From d53f7ec5a6088305f082864149d34c40c1034238 Mon Sep 17 00:00:00 2001 From: 202210715288 FATAH SABILA ROSYAD <202210715288@mhs.ubharajaya.ac.id> Date: Mon, 19 Jan 2026 18:18:20 +0700 Subject: [PATCH] Initial commit - NLP text classification project --- README.md | 20 ++++++++++++++++++++ app.py | 28 ++++++++++++++++++++++++++++ model_nb.pkl | Bin 0 -> 240895 bytes requirements.txt | 6 ++++++ tfidf_vectorizer.pkl | Bin 0 -> 200495 bytes 5 files changed, 54 insertions(+) create mode 100644 README.md create mode 100644 app.py create mode 100644 model_nb.pkl create mode 100644 requirements.txt create mode 100644 tfidf_vectorizer.pkl diff --git a/README.md b/README.md new file mode 100644 index 0000000..4dfd091 --- /dev/null +++ b/README.md @@ -0,0 +1,20 @@ +# Klasifikasi Topik Berita Menggunakan NLP +Project ini mengimplementasikan Natural Language Processing (NLP) +untuk mengklasifikasikan teks berita Bahasa Indonesia ke dalam +tiga kategori: Politik, Olahraga, dan Teknologi. + +## Metode +- Preprocessing teks +- TF-IDF +- Multinomial Naive Bayes + +## Tools +- Python +- Scikit-learn +- Streamlit + +## Cara Menjalankan +1. Install dependency + pip install -r requirements.txt +2. Jalankan aplikasi + streamlit run app.py diff --git a/app.py b/app.py new file mode 100644 index 0000000..9a5cb12 --- /dev/null +++ b/app.py @@ -0,0 +1,28 @@ +import streamlit as st +import joblib +import re + +# Load model & vectorizer +model = joblib.load("model_nb.pkl") +vectorizer = joblib.load("tfidf_vectorizer.pkl") + +st.title("📰 Klasifikasi Topik Berita (NLP)") +st.write("Masukkan teks berita berbahasa Indonesia") + +text = st.text_area("Teks Berita", height=200) + +def preprocess_text(text): + text = text.lower() + text = re.sub(r"http\S+", "", text) + text = re.sub(r"[^a-zA-Z\s]", " ", text) + text = re.sub(r"\s+", " ", text).strip() + return text + +if st.button("Klasifikasikan"): + if text.strip() == "": + st.warning("Teks tidak boleh kosong!") + else: + clean_text = preprocess_text(text) + text_tfidf = vectorizer.transform([clean_text]) + prediction = model.predict(text_tfidf)[0] + st.success(f"Prediksi Topik: **{prediction}**") diff --git a/model_nb.pkl b/model_nb.pkl new file mode 100644 index 0000000000000000000000000000000000000000..a12251ed9b2104900ede26bbb0d4fa5046ce51a4 GIT binary patch literal 240895 zcmeF41$b4*_P24jLMU!U3lu0;e6Z5uE~Qv-2^JtY6t@%&Qrz7`5{N*Y00E)|3-0bN zU+&%Ko&E2eyYD%H1nB+f^Q1p!X3d&4Gi%nYkv->+B=cJ&Oz`jj95W5-W7o~rzF&!c zw!Iv>b?j_AyxSlr$FvQH*bVO0uYccOwswtbI?Z$Xew@>2ry`C?ZS4m1v~~JLJTPTX z*}d1`jsxs_^|yDL>X^EVo$a7OreGt-)ZP2rcj?wq%QDq5UB8aqyV(vNV&830$6oz9 zIyIb{$uY&hbHqeAIcDnJzq4Jh&L#Q{={sO}#{s>%#K`63_)VjK1#8&b+YWDSZ#!T> zH+x-}6oZCz{&#*S$E5$x<>Z*WUsv0I(Z&!tCLPq%c0f0$`iUpS{JXz>*O;u132Vjt zyX)ZLG4VaW;a@SdiCR{4nl^QcQ!}R`^%FZLtm4$DQKR|=>L;n6Vz5(Z$5gg>d~)nw|;{=b{;-Brse8q7}7bzd*#2zF^y#x^Jg3L*E8nN z-t_MtCX9guO=AA~$Nc?^u2;<8U=#L7xM@GzwlqY{*`b3zli?z zpJN)WH@fs65+j{c&$L<>_RP>TQ%{?JHA>HKduHjGwP$w6MBOXsmG7B5rt0(k$cQhzHrtc>sKoQA4xvAYk?8V!o zTek|(`{0z!Q!{uA@ZFnQ!*6w2Bf#%wm+pS){Wbw+Jn3Dn@ToNd%#^FtsaGLe1z5X+ z|JidFwus-Jj^1|f*X_b2b%Mu*{IfeZ*djpUEn&mNCGR_(4Hcae9r*6AeL6o`en?aM z0+aH%N(S8!Icn!S=N{l?s=u?S*T8dH@VZ-K*s9qF-%UIq z)1mv}q|>w4?Y$*m%G27{Sva`6ylmLrJRLeCJa=}w{rq3IimYBX4~HgOCn|>gJom2~ zXJk1Y{B{=)xO`5G-!Z1;)>F=6m2+K(_GR{pGYjW*b4q(zMCHzwXlzG!Nl!Ti+g)!l zqoJ#4J2*&8f9WL}+H|j6f1|&sH^uwR9N{k7oE|o}(}neB`KZsfycxfH*nYp5pZVo? zh02GT(K*Zt%z9wpQIlMLGQCfi7A+k7e8rVh0RhXBnD-Czfr1Z`Gbus zT_p}KlfPPEpqJ>{u-56lk6c8Ggo(TMS>YqgA%Fiml^fJPw#zJ@bg<*57V=W4r81Yb>%rJ#S18K13hD!eH9>Y%uE;Cii*KkOHC(gZ%d zH~y4(UjImR-!;CXZnv&s*H7&gl?wEl625DnY@dQT4mSOD?FP}H%Cx%ccb$}cn?+2y z71;i$3?ttIyYNh_+^>l9_6cY07<0sAC!8g|oSG)X(})PMbGB~+pP#~He`@w%zZpOH zf)i5?tlqT!IZ5}^U0?g0XdHUgf0FUA*!lg!=&YA~Mbg}t z1}0ePFGjh)eD->Wo21jmkDqKWkJqU~>N_2j@*y{R=#X~Bo2U6ti}S>Q~qi(PdOgQH)qO_i4TAD7Pr!07@8*Fidg?*d4@i@ z@5%gWCzi-#KTsd94|XNC8&>#|OotEpMVN7suNgo1fC0|oopK%V6EBjazMt1E#8i(!S)asRzdhW?!B=Q@eXqa{%=%`3 zv!FA60`wmDWb5+ezNYcHN4S-`SR#10tN78)c1xB;C!`$kVV(ey2W0$!+IZY#(vwZ% zS&?;JoBrt~=S}iy<*paQc61-V{_!?hZrh}#lJzdORe&Sh?3y>p;clweMxpiBPDu~H zT}z4tE%+u(jyK|u+)Ot9PT_54qY%W>7&!W-6gbnZl^@GeP~zkT3g#!yZo+6KY?~2-{g9AtIutt&x@KJ zSSS4e=-XwzdVl;wSLs(!U)r7WXixlz*>`Uj>)s+jsO8}I&@R;P%*x2^(_vUZ9kDO8{SP)Ntf%tcXp~KIhpTH-*e>*=b@~o`4ef^)WOq{(#%10PKmhp%l z5yo!?kpumMPHjh{F!~H$9X950&jmXLc=nHqN0%Uv?+O%H)SF&;pb&z@Vwvj%0+{RQ+5dqlfq zXHx$jc(Q-aDAT$lP_{Gm#qOY&=n-M)kOR9+7<|1wgIC+P0dhRPIMnim!&co-esSe_ zpQ5u)$aN09=9`!D49^|8V6c{@^A#uaK_Uv%S)OVBhAa|8~Li zMS*fY#qQI8tUp2O0n&dU;|hchG?IgK6?@NKx$oiJAnBK2cR=cgUVzMlpytoAzKTK9 zItP19xzryd9;93&gib|OALvi?2~_#2e2l{M7pScx)=2%s-W%pO&1Z~X^aI?O=IyG( zzxc@c82iAufG>6pRO@5Z|JwX~z-*qrxPL%}^lQSUf5Q00PAtiKZ}Z3;9@1Z8KL+_g zWOq`kmGX}7gmT{*@NQ2a>d4cY@apd)OA=qZ@;o!zV|k#5r8 z!cK0j=ePN6qe$rw(@x(z+7DfE^q^qA)8yGF?HBSHl}~)oiJG$>-#IMxig?DM=5Oyd ztwVR4@u!@#3rdEz^9U3(_ZFX8EUlM7KS3isp&XF%!T0NCw7=mUAgj@nLmvB z6*(Hc$2pmtE>^&&GwwafE&`kI}#MJNkvZgh3;@ zEyb6#%Usm1puVq(pKd9iQF_`XPu50x+%S!I7qfQ2Z$QuR-|27S83%-EN6PIzEW-=C zr{046SKep+soKH4($AwD=vBm@CLa6B_yI{*5x-g+PkZF~LK}w)C7U#kkmFGsUmZ1jzFvb~Jz!MF#dy)&(k(KnF(0{2uY`AxR5Yvlfekvwq~kA8th zd|iL4v2SMA3v&I}XluDL;?iz89`0@%ReBZa6(Hwn;>l-(7hlY5ljM=V*}5HjgPcZT zH6D5uX-|;$1XcQqUWexXxFS+a_BeZ}KplO5nRWuHC#dp)4ph?vLpN_}yZo43-=W|5 zk%Y;|_#mtzcH7!^AwT01WZ%EWA%{I-F_xP|01tm3ZeT^@RBeJA~XI^#>`} z2)7TIUht=DerD@<{AbQfjr?FEzShR0Cm`z`&{{t6O@|!^nRl@#*ozO9V_MVRj$TP0 z%KaDg9J>cH&k?4bn0Jwnb5rQhbNpK9ke7LodSOR2J>4hQP59U32Q~Z3`SCh2y+fDs zRnG-W`-NScaj!syT)RS~Uxr_$BITscmc7rz-$G^ilt()GWc^J0tmSiMYB71Zzx01- zC$Mt<8Rtg~b&-BM?ZCL4Hn#D%hyK_g=Tp)xA@fZ3`Uz{#T;wg+&E!LV^rm_03+<1E zUXuH@oJ%n8(0_y(hm3dP;jiY$?n1{p1Z13p)E|T|h+P4R2gmRCYu`FNNcKDRL=N~; z57wO^{R6@m)a-<-JeRCGa^bte{Z5JRo4Iew{>0maAy)TWhICnWEsnXbfqpWMv9loZ zgNzSwz~ep%3s&|PApRSO{3_B8pqhST?W7_}Q=OCkCFL>R={M#f>;rW0gATpHzL1Y} z=t24qJbb8j$#3>tmg5S21}PW**=CHcetf&TTxU}b_J;C7_%NP9^tVKjmT#i-hRAzU zl&7sT4#;?Ie)N|6<;<5`vaIM{qrHAlfO($zN7ZY_Ge|l}|AHlxyN38B2$$zW=#{3= z>>qkaeIs3@fAzZE#7L>Pw6}`rAMvb{3A2v^(vPu4$^jV{gh7?>_24`a^Aqdm1B`c& z{s)N%ReqEM(hp!V*LxxMzNe-AT)NEWam&(2WmvVJ%zvQTFX$Pl>6fSUztA`21<_wH zQN`eK&;Qsf`?FNyle2n^(f4DhXUar5Tdnr;lluq6gV;fk@{AC@1kn#r%||&PdIYNU zj2Cd_)Kd@JB)lZoS*o7EM?+^x_xJcUBK3&fYf?FcNdKI2Rl3%v>osb3{FJmmvSF&@Az(FOev{;8kq zK#!fHJn%(vpR>Kn-IeJ9DN z&b}h3%FVn6s_7ll|2gGte`ncV_{#-eElXG=MTp!Fpq=m!Xg}_$6&~kN(rfuqv+>FJ zqdh=X4mFG(g4c3Sd0r#;Ww{Qezp!KE$Io+KJO1dmJN0uy+KYJTm|xK&5PmAsUm$XT zt6!ZNSn`LX(w`we`<#Tq%xROP&zb3%+}}eU>P?t&M?NE@eL*9--9HBR{dM_c*`7Jv zbGB-eLZ6qJPtgbLEP4wv9too#uI-%ay`Oztjyv=pKC51|J^NcjAGr=dUihG2$WJ_| z@o|=R9{$Y7@IybapCEFAlw%3$7f_|w?&*67qxwoRN%{}a zVSfm#=ys@T&-M}eeGu#k?F!QGpiw@RKVj?`h#rICT?%a7Jnw*9w`=9NNPRS_Km1i> z{y-nmpPrtZ+BZ0IOZwBa5A!kdpf}iI>;+-1zkTHW6zWAhbhIDk;BR0rK>Q$3tq=Es zK{eedymig|g5Re(DDNN99_S7B7*zQ%Za^(xh-sY^BIgO(SIuuJTw#9BiQO|@lYSoc zH$va(XWEbP1zKt!Yt!KmB0pGSZsveKg8SSXrT(MuYB|hbVA1S*MxNhvO6Fr; zBtQCtJtZBaeF!7h=Gs36r)jWHwj<*Nd0K@(epabal(cJ%L-dVyq}}09e)IzSK|aE< zwfFG-ShV*Zbgb!QFL@saxv?9dS`OnD{QJ7X+f0wu{6^tQLu$;tc=n1oS;y~K;G|Hw zuZ%v?&a@Zp3c{CuCZ2J}eOvepy<4dE<&x2IzY~8l+oYhYqS z`u76Rzgk_=^S7AqIwEpbZ&Yc)KKZ>2y(o`)iTJ+(mGd3~MqZz+%dLf=5{_k$0b_P)Hj(^Kh3vVV=fQBUfRe~~vi~_JA-{^-Z8z8@EV@_jr!haMbVgz12DS3_eNZ)w+#vl3Qa)%@u2Fmg z&&qp~l-^{vexuz%Z5%O<_3vWgi{63g3kcnZVnVk>QKe(<$+15GALeh6c#w7iHT$<; z+F$G;^wy%*E-q&NVc3HzZ~XRzh$HE)ZocN~FVmSf;Ez38(DL@G4C5k2u4i6Xb|&%^ zBCu^Px0wAK#sg@y9x0vOwqWsSS6LtI9r|E|^b0s|<<^Ghz6ll}<$_J}*?V2OmAE?n z3sN8UVO~lS+*=|a?E*dh!F)h|=&3jK(9wRBlWK2<7M{J2$@8~~R~@R&TXame2lFcJ z22$RKB6bMu+RnSe?UVX6O=s@ZX5^sda4bsn`QN9n2M{W>(0U7t8S`Ko7YC2)f z-wl@Mnp!yKJj(Qb1ax4Q-?o&s$#F)GFYGSkkudGbI3Nt-7hpdar$+lal>bjb#wp16 z=7c}A9^?o4{s(@HAJReWHTDQRmifweo=aoy9V+jI5MB`3W9w1>FnO={?{-$dr%At) zjvUxc5IJLu+s~h<+A!B+c|JgX{A$A3CBn#|>LK@2$dBB-7s9xMPp3!c`z&hhEB!j^ zTmJH!G10%d%YB=gnZNDW`sWDweH-~VG!Ih3`;zV1S}Z!^tcS^uzlGi~j~aashTefYnt9o6xfCqhiTYu0 z2xDKt6+MFTFFtlh>L>ea&?66aFl)s|)k+WW7lXUxn^AU){;q}gT{Q2JtQWOwpMUt$ zF-Yzsq9^b@RJd)YZcRL8I`Q}HFJzha@_@iUqMd6E%^308@1*=rgmwe5!_Z?dTc0Q& zb~=-Oj?cOb{a}3xA4_<$M#o{ZF8j)TBJ3;q7}tcYMfwrk`c2!)lf%4ZzZjioXm(y- zpSD@#{@{N4P|-f{rm(53e@~6S)zo(D!vitjx1yhn5A=cZk(+)2@mugm53kNpAjzS_ zQcm)*UIl3v+8>182p7&sAC{^45h*Wn!`E=fWQ( zKR6(;+vD94`ujeNbL0W32VoHT2!qrQL_U!I1JOGW`9S!BB^*cF|5EXZ{Jy_dw$?2h z^nE0}I#tWHA^SzM^(b;`=wcy#olyNG%8f5v|L)t@lY=9rTzvP)JP7_>&$r8QVI-I4 zzwi#sdZ~ZV)81gWQaSA%?md+I*60KFL9+vavRw3)eJ+ijakyR1N9YfH;ETP+Px$3! z^AQgmA|-#uw^pvJ^ozCmB+yi!Kyk&dY>B9>C**!I`166u8jGYJPUu?Se%Gm(v*Wpj7sPZuiGY^7|0#kKbdEH&^Zz5;+>`!be zEWIk{Y3Lb8=oLsj?TY;5qdn1I^p$xGKY}pr44-$E%VrCyb6EQM^f&s1f5iMje}idU zpJj=Rz97%#$glQ0@*heQT_ftUo80$+4*YiXgcUDrcS-$Y{KMC%{f*+wKYTUe$)-@b zFNOb#9?>3zNk?AL`+3_jp&R_`%TpTpawpG`Z`A0Yk> zNIXbCfanXzIhzrx^|m(by7F?bAFf8rb8hSg`RQ-^8T-n(qP~n*#+e#Ve`@u0mU^ts zTl#qib{Rwt5c$CD%f>Ygi+RrrdC(`yGwLtw5s3bPe7{Dy^b_GxccSY=l|Llk|Fc&A zn>Swa*k!iAl$Z9UpQ*>zEJgFA?HDNi6~-U)JofO|p~n+$rq|!sK|U2}5Bkxlebszw z_~@|Nb!$xbl70Z`jNc@?1Aa=9^|(Bjpee^-z8hu#R8??A=_`08|sxKnAl zl*fn<@dL-#2y{EX%4&M@HS@UJdgJgA>1Q%7Xg}sr=1;$S3i)?$aG!2T1#h-lEsqcLd&Ye~)_0 z{K`La|K9d^(go+`{RQ|S*QP|zvUV!Zy|Rtc52amRuO8xkvfO#OE~4G6L%w6v*Hz>z z)5D`}s_m!E_|i|Hwoj_RL&$j{`wk%0=G{-i*yH`(%SSirWIhi0-XD7GAc!3>LimI5 zQIUQEZ|11dvfI!4`w!F?{RP{eI+LK_-HXy5(|?>#l8^IE@`0)xA&)#eTy)gGQ(>Gl zzCcZ{^>a1k29clgDMuSWp7LHa<4NOde!hM$YrFYVZ1&3g8q72B1C8>tt_HCyAp3Bj zqg}l{3$yvj^&aDZdSTBf7sL*L#D6TlS-o}M#V)4>sPaQT@LZ;q<)&pZ|87OiXQYq3 z!%aQVb2b0p+gpEMMy0b9rawV#Uf(CrQJCjzhwoXOyrKS%mL-3z-<>4s?iV;F=NJ4c zRUZj6e-bv58+p`p@?i(m^tcL7*)@B8veyUYdPL<*yD)BOSC!5v%sL$u-&S;4IrMF>>9cj~Xcy|R1y zlkz(b<~j0l4;VcnA7RR;UyR1}_@lG(?Y-n8*B`Vu>kp86fz%uHPC2=K>9Q9D`!$*z zE^^-nxj^(>Z4bhvgT#Z#VF_t3@cQmQPnC1f*G=dne8D$UijPdY_l4AB&JEGKnIUhw z)E;wH+Hd5f-C4iVp5)iUu2PRk51gBCV})@2-Wm0ZcD%TH(^)kZ|o)G3wwwh z8oi6OTVZ1#pLjM+f2Wgju&acPkbMd8vhRZ6QdvT!-%2}xDj$*eXsrou`=lMD{wf{e zdd2V5>~K;4JqY4G%Wv3PcBZ%Jktf{Xk4*2k!cXgW zS2<76&)6gA;0Ly8lJC#iJ&y>!=Y@`OM_9#aSBm7%mdwXw_w@A>b_7)O#Wrj-?vW2H zojUcs{{QDYRK_WK#rxOvJL8`A9Po6(5vSLO&F1@pnah^TRYl*YMK8~f&*JcMPt5Ph z{QDivJ>pI8tLHrGN15GgVBVoWn7`3`+Jkt;1^vUght3j?$y$0|^~UE-_HeJ@-qPHK zj_EhM@V%^;82*cMuF%cla(@u{K=cg^+Sx9jU8iGmy`;(ODaQfxohA85XFdQ~-_oDZ zVJ|>+e?rr=*IfhFocHOMe{uZ`5ztZR`Pb+;0Qn1FH0Y*B||yN0rwoY?S}! zLi;B5$@fOuf5t!ihS&wh%l%C+o4cj;miu7DuRK=!ci-guB_DoQfqKyX_(im**6uEH z{-AxbCR|@L=joXBkMdqP{KyYIVGy~xoqW;W>*weq$J4^qYc?bK7 zT-3Y4%LfCZU+MD|>6A+t{@5M-Dz83AdQZsUA=sZ#`x!nU>GxaC8l0_x`M9K?p##2S3X1J#^T$BSZDyf^s_ zR>7^o`uG3HMg0h?