=v&efO<%psqcr_^!bL4ec|cr-RLANv}Q}hOvfdI_DR;`o?0g5 znAC{dj${@ENGA(($iI|yYb34X!nX}BnYDNZR;sOQ@WNE(ay#d4-41nH9z$ z((Lzse5#pJQWt*&5i@TJPsF`RBgPmT)(>Kmmr-teDFsy!#>b{4c;r)%&&xu5t_3aX zt*tC_a{l4xir9jBG#hO+Iz`q_VjVMYsP@aXPcwUGGMd(#!%FM(?D(BZ&HbOoS6w=q z6?E4Q{z~fVUanFH!&Uo3A;*4hr9RX#B`!?lM1e=SUzn)=KP`aMc!*PrZKVUIA<#RN`FR5F zUE>Ai8^|6F7SaT83hy?S3AV)m)CgI}z7w7o@&W3XZkshR*Roj5J<#oOA3p#mYAEmV zFc&{f=N#-9A|AZyuBMjaQKT%3HA6kly>aCsQus)#|9>Br3;$2PSMPYu@L8f{TLpXL zJRwd85BoFcXFL}v^5lbG&wfpjefGS0eJZuW^Wqy6ZtIjHKTCOS?gPc*vCHm6Ko&r? zwE$WT0Wy{nXc2dyeKC2Zqy&Ge?EWW7-5eOY>XIpheFe~oIfJ?FR^@@2#MDo9@b)0? zaCTNrE%FH<3sWrh%kO|v#Y`6g=&y~IWbxI0-kZ-LCZP;LJ6{p6W!n#Ir5+yUIAL7h zo|9JQau!tfV8iK&{NJYoY9%Nnv9S{4&0bw6Euz*EufjgBXJV?lJXQXIxGTS2fVE)Q zG0131IKzIIjuFI*<@xr!TO0!pHyH1`zizANuiv4Riom4FaRk_cI?vvW-=KLnVS!12 zUJ8nQ1phXC`Aw(Um3i0y_QK_0_7}j2#W4j=p;X;>i3uzXLd@I2KDhu|Fm_=$MpQnR z{hqPfBuIa!X>xl>NjQ8>&LMl(D!JFMX>zL)8L_j>vQi~Gg~7S^gti8Lkm}1k{H*_8 zhd%}ilat=cqIGOJ4+EqiVMe_@x4hI1MKn8m5n(i(ruyx3ia$@z!-U&E;~9}f>+9nhGMNUUKf3O_jWoej_?(I3`*pUR-zK|~4tko+c1 z(@nSKb4Mt4qfL15yj{Oe!Rq6!RW}P?B?{7iAEG=X(Ks(68+t37Z}bqw`nsP%x`l)M zco8E$Gyn)6u^a)4xSqs0XiC@%4<-DcrlWb_WG!qF7!cgQi~2FA>%}3)-@Hx%_b5VT zqhg0xS8sAkAuSl)Ij@|pF}u2vJn7Ekpx`R)Q(ay!Ug#gsr^;3hf%)(Af|1#A4G)># z#zuG|L@xAf3{ALiFVc&&Zj+X$pofm_rhyFqHe-?SH@P zz8W4H+Km;%knuRdc)Jd@zgnJAo0hq&o}CA$hk3MA&y)0r@CNp_y0ctJU%`I)bQoG;Pg$d69kr1JmU%Gag;?w$dXSY~#>AIuW~n zt(29yxjyUJb)*a?d##ub_X~zA!u}ZR3mJw?aZrtn1dmiX+&4u?+W?tV)T#%d0h4~q z`gUI(9rALm+M!b)cjQ9=zrH*nG`>+oa;xKnxPG~xh?ppohl#(}3gUKbw6;k()Y)_H z-7Z$=eK;UKK(6-=@P=<&W90c%We9Io86HiEl$a-nAe&?_2>L-LF0|fhAgpnv-0M|S6sdX%C132r=ug54aLppWuz)gNvlMpxF* zI{}=vkb^mE$n_MgttIR3>9%P=GMjZi>sI1IXdhXEy2w(qT`-7aU@&$Htz;6+g7W_61^>EMA|;s3?6-zg{0#VLo}9|6qqB61``;jz{`>Y8(zWVj;e~`t36Bze=O^Sm&3J%&4k-6Zz*Ghn_0BC_i7 zVPq<0=%iI3`yUr#_~OQi4o4;ON;N=rO#x0Egi>wo#?e40TFw>7!*){Kw>dnBW&AeQ zi68N={*WpymK%<2Is^kB>KN;F6=lmAtd`7?JbN^2-AYmzu%+yx9qh!rF7=r-`bf)P zB=Ad`Nx5jAC?|G~NC6JEtZ^B3VNWkP94QY;td0PJgH&G;SfR{bQReh$e|B@;1braEshx2vn3Sg9 z^M6vebF<)I@Pz!7{xEPB#qO{nKKsa_lXC$dAXEPvn5uH_j+@yI`cop$BM#32FfJA& za296t$g#{8;#JfkegVkABHHM;U2z133sA>yNErDpd!%+Pad9j(IcMPQSBD#c;*}2` zb5@*e?4a@7;yZ+RT);2Cp*6ZbGKK+aP{9o8%i+$eYp?)~M44JEcodC;*kr#Z(M1! zGs1cuzGswL!m@?HmFzH{0r!DMhd&Z^vr%&I2m+P`TzE)}JUUagw77EI%Z}HkBSb46 zB97GLJyn5Q`4kkeHGpk0J=_&}F%@;Xk(a(Ng0qh(&5&z90sG}P9^0Gw4lsBrE5&ij zP=oy(#4mBGEs|5lTEgC0wOeW7-N9~M-6&X{tk8AN37vEJ#kz|LLI-%mY+W`834&A@ zV&PYCnCzlQ!6FwW-?H{)dl3eMvF|)V+C<^uLOe#SN1u2#%m$m^4Jua=2<4FWp=Z{t z4hD11$0k5Nk<%Kh`Qr#!V`IH)e1P{w11P>kd=Zf1} zCOkB!%pva>-vKkpTYLSXVKEc`UC&qRZ`>sP)1i%5kf<&O+61nao#bi4PLKm>JbQ%5 zL4Y(kB{B&`6O1Vk?p%)LdJ)dIzSok!H1!bILT+RGT~&_o00WZ+9au9kAZn9@Zdi#h zZ2+J`A&_X5tV6hh_f|}E5g5F?=xV8^8>ud}^eIIU?Azg~MW}=`jAv~`5Hp0IZpL3* z&$9#R=ws59Q^1|D5b1q%MbrK()ffusE2#FDH5z?yxu<$`Q5nC-cJ?@g2WOX6U%@+W38-UumR4D>uL z%CI%u4*}#*AG{YHCfwkAC0_t&R&(U~-}$c%OHumtRPXH7Xt=^W_e~TSNEp1oS?Jeg zYii9lj~o&aOOX=iI293WCbyBGV=A;7kFdqm6c4IsUO8s`13=PSHw z_M6#bIZ;`kje*Xf6!*7&799XX*`RUeXM4@(-$!$XPRmFeoQJ(Q`GK_ER?bWRbvsx2 zQO&|_kBQIcEW~%|Z0jcL6cCVU@DtjEPtrqi)9>kyl4}LXNkkRvV$NY2nMV%wi~hiS zpO5mCxe~gxu=|dftvB5P@OA=lIT}T)qaAM#0WDxEgY15Y)PVS2f#x?1Br+q=4FEqp zsI!HZS&ZwpczBIhQa%ni-aPT1(JFqibvy_4iJMTl+zDo8sKwdA9MWyS6IB%r2u=9? zjf6Shf!(8{Wd@r@MoS5UF>o9w)6wezv=@hlK1(+B#A9|0K^4u`2z1x3_;5r$sWZ!) zSK7LCwXx1GKG~W1&UhgdtV#z~j?SjspcZM#QpG@<%+09ljeb#DL6R|s0?!TUh3o#B^sBI@e`y2nFEHuAv_=BbR&|jsGq`X z#QE_&}q4oJH~a~E!~bKsH)IAq3TOpgyTZrFH0?gU!zo1v#SJJ#C@ca`?5$kU89h}9cAJ<@g0-U)>w~(lyo6|T?^o* zJCl@;r-)LXN3=+B6VZ~PZ;gZ}qNNBa%x%ov{BpiX&kn9%5m>>F%GcLTjg|UJd7*fx z`#t3C>vnW^_#lfa7Du+g7+VNG-8)G}aKgvxqg^ZeWw411vlRDZk^ODT7wSUE^Wp!^djhMXvTJ@9TSm^F>Gf)sm8uu}f`ZCe9xzalS zdu_ND&9-f_@GnuE00{lYQ3a!!D%9E{VuP&Q$RE&+d$!G%Res z2}}-7_dhY^+QfH&87?Ehky_iY_48&le{@`)Jes|-5oX~>A#5)UB6`ovd4SaqkH}GF zL%H;VQGTGhpOFi107KvL8jxKc`_{BMAqSLw{kvUM>o#~FMtzoY+&uZ!YF?{Mm_7al zDX;00sQ|r~1&59^!lfc5=!lHt?0BGXyj#&g+3Yf8yo;3ki zhwmw1&n~ShTW1pxk;0$pPO0B>v4|Z=oL3S{nt>?=74{Fddd7z+(V|Gz1Cq8kR7kOe zd5AuB#%J?Iq{gWYn%%s*mB!GHFQp-w;zgVU?+Hba1N7lM*D|QfXI;5dT&im`S4^6n z_u`!!(W7R<4~8^!TG>9%IEx8|7bY=Ogp_OahV)9 z1>k1Ziw@HUpr9`XfwRXeopc?k@T*ui(ZUaVN*4eI{PWa*yb8D&}bTu>+KD#a$;{o-n+KC#pK!%=s)04Jf8Wk)#_A?$QLn^q0uH#2PG zV!x-y=_(_sm8({6EZ)6>gk6A;{9>cG&#TSM^x)bGv~yVidB_YlPYo3>C6ABdJ!Q`- zlngF!YaxGeyt7}HTq)C(?3~x*R(nIo(99iaWOo-5>+0bZ-R9lekQLEOuBtq<2{-I(P()SMRsm z22Q>yO4y*SNgZ+As**rg9JP8v3|SWRkx~?LcAlZq5wf>V@Wzc-^G28}hl0yS&&a6h z=M=Qq!+;O@l_x+cJYcy_Z8zMjkN(E#d8Xh>8aB1!=RZ(%_{Pi@nG>a%CgVgW4#`#9 zp}QsqAPm*rcM%bOzql43>On%R0eJf-&(luCsa4KueMQ(gk>&0jR)8ZD9N1xG`-Ajk z&K*x@moz??SFJbO85bZCGNZOkZq}rSH3#Fua+ZQV3Tc**rlB$zH-IVNzW40Uu%HX6Ci$3xj7WEl-~uVgy(^iXIeD+{bSzYfOk_`7F&Xd(_1w z`l^3w0@q?jrzcjPo0&e6oJ^4HA+@%^f6^2w^X7M5jA)9^X1o-IM=-qNnDCRgoN2gj z(t4?>+V-0S{|$i(o3a8d{_HWiQ{0p&lY`B*sf6`AH2P~ise{5JHxxXEWc`A@N-C;# zdMd6j$@1o0>2d-f8uO(cxzBlK7eM{w&UePm<{myszk%rj(eF&Ed7^Qj&t6MUarpN? zj9|Q{2&t>qg-gT(A~&1aOK-p%nz3O0dTB6OAaenh>jaR=EnI-iJuZoLFkdMGYdSqZ zLFugSfc;XhaG6({>b%1aZLS?KQ`?8uwAZxqM1tX15ly(|h39xHkw+^Xj>s2{dLNpj zE)OS$?b)!>5Jh{VNa8e%6XS^6K(?MHT(o1TA+J?VUXk@l=0lPEyNJQw9=>M4MFG#yyGW(LswgBcP3Jl_r#EBGu)Jx_|bp}|y z0?|c2E*jDvFoLo+n~x z$u+n9Y7S!@j_p&D_knJp*EV*pjPsFNARD4lfj;(<4%2_v1%2gcJjb<=Pth(4hy6B9 zyzUyTCpilpMgwS31wyI>AZ=|-2;Ji&0}2c4Lyz6u(CWVh#HXzt0;!+TN&5tFvGlte z2)0OHeUXPoeh2r6<&A%eMuPHvyG<(Gjq{2f;m&YL_Pe=_JRcj)X+xUGSrqDPyR_}( zS$;6%tT{EYHE2=~8^OH|G!!`p?zc%$AIEH6%>@xvX=v92&D1K#0~jwsX7_+}J;i!P z>|s|HT5)FZJ7{RU2Exrg(3-LRyp)q7cS$tpds*rN!H|C7Sm!9kl_-C(v9sydn=UQ=)>ZyBb>CD90H#tw#_$0-D7>X0T4C61U^w0q}t% z15I%*@YquER38m1;e}9*r{i)nxot@9R*YfZBX3#pAo9S7zK;F#QnhHp;#+3&*)?XG z^Suzb&;gaed&Kw#=K~!~7EEbl<*UT;GNqDwV`EBNU0GbePw%iZ-Yi&dRc~j)I?7Im z@8HDx1pfF`qFfJS+#AR7?ufs7Q_Fg>CcL&%tPZi-kJdl2l-@xR3X)(R6vhlc@)hvW zW0rRYIk1f>Ob7c3#+M$F-PT!)vjmH?WC#AS4^5t%);=%+F|?4jV2CTvULrNsx`aM^ zgf)Bh0umn|eM0XE(E?j6UJdgo-1b95<&Vt5&TMJEpLJD>pbo^5PQfK9g2w;R!53-AL4|$;_>P z@V~7FmYXmP-Yu*bV)BGkBaHn17L=AEzao$p7zYZlltZw?H7^lVJf}zNEfO?o5T_)j zp}GqF&b9`b=lvZqrmWxdrETB=2>vElGJtsv?bD}yb1SD-rcX;R;dE<#vP~%)gxUvo z@}tw!y<8CV9@IrTQ2h&V6^|IHWecZ5@jHw$w%vdmQ%Z6+1_z2?#HS3Goilh80n5MB ztPUXYl9vv)xp)^O_LZ*t=j$R^i&gUnO+#h-2siUd_z6a7=5n)`hLXy88?tEV}SDPtHME0#1xu_AD#!R!8 z9&v<6`#{wQQd6!pTVEh3>|wm-v7YZJxCfGN0~fLXZH7ZM zP7@A04)ZPG))#s_=f{BHM7sha;bDm2*VhLux8}nt-%)Glb=6j~1?NO;_|e2CV1-je zJ|nV1h{~vjkn25dR;JcFgVIJY$}M6!xLr^_#(kJJ*&n>%%^~t9{sm;yvVxu$0}GlR ze{<%9z9dlXyo;ij_N@anlMas%C7ja8sneeq-{)?k%n$Yl3o3N2Qq7n=@GJ8d@FIBIrjD&igr-z zZt4R7xcL@8LPOJ);jY3p!o(vHwcGpAGx(nn@7KeBh3!*6)gCHR6|RF1#0>eK;9no^ zZ`Lv3bL_ID*`sKZDbTow3H`dy}$aV%Iyx1 zH02ADA=^4Wm45`9XOVHSX@?-@w&||-1|7IH#K?;Bt4KxAZ{2?IrG%wopt2EV@f^{o ze~X3e(%Dz!S-1-z_xQ6a?0$`n^x}?}Hvhe6e2SPwYs+|!|05X1`)mniPaFMIe>=-a ztJky1d{xSMS;=mKznvwo&;G1TVE_Ay8ZBbD&|(WP9|d;qJP-O`Qw-z-eY!Wn%*<5n zF+I`!mqOE48t*7xE0w0x9kK6??F;kbr9d9&uYSMD{b!|{c*4-8XEH`(#$h5*X+P9+ zPewG6d(Tzts#mggUePD5_gBiL*Q-0UEUU12u~Ds?o~kJ*Vz3^;AgD14JL2qC+2Jd$ zxc%PaG#mSR__ao$I|84H%%;~0Me;u_04{>6?lSHQjP!+F^AUIdC4vqENJ`jF-#mY{ zt{T9q+}L84Zw1SFt!N08gjtW;C`g|ic2=~crCLqK2eMIo}uaWg1?(NKNG$(qJo=>buxEu{O*`8c!@SPc4vh#q(@6ONFC+ zqmD%44h?u>mDY_2CJo|{RgWQYoz`FX?ih}CFOXLzwUuVdM~nV9WGK$g9LSxz%vwqB z8>QU~N!Y0Jxxv8LLg8^!&Dg&Gk}F9z$N5cvyD(3piA8Y+Di;rKO=uzlG%M?vUEADL zM3`x9s!*MT(&R)=v{WeyFWa!OjO|rg>0pGjI+OKtO^y-kk2V5ZrGcA&=ChW$!;!0H zbn4Zr#Kl<2qVTtXVm?+Obv>Wj(!AfMPz&$Y+#A3(CdmCiY*+XetBep)KlpEL3Km0S zb@>0q*uQKI0~F@Zj1P1)X}pUx>8=Vl^4tAXyqYKLwdfziMWI*vg&x~Yg~&@<$G@d9 zJUV=xUj25SeygXqaaMqWQoM7bKFyljr;FtSUAYcAQhiM)9w=zhM8tKWO*pj*Z3_<; zqAmUqaQzO)%eRY_U2rpz(U3+cd8=I-I}PdM8EHW)>3{k$!Fd(5=$c29ojtR=4NKBh&YW?=Lv&5+x%)y@kcBEuj0My4 z2k;d(0&a%C(F#!kDn4cq30&{tvJ?FYN*-F74I%VHbHU`^jj~;K8T#tbEqN8BWUkz| zU~oDi;{DxgHWEnb+!*;1M4VRWh#Obh#~NJw4P|*OXZYr-OJ1qNN}3>SnESaCEYjT+ z9dg!}O3n^H5Qh0}eie$r!bt6uS7_B{craToZ?Xf&3IMLJB)jz8AOdbdsH=lTM?PC9 z)8nLpUS#J@$MB$nNO+>^)~bw=Y`~Ym!83y=E%paCkwZ7zgRk1GbMx~WHhk-L*4D<5 zE!#ejm!Y{b4}_#V2J>-7`ru-=!@vEMN?-`^P&?R<+9nqAeyb`@1Rc=y5t4*Z?ZH`A zdSzj`Q7(IGbRKWX^7lYNO}#Stv~v4z+<|{rpV}k(W=dw=NMC<{+$v&|t8^+2zNgGqZv2Uz4M#B9sQwVIr3yMpm{^ z-H8BsiY`*f=v%zi6n!Brh-e(UJUxL#N>XZ};8T`w=B?A}Va5MwxL=n3glB3m_tDyb z&PDKTQX|Z}+}J-JzfH5y*B7H^{hqNJCVc*Ne^`x-IpA=KcKP;Fd?b~lJ1!r9yFUe; zF2AZ2zjZl=TMiJsobQf%_%Vg@0sI8-tR-Foyhh5IRUN^;Dbbktx+1ymo0i7Lg`-ex z#J7%F&XY3#ljX?NiEMK~LMeAgc~|c>+BkZ?RK_2jb9_w@ zvG*KGd>LJaot>+`KHa96C6ESRwY+}K8Y}dkW(%(DJ1@K=N>LBnTTLPMY8_wWdbjD1N-d;MaqIEF(Vb!