$a)l1)3LXpnrf2nt8uOjD={_`i zMcA>(j=G`AZ^?ZT-j$=Bumg-!^on%CjCYWHDnifiK&tYpVa5lDo`RYmq3`FTN0v}6 zhyDh6w?ged!u%c_d^G)c5%Yg9|8U76e|heRUF3To_=D)b8YW)D{ib_Z`(=M8>YlyZ za>t``{=hDf54(hXApRfqX!=)~(tiFMg?hgEVsp3W$(QT<^|UwR=GXl-9@)I{l=BVc zV+ZIjkn)XC>o0x1O#f-^V!ppidl@0}f@--L#js&H7M_=W3G<{Sr2f#2wo9^kgUcnk z&aRf}@X0@8?&VM}?Tnq6nP}Rq`2+Sydo?J_)lCjD=VhutNB@DfOWDE`eDsqLcHUk$7DYWV2JpcY3WkI8cJXBpr0KWNnN`SzZ(tA5~y+$X?}zz_Xoe}VBs zn0AK_J4Smme^Ec=Ku-DtI|w~`d+&VFnQy1-?~ZHsFy_9s>77&%I|fo7=o41I$o+iR zHBmpy*odz8G2my3wnkfV%!mr z{|!N*zNNKmV_(P`f zK2v+3uloMJwek^rl&4*rqGnTcS*naL7X&10l=mn_qiL0<} z!+DR(KGom#fG_$$dtt{w>(mH8Njbe^`!B#tm{4CLf4AAn`_+x8KIP4jJ{| zujbxPtp>+0@2{czd8*u;tHGD{0l6OqQcn;%ka-hynRX=A`j9KqKV)3Xm_5)RZoS%Veda=nP z{kzWB?+?L;c4QoZ=mmV#-*=|Jn7@{%O;^0g6c4%HVH}Vj3@nts@T{2MqsQ*z@6jJ1 z>qYQdjg@CF_<0L{uLyqaGv&(GzGajgx0)SipKrV1T}bF1J8T=cqm%x9`NPE?JN;sQ zr<3oJ!SP4SM!%STR_r;oq|)HQUgGfC6HTtCJuG;y^Yx>9eOx@fMfC+cc6YS%l>XP@ zt*w4sxM8mVTjx1ab*!_uXmZ$l=aEca5_kTb@t5h3_4k#K&-1WLvG;q934TYXcvA1; z^XkU5YspEr52N`W(M!JPN4{&D?yVYqe4jX*Z=px0Mgbx?>4`PvGJ1#+*9XpBQ#L>p zJF@Wb(r@>PRDYKC6E@*uufxy=wVPcP^oQ0DUUGf5wdb(Qw@w|G^?F|aNOa#dz5=A3 zDBsp`>x`N{KH`t>b3J%_)7^BA;UaqP-nQXgp);b;$nmXQ8o7&ngA%97o=rc;AwPKd zn_rq2T5&*hT9Rwdr4~W5{0l|a4sV}tli>XYu;J8MPWDMIiG7Vq7vA$SP`=-wjrW+} zM@%raPP6v>F7I-BRsE&dy1VqGl0i4b<^nnA9;|xP zWcPi=&jXSd*!P$I`(f}+)u+Dg)^7t$cHK*?thlyDns))RUHDELhhjLHK8B zUA=&VyX4b*|C4vU7Wj!$jSHNfemX#8+tg(DFEx*gJOQN>4s+Zr_hpe!Ux>|E9gMpcV?Z~a?9l`z6n=L zJwnfsf5p)LiHa`VE8pRU52)=whsfUpYV*E9+PbHr9cFg;n2j1riUeCU_ zzOS)%%)Yk%J4Kp( z_mcYgL)+g+{x#lL zPo(*CwL{$>uZqUEp9gI`a!KYRKX~BI7>BwQLZlsoAM*z9V}JuIhWh?^IY4yp&}>%i zj(l(KYWfb3-`VgMSMo0`8aC;o)XTO%mq=g9IZA}LcvC6;Mg9AgkuxSbt)CcW`mWp4 zWUtN&^>;Fn%Lv&AAYHR}!6tsZ%jGG!#|52=!$!H(dER-iU|(8I?>aigki;*|`|I!f zXa_{ljM-~uzSrMRR{2;8r|G+7Ui(}@QV#9B!cTtZspcQtZ2!T0Gb2pD&*Cj{YVyU8 z?CkV?!xbqVT5po~&<=>^zt^gk^+`-Q+nd|xsd7!svt5&Zah8~QyZg~!Z*Fpv{il|P z{(x%wqxWZaz7N?Z#-9D&&T9_8OYJ4br7t@0{g#Vzo|#@C=jEPnBc=W@J~e;HQ&gO` z{g3p&9+fz;&5SdvBKM0C#R?p>Z+KN~$XciI?xS9U_q#k(o=UYN>k(;huwyB{+hMa| zfVXfT_qyk>=etF^;vw_Ol!y|cQ;Qeax5`8CJIwy2w%+Yj(MPPzd#BE?gZGI;9%20k zYz-0WcevD7i{B+GZ1S=jnJP*oY_li2%e!tvx-Dx>r;@=mj*DK|{=o4aihiq#XmGuyvIv1?_cHCZ3A>Utt zJ*FNO-GV-|083b$ah3 z7t=nttJFi{nHNCqJjz3?Y&7;knQZ>DKk%>4by-+-{jd|#kHTL?UJ!oZ!~rGJE%)~m zbN|Zz=!8eG#LyCMl{cL96|6Un`W3#GP+J$o?EBAZ=YF%fr?|7#)1~9V3&MN$cXbcd z@)XxLPV_0>AWHC^+v0}XDt8ZvdB>@L1Lytw!o*~6w--Yn>FbPV1LyZzvf4}PFXh*C z`0HunGf{&5Y%tl=k}l!LJOuMMNIu?YHM(yC9mqK1cQc4rv5U)`aMq5P@4JVNn3lVE(0RdqKlI1u z{*;W9ck}zcuChMJ?Jy(jP0zjoqH#9g)+HnK^vyFm8W*-@blT=7ioY71YJ)?VnAdRh_m_6-?dUklfB(Gm2gUtnlh@roe_eFy)3@SU zn^5s6>(q>`n%tG=f!w!5o{MLm*M8Fbt>E|c%C`NZTfU8tMUk*$ZQGnbD)x(@Dw*vM^>$x$xn<8cG&ROraiKL^e6Q*!j+GjPjie2 zG3|@!`w7tRu`BpXvTi{FJn<^({*6BVV&Cw6Z8qg~lk-%?l*uysb?^~cXVfU2B;f%u zYU}drYkqeTixVHc=;;tB@y4m)<+piVmFtv|wU12l-hWygzSVcp)1kiN?XqpZ-Y=dZVvN)BJ?&5H?ae%d+@R<8eaap^7beHY z{tC1GMt9pRO8oZQ1GjIF2+sM`^DOdLNPlg@*<|`VaU-2hPVQA&|6PS8tx|Zt+<#3J zjdEFBEk;jS-%cv@VBPR`=Jo@=#~u1r-kj^IT!*smHA3?$fQ8UH^2tx&=HN4s3>PCe6I-^b$jyxE5X`#2sf9nj*M^nbPU3q2qEB-E#? z``Pq!A_L_7`)2a9f#o*p_wj!!bS?6ao+kzS-|QcO*c}kQApKr6rGH@E>H#9hk-4iI zojxhc!|p@Rd`}p}&+;st{q*TNTg3BDjgJjIeNNt^qyN->O2S5XYv{smn+oak1N)<# zqp?p8u6o(|(%h?l^1BfBRgn{fkJc{h<$G}IxfAr9=YZ^AgPf~@h|YSZhl1b=_0yN%}ts617_9{IPhDzRzitKeq8xcipaB`^Sr7 zX4*vEdNncsPH;xP=Ns?49v4|EBpWk#=0VYNQ(xC%gZ;&OmsfLr%jkZjTJEXwiz_-k z($8@YHYlC0Rc>SYH0SQmKfGVp=PJ&lH?{urxX2n@D{KAyG5&~c$y{S+ncrhq%e6M# z;h`w^zLKx3kD5(4L&o~iz1s?UWJf_6IPIVyd-Q@Z~P-_ec6hW5X% z?*|Z1Ibh(@GU*aly(T=w-t&XKkBXsV93B3u8!XOxEGnNhRfrhoJ7VAD#rnGi@Ih|~ z2M$fsplz70cSFUQx`SFDko8U1aB7EYdCm8O$!`e<4Ek;3f<4CT5KH+jrI*cp`dq>B zheWFP?fu*RbVR82YnJVY3>U*M$bPWI&r*81J|l*{S`sCK9C9X2TROxv9>OFh?fYcG z&(6nXe;D!GnJ4Rl^-kt~-DD3>h(;%yWgpViSACViU--wA9}-W`6(&I1@7!aX zC52b(^_bG(`$pRi8QU@B)5eGHzYq_$&ET1%a0fko^t@6*P0sEUbv9-#QR1y`H=zfe zcU-SxWUkiBY%u zznY-e`(x>h@_&v0uol=bBp1fgaqr zvpreb@jf!F*#&)lZi(O5^#9%hn!gqy=Y9OQ|DMY@b-$0(6}Q}>f_^im{5&bzyy0h> zKl}uC4OFG-HL3Z%ux!2p#IAxWy|v+*SrfMW?b%7We$f0mFOy$qe9oV&R-<34cG2y% znvd}TS}TuA*Qaxl$vH-NSly2~6Wo}Uy|0Jae68}e6sCVH(S1#i-xgr}f^k(^zc;U4 za}Lq{7i;H*4=w*cj~B~+h^6ut-MCijuRB2kg#KK_xK)=^9uV4k&3vAOF0OF!A2XWN zzZM#2{;*rRmUqsLGGEssZ{Xpa@7l-QyCVFhVG);64_eIf6`(2~{xhhiTN@tl_S7?b z7TpdTCri*+Ue}4gf>hkdyz)xNNms*~-U#Hvu zFHO#qLD%k9Dtun*4f+GB@(%6g@MKLw^K&lfjO-BUagD26rMLMu*){3cia9OUBnyj> z`@^;GmlzUt(p%)1TXOyGn0*A$eYNMA#C@XWzBY1c>#zvZ`YlW%=|*_;YKEq{pXvKj zlw(96+xSC27VDC)q4|0hbAC~w)r)o$a~S(`u`S;_!XanwvlqlY_W`S(FF$KK*Dyb~h%H}B^m}$V)N^jE z-^Wtvht*3Oc<7~mA3{z48jjl*z)pacxWC$z+^11T<9!YCGrkBL;h4M5org@*&(VzJ zzz%{&{QfEN>{Edo&g_e>*f7#?y@TKKp?(+Vj@V()sJ+^DAF-|YmZx(4tJxoK(>bk= z+;`K?t7GoZ|NA^6RA8^1?t~u9{^Xpn?f0-xp{Cp zsC=vqtM}Wq`=GcEi5`Ezzs#+IJM;adtmX<^TU%_~eis zmxph^B+qHscjWsS!XMi%oKJ!u%kQ6>pM75NL+io#0o8S!wS2Lkptbod(Xk&1-jD25 z->akky^^K;YItI}$r}A4oEB&H# z%`D%;{9idg{`>xez7L|dOI(FHKLfcJ1FGey`)z8vQ8>2s;yeU2;%gM&Z)BaFOE>9y zV|0GRcPgL}KQ(^fm1k>x8ixo_v-e>FROyYv=jIhXTll!S-G{#RC$g`U7guQ4G2NVG z!_D6ni7Wp9t9;_>zM=XZMqI6{|EcXhci`cwWhUzHgHR8(ornjwZ>jF$*XgFbXQ|#x zNL_Hr+x%k!1xUWkC3^JUXsh4nBHmiW{({!#i!VCtqY=hex$(`Hbp#mSEq{DwVz{K@Ax`zRqKmf>N((wR=c-lOKkbP zSKI&B_YLU}-UERDSNzW{aANP6vQ4V#=Sy*I2h>v6RZe{7=DL`7LH_+N&H;JeuhJQX z%h(>jTf*;}yqAby#X6QS{Ehgi@%Rg%nogMaAymJB^e+V)UcQy{X#MM^d*G#E_?L*z;Pvq>IcOY-!F|1 zdTU9pL-lf&yOC1g*Mgq;jPS>zU$ZPNQOq%HY z2U11q{*+p8)`8kPCE>Ckc((-m0jl}`DPhf@=etzv-x>PQ`r+SzAIj&SmhW}T;v$LH zWjS9mp7DpN4`I@qdvt5Qc7^%5nvJ{Cny@FU0+Kuztk(#;2$0-;Kxi zep=A|I(ZT%HGX%Mb$eX3l=g0ExaqwB>)*TN{Y`cMMDtfd1sGd7f4wxtIsAowKa%{~ zezM-K#79k;vDU4fk7=D7CfB=+W9U9No+^K4!OV@9%Fb>TwRIrxG=bK(Kj(qqvoTjk`zN?0-|1yO zGP3`a2dd=`a#=lgT#R1%h5IxQ%B-(m_}ubo`+%q9`igx)d;j&79fS4tC-KOuokLk3m(Z(d$xf>D z9~x$#4z!jJb_vw-hs*bW*8R~eTsPY9f#Ljr0YBOjQ;=B^2Aqp^aH4tbIWzP&yNW% z%6%&In)#LU7d2meg^TVUQzh(Y^WRaSyz1FcKR|C{VrCR;GX?I z-Cv5YcKWCD?J&P?r0*vE9Vq8)!4-V*?=%k`Ctdxz{huy6jM z-+@`%q9^A}4!XM`RDjmzgHHQB!vpf2OyWNkzE9uq`LZ93&rOlTl7Bv8#pDGQC+Yj1 zU(b)ce@(&&O6y_WQu!p6p(q=DB`u7F&MS(z8!vExk$? z+x+;Gpvv!ag%jTTwW{wh^Y*sZ?y(*OKXpAGUC(x9-T{3d!l-=Y`%=zNjO0|~J5HK- zcUFG$?}6D5R_WtA+|zaR+CnGwcX&UxykxyX>{=AMD%aO4KjwYaZ^92CoqWWr^rU~q zxM=~}9gG{U|Nn5&e#gv1zBfkAjrN~O|4w1uR8;q@7*3x62L2L8fdTr@5yK6@5o!be?0BNyy4lO?w7xd9AEN&EZo3FzvueqP;ZP5?Ehw$gNEW5&D-us|l+WZ&$c_^S`gL1uU9y8r@GM8tD zf9vbVa_je@DGyZNXCVG#v3-|;&+T>w%lB7}_-WsP=_~FEZYnC51*;$>RwQ|Kb-GTPGemZ^Zq=;Nm zVNv!X0V4J7$oI`Nyp-eO^v(R~92Q=XVN3EfOPwzwc*ZNc)3dQ^AWmTR`c`w@O(G2WI};zJ5Qb#+WxO) zy-%>%Cp7CfVWP(TN$)De_|vR=D&Nal@>(wQa)Tq=U+r<-_ zYuSu`NPbK4hx|4UOJwIOYW$TUBvS_c+>LzIE;dOx z=DOZb#K-k`dN!k!QS4RK+Kiv4c^uX-}zquo-*p)#EvVI?-w2Jgg>=S5hb+!WBney zcHVhHeoteme53TjV?tV%8ln3WMs#X?zT<=I6-%Z64yvW!O;Ga_*1q2{*C*0H7Uww3 zsI_{S-fkbukNie*<3~UTK3jL|ahCH(g_w1sM}rnI=L-LRFUqoiLVoZ;&3jH|oX!2V z`F9)IRB06@raShyxoOim(JO7%iHCnYYWiKE*q4L8v2Ln&blAo<_GhI1L>{o;o7b*6 zhnV*x{z#7k1sXcdzar0XQ&cHDpkvJZt9?HjV~0(@|Hpkm_<}B>Ll3!Z@Dd>LDr)D_ z#`V?i(Or`JAZmW>HSyZMQlxm4&?eZsOOU|-#x7hKUvJ?rrL6ZCZY;7XbG65AX?G}x zb^wVlwK>7!AD`>*=V|+ivDfFU4%yN-ey4wzZM2SQ7BX(EitTdrZC$#aHL|WL~!{ zT8@VgT|dUQeBSK?)%=XFZK)e?Oxshx_Xl0>PSvxGsc5Xv(8U(3&rh>>S|0s9s@UdV zI&}Q{A)|CVM8B^t-6`t&HuLkB*y^pdzb9~VMZK#<7MYi))@Q)mmfw1xF!!6GySL-< zl*>mh$#VjJM;e6A((i*q7hm{3&B*HAt{#r{`qa`pK5-@QFLT2?_>MUt+tG2#?~$Dr zoHd<;>FXG4%i}x`v^Jk5x+*QACg;B!73aTOZ>d~M=|7}N<6YY(LTui1>w1Y!A!5t& zU^ln+*8B5(_Y7Lw@4Q!szs~*;h}@^fFRtkH$b211dVJ&Z%cs*0|Kph1{K@y0oVQw% zgYz8F68)EwKGvoL7zqDlFx>g%>UGp|=LK7yCtJ4ij9#@aX?6C2F0SrVzD~Vxv9e&-B&+*{i(jrj zaq{*E5#8-umGWEbC!S^)@$QJDK2K)8(6LqBCPCu(LXQPke>A`UH2v4UOFPce=f!BJ zo_F3aGT#q3YM)uZr>=E3=3S!d6Z5Tq+v}J_Bl;>sJ8PWaI;$0F1B;9_{ zynQFwcRRO!>`BA=20hBVV#?m9;<3$vh$4T5iJe)`z0STkT3p$f`Re3MA!6^AM%i+8 z4-?rR56b??@qw8gp`FMN5+7UiU6mpr=@4_j&WO*nmt%8hs;>L{Ms%Ml-mUQBK^{L^ zwg;*__V(ewHGHqvyH;e`@O&rD_gmF`mckECRmpyTr;k|U(D?hdx6Ju{Tm8tez&6Hq zU~|Pqsh^HKFVes8nZ9zSx!;(qkxdrcnBQM$xP8xt((cB5EXjGd@XG1OwmdP@uUV~g z3~KD8&*$UrtqR`ce@cMxty-!~p(_bv&Pxpb`@<#k1BYU|U7BK(`facK)~}a-UbN?R zyBX%cGhtBN|2NUae)WCc)ZJCK`++xu>+C6OeY<`s4dwB!N2z@)bUibYtD4`B<$5KE z{r;a3Kco0p{r)VNzplRi8rbw`|J5Dz^IW5Rmf{yX*%Wa5K1yi)bX+vc`7CJQe>uOk z#P4hRe{O*!r+=@1*~V9FeeCWsx0k-}`=6;lK9+Jo&0mX<^FIEYrILo-5jV!%@)0Ro zg=gvM5dV5^NuK|;bh~qtHl1n}DKrd_7+>|oUV*VK$A4vo#5rwszu}Lwo|AS|jJ#oJ!ZDnjl;=MtZM}BPwBGlXsM39^ zFzo|Q`7>XF%a!!so6z!i=Wo*mw~ zY|cmj;r<=%T0Du{`qDQ(e4c{OjZ3@3Q?3mVAoDp0-Is#*3OCO9$NkGSou*EmqT zvYnOk_WDn6*Xqt5+;^j$zW&$t%`E%#?CWay`R5J#kHg*-&HStumEX?&xMh{RM>g_cm4h@>sjPs{2PUduU+VSv3k~7vE8S+ z>n}qC1oi?yA37t%{{+`3bgXhAk*@#rzfpc`kS)udXLvxxv$>OCqcem?|cQQ))T!!4mI7{ zaERMY=kr-3rT%@X^S-rucqc)}(FvaJlI>`1JA5qN=bGO?R_^%DUrjV9+Iq5|ZY{mFblUtJZt^Q)e?QgQa*XIUeADc3-Z~cqXhf&R zGcVy+gZPo4nlHY>tbf@D1J&|4{{YqW_zt5-V0@SNm4E!U0Dc*0R2uya8qulo`0t>a z9@{W}3K-k`Ukbhb8Q+p+eSGBpgppji#vJuHdePkee=7TgUVuh&ekt);f0*9WcDDKb zF>B>B(yKu>%~GG)a9iN-UoG20)V*?6u4nOEL8J1%Pg$w_h`Q$t&r3MpF|z+EUstz? z(F-C@3(g7Yryflz9(kG1TyNC;Mq%!kf+}6X+E@M8mkF2q?v~a)YW^=hjNc1>>GC2U z=er>BpjMv{)4rX4|CjVnh4{KI-rfQwV`gfPCUr0B?BkS_La_{ad zQhP3))c&pY^TV4->1HhR^^^O0M*QPCo_d4Yy6uGA*I^wO*X4d`{FXaU=~b}VW#MzR z%j+xM4hr;94S#C6FTA}mws4FegkFRAA6qX5 zQ~7?XaL-h4f~xn35cvN__54)wP>y$>*=cevcKhi4YirL1lHYc^IBw4=SsvpHd5qRq zadrQIa;(K^vtRrfR^-Fit(5bn^f&VSucMJY;5#D?{pCGL{4TKBU5Dwuaz4|GoXdi;%`FnMpo$Zo0p;ya9g0>*cFDu0LN!9BBi2MFe6H9fw=>CROx zRc+WcIloX|T-#sz+tPk7>m%fdZ`ACbWxpr3e%y!3&AQ`5^IKb=59P1sYn!}R6h*4EFtRyP^D*{ z137O8Rr=V5=^v2$k09e7{8;{K{$F$0)LyvmjNC6mKUBJZN|=5DRk^i$gJF>!H)vrRXgfF^Y_Az}I zXZ?P#5kED)e^|#V(SG`O^=i7M@Tc-GJA3qwXjedgzXiF}^%U_cGVaxQ!put`@hW=$ zd1|81CG+nztd&FM_o>6bC95cIC)Drj8kMiDYt8Ga(m(aizG`$b{kuR*?X2dHuW+gS ze^nWC{Dj4Kdg7~mmGA1oejR6KF&@94tKC8?oU?1|eo5YwKyKz;ka+eLK;q*Y@r%Lu zE>Gppz9aY`^}4g&GwScau%D~uBh38|OLWkG#n`pLt(nm~?v~ZhTVt2ooI198=DvMS zlMAEu{UJEAUqtvzK~1i3(|(rq{!R*Wynu3cR7|EKcf`$8l6|Ec#AIR^lZ>KE7X+J46ov-55CJ*+Jc zKMu4upS5&(8l;)x7~@~EkHq^6tg{Fk@uOY&-kR?mwSB$Vzguin&X*Rio=bkHeE9F6 zB|c*VvUSe%`i7j})%&%4_sKqSsQs{S7Dt)?z6#}NepHlvuP3&C6?`mVPz%qy6)NcO zFtOi5zQ!&+hBn)zpBoYn#+O|1w-(<$zVh9J8Rq*OYJN-OMy3B;Va}Jp50zu%;m}jf zZiUHv^o)-W<@Zm^$NoS%pW~?qto4`o)2K(I)P8lRuL?DL=grdhzvTa?BIj+Owe{GR zI?3$z*?r_aO>6VT6&>p)Fs}H<6`ui1`~3c9eyIF@g!?6N#ovgJXG@Q@?RuXV`RCk8 zGw6=5yq9A{&wTW;_F(D{KQ9}#@|3){tj(9^=OL_5K_j`WjW1HId-n_>5wcv)FNf8( znJ_Ey6~l8e=#0w2zcO0q;15`P9!h;d{4!AEb4tE{2Vc&E!Eeil|M>kHeZPV8bIt{g z>XW!y_mQin{+IbXmfut1Cxb@ievOZx7Pz$U^!JDIoR)s3rBW>2v$OV|(b-(Kg{uB_ zB+lR48r>l0u?#izchxP`$J%t(J1RZn2~^VwZ?F5?U#tJH{&zuGhkxvS9m@ZTaoYl= zn%%EHtF!SrlC|R?Zl(HoZp>5Q$8(Gwhcs6*67Ta|}f(sPd^^xtVv*LP}I&Hu4skA*{R?jH7zw|fyEE8o}r zv1@^m+n)KAoEU1hu7!