+X-_H}AHc(rNdmc53BWg_%ci3_C<6~-$971} z?OcHnixXK`0BOBJ*kPlm1=7&z@KH^zsFeav!oIBq=8y@EZVJ8+nw<`B0Q0TO5p71N zLcmul#pL#;SfL4V)U+x-_ zGY=0gp*Pfp4NDf#O;V?p3q%4VU%ULXs9x}Vgo|~a$u1}ZKX6_cD1Bs>GRzhB;;9R7 zTyC54S6AiZWAZiB+JnA}sVszpenv@Q;^lFbu8z-rDG730NRwwduHSw71=)GHtIZTI z^(QuIps?fGT@~bsXyvw9{Bh}G3wK=k-dZ7*J;21ruH~;}I+t1W4!TXIES!54^F)bS zV&L))<^;;?G#C{syN-AW*qe#R#6f?&sjmjBFQI&=bt{uZALan0l$P-bFs1SRGx$Rw z*N!IMHh{7RU3?ns~kfWtYyhnvx7L=6E$)4g4w3WaKugto74)>Rb zdpo2(%yWv#^7UoH8Wb~7t&=%wnhDu1zkOzJ|LiN_svJJ!Nr1*@dvUbwGN&tUV^dD+ zh3@pOva`g;){>L;3h$JH^H;KJM-teB310Ihp6bn+FqcEPj%!%9h4KClY82S+#x3WC zwPXW(AlFj_gsi-DawYWnTMi3Lfwroz7MAQ5Yqn3lQ4T6$V z4v%7kMbIP>>?u*aWoL}54yB8|ZqC>>d{*i=s z;`&J>b5|&iW2bg8FV|C3-gH@p!%7R1RPKIkFh%48?sntlvUgTMN6gr}qfakt^MQ;c zWcoFq>F;i+xO21@;0ylxuB+gQ-e&{?2?1)D-Wlmc&TV@4{2CjH69Rt5ahdtfrL3k( z6OU);*~OKElH*HHUZ(?WtZeM-@on;FaSt1-U0`W=JjN*wz4o%>ioCuBVz(Vu@zn+O z^;3z+4KbFKN1tM17>)nucI8L>;*z*(_%2E2nnCqedO?5$hN8Kc<4oKNzZ9E!)bHX4 z(AABdnH$A0rYze$Y%Q4VEByd!UMB4mwPY zS<(;)e<}%!FwIJTBmxoFaCfnXXe!Q~=u&m$xg0j;QW!0pNom_mECH==pbFozBa!W>~`|lBZ-4)The#kezD3N;AzEAg{qj zChWCeV#qyG)it>2V^Y!~I;s<*3glAEqupEU$)p?(cyw{4p9l9BGH}i0ih%r>f;e ztAJ0Q?erlF7T~HUoX#VyX-iu*k@#f6WzJlEF0T8cik^!|;19mw<%n#K8YuDeZSLPN z49MP$rS9#;ko&(47|zw7uhZirqI@F@1ckgT36fHr2><{(;h{!!OXn!n>NRAG%{b)3 zAJEtv2rizHY1r18nk3Ovbr307i1{R{Vyd8{hoyr#sUY0UIh$6uxO_9}BHdwW(UQ$cPJ zP^7spm`%Y(@m-DLMo$@pR>2kas>Ed>!*#uEB(AZd{>Rr^aI>q5pME@?f|k@HT&>IJ zxl5@<2Q&Vn7TL|)ygY@*T?Wa#giQjx4Ul_Rf7fn#(dV}ub}cIq=jqvE*Ir=TuscAZ zSqy|+M^ZnZY9t1fZQRXA=z2ij^gd--6MZIOQPW|J8$Kp;{ZbWEnr^Yah2Vl6q}MDo z1rzg}^Rua0WPhS&5w1TSPS*z<^iw~BE{wL=37&5NZ06l)=@cr&tQ-r{cg3I69PpTq znI%vJ=pbQ+{odq(jKY344N`|cLqcX3zfkGeR_WbjY8f)eCB+xx|GWA9IMpIvr7rQb z``lz7>Tl8MR$seP-ekVyucdrE6NG&!Uad}DvSIc0r&i)~!HIMqzgl>i^dOd#s2v{%8OOfJ)4U1uKn1oG4bD=QT*bUvf@hP58*3v0=Uj*C)sDikw zS4P02m(>tG>yPPKSeE`dH9VD>>2=TPzT`=sb0od*QtP_tT2@CK$j^d3Nk3|1xMJeX z(AsB9KeRLc{30Cx&>jf^ifPQ~qwWDS+0JfRUMb+4UBC{Yz|{Ms(K}T29(z*8*JW8`NpCkB=v2i+wO99Z~F zkd?#Vfc_tD{e}3z?yQJ}r}zWQ5KaDCYl0xoJhPzFV^yjRyV4ZJvqS?e&2 zrZ8Sczxu%*;7!1G7+J@GI(u}`N$9+qbDh>)7N@>aE58ai8tueXA%v{-+mrwo_<2)( z=)eIGdMgFuJ$$DhUZQ|l&<;>}Q3Q-U^PydupVe&hr0L$fCZG>SRChy+6QJcxRtygg zRRoZ~`oeNFh!!R}SDRdiDUFqc$!3!2Eh~$;__UdXl?3opQSf06Y)1^b>#ekVJImk* z&##TEdn4UHDwywHZRbr4by-*jBsFm3RcAa`b29njI6b?m(wsfIJzo?h*IiWkEta+VoP7iKcx_iG%I&L9n3wp{=}HwXu%{BCCv-=s4S?ByH?8yFhqQZ0`Kk?f7+Ip3_Ue!3@ zkdXki=a?_<-2;pz>4zv1@@Uo4pJ?wIxF{K{EXh1Q^9daVDBn>p2gL^~vUOq;9u<(YzswP2C1}e!+8tjN-8msWRo5P`hLeV?C zPj{IbmThB)#D)j?gKquOI6gG$@lyO0KvA2yql+6V0C!qdU7|akt1l_+DCG!Iy3K=a zI60)v5>(e=cvROon}H=+nVe_{d<;!Pr(aka$8ecWgcE}GGtsW}Lh)vjPCElycB!Zd zSt6?ZWyot|~~Cxu7_^`$Hoy@6o<(EM;- zz&sDNpGdx0&2p;v&CD0bth4>1wlxg!-+@e9H@8*G_91GP2K0ZuG;nB{s3vr95$Xmf@%q+u-T9~#^6!v;i zXLZ4M&P$?jwkyvnAzgjvBGzcbZjR10%fz+41W32o2e_`9PF-!0a79&ojjlSvnld5U2rxp+V`#bs_K9xNYZmwEG2wc2>~Zg9|lGn4*$*Z^FA*i=Q#;+3+0Q6AQ z;Dhf@aVc8{I5>tDL7+K7g9eC=Kz?l?VESurS^>5@6MDH#faw+XrQLe6HJVdC3uY@0 zvv2TklGAgu7{h$tO{on15e5B3d^v1(6t~p_pfWO(&^>N(^#7UXAv}LrX3(-OV(4S# zwW2czcXtRxG23gnxPk(-y>fAw@&MecofyprzYy+85w;Q1$(LIdfI*NJ#viv6Fv z27NjmtiQSn`i}AF^i{>|_ls!pGsTUy5Q&pJhdq+%a@fFvR?|yKOEo^A7EwXdGVlZ& zXsmAA{ECIefDYFLKuxxpURe4C!~uYt$H-XkDgGh=fzE(034ZAnb;o#E7MrEhwP4)f zoyl{41?KRr^JmNFAac@Uw4k)B4velBcVjX)?5Y^jV(m9pz(9zQs=N7DEi@rl;L2dL zMC_i3D=L5ypHRdDGXKqrd_I=_E;pwIRa|o`B#54TcK7d;+fvRfj6H8)L38sT%pI+J zjviLN@oK~Z_j!65p7r&qN49f;)=-bwZx-H(?I(q=HbFzo(I#SfVH<;M z#ZweEExQ(3Qy_u~2R z-fl7Ul)z$)vITDYj%qon-gTw5gRrGhkqZ0kjo0Z8k0Kqk4}5-sq~I&HH#Y!Bf%b|Y z6K4@f>IIA_x}_G&v=b@wjG&ES5GxC%y^_iH`Pw($X}n|Trm)l`c(#B#HW%N?4+pfH zfyZ_c_@ko{lsXzi%1t&FH-2{Cah#-aus6hBs*^iz&)+D?^jw#xd`cHM)8>$69-UQ8 zol_>}8Bh|>CWtQlQ~tVQ3kbP9JyhY7ve3{WAAsFH65S>bQHr?W-OEhK5f+#NR`X%W zj4!PewuFvh4Cv@(Kux{97$B|~YwZD62hYH}3RBo$Va?S=KkyfxvPUQ)2UU7gLTb>^kWaIgqn^7)I*8>3Q7?m^szn;1vAFFYe{ zlXOIMw)@z9zG+L60Jx;lc9d#xHl2s1-~pRp-XMu_g|CGA(m2x8ODb zisjj0b}z8QR(>Gl)shU8I>hhjb=^Ir%3xw66=Pk;vSg%Ru~j#i*m5X8cv-wk;5o(J zX+4xR`zl;vt?