({f3L1@@h8a#s_)(ruj1HSIV&wIbyE5V*4~3q`Fts1{Cv=o zT=)~9C3>TD&dEvV{F^Z79=Lv0i!oQ^@Bgrl$9}NhfZh_W9yY!6sG65ViT?Wrp3h+X z-G(JTpF92QInw9ufw(Qd%*B@l4sON~j>q)w8$kGi*78;9@aI7_{cG5| z7U1`Cp#IQx1^MF|kC&aiW93Hc_di%)sd79U*d@asl}`)Kw@KeLH&4lNy<@(cj-%iG zz#f9g15$2$A?K%He3kQ+@7EUil3F0q-HQ`Wygx5;2St4|qgR;xo)#JLdk9-X_U}PU z^q)Ij`@JXqo+{^m*dg#!$w~R(ce6U)?sV3C-Nb&dQU4hEZ67-Ca(`)jxu*txF8S)!bk65CT7Q=vdC*6`H~LieBDTL%H>zIFl#5P%{Cg>C`=h_$ z-}gzpUb(q4S1-Z6iGYB|=1oet02k#Cv4ez%lQeJ3Qo>>T@*Ap59b&Sm!9ezFNR zyQgI&Kl7kbdR)clytiVs?Y7w8r#C7;uG<$s0%UxEMsg63JRtE#$UX>YME6gPU!Bb@ zDrbB1`%Sbj^|GXYv?oYDBV--}jp!`JV>dxd^hW8-r=Uv5IRrQ%b@YOyGs5LNk1GAw zaNM+jc7Hocwlnv+(MQne`*`Lt&`2umGN{sNetd}O9-jGlQR(9=jK2eZXgOy$WuN_S zi+)dj`otcSLLWq$t%r>Gw;wyJTf?RL@7M41UjBQp9{TT68Rd)b_})jV4!l=Ozvq6A*d(`}m?5eG} zFg)0dzqViMFG7ECNp_*@anpN~;bPbJ39WAI3pVTTuoe$X)XZzSAGLEP{kvyXp12OX zy9W5%1-HFUaw!W72ln^v~fO_4`FRz zS6{yoAKy4PSC!pa`bUZ3p1$9WYqi&`pVf1DnKS{sO z3!PK>(yj-0>2`v6Fj>u{VbfxM@0)OJaelgS&H)2_#h_mAD*c}Mf|>rS{M7fp)pRv{ zB=w;1;2$i%f1&0x3P%@xl4E~=AB%Dt<&SOr>!A5f?yQOa;P#DedDhaG$UE?;zq9$f zW6SC!De&_PPhq5=@V`AIBJiH;C87NutGWK1s9C?!sQVXXz2CdMn(JG}&+2yP-iWrp z7bdcb+I5^J8Q(icE)nJY{mJ_J?@4Rx5_9>WH$u&y(dRLh&ZBk$&$+jZ=dsxOD`VaI zT)bE+P^8S7>&o_EUEhm!>)3a8MPIRf>EQ$|JDSTwKh2J)UZs`O6~o`F(9W-UM?XyP zd#UO?SE)mT1v5SM`C6^Fwc$bmHG(pQo6Bn{|DJtrNu5twpKqDpysh4z#_uccty`{P zL~bA9`~8S{JDTbHI%iUQudRH+xc@B4X(@fqguJeq`sn_hCHnYE=lxH9*EX)p3E8;) zanWk##WUU-OP3rvQ#QhL?FO7V>^RM~gVWL|@`(J)`Iw<-jKficg^oPHnJz-me z?|mZ8e;?V>cQ42lSBTvL@k^OM`To$_^7!39?1h?-^&3dKw!dxOzoc72?6*ocW&BT> z{wkxtS9Nq|y{ZrM9x?rncbK4_4=PXCmpF;_@1lw5f=}P|)aA{3w|(xwrTRIaD#sp| zMA1omoH5-qJuc@fl}_6y)%mLF9~=HyKL>r_chKm^CIRI~Z_O1VRKI8P>06n1-Zr=M z?-QLZGw1j-Vf6b0>bWWP?oy}Q?y4EBe+OXN%dxpLRoCZf__@9|V|Uf~xC-0&*T4MppVrTlYPtNr&8**3 z*Sb4RABQTPQMg@iSG)YFu9)uqhl@7F54Cl<5oS71v3?%|{y92?9?9{{xS!Pb#>p4g z*lE98$>bOGae-ep&a1dv#E3JdciJu6fv&kXZU24ae!)78b1x9NIX5HB`x-;4_IWX> zhPi)!!KqvHVk{+&BI^-TNyIH%E0MS5oFnW?8u z{lpEYW}58O^V^leq-Wl#J@eJiFr;&u_y6a=pau6!=gE}M8+5Z7{Cd=*yxw3I zr&LaFbL8^|qXq_yIrmLIZ?LQ1#m$Z}>0pJOogTf(n9m#R_iX!+3o-ncjVV3;ub6zL z?)`QwX~}%v5v~c-^|jHFcuSaWXbazWJM((4&NSnPlK+Pv<*yh$G0)ZLyt16dzqhWp zGlgF6@=@(ws%OdPo#aic+8Gn)^WOje+B@s`s&ZhD<51ikdWyR)wm2;A&f-pScPS3V zrMNpqix)q*7mB+(MT$Fb_Vf7m+?R6p-dh9qasT;!l1wI(WHOn^$vrk>P1>&pJ>@qZ z^8Vo7gGPLdx3goWzNG29XCG_nJw?-pwDu{`!a>vHyjV71?Hf%`pQisGN2HwPx#w?L z>+7f|^Ncfd;!7hPx)dk9L$~%d_)^~7hNV6)ba2wE)*3UQ{CCo!Gs9FJC#38z?YwsQ zlSi!+JL%i=7x{ZjH=~@wwQf2$Zm#Kh9``7CSmca4D0PVgp`7$Y38ECZR9Mp+FMRpg z`;$RWIe)is2wOCqlRmzv&&KLf&x~zPO>J{a(_fuAc_+$eO;2-hL%&4{jrJuU^@%d` zY@GS8HN8sbPFLb=^v^%l;2NF7?br0nVK-;Ub=OGmb7pV4PY*Qx+K%!)OMj<-CcU`*CWU$EjcjnedR(_FoYdkMZ_cQ+av?x+)e$w-r{$%~hU2moR-D-TP zP;{`S->i`Ob(@EpK5<*QN>ij=Q#FZMBAW1_ed-PYNJ0VMC-WtfXJotQ^Uoh z&%B%0*`Qn5w%f&V5uEfEXCgnZ7v4$#+;ma*Ft0S-y?2)@{r}NJ?aG+L=b(W9bX>UyENfRO`q4JMfC}ycOA~1OFKgJ zJldj-V>gAiXzy=&N_)9#iE4MfV91C3=-UUe=B77I7bUr2aBwr70LQavBekpu3 zkSwtUtor->PlcQfbXYa=uJ7>MY??EAl zK`%-hVfauF!iCmhu42!y0}p+VU&$=_z?)qfCLJT? zb$?Oh)`dw1A132RIF5dCmr+}IAB(M=}+cO z@@>CzPdh37zd3uSXpb!BuWchv9hxro8w`Eo$f^orUnxILvW5$1$MA2T@}KXsc>Nk< z+)<8i|1$2&Wgb?`Z=LsP<`H5inHNcCJ|{op0320#_S&s7KOo0xpSHWENqsY&=}=~+ zj4$fdY5j(qMZ`WG8GrOtS&=QAd~q3LQlv=8k<{kFWBTsmABCmsH@H+~Pe zD}__Z2DddGgpZ0XQXX~4C3=lq$O#=`ka#e{%W_py-qduk(TUl;c1!<&&{@Mv`zl>q zBl<)+$tU-@x+lNX1Mmvx>c^J!6)c6t;x)AAaH1*wMZg zJgn)&(_bL|9bxF0XW$FA3;+Jk)Q-lu?t5#kTQjK#auG)F8IR}@VdMjm1O0=}TDy{t zK7*h7r9XBfx|0rGtA1?fNU__{KWbFr;2Y5&!r<3@5e2S)nRj>VhB9HiO^v{KtQ|G$KIH$is^4p6?XCBJjJDI`HTK-jY zU0%Jpqv_Fa)g9&VLDSJE#sjGGsSqdDj6~9V%}J?)O2sZnojrc4two&F^s^~LU> zm*^2;=*WjXCJYuT&?Vg^(I51@%X#O-$1VKi4VfaRZYT33>m2wGPkp^eYVmuiKlOkw z{6O+~-uf7&_fAbmACL=uF21@(s9dtHgb#@Rg{%3Y^jq;y37a8)8tH_w`{0q$w-@b~ z{$yMd51RP}#iDd|I3#wD`4qcP{}B&T50L%?8CM{5pqU(`tGF@NgD^?X8ug-nAoZjD zLF@=PxJ`AJo8q^CtaGr(luP|V;z7zaL+Dgg^@09GpFowb%Ev5Be}Qe6<`@tvsiA+^ zd$atETabAM9C|~$Sr6=8-srl`1(M~uKgY_9c)DG%KI@g>~l^ zD0$ql|HLy68{F(YVRB?A9fYrnQN~|MQ%&qn)`;^bf0A_u`U#rp3FUy44p+`T!9NRjdtr%en`BRmUrG>?$}tVU>UU{BMZe1nC!$azOMLEPlOa zwr;ZCVLUT`nDr}iWT}6x{gZjdcxPT_Ud1lMH<3eV-bwm!r?jpYWp{&=2&BaRNdQ&T-F| zJ+iDb2!o8Pwe=jc-je+~_?qz{AN>Y0Ed_$OXB5>XHFqbA@G4z{y z40noASd;S|lFawm1L#5IQp3cf zr(o+By&O(OF!;e293MAdoicAUzw<`yh;RM`;m%$+=4s-|XNJ2ox%;$}eJ|__a@iVI z>Bz4l?FrJJpi2L_#I|aoW@!4O!;cRolX;YM+6kndAao#fAo1X`9ES(zmi=_b1^SKu zNEmv?2VoVl+qSj~`6(Y{-@olhuS}(69%0;rr9GXGZ<6&k{mT4=9YSu9`h%2fhF%}$ z?{JX)fBak!JH~k_@n(Di8jqfU_>W*f`37}9>^R80i#@?!1hm}tJ+_RG-qX==W&WXF=o{yL_&@m9{zs+*ek|)wa^K}-aTO0 zFYIF4iQ!7sm-8w7GWe=UISs#jY?@<(v2LS0(#c2tkUQ?7!~3JkI)nC6aYV~jZI8;i zD00ybjLUa12SIp1#^`tIi5&2y9;`b-wV&V%avlj@ zxP3XN=U`3WAL+*Gnqog=JomW2VUsbBkk1VNiq?19Kle4z1I96S7DRp!Jp%`B_MLlI z)}bKw8#F7Qb^uknER`MSe{N;$|56^~oql5;!ahI;Kj_dK>4)s(4#}xlQxCH${0}JI9URU(WxrZ`>bZ zo&?Jm&)Mvv#XSMWC-aZ0*NkV7bddf9>tt&5?7q8kK7?L5R|-2lm8{1>;=vJF$6lQ$ zevnza)BflmVb;ln*+&84XD?C?$haU3s(cr3X}lzXjdzSMFI*pECI? z9Xs;D=wITUbHuDLMf@-J4~Pd5K*RpfKG+Em{c`A1Xw1+{M*mUIz#{j8 zXa~?wp*M_s z<~8&b{{VlKc?~{<$qzl_5nP!t@|I3=&O-Y#Ut$+P5Su;MP_Z@7SHe>pu_$UR&lH6!Dut(z8LY?6WSG|-$Ao{@KF&v2BOE{ z=B%Ci^b|iE{;c<@H>mP83p0P9kLXXrwTq9YeCFu4exrSukC6wx!45Ni372@AI{iAi z_lllTFXEx2{U`^21A77D2Z3t6xDO1f>1N?YJ?4BWBJ&-3O?#j>j2BSl!?*#vRNQo; z-BwKpX;)CqZ!P?2bfyz6Quy}=X$KXt7uX~035eee9SA-A`exkw=D;rFzCLzAMcNzv zpuZk@jHuF3_Q%zJMjt%pG`O)+_T3pzv>##6TKm|V4u4Rs$C|K3XC0RN+~~K8YB|hb zVBb)0_B0t}`>Ja^;ft#(pRMr0?cj2jodY2 z<&usbFkbPK^16nu6QRCQ9{JREqTJm3%htRm`%q?doIjBt{}Dt!aKH1GQkr}h0zLbY zX7{YqZaM98y||`Vbc)rfu#6ABmtma22YZHHV*bSLAwT1WFztnW%uB?hU$i6TGS9(B zMfw}`9Q^!vm1D-dj(o^Vd6a{`f!wDCb6#8Ene%;eKR=TFYxIqJQh)q=^bflE4l%-= z%4yu|hhD9Z8fILA$O)?S_J$`etro4P+%uxRX-C>k<%d0^U(kQr6?*I)VUY1iI{gA( z`Is$RWa&TT;hcp0DtbSf)9}3PV`0yjA5=QCFmi+JvzZ}sgY+Xv`Jh?3X7RP-9q!Ri zzV|?{prhSE#xV#Th~9zd3kY36G3m^*x2nqd75fA5Vg3e*2Wcme?+3AiAoRB4tsx!% zs3zZo(LUgVRyC5Al=HlKW#W{}cgxt9Vcvj0_Ne{S^s_h2(DYuF-zB;t_jevvep4;4 z__K@$&}=>O*mrB>eDXa5^}ybt4`xWefXjQO+cWU6rh}9VJ}7)@L4gLz{Ol6_Onumo zp?t<2_g%5K=<)g{q3Rx!`3Jd?1AZX)?kTU@5UobMb;i6!zvA~}PeAy?hjEU*j9K$& zt?>(ubvxq{JyYf4z9{u!e&RcA@oa_Crtf6>IK#vmV1H3gZLYSK{dYfmvY|SEzZfYJJDw~`lFG2Cysn-`S1f- z2Y}Fn(1Gv;i8n*!2I*(eEMGw5ksCx`K=d0_%Rw$sO(*=K^{#R;<$GxS-uxBk>~NOz zD8kTzO}1Vwou{|4kBZ%8JQAi|(QCpWegXD_acZ`&L;1f7GEPChHzyp>dXOLF`yco* zen|NO084y3(c*jM}j+7CJqe#mXse#{T}CFI9W5H8*d0B;oR4;;T}W?P$u~h|@gGSierohp z1^3Fj9RG-RKHBDXqLK0)BV=t4pE^_6o#W_Ct(GT8NChv~AL%#DuPV%u{1xcsqK3OM$DnIlLWW0gIgY3JpUx7Z=58d@q)s>pg{ch;dZ|oe1ezdQ!X!yi?#`_Vp zJM}?c>=F72QVz(uE_!da&V@fne(+G84yIoG?f|2!qH+7^Hq6@`3aph~9z7 z2f`P;=~(Gb#YB#N-}gUSw0LyO3XXcgIIhy}_%YM@=kT&(UvR6n(%x@GcGIqOa_8mEPQ_;%E6j zmvrm~`U4;MVz2QNzGj_O%vbgo$j|uZogwl?i#)P$$IG%0`we?vAN451RAWDx{Y&^T zPLP){`l-^>J|Ocy$opmB`&6DWwpyI`VkgN@xnPV-tFq;rZhW_g9E=Cr4Y{Z{VeA&| z2a+G0n7&im?Q(wve$*SeRAjt?v>&L_t6}Us7&pg=uw`W3%RGxep`yyiEX+Iz#w}H+ z*=4zxNqZw_Mt3*uOd4aJhMsYRUV+5ZuEfH8(;pfxe z=o90Td4v82cOP#zsd!D}T#o!|za#(Vsbk%1$$cdB4LWc_{Jf!?Ml-&@X8gm~to_a6 z8$I8BD8KA;!5{w>J)%7bla9RLU&-S?xheN4k%RUoAMF#a)ct1BH*0?HqfsvTuc| zPwbn3*ijHUK;#2mA2zDeSH3Gi9`uRw%=!y^1foA6->*?F{X{tK#C{pxoHE}3Lyt%| z!xC@jpWiO$0LV-G($B=#J(M^8m@9_ALVGdKV-KA|S9N(M_sGo3BcAr4AI;hqdNaH^ zs&nF`a*oeD2_55Ce_XTKYPn~^emUi$H?dr^KXj9IE%hc{m4|o`I}Kvbzyh)7%*rL_ z#?aHAp0`6UP9^tNkdt!>!XWhlr`_&)c#ph$M>_3K*bJHPK*j@DWK`dJnr84d<3s$B zkxga}{?2#aq?=*99**;O$bE6_3FCtHV;*JxBy9FB#Oq7ZAC9$n=Y(?Uw^}Z{(*wAn|61o`G?5T$ndm?x#YJUxPhCe@F+h zXXqRKN&68GVn;x;{Zq63C&o8umLK`R0xfFHz9H{#p|2o%{kciP&2hzEs{5(rS8;L0 z%*huvHty%b2e~}HeB4rA#ykB%JneEMO5}1&n;PqK+RYkrU&M^Aerd-6v-|qzOFw~s zy#8GL{&K_Ka$d;314zAj_meR8xM{bem7jfQ9P+(C^w>cVJ79+J2jQb4`Uw`DkoQ?E z3wfw7`U|>L3{|F7Il~^)f1FQ}Pqo+NSLMhN{_(|Hvfd#d(V7)PMl`TC2s?dN@w{YU0S<{9{bX8BoHgXl5HJ{-8wsX)Y&@(v62 zM&GFy_KR{s>;Oo7VA0L1)SV*zN;BU9-Ko9QF(a8nQToO~ed z4H9oJ(w`vTTQk3dMQhibu}|iI=&bo;&hwu~+$DZK@}NJeJ`!gBBuqXPkw=XuA9g@Z z52|o^J+fD#^Txiv%9nOw+|XVsomrT5I@sbt?^erS8v6j)7d5|GzoBO!`9azf>gp{AdLN)lD0_NW?zl@89kle<=NrTHw^uz-{C{ORr%0U z;?4BKto>bmlRb?k_m#*Gs(h(G^;GR9Vdj&rTXMyi-p;tEOZ(FA^bhBsoD1SVpg+`` zc;rLhK;l8(AwoZhFFK@MS5G-lBaD7fKjPIe@fk;*@EAMHuv?rD(q8lz^k)5mJ|N!} zj~LZ%$+<4_pr_}mWWPFhl<^%0^BnoO2aFz(k1*xaFJ|NVVV}qz;pJWo{Aq92A0YJt zsW+ISmruf?a*vt)8qOEcXXFBjSKEUy=^*hSa#%y!3ykyTc9!zuhtOZ>BYeR~&m&G9 zIzPGJeRIwY(YwzH3-^DK*0A5mNxQRtr9H`yzYHDe=f-^WN>$9zPwF*w&4p4G#D7LV zuq*U8_LA|1eS$yh2jbKB>F!w1;+;;)!LAZEL-r-W6EQMmJ-^ZLTWJSSOV z{--?ZuhJ1-m;Y6R_VWEIVX$t@6^VAqyCj*WB?xm>-W_W>XQWFWId?}NX)pShag9A< zT)>ZW721`4#vVZjKXBXb0d-c(dYJEdp;P%24<=3UDP@9Z;y-`;Ujo_zy#%2TD4LCX z<@$?`4!?=f^H9Y4taA$H^2lI|S_m(y;aM_nuz8h{m z{e$Z<*;nf{FJao#i;eXv@`30Z=qmb>E+O710aO)_0n)tBfO%b_3P& zkQ0nKv(dX1j~xB(@1Tcf{f6Df9ze(aHV{6bN{`;)H-f6XW?{4ZTj!*`=~OAXpZ#b2 zvu}u9V7x3Skl^z$@dp`q#Lw8>wrGA?FVIf>uLAX;{qc*SWBp7yw9oCgnfGTByGp-+ z@FPF;ghAvYA9jxYU-FSoKGsdtpZO5`13mZH;e#E(z7kKpC&qGd4I}d`@gU_AhCg-( zzv^|xzO5(7IW_weYCppVB>l?9eqG#UKa?;?KNAM&2ilK#a9GJk`Ab@?2dE$XDF0*m zM9&w?JVm>p*WB|Xo^s6g%b15i{O$kX;KMrf-u*WB-bs5yhh5}*ANYgl zzZxc<`&}S(WqPfTze@Z>+J*5!KI{_mfy_h5ck*1kMQ7#vKJ|Pvp-cX<^)0@Gp}iS5 zOX4|{P9ppA*k8)W4j>mu`DVyGqxPHGx`K8vL*xb3a^KH-UU7C~W1o_F(i&2K=*GSa z{iR}YW4~tdqORo&tuw;3Gj?L*(8V3rO1omO?lfxM>7Vm5)t{sPz&GI>QudVf0Cs?O zHG8*DZ5OrvYFMRL!|9iQSUp%b^bLQO@lF4O$fuUmD$5P;O%BHXCUyjV=qLLKj32_Z zJ9OAF`kDEQa*+c$=@0B6^yqEqxw*%`m3xlluT-nvrkparkRQa3fzX40jrNJ!KcTS> zqkhOsxhg;C_@4&sKlzYbZ4cExV~3H)8k+eT*7CK@9HVV>*&m^uksm!M6gzj$v7L?e zHgcN%uMBcS_oljg;`bK!>S-_b0~n90oPK&^qq=J@|oR#g5UF*IVabZbvEsfo?(X=cf@1=LCOK$ zc6)U_VR65OaYlJTjiEkGNfKN3{b(1)3-W{53vg=RdS#nWGwe3^P53?;eFg26yTRLw z1qaLiH~HX8nDF}`?V~(44I!$t8 zUtGEtq&YB^o#k1a%O0SB!X7ZqC)nNBe->j{>PD2p!10 z3BDLJ;CgSlmw=u#uKBJNzH0jtCLiS?Cww>uB+U7Ts$U%+SL?i1?r-t^Cw#0S_Xgpw zqP6_kEzn+i>=%eWfT};I`k^gvZ;t*z_JwFi=1Uc=$wfN-3^EUa3yLqwQC99@La*8Z z`jvF@!4D)IY!)rd+GDbh3_s>$Ge0Y1nfVWzT{G5S%*P=29ce$xQL(9K{bjY~yK2TO z<61@P1*&|I7gWgsrtlK+|bIQ02q< z8K|ZYt(kOTM;WKY!-sZ6??LnediDRE=`ZH5fmxq^-ul5Is|K_?Tt)UN z_%0dzbH?DuIc2@QZ%X-`#bv)}*88)a)1Q?6@^9~Teof-lKe5QuvP5;yWO5%4{>#dj zj`c$Bje(zc9*mb?=z9BRS@T@@fC(O7E7ZZm$VdK-AD4E1BKt%9k4~|^+Y4oo_8PX! zxm^jdH=Jklo*((#8^^7G{VKnn+HzhTZ9N`{wr$9lA=K0)47XmBsbrY!O z*6h}P>T&tbAAa~TzA;l)US3<%m%a(}e3|qge0pWhQ#QHKH)uaON)^$|?jJ98P9yuT zd1g*rol?Fh#*c>|VGunAp)0WIbFW=a#(IW$aF#>XR)0;@biPX>9%P)V>t*g+KnL=^ zGwa01x55;wCinl*BlH}(H}qKV5L51>@eVh9z!=~D2MD~WFD?+Vjq$%M(5cw_a^WI# zW&HLp&~9?2b(*g3Yi!yb`|5!(PI>~T&kMV4lJ9xGA?tT=T*JPnKFK|oku$yB(n`Oe z4{XjZ5$22Ds`B1Wl`HH~@%s}+xfvry zQBAMAD{IUlGVWh&&Q_wmyc?y`qqnY^FVFXt@n3K7-kCAvT|ewQ?My!E4<4P+tl`-V zvcI=IW0+2I?