(Tu%g_a^B|p1}z^0)Ms7mx3YJG^+jNZ6LI#@5eqka5ChZcGLklvI3 z1qdlmofk*Yv?u5)H0y1iyzA{^gMk5fICegaR+wXBT3HAlES64W(Tky>n>pk(!6kQ#Q+2i4Q#xczcnX`PCCE5d!QDh}cGg?DVPucxFcYcf(4hgykKL%e|It{1FD{ z?s0$=-xfeyFENiKEpkCCw^wOht4TanLZCV?Op|Py{)V1v0q$6$0=c#(ofb*;tE#F zw9%pEoS(}MXc$NTK$u-5O9Fz|3%HMRw|tHD=Lwxa0gejK6bF1fBlN>OKCm~2YqGAm ze@<_G=vv3H8Hx4lCB>PXfN6QLZNhcc%RLcv-b)5NyjHaKz~!hVP3{5BcV^r7@U8*T zXcL~0g&VEcZ`*AXUcSI0r7gCxF^>bZtL()0pkf)FCsiFMKj_uN$;!JF^DN=M&gm@; z+}eh27KWOYo|T5ybx$kYyB{ETVPi}#CoH1(`)3ooKoqb9u=FQ+znx?|A6a+LurL-+ zzuS~s=1g|ZQ~OJ+93No|t4rHad^|mlCu#bTA_zQe3}t$)r7pq7+|&Ja#3;TP5#!K!9052y>pQEUx>F4U;64bX;s zY%I0-ISzv{Fq8{M=j696aB$$#J$d6hpe4$iWG*H%LD2Iy#UD37KA^tw12FxXt|YH? z1#n&{HmQo~pIHJ^VYRC`EerZ!9GWmC7MlcjpXPdCNxP&00?`Bu0ON8Zo!UTAprwpB z*h%0wkB`OR$Az<6QM2&RmQscch-|DZ5 z3fu$vq-xiH&5@ro*O+udKjY#qjcx~TGP!nbBb%)DL{q^k&mF0>vF!t zf>za$_iOVwU`5iKheC$EMXDhtsev`JhIjM)hPmEYHaSuNi>{W01O3^J2RYt1(HRdO z{k8Vcy&1q=v$q4uX(a|GBzPk93h=xbkpqd?-pB15D?MJc*|y1j4(+zqHaxes!_a!&0R+DR)QK1wcJH+fL!aX%%zExJEfyHBfAj^^hC#!JX8`ky90ZsiKb}cZ zxwSC!*v!(jb^^*GS4)O;*{TU3r(;F} z7WO+=ByI&Wxc+v07dW#k29rnY=&A|`3byDtJ4ZFO5qx0z9kvazW?t@*Xy)WsI05>HSEyGcu(MNPZ<1pt=N6XRsL0RAA}g_ACEh8SF! z^GQtW$jW%hUpcL2ZsZ($Djlu}EPTS&iDwgz3uT9Z`7>|otP@z%+U4THI1^Sw9^s!l zCJ8J)IQf==Lew$0f#;YouX=yaFlJp9KCaPGj!EP;fP3|naKNPyhqw2`=bXq{&Ea!% z4OVM_b8r8${rzY6+G*@00S$DVxMx4*c1v_!F0imp@si_+zsG_^e;M}6u5E0_Llq&{ zA`j~c$@`?v;4>hK?zR*Asr`i#>PdZb_|}%)9!N*f!@bptEkFnu^cDwldELAuGOK+x zy^ZI9b$7yWgjLArSP4=>82_V;7f!Ypaq8-gMX)R(*LjVq*?$T#hBZZ3qXxfVf?pi^ z(+(P&3O`lu(N)x!q>{a}NeYuke}n^=ps}9skZAFd7Ng}h%pEUj%J;EgW1>f6v=B4= z*9)+8bGt97hJH(Qx_Ppsh~9JFF3E!ZD1%x`iS_)CQWW;%$MI-XHhA^1J(4o;=a2Kd zx#b&8J?R&!x{2bdo|Ui(QBIxgecH{BLtpSDn96@t$m6Ze<&@}rRFotxd2->G_>6I~ z8PGDfHLjc< z05Q}2J#qd^cMPq`HZs7xCUF+{o=%I4RXK@BcDzJ2onLlAjWi&eKAVm6E8tcZX?J_p zb_+0=ce&VP(b3a;6Ux54DtFsd(7}$x2YuApW_3e#u1*@M$2hle<{UN6Srh>slplvH zL=*g>KOnhhY&u<#f^X)w?Zg&u^l4PwwnLm;iL}uo z7&jzniVF)_C_`g$;Tz_xhx!<4J>&tr!Ho>(lC&JLnzq_r{ zlmyLy7hFtJepJU#7L0!LnuHn9wKb<+ySSD3c)!`gofI^ZS-16=_<4RlUQcDB2>mR> z`EMx1?$JZ+$9WU)?bbj(te_xt23bV;94fnj zJM(4C0w2Q-0Kn$0Mt--J{PnotT%RD<71M`u%i#}j2c?L%X``YtceKTpDSL=EiJ zb2*Llim|X$_9Zxx;GV~?(RS1ELBhs>NCS&zPF_NuB0nnX!6M!{cbEHV+KtA zKt3N_23DU7mEk-Z4q`5^W97GO?lMOAP}Lo&jJPbn62^tk~&83gO-J*GR6 z`pkXoDQmxjA&fOmGs>Zd{cMAgZwOp=^bF$K&oDu^hi>`KRGI=pTmX|w+zkYTU0a-h zjBKg7TJv2%OS6L+uW+u$PQKOh1eQ;xpBM~*h|*0V`J?ODbsaurXd|<5sEvDNZMSDS zPj#?3B1Bu2;M3)US z!ar=Nd~+Xqg_07EM*jfps#l7$40$BMg!mFn;a&|U{ubg#>BXl({@~{cWC1U`4wKVS zgR>lS@SDK;_8S`MrzM9>@f|)H2XsEg1SxZBWP`Z>~h7y*? zDJn=Lhj?X;mPuc{5o-dJxQ6SuSY+B|BPyD7^z->l$n$c_??Hf0TWd{v36{Ee@gvesm?r7FAeGCz(4?*o-}LI5d2!xP!`^W-%r*s_;c~sT1ae( zVPo#Qk>q4f9{~jTQ+?^bbTA0g3D_DFLxJXom-9)Ek0~i%$%pHH{KP;LY>UAc@MeLKG_x319D_93(sA?;IuU!~}3mdvJ6^6awJL_?D-s@s!UJt0dEP9(20?v{*Pk}~D4sk8E>H1!D<%`QUcd7NlX z7AaXDMumQbL+O6S&xMB|$n%XQP6{7E|3T{kOFwRjFC-<`orlYuiI5BCFPtkh@f3cN zrt$H&k9NyMbn1fCS&`G$%1+ErZX*YEd_Zbs3g;a2Q1-E(XHnmtMBfU8_mnE672vkj zxs@0F_^9CI>X^8&l9*DFuGIN>--V&E5OzKP43i)0{zuHiV;mLR|EoKl#gXg$bu44kN}cN zY=Q55o(&J()p?k9-hVicTf^K@#oga@^dR|k{PU=4_v82E-OOc9k>(X|B7Hq_Je>)0 zPkhjr;W6x5mCbnoqBjo-kXIaJKz^P4MVaZ$2Qm zV*BvYBU6T93U!s*ij}++$qL)g9o;B-2Q^AtQq`UBFYE+X&gg&fWU&0t0Atgi%WZ!Eu@>-`&KtO8 zHQet4`k>BibM*V6V&&54=4wpkRJG6Z$(wVbq*|cH;kY&$*Jd!!#aw#zzWXEbZdOo)(BrttV1o&pyYFsv9%!k! zKTXTb{5MnI@nJ;YHah+?QlQUtg>N1KYFt`#v{vuHPt~2fpVQcZ2AfZ>>)&EBuKfJn zNe9Y7uc8!JmYsqlVoanYC%C3-zl*6tARa6w?{MWDlqWOUMwkcMipa$! z3p|;I3eqa%nvIM{QcjOAEdCMP?26LioQM*u>q*Z!Nvx@>N>>8GE)w8Eg2Kv4cjYQ} zfIbI1pURMsM99())i&<+qU%|#2x){>@VNA%^71ebvGW-sD`zc8A$wBGAdC-%x#qpx zeh*!Ayu%qH?^(ZyajZ`FJIqYQgf{@=wfc}*=SXdM>ODwS zIg2`EkB4DfTTHfV>a|ucnwHw7P~Gd#bYmF_|f*VQ+T+Z zSMst0Y|<}RFMD~}lL4c4C71Le;5Hk?9X4>_c!$c#WV7rJBWc#$6O3)APWQimHuqX@ znkeS!FID<2ZQb7%&SjOePfheK`}i;7Ywn|!H|W1TfjB1%dWwLIp77^u9^Ex(xS9)n zXnsBSy$iK`m@F;ACSXRfyxwt1t$u`BQ^K59UYOs?Je~ z=cEDLYTN||kD5NFZr4c{ET>b9+!zcLqwGL2#s&8o6K;@eNxS(frtgXYB@+=?G zM8HEa?Rq(FPsP2QG_4hginKcjONBgMC<_*B%jHr8AT4v-=Jwp`#?J}9xe-0{4-HKX zk*Y;+YoT!6wLm9)N7i^jm+yym;?t9p$Mvpm@CCh zp2a0p8o15kKEG`jRij!Z$4^!xn-8dSxlL`SY$=f>`klOhGq!o7?EfOdRz+uz2T1*Y=egLA> zcy3>{VvWVlRD*EbRX=*;#P9d;W^;eFr#z~EIg%xMSo`d~k6)5A2jpb_eUAzHJF&T` z4}%_hG2=Nb9o})tg8XT{L0zj8nB+;y7JB2kY&W$}SDf0q^kkXiW)=s3vNd&wvojAc z=gG>3r&L5f?jhq3{7z&kG%RZYR)G;(nh5)pnn!vpw7I#ZRp1&M+OMSEU(?Aj?