~Z&bR`$-2y}>rI=imNs8-C0iypI9C&V06SPHCrYeP_>KDgHZt2Jhg4 zyC)6H+M$wBuVQBp-1Hoy=_9Ijx!Bp_dyzTQO2$1rR_a%<+Qx}8FC_1Nxp~hn(*Mf; zWFnUtvJXIdqjSrTY>;&$$hhVn7j!DVjC;9C2hmsdrPcHS9bzmUBl|mQJo{*1o9h?C zevY230=&hHq-$W}c?AJ_5^*8C!p+%n#7N%aZy2Kljk+ z?{N33v^;xS({o%n?sZqw^rD$M=5;u!>FJ+eT)A7mvm>91svfE7bvs8r8d<)>%atMb ztQ(gNyPheRYuvjPG@W^-X#}@aUQ?yt_b)6PLG+w)$^Egi&o{;yyg`*UhdDM>ZZa-u=gpt?PH^WLmjjv8>~&z3t@xM$eV< zI=)xhq0hQ25k`q0#{V$)iF-G1lc$69? z`radDc1@n3>DBX&SddNTxsT71&hZqvF3;KCyRF5%{4~WtuLWY4$PdPR>giQT^zKE; zT-Ck$8uKOd=8jDT;?5E~zF^Me43))hG=I~3b#9?w5b3b*MA^^i6z5!HUH;bv{n(o% ztn2Mtn*QN!s`>U(=#BJ!?xk_6#`+jHwuUd?`mAyw$u%(nN#h9^;>9 z=SDbXtaA=7iPn9$%-7`0@gi5d0b7i7LhJ&1$oV1j0?7B)Ro|`n`|mqOf8bw@2)nrX z3-K5H{HSm5j!-TLKQP&af{FXz6}!G7Zp|8EU%|d3^djq|{;W66`W3#`kaObVk!S8H zBlatA#`6iY){=Hzy7G7n3CFG4_D&qpGrn^xp8HMCWOFsWLxFMnoE4hBG2fE~xz8Kz zIDPx`PR~Ve)cNw#!5YU-juwCI+kJX)vHp5~KG9$1ZxFe8pVjQX33MRiNG+dqutV&- zrDut~A*^EP6Gv86komcFk5p&R%6L@MpVk}flwJCVc=~Om=dlKta?b|+ ztVR^*tE)_6axj_A(hSRhpmha1r}KJlHZ!gerr?&PJS{ z_J3->OY__Z#74PKQ{-WegjNsAF_ z`o(e5E0=5Wd8&t|^S|b#yU&QaGoIL4`kni7)koIp^)$MZeqwn4t*h4=^Hj6-juHBK z8|A_We+PR3HvOaVo#tYX8uW9jRa*QM?g4sbckka^?z8Vm7-9dEMsg4O+kHRu=hdC| z!wWr^`+LLQW?LrxOF3XOkJeT9U)S_KqpOT6W05|2_O=`~q{pR@5L+9<)biPC4emj`!)^bi&&=zgbDv6ePrhF*y7uUeQgSbaegrAc47cB2Ilu2_P3JpZmCko; z#~d4F-UZtwe6uyb>|>N!**e<}nSYs&E=3>E@7fbhPaD(aTtD$E21icq^+nE0i=B2Uemdm*B&Vcd6|a@gHPv9nz3cMF+LjfE4H(=tP>9(e^7F}*i+8= z)blLzM>=>WNfq&P2rsQZYHv#EZ^F;#tu2!pX)e`d9INqxQ%;Y4xTP zDMY_*XMdKaYC#bf%_*mmV!0o@=0{(@x8Bzic`6 zu>X8lSDzm~=BEF6$^kd089r@z3|aTiI(GgaKWxPY_w?OlzTNJ6zDrhFw>%m?@q^DA z|9sFJr~R;ZTKToYadOYRJYRUx)yem zba1`LnX+@mj)KISVg39oQ$>{Z80j@H4|yA2{3gPnSv=_~GOvLTW;ZEYRP2>Xr-rBJ z`0Lz6nLpHcHEb)Ln(ucwaDG(WZY#3v6Mt82#|Og_g!2B5U7MrD`0zsX5mfW3;VC8V z#!r|}zU%*{2WvhhXb|;^5zdy%edlxWchr2p!vX8pMH!xkSv$^{_nH3#+MZDd*4kf1 z{4x41pnQTWU+SXMtCy1f2N1gks^#{K+Q9j(%v&IK6;$bM4fjj?IDBlG-&j8^obMaG z`CUy1&G;m#xjb}h@pnjv9%Oug(AkUo`%PNj_o40mc&75Yv~EIgZ#gPG{i4SI4hL*} z2ejQ7zhFT5sQIqDX1t$I>^bqa&I{1ni|Tk`-DEExl|Dh?$}^|QJOq+n>v8hr31weu z_+M{p{PTZf#0M9)Z`eCU+qpsK5BEPmvs|@h=5lwbwmVBA*+&kp`UIA*XUt|r>&bo! zsPe;q2Gw+1!#>*zCT%YJKi25Y#?Q;K3nzB4VVz)&e^904r-MPo_eb%m(e-QJ^|HPK zLs|~}1u&$`|5?lHlCo)@IzQ2VuG&s(WA%WFGSv&WLJf5|GQ13L&>(erePOkpa|-V4olwr(@#od_pbG!_F{0097vmg1 zsQvSxlJi&R(>|VKxJKVuFXZcdtz!fk&tRmc_Y+35IFA^*d`W?B7WXcG^>+AKJ5xLE|1L>uk_ke$u;+8k*#y4f`F?|0q$pc$R5@zruUojxMxRA&A=_Xx0OpsoCErBmC@-uAP#oc}r<`&eK|)ffK;w71;9 z>v~+SH8tq&=h<8Se~rFnvg9+0<}mCJ`;L4+LpZSY=6n(iEWckhKl`^}KSb74gMPR zAomXlI}~l+(=i0@K^^Kc?oBU?@5d-VuxP8_YONf;7vugFXf5B*o{l{Q@z=rNmcM@U z53c#Y^Sy#v?tkU{nEeM(t!Ge&IX?rr7Xzy0srzkex>=a|fM#^Wa~=W`Z!0!A-8@sI z>xTU{J3rz(70_1x9tWmQ?d-1U;NfN`y&uiebkJ5l)w0gg;@>yqRP%+DeO1d1Z1~C0 zYi0Jz_nm>|^ZzY>P~A7=oSyazs&zH|elY{64$%YvBO4u)_+k0F;A>Z$U@MZl65+7J({RgW2SZ~<7o>KYz=rHFi^?g2U|{RP`2+R@RL{vNC#d~6`2Hxoo%~~pbr$!5gGvt74+<*2KN}zP)|y;}OH5i& zNbcRMbj)XJd_cpF{UhExztH$z&Q|#XTHeo|Z|vS0aU;lg`avbkxoZNpev~T98y0eY-F5?)wAB_z@&1uz7?(L}e@wjh+e1xM!Uwd}6d}l(u8M4j- zRXW~zWZxb%8-HQ4S4{d~r}3_W%1;dk)%-i=e6L(34jc7l+<4DuUAC@#2Vrf#+E&fA zO(%GB!x^fDir z*?-Cd)pBRAf9#Q1^eRL0?O8_3JCLNazGOW@ysgN7K4@z`A*^mF`hk(I#{_~^i8Pes}sQEGF&GGVH)i(^O@~c)o zwBhYUV|<&HYvxzc|7t$$j~Y+-!n8PFyNI7knEM2T**7JuBI{B${zr$IZ;^v}w^l9h z4C%(2zr)JCJMw|t*SX@g;AnjdJ50KYW_~sM;41yE5@x*z{%E-`mgzb2R2}1;HTLPu z=Gz}F@6S^Hr4?D)H~;577-jzW(eiEnV@%4KU5xb=>#RvVzd-<8svrh+_(W&v+C6NDXfKRwoQ9K7PG3t*WfS;)H`&q+jQXYug&f-08 zTko}-?H{Q1WWNF2|Ecqo(Y=iK9C_bK%@@+)rZ*>*xoNTAf<2@ELt38TDvy2u)pAnT zieKF&oX2{=;Ut0T5|F7JeGplz{#q&Qv+_V4H z{iUF4m;V}{TTheBOJni>2JAEc*Xn7lKFl|uHTvJ_0oyO;Jpu4{JKENc+&g67fqirC zCk9tLPTsj}+KYLb4%%Bz=#?WcX1-;-lWA}Mz|!9;U2WpI$Nv2Qm9I7byl0oFIYV2# zr}g_B$u_-J+c}_N{(mH(`EAX2Xy)-0TMB48{w;cM@BX~4rab!cmrErgxak>KS*S(uT_4``>NlB zA3!?!h*#-J|BXR2f6?yX?{>AXU3Y}O_p|vi(5(Ex#$%ts!1DXq^XD#et@m*G z?$X-3enDLi_F+ML`A2yX=Hue!=6Y=HoH4l8pDSkrDJEn2sH|g9o|B|&-nI#^0w|Dd!PT1qu_1hf02Vr-oWx*miuMP zsTTKA(UZXP{aNyx{htWuL*UOM@6RSj>;%P!H@A3a$;>|ts`>Yt^XF_C#eUm+es1e| z?a$V}$g`!|k{B-Ec^|OvvrK=7v*CUad{it~I?R{j7Wc+&eV@B$$^H2At}yArg7?(W@viaYI!2Pvbg7x@m_>(-Bwy}7xt6D3RB}QPP$&xvA2}>vtXfH&LdvS|G9rT z*|=bX6PjMk-6dz9?#cbuJKMf)j_X~@dcCPn73W&r`b15x|6R86(fXo)Sz|Ri=jrU| z_x(C_;PRf1Er%7=bo>e8?Zs79XJ;8C_bYQf&YZ5pzx;nS{}0c1Be6PXiC9bS5u7+U zplJsAKQC+L)_QT~R3o8l6Ma~NWnzyRUzvPUO?_)|Zy!D{s%HA){x9FVLKj%%-EWo8 z@{y6e%FDS1a&B>35!!vIQO^b2m+gFFaSw?6e8&Y651x%)>flv5HzEwGeiQKl#nL@v zzCYZ`e>wK@D}Ty$*|epauG-rwb(TC&uNm(v*vgmxf5YybYI6BWu^z_%%odI~F}|bN zRodNFzR=ysI_gA;p8o62JOd87JAdA&>N5Ytnm@PFzu4`;jaJXoJmfpMw2#BbmhsLx z2>5FE(;5dQo_g`FD~Mb{g{~{tZ#*ymcfR!1@bGiweG8SZ_lS1KS6jSWM0!w1i#2A}tybvhlFb5Zj1E{@r|7|_{@Q>r#N-&Fk1Wsj0JIvZEh zcP4YK{!zYPA^*yAV?H`1N7KFQb^D|I06DL%wmVBA`Mw_dxNUs;beDZI zka&AB>N4-YGn_T}+L}Mn;B#-U%lC)S2XucWV%tc!UB9DG@C_`^xp`xg$7Dm!!15!% zncVmh(1HEdJ?vC&ou+R;IqhMVgvPx}(rv|zJMLV&D17|U$A}(waDPqzyYq-PC2EL$ zJbP+g{|&PK&|*ceV}l>0@=HF_O@24r-&G_Fx?gOfPoK{|JIYG{MKsB9kddJJ}hOYK62kDGE_CbgT zvD1WkAMuJ2}qp|gq$Uxglc%*dzCtK{E%tx=+4Vh8yja`0L2UWFoAbKLY|on9zG&!!y?pYYZR$Bn)=A`}-?tn-Q@VzH zM?^emuio1Fe*!m7H9ULaJLOR>m_B#kmrp$X%SHOGwXVk#W;f0W_#bHyI&1$A4qb3z znCeBVIBd6neQNC;pP-UgtDCw;&%s7JjxP4**_=k2uC8NjEsyg&(AIp`=q_#PTRm2v zp#R@`Yvo!??{;9*i1!mTz3`tAA3C^edZdQaRty%qXe}S0WI(Blu#>fi=L6cVc$yYo*pp5#H+aS=&|}?E#y$sLpppu+}e-P z#m}`?Zr25EuD$!5RF52az?40*pFFeNspSW!$p6~U+g|5^tP|>lx|e0=5>0n^Yxr>d z8BKqjW@NL57Yx1=^Q0&>SNy=Tt**AtDEFV#@`j~z8CF{6MdDpw)Q`SI{8qx&a7d^q z=^eZ@z3#jlk%ow#gJ$`(`!Q19DktA7eyfie-LDqkrA4`m$?p4ax79^2=G`LuHfHsG z@Okkl$K%QM0YkjsMV0-P($AXj4OdswN7RVX>WS?CHP6~?e;Ki-t-?P_8n>CFX}^#k z3~2l9YjWCYfcSN`=D%8U&iX#PZKt=DZ$Rl1B~BNw#UcCU>6Ek2^kEj`V_EGS59?pE zpN}f{+^{zeHNGtS&!J`xP4*prPD>WL4ibM^%}4mQ(~BIZD{Fe9P|Ht6m3u=^*6`zp45eSmxxO{J|8MCr?~m$`?1j-T?c2YP zdO+60zgjz#b?#X9j+~2Gll$VY7DxzTd312jzgv z>-m;lA@-ViAGF3N&xfx|ri$D{YWCQh{cP~dZB3s4TDr^I_7Q82)bu!?-=*~wzZDFw zdSb6Yd&_x#BxdEXvhPg3sTbd+DHj0$hWsG%fNlrZWPU7u1nD65Y0~Q|$>Z3uF38n? zP4%9#UV)Fjm}5|e0;T2~_7OSk<@2l4J6vx1`M#|4K(qRs8M^##mE)Sex#qQ}&uv%_ zoAC+i_={^wA9k1Z0cbD((f7m6x@WPTwKxAE@A7HZ$hsJec6x?he3+b5PwCUjS@ct# z=dJNynX>ns5whRKenR#mSLUr2J7O*0e=VJU0oD2~%29oyo3x9)_UiNdKa+VpvcEl5 zIVcxYZB1^M#G@m2lYP_R zUJoC2%U1D;_^HT)U+8>qQl#oqkI-Z1j~*oVT1W?p2aywGA0PZsBhr}izwo+#@3ckJ zv&g*!kaqY{=pv^pvD+E_!g>~Y82@Hr;=i=cIdo?u`M(FBFX76F--^A!&xg(o@jtr~e5D6xpu;1IlMgrF2@7p~gA}{WasqekEu|7gF)~*WkEi9sb%Qb^^2} zNBOWBcg&FQY|ZEf*0}L#S3@KHL6o&IPRl+msOCd&Y%O2SPx$lQOHGfAGW73fo%hi{ z5cyTiaBfhQS09XaRMUei{G;ag;Hpnh@vW4x@wABBjQ*GyzF6uK|FXXl(DmQOqledj z2!eTz{q&%!KYW(fXuZr+_SHb*Lkb60YndT!IZX#`Eth!-zZ%4k1a0LPSUT3f?1O3H9fe)=n)v)<^AR#y!XoR%RsaCroTZmIyD~u9aPip4dbVP_U8Xt=yM%8I47Ol zXR)?^tDHT1%N^hGuR_W`p%>uK(tc)gEXa7a;=u3RA2Xv@{zC`8y79Sj`x1M3Rh??=yIWiLkndMP{9f=^k(>P^P?h`j+%b)cE!A{TO%JIs{xTR+ z<=R>f_kHc1@2v61-hv(?X%ST{vj==<#QjJRzYC18dQ;=_Eet(X+sWQ@LiJpnbEUw}zsys}4XW}Ie&6JJ!?UtK zK)E34KMS(H1H-JZv@Nm4J-v{+A5yzkv6&y{YdZ4|>w(dmrdPW=-MF`5X17ARJ@HS# zkS@P)rmrU|$^9~+-*y6nrYxKWbx~=oU>5UHnn?y;^Ya zL=X8+R$Vs)l|0do?7bhw;=6i#`G%B#+2Qc~EsHkz?-yI!#oBmhUINY9A!c>o6yq({ zAJEw<2lPJ*t95Suw!OuDT{Ags{T}6YtN5>u%J&fPvDVJe1vd`-Gu4#I1FgT)6WnsZ zzkTRB1N;2TdH;`Ux4(NHez`ZhaZdtynRh|r*;fFG4{pRS27|jil|TEA;PS06#zv9v zL7-zlm#~W5|FA}<=KCGC?S5U!Jt-^1m-mW;s=e&hv$0*9pL%7nKZG3Y7ZLthaLtor z1INnwHfXC{2|8q6bYZ5kuM<@JhMW_Fw#xIH&bIOKUu&lm>E|Y>6M*mM@mIm1ZWq3P z0)v|WugZ__3(e&JRqrQq4gi|fFR0`5cGhDx_4I$f&Ax}N<>AMHw&t^yu6(>CA9jm> z$vzVAFR;!cY{rjv<$G(sb9_=E$syMvK{wxn$ z{>yjp!6g^v+lr?m4E3mH@lLH-K5OH~EMG{+bG`%ywEXd&X-~(Ob5_4~)VFty0?O}K z%g6pe;t3;)CzJP_)caHg7N_uyE9(#JD)qDW{V#OCDstWi+FFmfkH38BBI`x&Y1*1E zsOVTXfkDMLsQ4t0aj1QL(I@U#aK9v|_?z*WAL));_9~k0+~KctlJXw?``F)Ixg%rJKmGGR$tOt z?+^wVPayFsX6>H4-)*tuYP?yPb$DR!>zMKX9Ur*y_&!mk58v zJBu0bysGw%{AT;X>>Gk78f+Ol<&LJaZxU4f$9oL$v-SRScZUi|E6aNqjB{J_QBFWn z%h0p-jID-!F!OT)%0Hm_cI4Tep@#G~_K*D)_%*%bQ>M7wzhIpPl5Q)qe+05_0O1ST z%2%bsp9j_S-(lPA2mhBtdj)h|LH?k|`Oarvrm$oGgY}gvM}ikIavy1@>6~wqUgq7s zt@q`->7Y8N!ybaj15$2qA?K%HaFz3$uWjS&cRPhlJ9%E;{47>QO~2R9x%(gTf1mg{ zw7(iA-VE8l2hHeymiTL}Q^(t2@h%YOf7l@~q~xW1Fj30_=jJyv{37IFKiI5)%>1^1 z&inW!?yZUpT6odFJji7)z8^d{#%6h^N6lxZKW2V1>r9mo>ugX>53Vr#6d>n+Am`lR z$oGl#6jS_v2WPg=5?pfsY<#(=2L34d4!8b$rBh==Pmu?GWZyHS?1jDmQ+N7SuEn44 z8S)2JJEFfJ`y;duxNG#FwCQ>q<+HwHy&P2X*vsc)ggLv0k1*bqWj#N8+?%%UcMW;% z^+U1GpuKW&&Iqdc-^TrO=DMDSy$Gn@F@Jz+Iktw!r%bnUv7F=DO3ytO=!477v5x_= zj|vw5bfi;qxwng5MjkU{9yCi2s`#o&n-q8$fcx}j-7Zg{>KmPOTDb=AMFW}&kV88pc$RDc&X+Fmk)K4cLr%^5PbyAzK>@f1I_vay9}yy+yeyF^pFbU?|=a< zck7gG1;WbxVe;pjmUP$-`JY(A)^KLS7yaJPFzC;CUM=n2)(Bh6A6)6Vaym3^ywH$i z+3UwkT3Wo-jJDd(`~9K2&V% zy~#iS1xW_Ky(9g6d_%?MbyvxG_N@bRcgcHiC-c{H2qp9?pA0K6-DoEF@zi)V{H))Z zy{TNR)2aCa8va_ZhU*47A0mH;a!Jx0+h&A`w}yZDrir_KnR&i=M?GF95PPHYdC*|y zi}cceYP_{@_k@WW4r^+EK5KlfrFU5Paq(mM-^F)d|Ll?Bng8|4LpTWOGzR3*|owL2&xi>QNQqP)c zXKT9C)zDD~{mZ>`U8~4)4$2v>7b#8kSi@!oWTfASev+Ya&{Q(~p$7~+=GP0bf5dU}E=S!AZobwS6 zE{l3`V)mBC|6>!cqP_34sQImh1MBCY5Bv`r{pfbO#pspdH>-Y6)CO&}s}}YU`TA6d z`ts$P8;jdmyA3|IRem^i>VQ zO}7?~pL5BRwenpg_F=k*+c9mre0TWmT*X>`HND31td2cSo6DiTH?HOns&K309&uk- zj0^m-78BmN?`fgwyw`56yok*&^wGsHVV%ag7f622%?R_pM$!SNAD-OjzdhcrXmV~{ zZvXM*4=myzg4Xzrh+1@$r`!jFZqfaQo5~h3!o-7G!P;vaWqb~NbK}6G)yDV5q=%`O zyrgGp^Zd}MIADnPyQnjbe7tv|(*3Bg*}SXDgZ)ZG+oSn+W?A9daSLGKu?5f_6Ci(7CadL9MavFAN)3$lz&g~m^Z{E2}s}Akm RMu*RyC3lwWZrz$>`5z%YFaQ7m literal 0 HcmV?d00001 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..a0fc4c1 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,6 @@ +streamlit +scikit-learn +pandas +numpy +joblib +Sastrawi \ No newline at end of file diff --git a/tfidf_vectorizer.pkl b/tfidf_vectorizer.pkl new file mode 100644 index 0000000000000000000000000000000000000000..74d269bde792de4ed6e9e9ef1f3d94d34ae3da59 GIT binary patch literal 200495 zcmdpfcbud}(f@HfIqmKpU_jwfK*2x~0RahuWKmHuq36u*?C$K$&I}W7*)xDhX2rmQ zBn1T&P*j2nM#S{0s0fNV0TKiiNiQhj_wDED>h5o!^O@bfJ@ozEAJ_X#b*QeYuCA`G z?mi}V#?{N0h5u$ZYgcRKVynK*Sh?8gw#uu@M|E1okxr#i-=>4V=Vk|AKUNtXJG?y7 zX|yV9%B{K6=eBh|&?$M@+x) zh|=6_rrl{YSE+)krNmV6s8yq5bNlakpQb`$s!~_K9K6A7P60JB+HIVN+=vLT=80uIxH@kAOf!a&kgxIZWRz|@5 zx!K`E6|#G`TE&?+wu;TBQ}b*J_>9zw?e^Tnvu2a^(W1(wdJ}I?6wy-<=y-g9vWhnw z>@zp92{LLjAlve>UFJ?c>BPCi=C(R`V0MGu=MFve(1V`Dzwp0V4fm4tT4hT?e}wi^Ytn(zYAWH`oACixd*QaVne1K zKVL6=rJSE%>X%f?`}zFuC|}(0qhC3JAF}h&U%G9ZtSKjSllmn+>UmeZ^opxeCZGH+ zc>4VjxSvXXKb3q>-u%9o-Td{Ty(E?21z-90%lG>B^ZVaYPU`RVEx!wW-;zrE(vJM@r#@WDZSk$^x83L~`L*QV&tKd7 z&rdt;hJukFzkcbT)a%2gzFz4iJI0#FZJRQ9NO{Tc(?xzi_8A9WwbA`n{{3?DEvb}~ zZ(r`^cRydR_9egIA@r2;k_ug<9w{fO&{w|wd{X|tE1&nK$M;GbI!QihN6P!D!1vf^ z>UodezTA|T-zC4)=cj%?