`>Na zCj?b_qlUru=)1R4>HrdBm2c3A7jsh_025K>RpN$T*zV3Q1Q2P0kSPb(!7XStGwwe_ zUfFlI81{GV01JP+2=Onin`x#-kzr<*=>=mHq(hj2>}MXjMo&<^1AyccC3X%E%nL}dz?Bswd`APCypxe=_8L;lD0E5Q=rePboA6^>}n0-adD_l!|&2` zB#N>}7ErYZTt-Qq6LGAs&j3iSson^dVH!?%V))qmMB1;vpCN!?D>` zwR$=_--dWMw!hmRlpn4A8RL{z=L&ym%0qD|6$@7_^#dE2@+P|NzT(`{Sq5<;>V6s7iZ~wy{4w9lV3O$=Nh5;mzFW_?|iEt0{E>~+eTTI@B)blaGppi;F$4wd-=n8O@ zO^Lui=$QkL(FKIYDM{Vs=OTfgoM-koXr9XG=AMn>aPMsA{Nu%yDi{S=Xvpi8Ms-4!~l;H7793}G3cv}rJ=1K4B-0g&xqk@ec`)FRKRid?AlfC z`zw*YdREm~wex9x=iSi?$*E3`7ta{t$g~v{PUa?}pVfUxNBq_P$7I!X5oAEZY$JGv zZlKBwB2j5VNnZ(C@G{5FOq|gLI0jiXFk5Zp&Ye)7EZnd<2BX2hvw6S6`sIe|7rZs40Jm-fTFwMBI0+Mtj?7P>dhV|KBqu3$X6a)Sl{mWZ;`@Glj zdHT-sD%Cve<%>OEKL3A`RKfCw+_zy=v+o)j^M3#M_``&MksN2#y~*vD0%b;h2FHgD z(o_Gc0j4_?vx#Wh z2jggnXR??EB6XOxf|n;L_9QI3akMyh^k>YcnBNlLr5(9+GPkg8!zPr2U*Wyy%V+Hl zO5@lr^(3MobsC5`zPhRpt5Ws4H|m(jRk@ugxrK92vw z?kR+|%8f+C@baK=CYc(|^F_+f-e0mTk`MbTpCdnDSeQq${%eG@rG5713^S&*P_w3BvSI6L|85=Inwf42BvhkqwTw@eLSNj`u zU1F`%pU)iPA}VAoe&DfeKeRaNL8pI)UimD#2-{&<&q%mgTN5p}yrmQWyy-1o4ikKz zmon?*Q13Ty`_inm0ojq4&#bz(wI6mB9@UZB+y1wW@;H z_Jc%Y+++~Oc3H{Sh54TbM(Qf&hNJ7mVkQ_-`g>uwO!M#4;@r{%PHJ9l-%yFlPT+$_ z$Aw!4dP=i2S?{>VPVB!S`%;n=%87s=Ks*SeWX%8Tj%h+zJOSd(TY)4a3_Afe(bw_?;CHtmsD=b0H4~ z7G&n&Y9Lytnbf{EMp|8nC<`2tkQgwf%#1`joB=owy$)>KN4M>SsXEP}t|Ay1Oh4QV z%uYqCXP1(frmwhJuLBC8;+G-q>R&TznHqVQThG5_A0?Z!b0VMC758#Vxz`z=b1b)b z&=I}dlj>4kR8_F`$h|vIkNLg&HaMj1xD56@@MS}#&~*Bu;gm5{A&Vyf_}Kk=po0;{ zkAGmsXtoXA3T_P5iITKfn-Q&j^1xo+oM9vfaZI{VSmx zz}vwHH=9T3OfE)c03Aa+b{Q^s)Ts%ruC;Iy*iLueoe@O(jq#6N?yd8CwY7jIES%L( zH&Df6uj|S<)l0K}Uz2&Ep%1=N^+v*CphiIqpSh68CCa>+`BCWJ3=ZVY{Jh1kDX%!9 z=#Z%kLBAHUYNQ#r?}jO$FK3r)y!oE`Rw?C^N{oZmgay32(adlvm8Zyh5-`+c z>IMJ#_Q7~w7wZxmOCq+#hRGG*hac5D`r-bkNEHeXVTq`9D5tFk=pK0`s{5jon!zrz zlu*=-7{q$L4(7kg`r$Wb_HR>C>;a$QvSYK4%BE?*nzuHPdP5%ci5#TdLqzY{{sEs; z7txOH=J)8(e>Y+VbHo5)?fU&7#A)-#JG!?M|192rr&LjG{9T{fBD;QcAnx-n z>EVcRM=-;&89^Vf|3zugkb)QY6Z)r17RUS9T#=( zj>Luv9fW24%b;?>Vk}alHW@xCanzAKn=g|R<6?_y!cvvM*)4DEqnWz1>Moz@_P?B? zzrQ3x68khs_(WxiUgLDTqJ@2YRwQkwMSAlMU5^g1cJTnD6U~=j*C~4wd;rw67chlW zW7QjChDu{u=Np9Btk(3}zxF@1fdJVdGxhzMUa%%$sRL?r7pmXY0Rqd5MKaPMQj7Wq zla7rbbh100s5}PdkaV1woh|bpK%QYNkqE#0B+FkH#CahQWCzkXTmCF~KJFGnlPQGB zx&W~gWqJ1y3Q^B`4fNH2#LuHVjp!W!jh0PEnvyRXbbSSm!3HzSRm$LC!nZ@Fd&V5d z%bU3ub%mZhZDB!mj)kRZRKWJ2(%O(|)W+=9_XcG|OqjH}4l`$$VdjodPLU#H-(dMzwAF$aXQB5Gr3JQS6YRp}tPj%YHY9 z@^r?New7y>%SpxXYh^5;Nt@-%cRMP5(F%atHG;r zA)Pls^6<@5Pdv59T<+YGe6l zvwRVhpQbeA#mHhil=aX>>IKMp(*WXfWI?0go?u{A!vI6@qUGgX8X$n=(e;bPBqc@rU|fe9CBcBvg*+0boTKZ_R=oF6tu zOZ~aWUTW43lQhB9Bqk7Zb29?{3?hFG4d?iL13PDz;4kg>`Zq|f9m)XNFWwwSJN+{w zxy=P|MJR$vR-Yg{7fb>gl-2iZ;48^2=btgQPl3V5&NvWWZ1;F|P zJb?WlWy>vn>W@QV!#O7fx&zb%X`l+DM3twFef+X1Ayh}KJeY;;AK<5sjGePP@ZY)zJmPjZ;DvIS41z3_0L!5V zlemD5GkYK{dXJ44l}>VrSzXE$6Y36p`Fn78>2NYzjVd4AY|`CaWSRQ5S+GYFm+nG%N zC-fOBswiHi>2eB>?YcS`DvLQYH>aCy28GLn?3JSVVFj@K`03SHzx)FfSuxjEEKR}$Hk-Rn)>O(Nu)DgV zi||vwewLVMwSC|hWdJ$BdiDaBn_Zf2>WmR3j}BeCe)Z-XmQW4A#sNH>&IYdN>33>> zfeU6oSN&kaYI2JA3b|PT3|OP3i>@7U*q!+*Qp$4eQfOFDe*pJ?xrVV0mp*Fs8qTXd zIWM0lL8|Z#!rJ4bcNW=aP?Z?CscGnNmOy$%O9Qn$STbieKm;UmiziM{8j)<@qu#(J zT+z%UduEC-SW2^4-eX^Aaxpabm?#6HCy}X`EN9gm@4K!qijpTJ;;+y5nAuW;qK$BE zVB7HVm?C6llec zjczdVAdPbAcOKt~;r!PNP=A#nY7u*`TI#>#$18J5g2im?PqP_1*^kbQ#XP{oeVC#A zCNa+kF_qKqg&?&*w3kCPZRFZ-%-Dbr12Yo>1fyGI52KUjmI*wLB-V!c+*TwMsvn}s zIH`CH^XNEt4+J2B-v#zUghe`uE9>I1t5WSDBLklog)!a&OyGcyd70XAXR+Vy-Y>W< zIy0cc09K+uY6E~1Fc=GmX|j~#am6x$vH-?>ZmRXj+z~C9+D!7;SRDw1Lk;jG$}lcH zdfD*gs2{PNS16L_lZL*Zg4vE{yv6u9gjc@CAbV1X+ejtfhS5$|ut?UuXaLu_3cBm3 zc`n~gjoX+?Wt~usad33+;2U0%6!17l(|hKRJy~{&i)(qoiGXF{f|jbrMgNQ9mD$py zp`+xQtHS%D-CA>!<|dpfBXdh-3Sr)Yf7Q8}t+qdp@Q$RfgOq!wyq3prMjHl_Aqj@} z)cif-hppj2SHT!hHcMJ0gJ9?nW=N}z%HU9i9CzyqQZ#!ToCU7P*K-uPcWPlX~M8ZNz7qV98g-o)#SB@0;u?L0~SyN;Cl z_#YcUj@uNtnej3hM2TNdcu!yF@2^n6CT*<?%==WW%=KS7O7O;P+|pxgP7yTvgn-? znfstOU!ltXrp{NkzBjfWqW0hY+F}?_grJm;le=yX-C}mi55sq(Tz5MbzLEU{fXO@G zk!R(i{W@IrLonGsn#D|Zk1ywBK<|bK2an4jF|0tW>|Su zOPT%-P#!U{4-UOJuvzuPiRgX`mjf0nT`m6jAea+Qlfvt!tjY;7ABIjT6{e-Cu5hn$O)xm{0{(_svWjo&Z1Zzc_LN zaw+nkN>E)kLBZELy4Gw>awd*a@viV9ReRBdH*s+1xKp^?iW7Z@je>vnfb(!C%m3+B zC}%4K%cUg!0?1%Yevi$A9wC2e+rM=)I~DBebPQcz92#wh;6``NJGE1#Pfeckcp0_i z?5^>MPw{LH6FH{M-fI99o-$kH;_jY{v(eFQgbO=qK;CIP?+CL(i6NWz#dUYi&9rO> zlLq4_m31YM(oq=43&&lAH`livU4E1rU2SFhHqVuV{~+SPp9mCH`8Nviue{ip$)l@? z)Mgs};jGlf-j<$oOo_T7W!rmo*1`7yP+2!yi>kXVOcYbd0+qvLKSghv|P$VThZc_#QBhD|KEqy$732Y^GrnLFAh|A zw1e@dyVEm_?4`NJ*HfVamZd*`dVgj#cmh;i!0f83oG6|Z{yAv>_4_l_K`)XC-qHw4 z#f_;jbZnazBPqTg{Dh4C{m%^f<>We*37I8o^S18%>-O~Rvw&|(_YtnLJBQ|g#^>to z!l<5i_CkLS&N16JNT$K_W!vT8ZS7T%s3)_YQpW;F@|p7K%xO@M!uU~4=B{Jh={Y|V zQp~hv-D$BB1+P*+&)CnMn^D}P@)MDVG32#$V^+Am{o#+)$$_d;AoqXgLVOO!u6Oqm zAvGHobzM3C=VJ3fRtRS? zM>NZRP5E?-uD~ySezMTKB?eHY=<4#?Y;;*GIHLz%%tI9RISfI0w|7=&@`YaOYm$={ zAm1WNXW_}E@1r!C`cV)w#;%k$60QhIsZcAm%86)bg7`YFHSrbL4vW+N*!J&;>GpeC zNj7BVyDrQ1pt_oh?P4&)qrsW+vskFnQ`D3BWs6s%1RvIwz*SWwijTJg1vBH3btDZ! zzUu06)lh;cXu6LJU>dDRg0Q`^%Y>8P;PWRCj z#Re90#5O|Sa#Gwht++8akR7?(+^p)~F&u#N8o6EGY)Ww&wJ0H)dw4ivLhrohr|EA4>kmejqh@DrEn7-2BM@Mm!F) zo1!?ktL(foKJhxr>ArQ&=!d0i0O#DUV&)sB=UB{KXs#)d*VmtIIp7VRxC#qDmAaS` z4e2)>iO$ZWy3!`?!{E+&1UmoyN@iifyzA^y-L?^tJ`Bx^a!`8`%q0W1!xTk+N`=}fB>8}%_nyviptJeTM-#d)LW#&x$wIF>FS)43`X4=Tl%O5ctcaC*MoRlAIOmt7L`Z`LviNgxv$y#8roy?SSx+ZB8@`u#W0nA!w%Nt5peFs#<7>2T zl*8M0&Y#acNL&za=h5=53evWVgs+2VfAWJ*h9&9FuH?<3NmsuT);zDe7AW&1qdW)F zM~Q8AyV8C)KyH*$E*#%!uA6o!+4*+Xg4Zc)AQJJ%D0}a|WOdft!#kqGg36SsTd6J*^{!9#aX15tCpG*mnxE!irkRePg z6uyfU=O!Z`EY-QlFgU?~>w9cy_{y1|(j!W+%Z5P5oUD-U1WErO9%+*-*&46E6K=nj z7HZy~`F(&dF6ec`XR7}FsYM}B`Z|H~!Li|b*JihdGyo=z zK<57cr-E1RUau>$pzOh%QbZh{ZBjrDT!6ZYs{DTYE)8U&fe*WnW0@y;ptfP&J7Sj} z$iXdeOSZn7n;Ee17~uR)#vH85CdWB@k>9OX%3AYpb)`*8RcFrk-t?{&HGYHM?@Yr$ zq4qdTf{jcTjd@DxFIyJh2>M?;-YIQ z*be@lf7X@c%dw|pvAo@|e2@x%n)r?l7FttP$G*t^^E6C_b=LsFM)v=Ty7EA#|2IA) zN+n+;cc|P}j+C>M`zn->Eg>OyZbPS=91+4dhE~py9NUyTq1L@kp+cr|;>1w-uGQAZ>nQ|=6z@>B7{D<*Ko z4Z*tpR@Tl@+iFDj0z~o#D%fVZ^jqKfy8-gG52+Y4R`qGQXW{)v4kAG1wgcAp zt#FlU-7bcmM%e`;;leM@@ll~xh_@}{<6c#p<^AjTPl8P&l`DI#PwDqmWIAx(Kuj-2 zO&!Mew3;EuRe>uQXIRc7%)t@^m_2!=pe)=0CS+9!=ZoSi0rB0`cIby<@uu*UZ;hGs z&XLjIq&7Ja{`tyk{`6FXZy(%^Cl(mWu#7vbsT=cQv;#$IVZ-KQJW`88Z3YE)ww!3+ z=_j>F$aBU7j+x|7K^-8y-SsZjR#?EH)2bz_?`N0Zo?FEXyr~|`$fKY9Oga#q@r;yM z({%6Z*(I9I?qz;UUbr2jJ{y$Q$a7itj^EuuSx;KJ_LfS1bTvj>h9WJq?pdcJ+K_g& zTAClm`-;d+dO`0T`@7YIaLL%c>Hg`Jr|7;TAS%cCN|c|@{g03K=4K>+^ix4`c&DJ; zlH1PAJDAEA8(vmnQgcy(YtfbE6dX?@M(@~pcrAN%5ek=FVm?fG$D%s%3HaLJ=qr_N z1rc#*9l<-~8GQUAu!;Msc?%A;8K%79`xXL~Ay?kedIvffp=jqS;xh*-T}7!gdW8M( zU*CW$M(h>Oj#-YX*^qeX1~z^e21rdf%g zn#2hWtu1_^%F7yxL{(*^Jyd|(#)GuA=|%UfWKgj zlhMZNDP+^-Lh=?GG9&n2i*Q%uzYRV~32&feMf@C@sk;BxL0q%1Q1!;tqP|Fsed)v&uekoC_FuJgr}nDt;^?4fq#FA)zOT;5P-)6 z*DAO*YqJ}70ek3onv$o{n^E%4q!`>?bkyx}J~6hHWt304lRZg~6b}jfYD8$5%lDX_ zP~u?@T6dUs>^_xKCkuCrAb9%L?7|jzi^Xqh@6XK%_emM1cpWx_G)*rHJClcL_}^{|btO+r%G3IzNK)6_0raBOT8 z=u+=Y^bW3T{TeBpD7SWA{tuY*^#|iz{iSlN!3F% z3Y8cBk(boEM>-=esA+oZ7W?k)4#Y?>B{${qS0%<=xUEf*j;ze4L3tb3={tVj1h9UK zgvS%_%+sOQQGEKa^zn2Wls{T|HNGgMzuG;IFsT(88UpD|7&8~lA`i5+1G1^~$IsXrcR?6p6!E~V^)~%tL1PT2t_m@IOuQ6_Dg_AF@)E!v9R*XT zLnPjHg$Jk(?tadtoR@W6>4Bxw&9sn+8>4kAr90yV>mdz}3Om8Wrh1tOKj6N7&5ses zNa_keL+uBm3%w(eeBR#&-<4}J#ii>Cs`?w#x9h_}(i^^(kRd_+7xZ37_riGl%vn=T zj7ndmJx!kSa{|3vaxU9iARsa#{2*P5nt|QF7RjXj>(V9|C4WPcIQ?*MgXuI=AGSi1 z>(bsWoQsVM!Yw=pWxW4b*tzBqWZM>s-meqBQG<<4?i~U zPKPfgld9}l#*`lF063cJtJ~`PT59;S zgy7I15FrF}66ZOsu3t-sKN;@H!p71uuuhaF*fl$sdBUcU+I`AZ>7!bM6ZhJi|JJ$?zmj(Dz&E ziIC1KQV0{+UTbOrrhu)JgmT$LnvwX5V zc&phddWeGYe4isr34pHPDPjz}#X1}PbnS8$Fd$3_Nm^KZ@aI3ajMV&P=F!N_vw?n1 zoNc0v?T7ANq99OF80-O%bdHAgJIIb!d^jE_e*F4rAQ7;U~8qnV$V8D>0t z-l8XqZkFd;r2ajqc*AUCHAq!=dg)OS4A$tpuIMSdWB1ik0WKbdPj1Py!5s8a*H`}@ zPJR_6)rLs3>J%!g(i=!_HSeA>jK7i`oOxYIEj_}1c@TjN5ylDUTN7cOgI`<64HQ{bCT5j>xmpq0C3<5i>u7JmZ%AW@fs-phk(F&r6{}9=nrF4 zb<7up@7tVJ|7sgbNxd&7WH8OOF&q?9;VfrRQN^jiL^#=CdtcG5w6F{ta8@Gk9}OV^ z^}GeZ4MdXyki#3wp=>lBfaLLS_?&$? z->~P>BTiawLMPsFBLD-Q73c1dO3{iA;}o)I4x>IAREpvnt$zp_(y<l#WNc(SR*=8J#!NR*dh?IYW#8#M z(ILT+j5fc)PLuG!4tA&DP-UJ)kU-I0Jik-R=`DCR{pp9r8_tlsPUTg4WRR&AV)Dk= zB!_2c)UedvseaSex~6NTL$Y;?*K>9fS%yNHGr8b&poUr_sJ}6%`2O-{Y3rAf2*GQi z(v))$y#%yquRUe+44EJ!>y8C+pOL42VBvvjdk(6y%D$%J*vXPDt@H>a4?=NcbzwwE zqrc?019tZEKz+=q*vpU46D}DNU5?Q70Uuv1Z9D96Bj%X01u65RBGG&6E#G$oEr2DI z>B@IhNo6fg>g%=v z&3`buGtcHG5nvg*2B?d(bL za+J8f=Ns8uOF~8qE?ToIS`0^}8uz<0R@~VhA`6p_bUQ-77$ea(rU<$^Zs8H7i`P?i zCRD!k(3)%^6V%8{lpgKeRN&X1mT&6V%oS%?