$?vDWJ`%j8e6LjU2|xULrJVdO-+n51%kPrkr?33JuBqU? z*m`_Cd(|Uy)eF8iJy z)<55TK7Re^(XZZqaKF8N-=cT>RL{`uY}m zkkrT9{}w!Y{Vwoc=|ao(!mC&P@_Vm&OyGVh_LKknQh)n+N&lpsUh~XC=_d90^~>*) zF1B7NztD8C?e*)&Lh)E^{$BX^`hBtONV)Y@uhj3SOV!?d>*($m{mS=hf4+2CYCYo9)yKpCmj2CG z&Ln@oRQ$F5@~tb}$Gcbm{NLqU(tddK%Gc|6A1}XtpHDvA|9-0MYiYM1{=NDw<^S8# zUi4e4e)OZ)QqiLqzE4&A(vFXZ@5k`r>)L;5cU|j|@=INx)Y~gvs`i$u9>G)i)@yu7 zzI9C(s_&$|UUJmycPY12=~C0%$E#mI`oVkIAAUPa{oM<%{cpWtpKtxr?(ZzLU0HYZ zs$c5s2bX;FP4D=|X}>;e`MUe{rM<=Cx7c#huB1Xo`IdB{^)GhZN_)N1e&cFg+wIkV zAD^YRzy123>hFcpP2@pRA77!Pq&|FIzk9X2(0ZjFNf%mP@=JM1*Y~_A?anvdbb#3>l#($ynWiPt>{T96-`4`(SpYMJ<3;kX!9t&;9&%e-ig>F($zi-Ls zr+&G9aN(PuZ(Y9^Drf83UcY`Xw*FrAt}A~Ri%+j|Pqm%Xi!QzJliwFQz89K*v3Lo7 zl5YC`|RnpjLi>Zh02%U{okGnJtP%;9^SS7h7(z{aa`` z!B0{tztHuFl>1Mo(hooFhnKHUq${)+UTnMl`uBfzy!N9!UT>qT#=cd_YW@tJRX>%0D5cr3PE zk@H^lF7)@suB+A+k6!&>Uvjiiy8Qo=f2ruXSULG`p<^$3>xJJ!^RMrE{Q8#)Kfhl2 z{!j5+`X%WJ$KL&>U+lMR$>vMxpPx#5i~YUVI9pde>EpA|?_T}#>+$pX-~ICYaQW_6 zkL2@HS=Y+%{pu0=OFG|jl26iJ?a1$vN`CQ&$oG6xzn*n1H(xpP=`-JUCEsH4?pJ=P z*6Y&Fy7sddJ*8errM;&r?M45^>g&apTi^X%Uw-8Ejkhny{`XS1FY+MiQuEW7bN_p> z{SkcUTYg>RujkuNuY8N8tN1Z`)w|Tc3tjzmzU@3!_zHgW#j9Vwh05h(+n;Z_Uitpp z_NjW!bN%Qo@P*nxz33wK^@B^k`KIgIKWS&a^@zS->V60w>#JU=zhC;FZoeOX3xzLK zZ%FG??TSZuo3e)nsypM3O#_o{!s_|A8nF4a6Y-~RN&zaMXF|UTTaUNN*6lMEY@CIY`I=|_v5R~7rn~+zx(wqmfj03_n)#`dg0mYcb{HMoo~MN z_md-^kAA)D>-(wJBfZ+2FJI(!sd z%B^3&eD~{rKe*H*>H5x}IQ5hVjvHJ1J{g$@rF}^Sucs>Y@p!7*m3E|k`Ce?=ubzJJ zUhRrr@ZmncJj+5rt4aNMF04_ATBXYOUdV1;Q#r8|^=vTfMo(uiGUpq@Z|M~dIx1@s4eCZ(hd!?fP zq<;DCm0$Apg7?F#U-@43uIum8uB3~tuU~n8KIoT!v3U69q@8~J^UE#Ox3n**UvID9 zC0{Rium1GPFZC@n?YC~9Z+*glAHQDxkb3*UCEtH*>i2iCc=~kkzx{gscKvTZzkJU( zpXB#bzr6qL=l8$+=}A9-ukU{Tj$Y-Ss^5LO_}}xzW4`{$UiC@4lJ?5i?|0#wUr)d9 ze)S4`q4F-}=9{joU&`<2eA|_BlFql>Li5S~gkNrbx9hhj-%D-(E|tAGUwX_ppY->s zO8bqI^@WGb@9V4nUiAte{Ipko`CanM_hQq9(tBO?jF0EK_G6*tmwMd#{pt6;PUZmVY)Bm>lRq*d+ANHcZlw0al=7*=c z-KFkFzxtM{e^QU6{n{1yy6PLL$4?hJj{4!<4=(M`H=pERY%21(*z!wNZhi4@sqpjb zSzr8FU-kO<%lEp{y&t~);DX0O^GSYLfBW_HlWQ5*Qjetm?^3U%GOtK}Xq( zl$UbyyX5mzsmIUnmy>U)->*mDekyVx<$QVb>ydBaqtxer%kO?FJ=r5#@mh5iDUcI8{zlW#xu@$lhN-p?oBe*02h z;C|}kC*Q&!DKDwOr5^cRQfXgO$tS7cFZt#7eyOx8_4?m_eex~q0{ND5z1s8h$+zV9 zzvXwq%kQ7$m(*`xewTXWTT;m{-;&Qy@4NDOZ+d($`@Wl$^X1d8N4_P$eEanaTz;2t z$?vC=N_zGO|ODexhD(wnfQi032&{e*Dxcn~pq`!VD z{gV9hEvfu2c**aQ%DgK11P{qCspJ>9%tw++c}XR|q{1Ibr5-=O|GRukJqt~xeo3Xg z=nMItZz}Z&UVbWYNu^%-mQ;S1@;;pfF8O`^E^;CHWc*2fkrTguflE1QSAOr8N;%0V z?a1$bD*60W$_ah~7kQF;B%i<~^~?FcOL<8JF7?Upk_y~U1um&yzL!4s?I)>M>XC0r zWn9R&q>^7!>9_D(ewS3r310HMq(1)s_?LWAkEGJBd`l|z$+wi3RDSnUAMV#Law(~l z_wz|Ta?V8H^1GCiRPYtJ^k2UFr84fMKFKfNe(J;hZ^`fXQ+}8J$hY7x`b&P7@&cE3 zWITzyNPhqReED5cnFr;&mwXC-ek$!tc}WFN$uIf*RPy)wUEqE_^6k?>>XCBtE&1iU zA6)R4RNC?Dk#9-;dZj(#k9B9DTPUytOM-vwX!7Pyp`Z%HMer2g;n zEvfWJzNMVVpM3jiFTA84KlRJ|-$EZrrM%>mZ-GnuGOl{%lYaQ+<=ZbOzf1k{E%|z- zf|ukMKFhaHXZc;yUiHfFl26*{C1;XPQYr7JQjed{|MtuE`j+~7!TsNbKK}3jE#GGh zEZbn2`ZqhYs$H#>i>>;q)#X;Z(x}hP#<$;Qr){>M>y~DR$0|paM^~+Gj1)`VTCp{= zYVPFO!m4(s(Ofm%XpOd4RYvDdNgR_}lls@uvspLayXUr=jWyft%G~V6_3l)2W}8(b zjaGS^scx-PDYjb0nYr0Sd!&e3=T4uS*kyKkWtX{=Pdah#u(_=c9+=qu&_fSB=t=ww z|2ueDXRfqQ>Zsum=VfyzAlGc7)2&Z-t8)_vP8_mND!bB!#U>jQbq!gQb|J}$a%*&| zD8LscU0`goI9k!gE=swOc&*r}OlZ)>ITw`ZRHo|1wub$Fg$s+98tAnKwIY&h^pn*_ zz0)cR{^w??T&vuk5=^e3Zl^2t(MG-8t`v2(U#Bi4CyVuNu_a}nL!FOziuF+`cQ#=< zP;Lp}J24lPSgF|R>ZZOK0dx=I?Q+xLzZKOMD>Z6T-86MO1yVuEiZxy3@Q~YBe4^MY zHZ|y$gbPZvyVZ7C$lRjlvXLkR4%hP}4><)1nDy@>(&RKSa717SqHIP%0#^>MB@xMm zpn#;|Dw33ZC=CHKzC+~6X1O+rWuA&@y>8jh89jUKF zQ7-~t*8WIjA2wi6&6T=eQe}A!3|#4Z0Z~5%=?fe|`!0!KMnM8s+P+1CmjYe6{8>yBud4r<<_JO+&@!= zv37AvAa@d$%S|&oa>wd3#f}s?nJ|cVz!6b>_Y(?3QJ(|9d#|S64;gSk9esjuE<`Yl z$@+M;*wKXg5}}d_yBs*ZyNBvXYkW*6Uqy&y!cMwc;}ohs8)^;0@j6x;f}=x`Yp9BN zyU}V0@^2zyC2JUhT_XZJ=1Bx<<@#t@W}k;i6(u1z;|;@|A~7yeZA?`#b4Ti@Lh5Ir zQW3y8G|C4?o6^)n1BAvX&^IXFMzDd#q)5T(+~-cW)0K%}L(=8(qB9S?f)GzNq0+`0 zttpNAUL>ajqoz-3(l7C;a%*HpmwB|{BClr58Ij>nd$b1)t3@#iRuO&UrE;w+X#A0o zL~HG;&@esdww9bKwxL3#$|D$+iEha#Dz30gJ@{ zQhy2>h{?+ljWTsC6Tt#2AypEcBmjYxl5?pG82|#3lt)NXG7&7W0&^F^(*R)7vqEzQ z$rCIDfC5)^HX^AigrL9^pna%=Ie`XNlJ+JMO9K$N(v%@V%Z4B|4;q>JC-FF2i)6~_ z<_Pg2?4~PQbJR`UzLl>mwVw|~FJLJvkO<~AFmR>qZG>bd1O<-Fb%>R*YOPz+qv=qR zfE0AxM5{P11L_Och64Sk*+j@4YlomQRTxd?L{-K3%L<#Gri*iB$$mjgg6RyJPflmS~yi)+?Q| zH1{GZJ22X9XguCbY#hMEuK~ZN4#%g8Q%%9~0m41rE?V0Dfw~-1N=MiCJ`(s?yI~-& z=av*dM2VG%Ay^M#ZV}jDs90W!M&L=o>qtfh1saezoKJ0JRPz`|mh(k|rxoX6BpdAi zhuEK05DWu{)1M%cq$5~h7=9`dGd0x>T%Lb`#33D;n@;1$lc_l@b^DTW3blc3A~^vG zNuC5K71|e8Qa($@MG^qDBGKG^3yD!C#M2d-_Y$Jn5CqG}3eMw%V&1UIk)U&l5xG!K zLIcc*#02GtSBveg7|l&Gy^=7^8Z!;C5bh;lY`kmMr6-d~7N0Cml|=puw9bgPEA45~ zK8KKKVujx{OZBr!>B1gr!O+%3{4|Mc63TqiT40}|Iun!dn;4Du31UqgZ0U-{^k*st zE4-H7m2zYh1ctNa)v3frSk3?iuJJoe%*-j1q1mof8?}ba8jn%$ zup|dhVY4{wJC9hKk6-~jF?O!_ERj4N;@O_6iU7Qy&@5;HKu;WAUqY13MKCoI4a+Yi zX~>2kqQ;$61s2hY8cgy*qDNjx-t5-8VnhCoXb!GGve<}AP;bSEvv%4f!4rz;MhG7# za>KC@3Sr>N+b$%E*$@=CV}6Y4$VH+>V%g$-}Z)ZguRsc?$w2CNPN^TwY0Z z!UDP45FY-68ca01rCLRl;ybCz_(Y>s5jVrzxW;z5)Rk4_<5VhEtQr;YavJFI@p9W( zE*p{D4|I%5nI-(7y{!0MNUV$3$|d9KxP=B{3{;WOaY#!Td38m~$iz z*Z3$3iR}NGjI7vrag7YZAH^eWf88o6Hk{Lf8DW+NTuB>mSy&P9|;Sb)L0~G8eUKQf$32*8a_ds z&xMp{DPBf8CL2jO9F=C(vNdJMDTudB{}*v84}GHCI?%wDVmv1d%X(j{( z4)^XPzNQr6_4&l`yndEM!9vRF7r*x2PxBH2}z^W{SijQR~)6jL5WU9!nLQ zQ1sX@(X!SgIu5ieGLZKp(!{5_qs9_EljI{-SyPdL@KNeWyf|(x)orPv_(<9Mr1mFS zh*hl*@e5=pBW8GB11xLsu-8j)x_!eL}jul9+p?o%so(V$b3 zhE1#6dj+ZW#8d-rdV!UQ6a)40v@Wz4RSFx|_H8e!FWo6uflI?IxUVL0Opd5Y!kA&3 z67%9!xOK!`unS30N;&7Mw$WXP*jRihVh7Det!ot4FNo&3h~|O2-?a^ODjQKA>k~81 zzd+>2>I9PR^59E^BTO`~C$OB@msnH)AXtkVHNqhsHsOq;FH#G+s0Cu#KGaAyg1OUp znRtpVa7^QtvCFA_P-z;Tt@cEGVf`S$hkwwO? zR0n)N_3l`4q|F#7#e4e8$yX9&F zKAKKhWN?ODR>@Kko>bH7_enU=YNtHjvaKFKt)?;CW2Y6Q)dMO^b3HsEt?{x@{4>;_ zB=+c>daosRU_WZ2B5T9F2%}il?#tXl^i8RKyLQJcq!WZ{9Oc@goNlIqKogt3!n6+) znz7NM*;m+xRBjR~7d;UDv=hnWN{835%3QW?PCOqpYzE?oe2o`J>@=xYk~;ind1tk*ZDSh3v9WGV1nn(Ed*v#@_>`etCu2NWD`R0`qLcnY z%T{cR*2jv*WZa0v5?dQE1vDN zWF8+E*v>STupR&@1D9%-5kXTSC@{3sJ&~X=MLWCre=Cu%pp8|g;%b_PbDE0S3N`)y z8Tq%lMWHu(E=R?ZE6X7y#JEHKg;NnyIUP5TlfU(tJX?_y3!;SUZ zf#nUFS#;&O#HbkfD{?VOia7;+t`-xbM>pYe6>HnJX+&dbWw*UPOPt4+q7mLpsJeIq z)rlGUed-oGZ$@(WB@APTj}Z~uf#{|7*G7%+?Jge4u$;~O_G_}fG9d*q2LT8S17YIygsg=*CJ3x6O zp*?}zPdc#>`W_HiNA%l{@LefTSSTJL-%SXtuyDACT$<)7-;f6SKBO`c7r7!26SBE1 zcn9UmhAaqNY9B$27z#mH(fTx}J`P%V;E;cg7?V{HVB^T)r-(m5Im8t7BtE@~P);j8 zsbEK8$sdSWn8#X(WN|0De-Y0TqliW_T5S)q?GOqk*8Shv22tV1Vk)nqzQg}-JX41e zB#sRmqfzc6vO*oVjXL@fsUw6=)~cqh0|@tcyE|os`zVr%B>D{|iDT_&R8DOI31n9) z7Mm(ginhLy*cDgq2~i0f(IPB8TE;RAI!9Qr2N5f!Hiw)={y1qXM3IdeRdX@%E)%f^ zp;p3$J&8S806Z`9ebjPRISAB3+in7m5=+u*6VT=5!&E*Kg5VG{9DN5B&xLFYh(kXn z?&TsFMA$OwK;lIhj0;A=Cuex_bIJh?H`xunLqh(Wh%?!cGb+y1?6q%9{L!1Ggl3#( zw4A22TgTo+YZax74Oh#G0jeOcSmBGoKZuw^1{~0k+mmt)YD_$tc?BU;5GX>_tnk!H zu3}{yyVIc3$#!=Xk=!y}G-v?C5!Yj8wmQ){0hi1gGeMn4x+*b=ZO&4!-YV2stI(B4F@ z2E7yHsrw$@3aWyERQByxy&G6#3nRdL~rlE_WU! z5@tgXZOAu>eR@Nln0O=^MfnJZ(-#geKT3SwFoI#eS(~NrCz`FKEEJ9Z5k_2T>Lwxn zd(NPPRGjdl7U7+VGB`4{n&4>#K?6pRrb)z73KCdpdW8Cs0U#ivokY@x6Df*X;H(w8 zQ>li02=W{<%SnO;m0YT`ARSoF2))q8`o24nWQ5=iL*j7qA#ZARV*^x zH)5@pXo`s|tt;hrCxJ|kB0{)srl#Kz!Z@9TN!d7eZzGam$!+(UZYOI6hY!qR{6T`G z;Gu*+)okw$5|6Stw$@d#Bv`F#0{n?$+|-8ixS4>{BtQd2;}m%r&0je9gnsDy;?#TS z9kWUEbdn~7QmC_TQ3%N`w6KpCp;u*rxEnWx`NOz9?xzZ2bC~({TpF_RGTfY^l1?R! z631x)vm!W{K(SWWu=J-ykY)afuga)Hs%hLupca|lbk2^5x8^0EmZGd2wKZwe>n*jIT+n30}-R)PCdUPSsB*AwYqi}Nli|0R*onw zI%PsRIwa~&WH(R^nGgg=rKNwGvJogH`rUX3L=B-G`J~^t!xMi+{y44G~Tsy z-3>^;n$W~qK8z%|SAhxSv|^4~{*h*hOvEQAKJ!XKI2{FcKnZF&*np^u0XT&L>X=?g48&)6VzTL zP1(>GqRHiG&Jay5?jXFCB%ly6*HanS5`%G`MA=oL&rx`M0$EpCJyIPb>%}AlDzFBz zdhSWbIBAQV*elKsz;8(mqa6TR)n7yu#c}}`Y#5_COS5nsE;X|fx}Rh#QG)N=M1P%5 zuo$+A)@T-=Lg>WDuvm}{|LuvU@n!`}dR=NeLL*TeYhm9?!(Ko$70zJ7>nHn5FD3HC z5oKnATuz`WvGz6r4zDIr#)53xtfE)aERgJ|paUbl-yoX?r$v;@R3mvH$pUvrorMu@65Idihy76<45#g~Y!rri`qGL!!q>81{a?LJ6^`Mk^2ZV_^ z>UI@12{%jKOsUT$5Tw!UGJcw*abUV4XOEAduH!VVP%%g3#RAh($!N8)Iu6$YII>12^DpnnobEs-!uzumYf z-%5SXhPTNy!ke8mvKP_(8E=+H%rNj1)3x#;$epaBJaP^*jxAO23`7xChau6SrZPofZ4k(^TMYt-+A+IKUO z{xNDT-bP54*qw)w*g^Sp%vseB61kGfn_%VWZYqc7oKt6~Qgg8;JX5;cPm)Xk(iAV= zKL~>QKxSc1m+Qmv3+eRhNg4(krpT|Ux_Ad-E*qOS5$3TH!XY$vkFeNbZ^AHhiV6*^ zHjLbdFh~?@E#1Y~bKK=@=MSm2l)bCe;YAc1RpoJL4zLlA<^tp&0( zDfe6m3dj!GfyQ(mhjQWdhCjhENB+beiD2q5A!o%OLKD)Ie4W*GgK)IV{z7KwC6$)=6uKQ{2ig1 z3orj+qu@khNMvBS7U&0=8X*XhgK?_0{4kC5tTHwc-R9Vp@1PcP5ez}+b|rBzwULjG z&a(aaF=AR?1Bn_J(JYyXsNoo@za?6vqxr^8h3D~HqozXlxKM#;jl){?5m_VsgE)oj z0H%xLj@W~2rGZLQTr@|L9#+?97)Q`KBpc~!7d|uW(#Q##<)j9ZxLppxf-;}~i~5Mb z)*9T;!l|zjr_{ZrvYI@Q`i}FiqvjsQJ;}?6&9wFml%Ks=vr8=^&`zlGF6tp}6dn;I zKTfS>LsDX=)>7?3B4|1U1(tSu5>e9tgu_or+oFaCL(&F56+cQu9yVY|luOS6BKDvL z!uWFO`WTS_L8>7TddtxF>qPmCg22UYiF^=IWGDndEqbKhi&(Ltg|D@Fvzjn+Hg8<9 z{XJEOv%C;NuV?2Hm9VE3^~^H)8`QBB0Jyu!xEkNXoQS&RpL*My&~R{dukCt-GG(yy zk4R-lr1mBCkXYSt;yhkOGatNPEfZ$6Da~i_5IBLwf2Y2~9i?=R)_F$}ePfedv-tTc z$)<|o8L{UxH=^bcF)#j?`$+*Jc&}bDu|yBjWD>`v)@DE-MUBPbj4~28M5KrRzhlCu z9wmL8z=1eh?0&)!GNA|pNp$*tAJGLfu!7;X4SNP>hNzQM)WMA565_jrxQUk*a>Qu- zCqbv6SrwJ~Akhl(D~eX?7H~tBhlpa?5QHIOdpSeRXG0L?O?wOZMnpY0EgWw_&(kv0p`nwkk0Z#)2-rbnj3rB$^nso(c_(QL<)1VM``=Ie z8?d_nNwS+_BbAQ0txh3oA!e>>)}_CoLdjwa3n)9d2@70Mg-d+Ipgxw+Na4f-HbIP| zZ#QCZtX46jXA5pnc~|Y(sizTB)alUTq;cA%NahBbWs#*}LM2ghuirY5n3$M?FT!x( z%TysQEVSDhPmuV4V$h13HFr}7Vi+4TE6ozQaQYUpT z_NRWu)ImL6-DgM_;(3E{alZbEDTsmVjO$Cud{Xye%ou)NOUOe%IpqQxk8mrujJN!! zR3$owcnOWZTYCIdv~Bh*!1kq z)CG1Ki9x(nu_NFW1cK*z6hP_20Ci6t(zj0|oIx-gNyg<8y6brse|2s~L*7ngj?I*f zNB3wVm)Z)zb?&;CR*Yrr269sRyWZj zdlRFf8;uk2Wz^#o?t_LEZq(K9n47IGrVNec_X$h2r!Pc2iRhae#}(+q5|$uV zxn*vbxt57l#j!74>ZMG5I3tb3EoVK43E3;S0u#hnKAby5AJ}=8m=~@Mww#|lNz(K_EVPil9Y%5F?&IJv`?gIjXgewOVee>F$zz&8r z9quAx;&QEe;8+REs2e#2@q%mLPgGqY!L_J|@4~*9lmw2y3fyfjN6lrz=3L9<1Jszh z7YZJ8-i`e|QLmtl7qw|)?UbXb&w~+6U7_QeEAON6gWIelXyDi_dlDma3Ze{7$9UP2 zu)!)P1j4d*jhJT=X~L)>SU9kq#hA$uS@Hnjs$DiKR}i*C1{{#((woe+UUQ zT+u)j{!V-B@*9LnI$S0=+gZEO033?KtSqaw{9i$aRK#W1&^nE{JQRWy$ylJ$q;cSR zjU21is+^$-5(ir%+PfD|Jew&Wg3yvRN`6gb#l93kf!$=ehuDkrcd+hAo=NpZ!