=P;yLmx=x$nfMHOcC5pOvM zqVCevmBB0Ily4qH*M~(uVkyJ38mas2RoSbd6C;D>53B9HF(J*Oh&;ixwkyLaUz60m zioTYlNdpbRYfV{M)j$E+u zvzJBAoJfbTg%-kDEcMj!n9-WGk4pDoLu#;ZYv_X)(FL1l}?rM7M$>7N4=h zsFHsa{n790dM!TRT5cU{%GqIyO?z=$-z-7@w6z&_ck*%=Hr2_0Zw5jR33ppr=3#Nx zYRl3#JGq2XX1+UBlh`McUsGXYEi$;x3Z`2cb$OdXOAqxi-n&{RF0KQHJ+Pu zU{I6$erD^5T#q8OU1k*9m9q-9ZKvu)1Bxr^LQjqx;VS{-tr3w8h`iKR+Y~bNc@np@ zk@T|TkR?}?cGtia{OrWi^P-Bhf0oi-UD$ei4J76w9bZ$-t_JdRfw8)uT{6*amHXp8 zC7)>I2-A&ieRdC0ZV?E)ARH^UhC>K*2D7;zzw!pw%Pb2h}P zIOP{tzehNG6nXxOFZ+@IEX?J;7ZH9fZ0k-eBSLt+I_YSiLhXP+59~28aUj%onS9G? z>>mI?=&I?JOLlk1eqT2CCmw(mS53K6dGURgwwpNH#KCgQ& z4ks2$vF5@mX7EsLOyB;9XuCa=;?071-D6Ue@U))+Hf~{66*m9Nxgkx-tnKb^n?E&? z#xgz-sHj!gDv01_{1-N_|$hsUcyj*a|G%V*m#NJ;T>+BztH)i4xTa>7ohsVDy2DSJb%2o zf%Vnl)A>uUOp&4U7*aI&B*oVbnZpX#%>D5`ENJYp)U4I3eF{`XK$K{k{HckYp&vX5 zr?|adW76jou8_CRB*aMjIQ7-M%GhWNNo1lv(xXyw>!D@0(2@@0Ca|wIw7Nsf?iKgP zV-W?>ekEkjg9s;-uL!>P4Lsq!`C04ir@qr)vu6}Pu~pHF9VUOR1r zwOVG4Fgit9?U4AR{t!C*aMvG8MCKSf%!4)#%Fqe&w=m{A`b{&s+;Wp$V|n09i*F%5 zrRAMhZv$TQh7ivkjTjKvjy3&IMsXuu?Z}{fzW?&-^|#Rim!2F}ddEHTj$Eo;&46gb zz!uJbe7TV+AfO2g|9`$T13e9q+dK%~FDP){t9-BOUcn9wR5>|sNC z`fYk$EtqPwW@z+~xJMKmJ`JSeRxFl{2pJBC) zcl??cWiupagM&o6dO3H^7R(J8}gNRU2cf*Ai_4!S$E@cJ+?FcPnJ~KNib$ z*MHhBP0gt57tCaVLe7w_U7R0@6z#$r?MIys^CCW<^8GiMl3G8QNuR6ksj%-Zw^?%? zzH0sQK@{pLuxm2N+yBx>DL(pJIIlu(@P`43GK54(aUp;1AV{wEGYN`&HxlIxmV9>j z6lD}3ZVCrGk<8(!GikrcV}gBoR(KBeY$l606K#$;j7#z{>rD70xYMf6%&ke#$JQMN zPc?G9&T_k4ZM!DK8asipXX@K}`)SQ4J&?KzBcGwZ9Tv|vX4{=co1Yc5J8Cy{I^qKn z<5MBqIaw$JqtGKBn%Jz&y9(FlOzxgDs3y5I|L9f-Mo!+pt?GN}!;I70{~`;&&2lM@ zOJ6>@0}$#;oaes`JDJhC!f-g9B;)UJEA_ zQ^hY$KBCZE1=Sy0qLn2SCf6%|N^@-uARd1uQf*a&y-}YsVJ|jguTZ2ut(i_o_durX zfC)c%9(JLX%Cbhfn{2=V3xh2NEP0~N7ye-!K5|R@LP5J6bx4&JPVzjk<$mwxn|wrT zjyR<{a^X@GafxwucA%4Vk`w6^Oxg0oRhSoVMU!yO$$oP0sNy!{`2a>NqTsrMU*K7wEPzWtLg;Xo&rSLL%iay6J4|xV|dzn zS-ktY*jWIKi3z1UMA2c9HO#e#yCb8K)%JbT&cd{Yt+I!O5)iIT7RtEK9K40ru`(vS z6Qm@(cPPxdp05g&e8(3`S9+;J^X$MR>c(2onYX-;WxlpTHeQR-{DH88g_8c5riYT9 z0Ry7X258}j>d@`+@MK)k)&EGck+-^?0raTHZlGOhXbfYWWB7WEXD~&)3^$0n;Rbf^ zLQlSdS2So&6Gtkg_o)<3J_-KRp(AWHOy&ssYT~u}qNlGht>T+DY&#&?=zLtSiSe>C zOeG@%S@wr3OqM47I--&TvTNtQf1mDj}c?O8t+vZ38~=k|#wu zn{rx@we4}9xyB-e){Y!P|J_1p6kv@T`S$<82J$bkZ>qEH zh{d9wG2e*@vexBnOL>2&c^^YHi*_waGmn(GJ9C2{th)xe)#AqmI)vYRt#Y^Cd13p+ z9%bNuWCK`%6I?#W!(Tf-OL|bgGo1g9g<+TAS~6Sj5g0c%sKyp-LdGPmQLv%r*4S{; z85znJ#`+yF&z@zwRH20q{AEOhl{n|8o9vNIe)%teMUUQ)CV-SJT`RFFo{K)LlcV2AE@tLlhol_~TjD|nq0fT4R zV6HWfl1)lVG1^>jA8weX>|e`Pzl#Q0BH+`EA8H?GnnaHw1K#4LPe6!UWpg}g2EY#uTc__x zvU1cgt?cWM=gt$(Zp#oiI^g3rX|Mj~c%D~nu)HXdPFt-nfxzwau`IJtQs%K@XY??< z)k!VYpYcieG2CXG>GUEy;gQc_`UB`MqRnGx{;#4sq6~b;fkp;Qij?CQtOv z=h=@G9Df*M^bBLZ9>eqM4g6a(@cFrcVad~W-{EM&NR!~lHv#GozUiI0Q*FC3FUTfO z>8@~mc-=PGBNY;YWzy+w`7Wf;kALg|)vT!dBXEDQIf=5eA2Bt(piudYou~W2hC}W? zyPIksS8)0Y!R+6vDI&UeVJ{MCuEPK1)P5Fu?6ughUyUIDCp|4!k zhIFpKjwZg&%-SjLF5re-tJAS3{sGWU0T?&(>=E6`E<@reNr1lwCz3(SAQ`Wd-LO^p zNte-T%tOS&Xc4FKqE9n#VAR1~B_A2Mn?qwCcH~tDP)x52idn(`IOzYGK6>73J`t*o zD0&9A1CxwN+Dl>kIzjx2yOO*C5EwxsR2hXYs0 zNHwMs@xtaIV*X^Dq#U6&mX*ObbK9^j(`~6+oNrvULC#WlcbYA zSY+>;-L1=vwJWoRVvrMEbh?0*&RyNNFA|%NKF@jNC!et*Jqb>p0~#&Q7%u&}oCo5$ zyNq*y#uOAx+`K6+`)eKB4u9$0TmBxxFA4tRr*wAGF^j>-L*8a?`6u8`CJY^=|0*i_dI;%mb-V*r{R=gxtG zorTKf`JKWZL?}|XFo{S-CUHeM{7%X%dI-3gJhaL9zY8lRPUeo)WDC20%X;!=pKkq4 z2~ON;0RFIBdDpArsVIGAq+AB+i>}tuIqC0U3*~58gFmq?s9zLMn-f4sbD%tmFfZY# zIH78 z0o9U?bChtQ?!w}`k!x3wi_cyy?iq-0UOO88cP+CmKp5j=NC%kv3xv%e-W7mm%|_NE zE!@nMoeK}9torUo(rBv0b0e2i=NPDKzXC$sOWL9AVY0Ch9SZq18W?-D_y}$opf`bc z7I#Wq#tS)u7Pob#g1`POQ7I0yjIVcT>ji*e*as2919ElRLW9)ek| zEioaYrb9DQ)7a&K8DW3Kh-22p7QA-``Dn}T3*xc6i??gz&ZPn#oL?97)@G8GG=b=< z-CT9=Nx?0W@2sA$CjAJ;Ft+s%5vu}}V~d~@p+{t><~TI0KZlKWDE2x;?@4Xjo~4Sw zC!phaYHPgC@!y`J+cygiT5Njcdu}>VR4m%txxk{EwQRguvkZ<0XfrkuUTm1d>g*5h$>}}IJqsIGL&)@#< z@KS}IUGph}qZtyzDtD0If_MxUP;eoc-x_gK%w=cEA`udLdk)d}O1okE@Pcu3(_ozD z(1Q)_epH#QY5CWm1xrVVG@&n<#(>6+tWaJfV$0XDF5hhq-Tnu|9s)>nC4q;H5B{kH zPG$cR+@YW+>ri_eLd)PyLn0T;*3;v{Wz}j2{;Vf4;5MCP!