-vK7 z4C?DjBV}uKcQ2B)bTl-q_4h%lC#&p2>{U1sNSBj&28Js%o`srphl69vN+}!bPeF zL5ZePoDat)iDR6;go@`P7zVSoQ9n&%H64PSp?m;=v5SW@Fu0o1p0D{F&1(551H{f* zU0p?4R%qbA8H%J8B6?Zv^_JSvinyPHM0>6amj{T*Yf~X5Er~Hbu%4;F*}Hjy$yjer{hQ>6xnD|grQDY=A%Uf z{IJe?VPC3aFoH#j%0{5vNd3sGm4lLMcag9w5j2`_-Ic=W)J|Tl6asHia56D1FHlHM zQ#$k^LL?Kd8*VUyZ-8M{OyOJ|AbpvaRgY`$ZA=;u zlgv0cYF9bC(H5V?jT7;I=>@|;7Oeb|6;@?i{aUWvjxm}omNVy=IB zCDCi3ZXBa;CXUB(A-d5bH;`$E>t(Eh`928&Vv}*(m6qad$i!LR5)=Ja(W>$+ERF%TlKecq3Vkp_USVSNjcBpZ?h+p@Oz zKccSSE-%U1X0ch0RwtWqQu(UTG$5RQEz|+6uT`@m@ zK#e8v76#%2G`$WdO{+Gu+PK|91E0&4!b0nqBPREd@t#mmbsG2F3rJ)WW5p^ive0$@ zgQkY0de78qNY?1>Yt$VbQhiOR%!Qf29 zb9WlFt4{*=1o@!b=IlVl^zn4EomAv8RzSMOk5P^AyMk^SbOVtFc+||b(?e8B9qGW8 zlQQFO%HnbmS~mkX8XL?y1);h*!A~gwwT-YFI-kVjZDiu+SY1aRX_OLIhJf z-cb~9B+(tzK+k))IU$ROkHT~NAc)m{_tT)tN5_FN5S;fxwkNR=nz`oEtB7XmlrGFA zm#F8HwS+UpVW+v7A5pKBHx;T6UKU5o{hcHydJvXW-RG${xd;}3yGEnkPYfE;%1{y4 z)q5ElBY7QnsK&B!YM)8y!dIevSM(&nA4nDC^qsS~W5~Gmk0OgJFUr-mA`c-g3R@NH zJ*?&$9kZm|kr2U~AW8?Ts9Y!m(Gw3*Ek+Pro%|Of9oB_V*Xr1}*<9RFzP-f z{SzAT*)S}Qj_Vvl_AD0oVKk>z@UzsDGyr5;olO|x&;cHMX8G8K9D4uH4r^zs1Z zi6ZN0Dj6XxRh%KF8QA6aJ;)1)5?E^igw?0nL3xDP8qPS1As>`_jsHll6yuMqtE1XYp3#>C>m-rLIGpHXarJ|gJU~|N29kuJ;?pmY~k=IvE(j50n8dT~A{m=w* z^~+5pFlz5v_P|dd^b*ZR9d|xx@*GNvZ@{jMo=aFK@qW8=SL!`f3Y?$8yLdJL=fkwN z!%L#(Mx^6u%8w(6!#L+|BWY66(Nl;6vv1g(NWFjt1_-xFIDPpGu`-3exC_QDsYAF& zMdOTZJ%irqgm_j#xQUYpf8`K^=g-}2d5|&;6vyQ3?DI)ZldCJ`4(_YaTsVL%3-wUq zcvm>ICBb6jxb;StDpOl&44;a7UhnBNbOy>*(a`TCVZxHpIeqbBDx_}twNJb4N9`@I z$-4G`Xo%rhsL?T(l8%h6uGB@l9z?xLj<$-^*eui?TTTdK#}j_VCR`#K{0hP`i6LET zn6>hYNC?y`ux8178#&$GM5VjcrFv&V2`rSmeY&4?P!AV(O?@txL9~w9# z`1>@r(+Uze!}u~9;J8v)ZN~Fp&Jzvt8i+XA+XA@mv8JzQV|iro+cS5 z{Bb+Cdi=?`rRmvJ`;fjt##bsk(DXBGz{-|z)XP33@_48@1S*rnsF@uITlMlV-bi+p z&FxeN+>+2kYA4#NoD^|yzJ3O1KgIow-{dz*EY zzh)3T#FNt6rsUm0j3f}TZ@=F}1!Im+cAQAA-U-BfshfK#jlmT{ROmCN-zSK?IZZ#j zy<$kUf{2JAhWm-2avX|0lkk8zN0CbM9)-r}S)`xyQ4O&89P;f%q%A}+FC^_UB8Lf! z3cV$|rA??MailmTy^)B6SqZ$rt}~H+Ghzz7Wf2q}D5LFfCRA`eIhHfTgennc0IN2Q zVU0?{5H;@YRWzs*rCI|q9Ls#Ek^7w=XPBQ3sNEZO7@uP6W&+8?FxaerH`LQ zXgX>T{!z0sw zoT|ZrF?DyO!^o|OU1^M*uVC(Tu-7pa)GnVm=6 zUrpU8L@>4c4>Mhq>$|8DICn!JtPmTkKSs7tJ_LDw#LtsvhXX!zGGgx?uiY7odWf3B zoATCeTOyX@EE(|7l6^C=5;u68lc?Whh;vKw)5r?P7&2upA)=O?1%x({u=oak`Wvfu(zlVQ;j$hVz;Zdp^jmX7|&kfay>KS zeVDX7-hKxm)y2MsW+Oz-Ob9{-LxrDF18D^b9P)je!3qM&HKm_U)P>}tv^o-Q2zeQG ztq>71G`%}!5x)iH85V-7R|gv1mbnq`!$etSS1G@P-MJqn0&7yZWF93_Ajk$BAX=>? zL~sxfWaQK3KPPg?>2jB02a;6;-!FLS5_CJNA)*-Fe|ae(k;@OE0IY44WbmV_obg{>dl zBcY4lL8QiYi{`-3$)x9C+Tm&mYXaHC_1jQvkD)Pfw5e|`p!=tzEy^L2-)iG?1 zhubnPc_RO>#}JRI9_fwjOla(&2a;h2GhMrX5y96H71tq3=;L&WW(HDxS9&# zbS4O60!fZ0iNLLwX2aloLL!0ZnXr)86ni>R8t)q5)g6KTnVL&XbW1Sdbh!p0InXdZ z!HdXRjaBTGb?1_yiz`6uwz?uU1-~+m!D8+dD~=4|43&Kf<=G_d2zxL-!CQI4 zg^6Jm00snswy7wTTfMVo44W!#YZUg|x9*>D4frr2XtXKWIV zJq_8HIX6HNe-BE>jN`SD-_5lY3I{aUr5vg+9PN zz=Kvs=UhfyNP>a5fmAy2Ch7#N6yuq^nh?R+vS}&vBN}mti)ukTY7E~&OT84vT%}`= zH`j?O7zxnfCfMa?JQ7CjlPCMpNJzs;9~uQB@LLf+m;yYBfB6)T8F`X^8TWNenyHoB}NY_&zGa(2Ua2TS$jx=3PK|E*YZ-|5@2*7pE z{hdZ^NUktYU$bay>Z^|7heEQKB>s(hnu}oA=bJE_!rvl1)9O+vH=6MM1V+rOitHwi zOp#FHCKuIFJ2(H1dWlmqcqxG==pT~c=A)Ac?8*EscSAgx%EzTiF+hS9dB5EE7RJa* zi{du4ds)};GMamJz(wd*)fsl90f7K@<#F{zYly_g5iJMTpHiN*g5dE26B2VIqpBcq z{JNV~catU?)<6|qNxL-%l6FGeQsglu3ut@lR3U-|ylL=L;_#5;>~x*48<7Qym?Gs{ z^{%f^^PmZP-gF+aZc^8+`;qLjZ3$)Er5_q?Fv_i0^+Xc7jCMQ&Tg}RskdDoVczE_* zl~5TLC{zs@dVi%J4GA=0i*GxYUk$`M*jRpd(tLnLa6?_KN#@@vB%ru*5|3Iqif>;6 z-t4M6?z%`>+Q$^_zgy~Go{u`;cIBq!;xCZs!q~S9m2$$Iyv-(U@hy?`! zv1)iwtlgF-rl}50M4{=8=qF>gA446BcThLP+;LYO*ONViTllab31!XN?Y|~97{!0l0^~dr zG+c?R7AI>FM6*XOOf~d^$hr%byNM>bXk<~)!A(Sb#QTnho)>3{@=6kgf?mJCrhq*l z9DWbc4&w)6&Fhtms9QM=bi>Zx@NaaIt0gYu8lt|?HHkl_zU1{aiR5&C71KA+DreU{4&LE_W4nEZZL;$TQGBLt`!? zHnaV!)ClfyR>5;dM)at>jHYyFOyRaKSu*{KrZIEBKEE{;I%SNlbjSHarF$ApOL^ORVb(3(VJmW4XqJglut6@G|)A=-b`KAW}ACP z^98Ka^eq+c@t3cVw857SwdpMKuO-$*yzNwsBk6~PVzd+Q$k)*%?HQ3T6YIJi2^WF~ zy;bgNqLB&dQEy+Feeefp?m%dVazpT8)*_>!53|~{GEWcA!^H@BCWCst3ME(q1 zqO66lN#dYbtu%`UPE$8>k_G%W#GktVSECstdm*N-;Lwm~5+WONC$W!e`}1Y$Y9R#S zu>i0ZE(BfMm#NP~0#$c9JDqQl46Apv6;PS5rlJg?wXyCg;(7lK5B8*vr&Z^0fwS?t zZ%S1q#=0E@Uut|uNh>AWm0eG3s z+0QR>SwQVgX*-a_#T(eKkT<=4O6GR*D1_)$%$lK0auFNF-kk1WgF25uBAocB*o);d z)J25u;Jmpm`43_ePTCni^Un#Q9woE)Bc4H{GSTT`H&b@V6NF`|iSFULQDMcai7t5f zyk?H5-awN}Y`kI2!R^Ssft%ZKzCpGYzD=+gCRyp)o`i^c5?mnvqLz~CeiiE`zlMY* zjX=qX3Tz0G{o{!7h>x8#9XN%^jHjst$JY{$Sv+1E4g%`}+J;aaz#&`Bp6v*r{NzIB z&oT=p)WKU(yQ^rL!{ujf6Y;c)rk-rG)fmGisttRIXpI;I&seyt8PIsThm>w1f(1OR zjwCWVp({AxXP9>rA*!xQz@;rT&OS$^8;)R5Sl)1Zh`54>3e|86+>!MX8g!WugzyhD z*ndVNZ&;7KwXEC$vLvD>K8tO$ss0#)!v&**{>R9YL7;5t4!7jeqwOO!ru36Q&f(*g z1ebS-XlVR_bikk{wWkE9nA%h2b``gDTc`RE_a=0zJK(#Bow#fXIuwt*nBo6pQf~<5 zhD}9CZcl?MW8^{f<2d7|LZwOPK8=|b!C?7`+4EhlUv1MM#LYe$dKwX_5FPpT)-o4z z9g#pdBK3Txk;2h^xpak(BFqmAing5OIFG7ND+t2;%nnV8DWHA-b_Qus@oaR)z#ULK z5|47xfFdTmnlQ|2COETHjc~voPfaZ|oPdzWh|l>5#v}jxtnT%|b7bjZ!XmG+pviuW z@z8_EF}=>DVUY^m$2RW%X|&WxDMqO?hg$~BzLpSN zA%Yb6Q};0G?m+{FZh59d;^-Z(gPf*ZDV2O(C3BU07xffOt+_omPPC0=7+ z1F>#oNPV6f%SA9uZ1&QLckoOvFLzs4<};{@tlIVLs7-5Qk*y$_VecLw(B7={i!_9> zU4gZ};|%*M6(0&`zO}8ouhRsWz!`|9dDL=_8o*7~&NZrgkfoPwDMN8o)}(%GJwPy)xD?VP!MM%cy#Bi}K@bs#Ij>Zfey6A@oCU$F zI+kExqjh%zif+xagM=d1yzsmTA>Tx0;>rY-<;V-jw#34yD%$u_>OdS$ zA;Zx9eEg=Zx%)kCs|Hu7$iWvGMO<2Ai#CrClWu{<%? zYCKMOAT+859WQ+=Qfs(P+=SgdhlDC04Gs>`J&(pnMm?NI<79WzH@K}Jyl{8~cbe%A z?MZaVC*%u7HLpX$!{RCe2vnMv6B-Y?kLUjh7$K#u*j(jv80~+fELL;ZU>WM4i{gh^L26F`P~iszsrMTqM^aF?R2A+967B5)>JMYs>6euGA|j9b#2A0ZJ^ zH|avF28uaGLw%Z*MjW^O8vVK>DM|#fU>W78*dbyFY-a^yA%8Pfp4H>cd0y`vLJ%j= z)XlK!bbwh*C5WOpR}Mvv@o04R3kgYh>9Lk{756`hZ@CZzb~t+Y03vm6T&eGIP{C^P zA5b?CkOq)?z{~3LuMjN|L8xGAxnfR%FXJ2`2zIEk);`pGT4dV<%Kj zzPs}@qL{3U$UONWH6?s;BFE3542bi?EQ3uNcS3oBh=M(u5a_(NS|a(BMjX@bENUbQ z+jMpQr>G-%%~k1qyRv#6>9lZV<;-fsWZdQzL^*<4fSg5~i3iroDld3aV9ZdfipyeVKbt3tlBj% z+uuQY0GEej4Ol8qNORw(g1840k*^|~k5E5wVvNi#nN&ItguW`V$bsh~~pns<@&D$#lc4)b6BCs~fVTPSZvA zKcJd0^Qfz%hyb4_0^ou=MI3eEk3)w?DUZ7HM*;Edp`pj`iBjsQmpVEH=RVQpBtjX! z{Rrx{_IjpX_?BMFy1Ktd5{frZm2cM(p+WLn4r}VF_d82ngb#^oehyJ4TJ<|_vriHd zcxTXRoiCF|BG$luyOxU2(*R3OVlfYeq=9pUcWPuJTzSiCa++oeJaf_tZ#&PpZVqts&)}ajf=TNbMaT7E2 zJT8Mf+>KZNM???Y+W_-lnD;X3SP}r7G7@U-M!@A&;pqoxP$Vj_IgR*TN(jbBySQyk z^JQzA6!5k#<~$90gryRutSPmOkcc$WYUAK2a={KxC(7Ltf1_^4M!V)tvTZ#?V4?|* zhm%~zV6Fr9OAlU6HM}XsxZ2K$!vgK#>~W!u)E6zY7V!N>9Zil6d5FLXF_cfIEv#d z1kWi5BBEXGaV3q&Aq@;XEpjHYWn+P=&7rl_$r>U=-sE-k$_!;$p&|AA;1X+R=_p&Z2?pzFni!QYN8LX|1e5y4;mAQ z22|Dsbb)MYKbM+FDM(;d@tHK-Uy~pH@K)S@q>wQ#j9~3bY9kUX*CX^Eq9YDG zsO#e3mO>AVN_{&?jS8Z|5)gP)swNVld+F^5sdhLO)up#I;XF!1C>O!7*0uA_WyCFnC;;T{lf00o zgXktz7*r+%?&~ziq(hLB22G)T$S#vxn=!ZH@&KLX1Jnz3_Xl8L7p~+II=_puWCck( zMZU<#5+HZKbGb+A@PMKfso#=`8i|xU&7MHT5p@F-7SpVHE6H9JIYN}kMKIh=W+&a} zlL`Q>)qBp)M86&N0^5nI7vXzenp96x6WQpgFZb2b2T5k&Ay$4bL04B2Cz-IFp{pQD z)KX4g1>p+LK_ocXidTX|!uJC1jut*=bbN-Y!28u|if~2aIHEg-KqwmS5LiQ!p@#q& zasQ(3s#n|)P&gjAcH?FKcqjsz@JI+`c% zCAii{T65_vPmpqlUdC*wLPL!Wwm*OJr> zR7`~@5g%~7pbalSi)Q{rsf)W!WIp=_;en9#c3JxLH5wfW+?-x1%O=u4Xc`Q!N@y7z zZ(+%d2&L>5O_SS*Sg9y5&2;2P1jPoJ+8%I-b2(wG-1Z6x)70M8@DR~YTgWaIH>Nt^ zIt78@v2GM+@jHwYlF2fBhB$%|H}!yi$|vD3X9U)@_DPn-iX? zsWLi>b)znLCDA#7J22sn(Xcm=e#Mh`xJzGyZYF6RXja8i*@FPM;z~V_Zn*k-ZVhju z7R`q20mRQF4&_hUf&U2cGKMQy1j!jsjIWUV z!|kF7g@fRhCT}Ei+M{ zl|yr*<7VPtLxmF9SA$Z}{iu**3lANIPj+Bm&O!HH5@&48DOliQeI~V#3qgE^OF;My z=__3P?p;SZ85?}M_ZVQtUHCI<3oE92kq(K*XgnZ@ri2h$$eVR}+)2C(A17Cf4Ck$q z&1iC3Ve!EALLK$Im!{s&2^amo2+{sdk|o3(DZb#jREGucq)Nib4X3-C(AK34%J>&IYNyM zOq&U!NPJi5H_btyj}!U>t%~dfewC1jjl=h?F<(J5a%!rJz&8Z`Xy^qbJ_%6KE=M*c zvB1`mS^n?J6voc9o%!0tn*#LiIAYIKfPv*giKv;4VD9YpQR-)O@R@maGif&55*#uT zN8v5cen=F~h9ETo8qWQc&?qRkFlw2AQG`Sj=-EVA?e?@sbq*o=;ouyYudbf8d`^=L zWFlB#**!{FW&lvMvMeu=IAkIiRw=^yi-=UX00X!q2Eg!tKf(~|u}$C&Njz`~6Tq$r zuO#@OZr+ok3kipuKpiYUPFTQK4=i!pUnCrw)SHpKiBvdZcOEqZ@9;Rf;>zCcB$rUT zN-l}zGbEjH^@6r&rpt)a@yW7{joObEttngxpbneJD1QUZkJ+$JT=HX!f0}B}gdl8m zm}@=ur|Mz3tNTHmmo+aX?F&K1a*591e}@Dao?dw-C5#Bs8!f*Oe=YJb8fz z&9*VJ-$=bxA)(k6f(H_3NM!r?3slRHsYTx>q47DKE0W75@Ys{FueK+Y5wZ)Ad)vh? zNH_wwjvH$I({WJ zn~Pu+d3GOhDihx9;VQn*5?m|3$dj$nzmXIl{B@C=+xGpVq)>8E-wBCZi2{PAIz%hB z+FuC`To!nW^ytsx_%-Z=X)MoBETI@u5i?3`O9%6Xp(^n}wIdx<=B33Zk2_V%Mc!PgF#F ziuH{=pX4@WDON5DXAJp&;nX~%+5!Z}oO3hB~ z!z2>$7^&N$bT|IRoga1hunYH4JtZVo^>NfgJm79(a}K4p;$!fRieUVi)HAL|p1^Fa z(I`;ov6QNtJJgOQ^@k<;4DdHT;nQf=h~c>wq1ZGrJ&vm!jr(CQTKXocm8N|pehZ>w zveAU9HI)1&QA-7p027gji^*~wum^S@aA!X}Ottp zY@0Zq7c+l4T@%+fK!Z7n;e(^E(uZ@XMLam(wDKR zK_gU)Q!;^72-Q@jJ*FHW!r?U}G8ljM_3?XX{KcU?4B=i(#2KiS#k_oigd&BTA+Q~3 zjxg@XqqbDE&v;x+lz~vFmkwmKpG>4t@t0c1t8+iIixA=MP z;b^5}RNePUNO8Y9jA~owNG+Nqk*(0^t!0wII;#Uc-GHE#i!s2K|&e zl4(>s#nq52Q}iq*9iBhLBU;i^nzYlU=`pO`?4?$Z6Gqtoz;(|poON-`uTeq_FV=wi zs6*F(F%cttUtYcZ!7=r*qKb2aD_?ix>4c-cYuSm&_!Utkx{NUl1<>Ws zBJK=^#_n3Q+KNV*vkY|&;NMXuyebFV7;8FgQj2Z#Vlu#F)rU)yH7>uR*)e=L0OZDn zjK+BQ7SRJQ5-NvgxQnQ(_zh`%y%Fx(;u}&8g%A{Y7WwhSl!8FXwK_s(4C1sDCZ06j zLC6f_5esaqt!>|blvptAWWY&WYwQ1nsE4bOlt;=n-Csu1mI*=FXEA!>cw$gCG~fZR z8AWp^O+xCdwQ>MBONuSXv_S-ovhzVbsIh4g$U!0=d>*j(u}C#G<$H-JP&tv&kE`^I zQu%-@(`RIsMJ$`e^+;H9sB4(*A<#PrWyA!H!vpTD2VPEa98gvvRkSMDn^p{&2!_}V z5!x+@?0LOvpbJf}C(Wd8H36VArz*?j5L8=4FAX3&aTg0}m zx`dm}Cn@Hc7n@&Q1h#sR` z((D@rq`I#>Tug05abm6%Zbm$X%TdLN$spBjJmzs#g^Q|KZjsVI5myV*atWGQ?bS)1 z1WBrXQZgLGx{)6e-{HPfju?wlU5Y5#VsRBl)z71=)A=akU zMDDD(o+PaX@luN_?4Oz?;7uf67?o3KzbL%P;S!!vJx< zU=Aj@6g!HPLtd6@!5U17ny7V>ay{v~tF|jSLkPk=V|BtsBws6BeM(EbACnAV?@Q?h zoSDWlUE{I=bsLUDW&4zh=H$u8smmCVYLQ5C_I_d;f>olWB1WYXFkdC+3`VdZB#vDi zet@JTA|0S`WE%h6BvGay>qp#tWtWQYq`?K13J^FwX3zcKOT%l}`25=w4P5wW9whq& zHHI_3SaV{Al;!0%M4B`JP~5een8M3wd}1bvR-YiQU1+|PgazXwTxhDJs#AE|Nwerw zBCxt$yM_0wd2Jb|J`V{L^6M@#SJ7zBYarReU6QP9BoD4yxrlm=;{49T(=^NG8{%~4~Batnb__|8gq6Y4c&M!^EL z+_8uGP9^%`=q6Tuu3>Qn@nA4q5`#_HjC9-=KcKNRB#YyK*TEZ7#|jz9R#GZ9wvK2?O^7l% zTM`|0=0^ORw-5}DDu}Nx_AJ6W2E`)`KaMDZ;1qk*`^U8YOpZ(xJL65+xSpgMGoy`a zH;UcUE&hT87}3ie9Q!{?19v5!!_N$VlLq~jnTP;UY{iAQGn##rPm)oE?H(Jp@oger zYy$Vf=z5P}2@`jt|PuLBiYA^67@=;OTiXVFp0QJ=XLlK$v(vaa&v?9 z2dLiIOv5Z{-bd@va4*O>wr?h*xS;A&_tZuKomy@_NHq@{Flmh(WzwgraJX2eo*1z* ztJsHL8v+2t$-5zOt(&xxpU?1q?4yL)MP4d8uY-RwU}(_m{JS9fU8IYe3<+i96d zvfEi4x>Lq>eGU;ch9d$}-L4G5TY#bne?SZA0W1MD1|KEl)V?6Du-32`VVA6T$FUbI zy?QTk45vGqjhgWeypG6}3LkuF8AbCJG7}Q8i8?c~>^XqeHSu<3ydp|@Pa<$ioe-#D z16m{dSHfqYW4sXeQL&hMbyFAFo`@31VE>!axJqFayfS+ ze3i^>48Mt}nu0r79iWq8^JXfFh;7WU0vo4(;GJkZsi8Z+Bhe-`(QPAg-R$nahuECN z%^z6x3R&X>Oh?WU%gTePQD_c4Q)0F-#z-nv*lnXJy5U(gwo(|BVJNmncq{5>Y!YHOB&n37x>68Ek*>5r^oir3t9hv83hI9h%n~K_D&kZU zYjWpmoN1~Nr$y@(V|)F9x)AGNOGo3e0SVmls<^UKG)4!*nQE=&$zQ2STude5k+59a zW|n%C`h!PcRB)-C#QsHu$Fc(;Trg^i6& z)$5jchSSV~uO~?#6exCIoayig;yboq6b!B-J1ZVYS|cBV)Q(cAF)ia}FXplas(lA{ z0(~Q~F(=T#&ZK{%zUK|b&XoFA!Z#C6sV@1xNT?vdQk}!4$yIMw=@~1FLrw@gcW2l$ z2~RlF)a;9;zKpSpXgtI2RpRKqzv=yy{N z?Aoi@9%y3I-OSrXn)M6O!9z7awXk&8<9m#VJ}gi?*hVJ8d6aFXKr!MyTj5(|OTZ%` z@W3$}4yKtes~~&>q^6&6Nk1*^JRkW&!UrKWxi>aP!(V6ZgcB@*PFhIqzIUhKFg6zG2BcuJ z3W7x_JQ%{t$7%W>(nK>#S0l4EQO-DD4g8Th2j5yaEHSptM(`(SVCJ=*20^y>4jjp2J35+< z`(ec>IhTYND>yvL$0prDw1UHorcFBB>;UB{4BwgLJ6(ij7dS@TsVooLhy&fgb8D~t zjd~1^Tm*HA@?jzyPX7Vl$gYDsN%Q*v!Z@!@JB6>Abl%J?5(7`260x@2TZnd8{vxUX z#IY7#o`{EO93V%#zm!z-kQjUzmac7gGzlJF$q0dJ!f|cRB;_h-6HlGIv)0@=jZAn; z6wD>wvq@fXVpSx{wfZikO!-J+Aa&Dr_vNG1@4PY$6(+6?cqC0*U}XeV&smExI7kht z_pB#KbU#JIRwKf8`q_lYpm3V)%C``&5yJy6@__v+sv{zswUI7hl7-6x$2hr)kZ=rD=d|ww zln3|L)YUvobc_h8igCUUF zwH;xBSlX8H7!^sF5SDIz6T4H*1C@p_car22&H!vD*|$pGMzRqf!^Vabd?nSGXk)2i zF7G**=7vP2If1In5B6N22WfIX<;B)SsV?o_GvoC11Xs!@(? z*d+>S+>h!XitbFo0U~&293R@|G^}u56(=yU^uW4KPQe9at>+>lP_SH`P)WhyfRbs+ zGVB$k?9_!C5aqHw(E2JGlnKPaAPhj0_&DNP0*0BjLLMMnB{tGE_IA7hBl>3|UkcZfsWq|OuKz_EDgzC3I6IT`dP?m`ps0lK;YsxH|cQTvLb6doa9qTF(1=m(^~;RA$vHep2{CIL&- z)Epsx)dz`vxK+t`PoGbacpWEaWuxLX+yTVy3Oybs*2NJnZR)F&{*NJ6ON4n>l9Pd= zc_3|wxTcmP(-o&9g7 z87T%Iok;JIG*(i0)jd4*uUi_Ya)}Atr*9O&ktD#_L3DhvkMhg}?O_PJ8EHB=j;D+> z@7aV44i{qQL?f~_k!e`;BkWsJh5J%A#HU73m{Im5?CXen=}28-OINpaJjpHg5(4MR ztdnV6X2U15NT+_Ah7tUYO5dUeqgo#%AxSHU3;q(7Pln*mYK_`81dJlC-RR!kXjtVU zwT%NK_EPgLX>1Lu7mU<`W@G}#VvPd%GBG_ff@4;Q)v;>+R6-*kg5Z<|u?>^oL4s&v zuI-HQNfHn!+p6WjuZTq0QCE&lcRHLUF2EkwT;_S@wZ!Lw2EtHtrpG%;0i@9sy(M!R zHzZRNRx<7c_9Yq!c(O4BD!OXE-9fFSLW0_f>_bG(8~}*fFOK1U7n#p4Bn5`$5Oxzh zg8zjCU)_wUxBC|Le4(JOlS$DLKbO-2Bp;p|wTA%yUtQ-NCwWo)eYxG)-3hyUfheE@ zDk@P06jV?_Fp+~Gd2i#~hFLcp+>r$V6(opa4ya%R6(dn3i-L+MlEkd2fDwOUcs|wn zJ?Hb!-My~9(_LLvU0q#WVJB?A{$MJIh`LY)S-A+j?lprU6X`3Ev>p*jObkDKJ4qyf zYOa(v#cj|Ig8`^8zS6eX2%`)JV8=%<0i`U0*sK#DH6KsOUGR+! z^}4_zaW5?DYcRkSJ3p?tqe7Q&3Yn_;vIj*stN%cm`_d1xE@#^_(M-7=$5B2pO55ll z?2NhtHOmi9#yX@iWml=Vd^+S$0=!QhAj^$+5*TAo+cTNv-@vZ3YMBWpnTikVzpgZ4P7XTp%~#Ve;LTHrbs(QQff}P%-C)ZT2n*w<=y4OyNLMR)L#; z1Gg0QZ+gtPb_-uT1Y9H#uI*dV2kA}-MAdpC>g-7ViI)HeqgG)ez5~>fFp18kowzN~ zt2vNVeX-Ffd=o!8l>&R=~kGa`#~V9 zW@(m)evAuoi0V?ELIR!yq66`C)y-Odl7PjYkUPb_smh(j#ig){oiWKk>Yt^g!}QGw zpjh33B>CC;eFr~qAU91^BfkL}d3#E8r+9+{K#kyTamQ0wOBHHUesVjxDBydNBvHWC zSZqx)-7W@Ws#Zi>h4xY$@$;}p6lCsXw>0SQfbcdPsENDe9WeQI#!7FRg%;1)oq?u0 zX6g|`C3d5y`5aI}KX>{d-w$4opZ8iyU%n%p0h_HVfb*!usgHzJST&EDyoU+16|gSk zqEJ!9EC^=2%o|ljt6#=uD{Gnfks_oL*6v(p| z*3dmWm3`D0PW5|cQ-!f}0P0>Xs)gb90kf>lT0325mS7JlCesS^hTpvbW=!{pl6L~+ zm7tco%W3aLa$E@ahwI6xYk6`a-3e+nTyNI}aBvvgwz6_@GO_P&>^KFi=GVM0a$4yw zdpAlC-lG`QRgg`x{w^G7-Fh#I>--eNMS|*VfUW}`*5rmf3JY4AHhL3V^SRheH4jtoi?~C-hOOHOQ#6a6x&ucr zh@3WgyY3D6paZQFp7=I=RD>r=rRMHQkAMLRvM^W&lTL)j?Nb(cv(ONSfG7>GA)2~i zrb?DwB)-=ZGC!u1IleC>uVLCkr?I8O$2XT(fzJ)8SJe@2D*Za${$C2&uRDUdVROrZ>~#CLkR4`6$2E^>Om1NJN{b!K@39|2|xD3QH{{qZ^26GdcIsbg=2 zG|3Mr^^3wK--l`oB~(fm+bK@SYKyvVf7<$S;k!U$YUcBm+{<_jvT`8c{SG8) z(p%wBv==r55?u?afb3uJTTMQ#3Z2TJOHENW!3W(UctqYMTjE5Xcy#=u7kvBxXjIjK9uxVMb1a&*nt_Yt!9YfR{s97v$M;vJ? zlHi)1BI@N5a>^_DG8b_@ETQ3Z5mzlvXOGOz*piBxGMId91?}#^EVk=JSBWu#kGnzO z9DE#;_`;$;4BBiMp)UAXo7pG)g>To#x63X5IDJwcWpBb!<&U!Y_FOU|?*_bY<3aRNAU>)P)eUOnN6w9(a0spr!L;y4y(@e`Au;UtB<`4Y5+|O=Bl}(FXf=P)bGR)vFWgawp6Y z&Rj(a&MPQ5pm8mh;l1^4Edl;Kz{4_2I?ZF5dhc{t=5URhiKGBJ&~>t;JM(j(36@#| zmYL?_TD>pLBtdyFE70nqJuzUI>38iiNAdUrZoBG~}fe=^V z=&XgliFz3c@Xvxe}#Y{TxZvi<}l3bM^Q^d@VFk7$iFq1W)vKQE( zzUae=L`UFvJ(@31csnMns!rMHM0;^QI^^DnQO%#{3XO$1-v-)ss|Zsf6|3PSu-s9!o&$UsH10od#aHSWepJPNzI84gu3J6Efn4FEt^K%TezW6$k zokpJp#k$8c`kO(VtaVFrnN_eOWk4xJA>Jom2r^fcVV{D&K8_ux)JNIW3(;+JDt^}^ zFI=v1a1*plx7u_^>DwPVR!%L&{KrR>bFpk;l6w$e(t(M4xQ|Z1mB2)nqjX6SgIgd5 zHQD}+iZkX?4Hx2r@hR&Lp*I^WycJ{W!4fJUo zl7nvJtz-V&iiH-w73}<*Az2RR;GYUa`3`VaxkB%}l3P0UH2f0;zV3@AmTr$TAZ)6E z>$HJ<;(2fX7^`kLklkp9h6%dq{gI zSqUDW4nzkc3-QgbfrmmcJev!J_eXr8CWCpny~^NgzdbWSzYc zNb8!<&&%Ui+|<5+4Hj=|Qdile{ZS{64Ti;D41(0X{x2_6L(qnyCt^9r*Fg)(k(;Aj z%0-x?-_D9ozB~h~t-C`*F)$L!z~3Gm9ZE_PNVjLbeMPnXHBeNSvT?g1Eb4|RV@%03rkSmLyvZE_Z&O zt$#aB=>>TzXSErU_w^oZYu$6Dh)Tu%5adgD7MTvsqB+`o!S5i&sMhf14m!9>4yq)m zJ7P4B9|0W(JgiAu_fY7D0X2+NY@PK`(}s!m%6<@wx_hWrXoGTB!fsiMqfEg{M(~au z^$U{R89gfem;Fh%V;iin2NGACPC{-sja*Xa??71+pySL`iAr5X8}VBpuY8$0vbgTM z!9aB}7K7HYwjRbX8)Ud{$uWI9kl<`=j558u^j>@zJ5cc{7T2Z_TpeN&^@pLqeCPTO zRs2;@N`-^w?fpF-ILY%6D+P<@nP{& zb1!D=k(s`bj>l^V8+IBkVEH<%Qax6rdKXgo>THYBQHl^P@qX{yP*0Gu_7ID0!eFRGQOB&IFO6~QTTjV`QD&(b!1kd z&7xWaKZU&(8VXuWT_hYxBY%iqIy$)Z66lVl5vqMOrO>`84EKYlb>pcL01Ec~2#Ynh zqkOku;$FaI(8E*`8N7TwI6V-dI^c3KpEVfB1#RnPp(v~WGZ@}03W3l`TJrun2*!Zt zy}UK$4rxFJ)DTcIpp4EW)5m~`6;r4&@M3Qa-(#nFdiQ(?V%Ig1?sV5c^C=W>#uR-j z+x=_^M9obnqcw5-HJG#4aXeW&JA&7G<#DvBeJ z&Z$&E@z>Ba%D9t1pqVDW5{kIj!khA{HwMdk1js+U78LP9Yz`QOu*Zw=%YnIq=>pNj zZymK^Gdu^R>(Mchuk_Ca>hejOvpFur%Shej;9!m4fFzs8-s&P^sm}u$>Tao4 z0W<0LH(^y4@?m3?RDM2&7!2!{SH4{0rC9%90NO4umbwgdu-1nL)FVW4A^sY~kndd{ zM6BmYN~}@KF5roO7lCH6@j4calfPF^0?sPnJi4G;OOUdofO`>opk_ZQ z66w#_vsK%(Zn`kW)3FlSrG|-I?QvUP4n&mJCi>`z)ZPjMTn8%YqA!qTQX?lWKre%+ zR>ntX=Az+M$FS9zwg^0>3v-xtEePnkolI)Smdp78)+$@n0cFnQkbu8n#kvJqNI^A`}n-bfu(m-@_?It=ka2U^G5cn=m- zcpJfw?_mQpJWTfog%}0eZA;RsVC`smCiY@Yszu;#Ooe>yk9}yNM1kYVPAr&vEY_{E zYX(!L?9AicK;A(I(t{B>-2k>L5?K3Ta;81iPM5S3Ard_nFO>GvCfJe6q!uh1ivPft z@10fM%Y{}nFb;u{SeqIhZ_P_-BuD<^_^}$Tqu#)}vQCGuw;hti^F|x>Z$% zii$gL2VeSK6jTS@ufr$3BD(E@K+nstKYGR$hL8g4{|Q*PEd03X?t^q%IoPq5B4d)7 z@)qnCDee6F`VH`>GTqL;(c=J8(512m>rHk_>CC>G)C_be>3smmpliKYk1(#tEc zl`49lPIra_K!$Gl+u|O-3=owin^i=J!jYoJ2Yq@(AAJ#E=YlFCy_|)XG!(#}z{nMA zs1hfAA9Z7EW^8KFBrnc70G{_wD()gH&TnB_LrGga%y}_j-P6kJ3XlsxVfSvD%53a_ zMXJE_OnbG=yVY?gY!7tw96L7>?U3g~zx671T}M?cn(=Qiq)UP80ht!o-#e=}XjMuH zz&!x$anX^{2;Ub%px4->KX$|Vx>cY$8ox(F^17$i%*0j+C*lVD}jWnPvjt{C7@*2aO$UY0O+)2I8x&M`2XIqwkiuGF*q0#EosN2^_|%B6>%#) z)1L}ZpZYc_%RRLPUJna)s#Gzm`3?Crh)-pztvg@f%E9=l++(U`6+j2zAnnn`A-is$ ziA~TgD={7hD==5LT0TV~{wOHlyJ~b{USo#IW-wX*3HI`$!dD_%y2y;--fFca6m9Ct z-KEJ_!h}#Zr^Hrw+w!7u7*4Xf>j^NnC{!XvPUZ(AaYr534a7j1BXK}e60X0&X8Xk%w)Pj`A7PQ8yoqFt1eB?`42HFL}z5&KTBCLB^ z4xdbvgjKtA6(O}}XStXoO+JUcCek~z3tIE_AiYwMOrzo@=sZY92yvfQEO0dLeg;$r z9mog^^}8GjK`GF>pmYR-UIUq4ZZ<#;2DKlAbsqu!7phtmchVa%&Qjk#Vy-==e@?vJFiG}YE%JheY`<)%en8liF_5j)} z5BS}&mj-5_4g)lAltP&y{MFo}x$Sz9@Kl!+3xANbSn zO#6=4&E2^>T*Pk~mHbH{Sq)Li$$I$$NLDwyMjbqYjdSsbVHw426Idc4qco78{GEWI4)C_K8!X-?%C6{nFk6dAt?Ggu`9tDccg zsHbCsWd`vHeL7U^4J`2POHh11kvrRrCt?s~2e+HaZaffsx;ETy(scX);QayUG+302 zL%=h2hPMKu$;SLJptbgxY7`C2sT_^q3m{c0-60!Pr#Q^b)9}rT2sIU_rhA3mxdZ~J zl422VIyK^ZIyS2w02D&vvJ~P2=x(5wOHZ^kh7<|79B}b$T0E2S5}5H~fR*EAXG~GI z?RGFrRoAAiszx#rZUx1?kx&}YU&9(}4y0hL^gMA0;J(^%G5k$11eZJO0R~H0#g!OF zu@a?CQ}(7miYHh&bW6K_k|N+h<%$miN_xH27AvwrzW_|UUt=VfI{7^2S6?r6do1%o zUdTP@j}jQZ`$09T8LJt^&4r10M*jowUb}l_`CcE=RF!{xEDcb_jP!Lo<-8QFc$YZ9)`XFaP<&rY4fR5tt^xvaeMN8NQLL|K89|5~yaYH5#2hbwkqUVJ5CXD6yk$Wq!>0#fb9IPq zd8s-Y^EQ+t-CC;k^5$@C^+vd1mh5cTm3bv;M|a0Vbf4(WR^hVYXUAg3 zYI{}^+nP^C?QIyfM;)ORV;+8bGxm!j)73~IfPM;U_Q(iQ*{T5B7jjq`kuew7@Dprs zpXyyM+czJvb#|><5YHa}uF<99 zq2Q+(yAj7L?t`c1sf8i!T(oZ>@XE6yC>yR?SgBr*2y8gIJNp z42_nD@(R$R;k`jPn4W-A8t^cSI#98mxW1pmk2w&4dJ|CWU);Y;l*gKUc_vS&WJ)i|aoSw;9VWR7^`zsNuKZrGh_1 z9$c9=!~pW@x!NNuCI3zK$QXSuRG7=)Ew$|yAgBt8O3frS zw;T)U9afNJZpHK!XgIZiXs=cuq`0T&p}y4BP@of zGfesitWf<^bw&r!_wlP9@lB4T0DC2buSa~%JsRi0RaHh)Exquw(*Uxb>xyzq*|rm4 zNJS(}ag%QaXwY9_Izv~!3WVkUoRE{1l;{VY^tSBjB(A4m)+HFlTUUzph%5gE2v*c; zD1z&6gaTRa=q*Q`pRIUH{UgTG`7h$jcas~T+yh)fLy^+m{yOY#8DZvb2d9<+m%4{p zW>{qNtH8>-N4BK>W5BXcq0EX}%+@AUVb2;h5>Fn{v*8%COoH?-w>5;lx8*iP6v}gf zQe{$SSTr;qhndi$Vr^;$9Hi@+SgPzrZNmV11cFylH{XT$tDUjDE(NKC-yDVAR++JS zk^%H`oP+9-tlB$LZ2@{Y?bazh{KOyb4kJTPplSC%7id%#v}@vzDkP&dpN|^!acJfx zE8_w6TyUi>b4UpnEuBB{hyTC|^lq&>Zvp)mVXsw`6_FwsPX|cBVI%pu@5f-8RkO)G zW1o%REg6eb{S4@LTb@fmVs8*%feoT?G}fm;s;csBMy)t}^rxK0K}SzWj?#w-8JbJF z?sQBiiOaXv^I*6tC`6V(@hH0ymNpo7M-v<2VX(uW<*xigSnbuI-Jq`wk>b0;M_-5e zR%o8FRwC$ku?19lWz6cE+pBmOWLqeVr7?Rpq8+~a4e^Ok=8fHtMGXc+Dt;SAdL0l_ z(*&rJL2LS9~839M=VX5`%@yV*6V`;u}HZG-v12o_Hr# ztr&NyohCHQpP+pj9)|R^Cf92f$aIaN%KR*F%`_?BFz*9RES{*P_@>0?%OS5zL*PTF z#Jm8qSxC%$zL)$B2&;#ilxDNkk3WOztU8bti4BB*F*lbP3r*>yXr zt0^4Ez9_WhG|b-%w(3PxYG2-tqNwyMp#AkIVFFg10e^;g)eWMJGM-Ju=Y!Z~gkD+Y z;7oj#<*Ph6eggUGbD(BAKAwQ099XG#bnBcT&%+2c&sn2bAjfWCY|YWK-1T!HrhDh{ zp`2yA?YCkniZYGrLpgO}o(F(O-1+5!_CjLfK&5YWM{E;c8A$$zWPCm!!WR;S!Iz(5 zEn=L^3v7dzU>(amvDT&O?!Z*_SM7Y22v|IFkt*^Nh-s0+ApJ*;AxH(LC4KJ!rsn!lUU1?1xewHJ z_2KNLEi}?=}%?256Ey`z9;w*a|KMH2}*Ew@kL`8BJwy8Wl=8G>y_b{wV>2xCP zbZ&vQ4e4qSnggGO+f%QXrUy!i{RuQ|;eQCyxr=)liu)WQs>4W$_UbbbXf^?G zpEV$`V448!2UNkz7E7ibm_E24wuGEL0!dwFBmYN~AAfA468|>TnV}MYd2DY9t!~vr zWe8dhHf+9Wuyi1Sn}zjvI@VJ)NO}7I6yW}79}HWjTcF5!*mtTbA&?Y_%$4xLMz~%U zxh2|oV<|@JaWHLQxIL`a2vN0#kv@iz6lJZ#6q2!Ap5lX$A*KG?2QY~~gfEmXYyFW* z%XTxcM`CF1`O&#{sviGNn7(xfvK*Ln{rEm;rdM<&5foPS8vNe-Jj*=yeX&tOp1U4I zipbDMKnGbLikC0!ppC)zerNA?P;x6sX*SStGCu@TSbhH@cJpM2pi*1(hM0`TLt!4N z@{=@mJeod*sjDNc*{ODstnej_+dZNxO@aH{0#aAI^y&7>((m*E;9GURqQcAx7slWr zTk4Tg$P4HHG|-b#6~M{>OPE{*O!P9pdQ>*eczUDR4scf>SO=9UvsSv79|JZoGbJ>u zJSORI?PcAj!lG}+P%;QSR4EEN5aLC?4Tg71HAl!cxFuKZS7LD*eFo=4#ZJ>`say>@ zRNicrRRT^IfxF#OOz{H!Fvn8>N&3;&5PNfutx4~r3m8z3{i~JpnDU?|pkS8F#dB4c_2Xr>#FKxQOle7C_`q=&2mO6h_6HnoiR zKunmSk>W-8Hw%rDxKKyeYVDk4I(|6W|pmL8cUpZ^+Q6N|q z=5h;XByR;c)OjdSeLbmfkfvdk$_AW*wWyA%!J3mYS)vtq0WeqZ7J=l1Ol#hiv^R)c z+_}rd0iel%TE8e1%eCB9#CM?1EU>6YXcp8Vtg}~ddj)O30$|-BO%V8PSc0WayGQkc z%y&XxcFRbO`}mU-gNdB3y(vQ_52_#YR7`?agSfiYeN}&zv`x0~5g?TcPY9&Y0{LXZA`XP| ztj2m}agFOiJ1xs=lmoG#dJRjJgEjOq@M{iJO@XnB4|4R7gGUx+_~dX{^>a1mZT`u^+CTL_Z%1*`xab{y486mI`{vCz1TgY_VEF|-(tLm+P==X z)*;#N{}kj%Gfqmp!>@me#i=HgxEVm(K*KJXjO0HY<_!nezALHefwUU!&+y1&B|s=I8ISB}`KxE&t>`THFCn~BofVf@PE zRC_ksuX}h)Kw2?YHa7NaTi z3*GlHr5W1kA?pUHXFWE{R0spU7mA{Lq_rxF-Y0P_P~>~jIpAn$kKUG;uEG*w$P01o z^$oWd=N8&&!YlDpbsLx4BI=x9!04^aE#|#( zoB!vSso|G~l(g4iVJh3=$Wt)!1W-q>a*m1RhJP!$=s@!9W~1<%7$W+p3Jz=zvZ=Lf z5NXM5YK^fUW|7S%S+R&89VGDraxiETHc;8=^e^~8K7PB!Sae9*!taBIiq$*Jr$eg*irYz(IQu$K+?_%))K$DTMM>@hkyaOMf!5jQeNb%$&E%?qDj$P+xhzKXCl&>=90CsZCvbCh;?4m;Mt-tYHc^Uly$tG6 z{(6OL`VlJM0tJiCh8-V|BlQ(6DaokQ%Fdf$cKd<-qF8= zTvg?W)qOM@4Oc+@^$Adl!W=Ukj}%8_FuMXq7XJzttA?cpbwu^OA4tSgqDGuyN zJkBl!C&NkY?mx;d48!b;#VD&zUc|zq`%&mtMVMRP5{upCLq7(7dxn9awky1$l|EIklw=yRZ)+PpV-p)f_6&`RhI=%0weE7IP{xLyy6uXjeZ zuyVxbL0DF0yp_AwZ3!Dmt!C0o#0!CFZCGBWm9l(>qqg4_tn87ODl5@baCxfC6`^C7 z0kmW~-o}o=0{Z-WaPlgg0>#=pFV-s7CXnUTxcK(Uh*#QCq}ee5s&bVQw-nes_c+Y^ccV>R`^agl9eqT=3&)Kuxi;G0yQZzd%@o555Q(AItODl zH3!mVEeX)GAX=)#t~Y{pr07MEvZWc06}=R)*6=HW#8t2)bYPlxDKu?pfyWis zaqy=Vm$LgtthnJoj2F9{r1vk@a%`qN@vA$<5q9yBScQt#8UH)B!Wj^Nr4ia8CZ}S< z^m~eN!QGfFE!g?Vf}k9N1*o%f-hD?U9qmz&H~|OrPN9@rD%ee zL2T>t##^611zSa1Y!