@&W>xeH5&lhM>{ZOg;G zejG2w=Q&ROW@fRwDZB-jYDvnhpVKngb}qzfruMP@+K53{UNr~JTFh@;@^}+TvIWq3 zpbeO}|DRv~dQ>%0$E6jYBEZ=F)Wf`eb3YErPP450jeSz>sTQC1NPyjV_g-dPp#DuO zc7MTG<&Bo(c>YVj;8EBSY6s%Ql>iFo#?K#@qt0JEH_dPb2&FO-PW)QpkYFPR?My6# z)^PaP7&_-M3Gk7dg%kHBshPjuA+L){LEgGj3*^dT1g@vuz0%&*Et!;0x_E z9{B?neLx^TAeytS8_?>8w%-4X@7@0GIYKL9UmFMH?I?WVnn&!I^decc)(Zjp!oMkm zknRrKlZy40qs%`G)YloYq$i2Jrq0ertNuEMl&*WZuqV~fjOl-|Nm9?P=t*O)@OHJx z-%TtjP>;j*L}Fi-hlKr$=GAefwQ?Me=g`| zN?`YogXQNmPV1z&)v^|BJkQp~Dp=5n4Ptx6d7E=kMv&Bl>_7bG)$+L|ISD1|oLN*;?7# zU;wMLjgoBs0>}eDX`%|7E*%uat0YQK=ORrXfLCm)+nAO#AKqMQ1t7cHin(T4e>~QQJ ZuSd-5iUz*Tc>wFr)X?fmmBH;t{{zYkEKC3Z diff --git a/unsloth/__init__.py b/unsloth/__init__.py index e9f8b5e65b..e39afddfa9 100644 --- a/unsloth/__init__.py +++ b/unsloth/__init__.py @@ -47,7 +47,9 @@ except: "We have some installation instructions on our Github page.") # We only support torch 2.1 -major_torch, minor_torch, _ = torch.__version__.split(".") +# Fixes https://github.com/unslothai/unsloth/issues/38 +torch_version = = torch.__version__.split(".") +major_torch, minor_torch = torch_version[0], torch_version[1] major_torch, minor_torch = int(major_torch), int(minor_torch) if (major_torch != 2) or (major_torch == 2 and minor_torch < 1): raise ImportError("Unsloth only supports Pytorch 2.1 for now. Please update your Pytorch to 2.1.\n"\ diff --git a/unsloth/models/__init__.py b/unsloth/models/__init__.py index 2b1ad6df0a..9322049dc8 100644 --- a/unsloth/models/__init__.py +++ b/unsloth/models/__init__.py @@ -12,5 +12,6 @@ # See the License for the specific language governing permissions and # limitations under the License. +from .loader import FastLanguageModel from .llama import FastLlamaModel from .mistral import FastMistralModel diff --git a/unsloth/models/_utils.py b/unsloth/models/_utils.py index 0ccbe9117f..de124c9dde 100644 --- a/unsloth/models/_utils.py +++ b/unsloth/models/_utils.py @@ -20,6 +20,7 @@ import gc warnings.filterwarnings(action = "ignore", category = UserWarning, module = "torch") import bitsandbytes as bnb from transformers.models.llama.modeling_llama import logger +import platform __version__ = "2023.12" __all__ = [ @@ -99,6 +100,6 @@ def print_unsloth_message(name): f" \\\ /| GPU: {gpu_stats.name}. Max memory: {max_memory} GB\n"\ f"O^O/ \_/ \\ CUDA compute capability = {gpu_stats.major}.{gpu_stats.minor}\n"\ f"\ / Pytorch version: {torch.__version__}. CUDA Toolkit = {torch.version.cuda}\n"\ - f' "-____-" bfloat16 support = {str(SUPPORTS_BFLOAT16).upper()}\n' + f' "-____-" bfloat16 = {str(SUPPORTS_BFLOAT16).upper()}. Platform = {platform.system()}\n' print(statistics) pass diff --git a/unsloth/models/loader.py b/unsloth/models/loader.py new file mode 100644 index 0000000000..f75ebbcd5d --- /dev/null +++ b/unsloth/models/loader.py @@ -0,0 +1,63 @@ +# Copyright 2023-present Daniel Han-Chen & the Unsloth team. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from .llama import FastLlamaModel, logger +from .mistral import FastMistralModel +from transformers import AutoConfig + + +class FastLanguageModel: + @staticmethod + def from_pretrained( + model_name = "mistralai/Mistral-7B-v0.1", + max_seq_length = 4096, + dtype = None, + load_in_4bit = True, + token = None, + device_map = "sequential", + rope_scaling = None, + *args, **kwargs, + ): + model_config = AutoConfig.from_pretrained(model_name) + model_type = model_config.model_type + + if model_type == "llama": + return FastLlamaModel.from_pretrained( + model_name = model_name, + max_seq_length = max_seq_length, + dtype = dtype, + load_in_4bit = load_in_4bit, + token = token, + device_map = device_map, + rope_scaling = rope_scaling, + *args, **kwargs, + ) + elif model_type == "mistral": + if rope_scaling is not None: + logger.warning_once("Mistral models do not support RoPE scaling.") + return FastMistralModel.from_pretrained( + model_name = model_name, + max_seq_length = max_seq_length, + dtype = dtype, + load_in_4bit = load_in_4bit, + token = token, + device_map = device_map, + *args, **kwargs, + ) + else: + raise NotImplementedError( + f"{model_name} not supported yet! Make an issue to https://github.com/unslothai/unsloth!", + ) + pass +pass