{5v=ee{xdf561l_TBCmqdm6cTm+e1|QKAdUS1nA7@3~fe`uf zZzAVoc-Po9Pd zaJQPU(EXq({SXU^wM+3M&%h9>2W5wcliV=EtAS%s8f8Y||G^4Vb$3O(M>>x{r1~b* z1idBqK^Xe^K(4Y<&!%x@+hSIEFillq=>K3^1y9+udbOU2qmN>4wbz}PQ7}0WI1&18 zAVT4f-5N+15tOc}PFTsW@sU)+RBKY2Rq-6*gBL(l)XYE*+h&o!`&wX9bJ@EkJtiR3 zVv|TEfz743w*$eJyRv6`F3dI50wSm4yN=opF7h*ccsS@Q@4f7-xm1t!a!7Vp?mu`d zZfU)WoE=_BKKgTTj46LEJh0W;O64Rx>cl6!%JS{M|)7j6SNiju)3%$-O(L-fg47}si5G7N3U$3Ys8;BL)!_;v za~@V<2>^1z3(qp6t_or`9LOH}6ciCgc|9y5i@kND$aL!9Za;>y$W+IB-E>Pfp9C4` zllyB*Dkz?-=fi-LM5ZHRIVe^&&zHi2X5x80gC8!7!*&MVT!7D1l-gbsR1=|nd>m*6 z<{6x92|S@*3DV-ajs}`+g+;`&k{u}h9)wdDGdc5=yegAa59o2hH$W>^^s+G$?>WE2 zanqIa`u+-?(W4Vi5%B@D)mWfHab$Vuh7zFjgpTM@PENXL5zWx3u^@XDh*3mI{NO1Z zP71q`zr~)^!{~nlUjDURaWe&W|HS;dw77WwAw@r0Xh9g}KFCo_NY_c6GTIJ=U@wh} zlmgZUNK9JjoNQV}KU^AcQFyWeMZbRWf#NKI*0o?qd^5L$FyQ@uoGAnTjO-xsQ&^iq zT+>U}6OcO{+wwIWnl^Yd#q*f5Ny82eQIndGzaXtJ3Yw zV6uGV;EvC!djWx7=UAPK&+T_$O+keK$Jbyd=tgY#+bf>@zkztWU>Sq{rKxlGUJs3D z;hBbMx!P9)(U2gl-In?{y%wk_`q_F>Nk3T&(DWAm6p(31Xw-BG{id3rnG3;F7-115 zcrN6s=As166&)?HgMde$Pjw!OTi^#cJ_cfx;-X4eB*tHe85)XVGoUKbO+{7qFK8)= z&3ta#)xr|{CX{+V(@sar@z`K}dOK{7w31urLtsO<`oP3hy&T7D@966Gl%5a*iyy?# z^t|lST1up@0a2EEgx860Sq0SX4EM*{wD#hfT=u61vDABrhc@ThE0e+h7>?LwkqXU@ z1)l(NY!IO`P1Y%l|6wfBmCcQ%^Cdu1D1jLJ0lQ$KmcHk0p-tqCm8>@lQvVI8Yfs4l zRTBHGt`d>pM}biNfg8$qQT|Rq;~}6MQhStjpB`}!!3UM8RxTg31u&?rQXp(pSRaIJ z_NqLA+@*1=e+|Oj)0$J!)rj&5AWNUMc`MSb|H}g^XjnaO$DjWbKbJBTNCjI`ErZ`e z8P*J9g;G+P!*hXJ-GOAkoDf z2z1lsP9WJHIXrL$K5+DzQqRG_&3}SEzK}I(zZXt$wVZT}Q9Z7L2VVyf8XhLAMJIij zXAQ_~cTgFxj@aRYUZ7d?3$^&!0RJ%H6>~*JiF_3(Trn3?e1JU)px){B;*|Du81gOH zFMUHRl~|Jlh63S30!U@V8V-aXK8+Htu2|_zJ_6nqi;|8ZhaUkd>Z_5D)7yYZMRgFy zqImurztVF+%D3MG1nJeuHaeFcCU(T3)@}B3za!sGbELTP-WuwMCxur65-HewMQL3OJt{4kYuWm0O}54dxDb zm>i0wkWRpCSQ>!M4q-hL5;PE@GH++nBSTQ_L7@ANZ>^MGPq%<$NKk{wiGqgSF9b<) z1h6K_?^knB7d5wS%1ER2Fo@NClHab}K~I2eeQibOm}fYM?*lNYMRxhRG=EWR?VAvA z6(b&6izl7)A*nU*(l4rnodvm2^xn9obWY@3B^DT*+VXG)1UJO=u7sJ@01MDpL25$v zuhQFh3P14VDSdT619^0(FnhN2`rHmt2&vXeO3H~gKgAqTbjw$S-7!hkDWoFl^*@kX z)nZp*A-j4%mt6LH&q}IBW9E0DvM-lafVaf&Rb)U_eTs6?dqVeFERsS(iYft{Lvz%9 z5pb8f8~E^Xj9>Rzy(O2&@PRdJlsS)ztrg7C2o+mP-F-i>?Dv_aO<$%g;PD)Yv(K9^ zUAJ39*utxksj2+f+6#Uw=Goq;Q)PcHRn3}hA&dGzC^?r!T^w0Y2QO*{QBkT~`Sbp4K^!)Lzz1?c7qtVpe5^c~ zSa@!hg#H6QXy~l92AHdgOTgwhZqZXN) z9%v>oup(Z~Nuu11`Skk{=por|0;ybEvfV~8Lf@Do(A0${TA;guM4NDNI+{DyaU%v( zVf6@i)EVuIFNm^&QBb-Pf45Hu9(2!vZ*@qE5EN zGMw`jSfvVhTjSocrrmM)K&^N@6G~Ot!qWTXy&avISd5W`*8qjCp@rxHxd2zZE}ca| z=L|!-yIRTReHO&pHFPZb{Uq=h@ciz;W*pxvi_p#v=hp)1fz;u=Y#IIl&}=NK{*jna z_5t4=wq-pwe9t7<2FkN4fNc5ffx8eCk~Lr+xJ;*=Am0rEl)5>mk`gJObOb2&$G$~! z6eKa<1pB-yVgrSe5yIT8N_@=~g*8-DXb2LE5vbJwK5$^xlUR$djv! zPQ0PN4lJ<8SvekqguDr`in6v+D&)~%uzF$G&nBbBIvPLhR)fF@`8(uX7tZAAcsY<% z8sVzNIX(Ntl6~*OkV?x}jf;i!Xt4+EkR>Ux`yQZKY0an+by(ci_(``kZ^ZFNOjXfl zPuBT!pff7-?fDb}`zA1;PbF=1e@(jN5-`}YpdDH82F#}pYGp3Tu^@|5z$SH7jC;F^ zIV;mvgFGy6N7`-rjclUi)fxa@tazWYeZw!`j6<>J;M{m*Dk#IMb*0ahys*zy70Zo)5S>%*8fr{!0e8YVE2U`hFvCG0j8Zg@*VV42k`)2I8^~XGAlTx+1`E~4Ld%fT12v1kib0kq zMdGTi7CPhISgz>rHA)~{z-Uis3DwUrvNe-_IRaxeM%wFe`G??6!R1mH-3u-&h(T&f z=R?ws+W?E?j&dCc1EN18^;3JoA}wu85JsiitO$bz$V+0vDBp#HUhWh5ER`^lb>qjd zz0`DI#?e1#;oby_C_hfhvvYrJ1z8-3yGOX>So$uAN>Qju2oMo!t(P z#b?>3usc^^)`qkx+-=P6=K;J4m+fxuifLBhPx#<2NL9mi`s3kq0K{Qw05&6m!Z^oa z*~=qTV#6c+eW0Mi4+2>4`65*q>|(AvR0_eV_Z?uRB43Iiku991_ystq6h3S)Wc}Pj zF?I*1Uc>V7xieIqUc&@JUgS>vz}M~?T9``D+{=Mw&4Eg7dp@jApFK5H1Uy}c2~=#{ zRGrlrNOpQSJ!6&ic*HC8I~~k}&_0SUoL5hR)tQY)DcM!u#}sPk zYc`j%sG@l_hy7X=0PQ(0gHVU|97RX6E4V;|=z^J!kQ)H*owPP2NlY#RYE^@j;3KhH zJXj+~J@O`iL+?zl*TSYg2=ud1Oglvj<{d=@9P^6KkGleS-}%vwo`}JJA%pHzvi5el z(eiB=U&3Sk?_`-o1`k5WU9VATjLs&tcVZOxLSYpmtSCc%y&HiX4yyaQ&hm6H1%iA9 z2&<86JhxPxHR7}e^59ES+p}a0)cO+Ccin-IKD0hQs5;+jAuxLbQ3;d;#$g+9yahy8 z>ZL6tpFUs25)}5RLsubDmi`z9csAzmbC!Q|KBnT#f#fDs)+1y(#_%jasOnbYMFB5j zS={em!f7J+jX**#)91L35e%e`RJjxOGT;|-x600K2ZI82-?^<+p9`dcSD!GMx5p|Q z{)&SZL*Ii*Ye|E)adjdFD*hJ6iEDHSz3?q)&!88IHoBj|B9ywV)6(7>!tht)gm5nr z76(QI6zwP)y5Odt+*W2qrXuSv-%%W&gN7608D<8aCtl>$}pzhWH z|M|68Ma5h|ahp6J&YzxP3!jXz)1XtWa>+m@k9`_rjaOnnvfMP0=^ z^_-{%DoJm(;kg>{xOL2PI`EK(*q@HT^^2Uy!z4s$p+{kmUV~&8>{lT{+DV3HNx}yq z#L6vE4)w6^4arHoDafxPQU)vY%=f|kzI>pYCrIJbq3a|eo>FqP#uvT&fP>1dE7V-Y zU85L(6WowXU{3DZF!&20Tz#%H>PQm3L$Uw5rc%hzFlMX_FHWTz{ollLl<%kx++ng$ zK-^T%$8O{CoO%d5#VSTc{QrobRTSToesnvQrjmxqR-VIfR>y8QooLs=AW^NlZ1>NC z-|`x%8Cbx6V<@z0Ta9qm%F7tRKZPx4R31*woad3sYHl;3$nU7_KUl6$&FHnltcb6~ z3VSAWNl%B!VNmn(LADm6NW2tMr=FckR!yOXuZPO$Q6nrls>3SR5T-yy`4R){-;l)c zeqUHBZv|bwnOT&ncqv$-`rxv4v|BpG^;gh{_VyrgRXl#8^p2orzd?LU-z>NvFG+fC zRf4Pjw^>FJH>QSMgGL5(KQOE}B;9ESVAq zQtIv5RhOU?6!H^jh(Jk;-i)Tmw?Iktt`kUSbh-0?i$&@=-vRAD7Z>p`h&5o4b;RZ| zEYt@k3@cAB?ugBB4%93$P7{r%hw@iL@WpbyVvNhpku=KfWVu1C#A8+~^T5(VW(8CI z#;jeg=MWC0t98~fZ-)9Abf9LZrr8868BAci=%>B<2-K0?^A+p^rSyAjqd^Z7>!F*T zkBN=W&QPr z4mLVi*+K6_e&DmCmCT+l?E^rh=0I{Qr%HFv23%Qzs}?(4EL>}Fu~?1%xaWQhipg#@ z>$^}MS3?Yxz-P*1R%u5`nzx6nsg}i%OTa9z0(HxdPfHtwK;S8#5cpqkFZzL&4cl4{FXqE`ULh7auUY^;k4@qesOjHE8^g$~qM0na7Q>InE2q?NB2v=q&OureXw_;_gz_YrgP}aHPym|op zwcj79BDF>0gn|A8Ue$g1$C4ZSK=gH!nKnI|W8dzDJh<35tCt;y-wQJDD`}Uyak0bJ zHnrJwUb$9kKQ#hoNRhh(3#&L6)M|uCosy#mL27#C%r8<7w#C7(GWH5>Oo#r*K!Ap8 z2rU2mysoxkkvBo(>C9Iwf(D3&%_xxTH7%7BT8@CQR>riQ;sN$b=z(LH} zGr6d^|7Z|C4xTo~?OmG--W+U^o4`?{SyW)!4kT#=l1Q`8#AEGJ&}Bv0FPY@|9X?d< zlwOd+7xqe2bXK_;i&~Zl>E6~d&Bj1b#jiVp>Htaa?ni>EHAht)>*+r5Dv;Lv_(ob? zezWUaF5e{l zW)WwA9;I3fVz0{k1^8CrTaTjcbF%Rtu#r||e9T#9MT(}S&g+SgD1kpN-Zmr@wr&C;wfkK$Z0h% z1HSKvFbv8guOJP@AL|8lOex4o88U!V3Bn zPp01`T>lP?G_Bm8iHKjss8ub#S+4Uwkf7#3a^B3}WpN64GY_E?1L4mZuab zvNy91Bfgu zK5(A1XlC7x>8g$gDrFJx-P7R1(#Qunq)U=NiA6O6P*hPl;dejT_RxvfP3*I0-3HL8zZx)I-xTa@*&O&tF&w3kk%R+6JVpgvX3NeU>dwNpS!`4r|-xvCqm zBx$FK9A5ep5T!@;=TxdCux|@YSW%(V(X|0Igu|dmRZP`pKEMvg&abS|dqCVqb1*!5 z#DZK2rvf8b-9}TI+Y3QwC9WvxJIr+->^U_HUT8(Hd6j5b1>?BYzXe)VM@FT)M9c_& z6SR^lZYdchF=&7APTmM(IxhrY0PmLuE4A~ke=AH?wP)0o#KK+kiMtiVUJ(dZBt!cr zJ!JhCL)2x_%fB+Ktl6jt&%>c%J$rTAFJ#h6O2?(Y92Pw{bt#qW~ZkZxouPoA$*Wq<1^7S#Gi|LHdRR z$tWwf+DdFg*<=Q5mOJiE*aZy-VtJo=>`7&rY9ZK|ufeUyXsS&MH%1RQ6EclTw)`A| z+VEwF;GNhAD+!JVIrv>wh9E`1!6^1P?rS#CYj8bOLc@CtM7CUid@U#+>W_D_=TjhD z-R}(d(jKtc6Wj@p@Orq5r{}LQfUuPTZZG``2q;1u{taxEDePh!^j&uMzX;UzkCUZS z{CeI6-Q(rZWHghm12iVjluvs<#urupv?pZ4I*;d;nv@x*MJSU!C8V#1l@561W!Cr0tB5pN`MkIjH=KW7w8Ado_uD{z{HvLrxdHqau-uB@ z>ehgY**^gz8llEPS^oPP?1P#Qb1C8;o(Vqb?xM3uugLk>sew*<4i`v1F&;iQf!u=$ zjEB-Apmc4u<4T=N#QYUjTbs9>u9BEf;($`~R||DP%GI_Yr-BQe|A8mrParpX3>6O3 ziWW&cznLF+m_5bC)B9R%X!T?iQ*<}Y5p-V!NyCG%Ehn(`2`p5R(CyXQ=dm@`i*QBJ zv$`q!oKOB9tg)gbhIHxJ5<0P0bwX5YFpAm~h;Q-B5~qOBzK|lN9#16)+%;gVB}l7A zW3;E<3Sievs+;*{oZ#}Hn8_CxIEDqPo`GM!{Jvc2j`&Wl-vE|JJg@l@kRyd2brf3p z0v5P5LM6r}iRQ7}8v$6B|CFuLEKG z^{gz#LfW4R)nj?T#+c3uGiPBS3jxt=xvtf<0EYrJx(=s@w)gS_aadRHl9_YhvLF;8#mX%Wa6-@$Ie=t z=!s-vkArf0Jv||nAvpxo_3EsbmmyvQ-hh3ths>$fadYhfw%2DCRs29#uk0auE6CI{ zwYYX71)Z*e2-j6OW<<`5qM*=|Fy6bT+w;-tI|=yKB?F4!DVqa7gn276!V?MK2SO=! ze{v>yqrQY0?T+lO(D}l5J`T1XYXq5mEPuzG8n_7TydDErq@k0m=zGw+eJb5;wZ|e` zKZ8NLR9!0w*LhI3a$&S5Ute?vFv4t?uQ5bC>Nh~@j(}#+wZory&o34_E1pHlGzQY*XM;O3j1J?BEVmj zrAOnT|1{_@|8Q$MJ1U1~Lap~Zkb6DJ2m3}K$ug%un(L~HJ)ujM7a!;bTd3xg1a{w@$s&s@^;R=*$};d_BY z!M-cB@?)^?bTrQ|G}l$lCj-e9#Rq!Snot;eR4EUW9N{J_H@wwljI{5C8XOo=XJ4sZ zb2MhH{xI-X>aF>0EG@f3xv#~BkncZz(9tI8LQqn+w4Q)r@qZRNJy5C$JbVu&tcb@gGJsZJuj3`X5Zt=BhLOY4YI)k;#34LP{kwB)^^=gFngc0B zF>Tuy!zG|N$QjoMY;>f3e8lr+Xt&U@tccD39CU-Uqs-NEOP!40%d&P`%AOSBmVGs3 z)2?p1+;ym_??akgBkXyzB(0=X)WZ|NWI&eYaI4v2OFRi_7>H0!m)p#L7DQ9zfIt?T zodRvH!$f^k@?8iX-MB9U)HLcU8Q#)lww2=fb}~Ndl}%Il{oe_(ZaBM!rJ+|tn+}B1 z(6s*!fXIe0k>V=)9KfyOpU8#ag};MX<|Q+wQ8*Cpg0={*$_7Uv8dF-Qxhas5!J6NddH|u#_kB6yu%%PAzpJ0;x zO&`Re(J#O{8s-6c^J_Kq}ZqgWjxdc37~F0@uL^ zm1eTGo2?|u*mS7$Z;g>$I8%L-n}Qo`s_6i=VVF*{}O<@+$`wPIZU`7#_XLLUD;lh zvT(M9($K5uyz*Ly!!NIbeCeeq8TVTgBJV~#ah?Q`74xir>G^SavP2BfKkd*8`mK-F{F3( z^wRk}pb|gVAi=Pj=`kFF&`;KC}K7>*& zU+e{pa`0uGsDlA0ORJQJXF*u>1m%FXe~NdzFGDn3qXd`z8f5CFu%AL=Y$*Vr#RoOl z+Q8mP;$p6W;#3Dhy_1d0yOx}tPl5LeI5n6(sK*iBiM6VtkVfEk+6HR~&uAr*y8#JV z7dlGIc&r!Wd|2uu>|CUS`g$frJ_Wuk&v5zl#iC?se1z!4cg`HMavMZd9nPgAUL;s5S#~ra}@(5}{6&bWU zMrasB-t1D5tc9wVmFqc z;q#l){rE!H33~-Ct`p0#5PzMRRJ2y~bAJW4va%Qj(hTG2<@pJqD5GxLnZjX>hhln5 zShIvTT{xnmoTuc3Zeyh_^c9KJ+p@A++cuiWZ-B1uQm}nk-x}=ot~JR+`Bwa*dt@}NcxSFBIo9)_Z^od# z0yOi$YXR&NK-Y#e_*s}%b*Y9%;BR;_C-?paUzsVaXcn5Kk*YT3qRGdCPRlK2)o#QJ zqEZ)JrI$vcJq_A=LwwTdbiW)s&f{G&;3dGj?(vqOCsVUcwB44qP;}*YgoT|5DN*rR z6($LwUhG5#+~{)DT8K4mkAYh1Ua45V@VgIVhwIHo&oW85z5qL?qV1i2*Nr`6p%!)| z$`cUA{VG~*ynoL>$zXhp!W+XU?*!@_&ci>0U_zwK8cT}9n%UKO^kv~F6HVb_I z225)PkyVt_{I&?~J+?_ghfXdkF zmZ@;h7)tUk@Veg{6gp-UvKA+~8pn`NY*6c*JjsE;!lz&>t~hS8>i|||8Ha=aE70M5 zV9^MlltpeX!WVthi*h{Xx@EtF?&@<*MRMoM>%lCwIh|E=1q(?|6}PHDaYLCEqk1Qt zRJOGKVRt!8Y!A481L|0>+&0#nPLase4`Zh>6+wzmeme&4%4y6~7*Q<@%IW@tjo+;(q=@Jg_H)ga;NHpNVRJm@ z)7@L=kgg+&WDE#j2Ia1TMRBEi)sSB@vZM|4Y93}=H4M{$IW{1Go>e;5zDU~m%W*;U zufp64xRzb4E(fkvKR_no7x{Yu?7gAj+B6oS8?gfxtN1VIT(wn{O*9s`0N>_KDT2}R z-imT5$^)x$kZzLOixq|7O zKKTIFBm+R{li5Ld51>_Zn3Zfg0_R!Hft3H59$fAN8~Y4W;|BgF=B*4*jiwXsJ>X(jD>cA)C(Py^MV_ceSYXF(V8@b`(ZV?&@*Ccy=GtpU zBO8~Rw#rl&PucwkS((!0lo zQZvY3;8*<~6&|8yG1y+AwOiW+(F1bP|a5dziU4S}EXc7AOn^+?zo2I3QE^ zFxl@ZZuT?`Qd`*`R+d*`49$bEwSb2h9Qe}4@AZ18DjMrtnQp^+dyQBU!7#!vfnuK; zDOv4Zyh3Wz_3{WvpGYlGlWaZ|r0$xXiaYPs*m>IU z^YUc`tZ%`OdL)V}g%n_0@OSQh9bFDbL7VD@PYzuF92tJR3l(x2zS#;kvg}-gDKtID*8UKRLB;9>(yo#dEfRkRFu(3$nkI$kz6M<>Mq<4N2SmRovbl&eJ#Xb0&hrjt{1a+k;m!^NJyNG4`+IX1R~{^S z-~z$+0O3^tOJ0#tjgbQFj|S^{MD!xu^WD=YEbgyMH$@>f>BW> zae8<<6en)CTHD06ycpZKD_@ar2S5Z^yEq-KofZfnEt>3`r|_%F#Juuc!>T6nqb0}3 z+v_ll?jGsN)#)1cVsN2%bZk`NF)_+|8gq4JRUQ}~@@aci;B;lmb^arSvS&R*=iM zb%CC4mB?-mWMh1h-(sk?d@RTl`j*I2&P^L12h#n1%Wz%$W9KXlTpL=n7MD|L*B*hz zg|`{YhzkN<2VD7B>i#CHtW-Bp%*uB0FCWEY*yll;nnAGKcVqvDc(k&L8>gKy6&Gq%iN?(@pHXCn@p5DW($Z!>{yx8(4WK!r~;W5rIpwJHS7~535plK|49(a zU4ek)!SzOw;hF=%CMXYfQ5O+%w)(xa#Y~`FP@2rDcr48W4P7{<&Eb}cAk{I0#ZIUQ zk{ol%>iH$6Q1w0|Q<B~!@34D1#~e^52W|vBlAWXu;k(`n8te~itFrWaEe#P z#J;$x4}}=^PH3aerlQxUL3X-Tk1qb~Fx)LRZ&23GC2PRXS?brD6S?B zc{Wz*vVKy5s%v4Wb`MRY6ptN&h~AZRU)+yk)pb|yzge#R2#nhAKuuEMFpx*FFOEEl zK}?i59jmPy#D_~pavTl}8=h2B2AL{j9KutjWbZj3jrW&XR#c+T54cnhYZhd>4olSo zRcAEvJXKa|U{u!F-T>SSHMYwx3U^@h40?j95Yh>;W82z^ne-l{}QadHlv75 zdn-?mg~Ry$fcw2iDO330*h9Ld8OH9(xuo*0Kv!NdE9qd&2wd0`+ek$Rj8Agf6-B{b z31n3>#xmx^&%X->RjjO79QjW;hP#Jz5tp;@BL%N0IYS0TIqna!Yg7%&=9JB$kev9g zaTi8WlNp2Qoh2)~-(df$g{AGPqATOGfT0XwA#d=wfaJry4dgLer%+ta}`*E3zodaQ*wSp1~OYC^@z# zmN3$e_{g4cb?Ysoo*%@eSFQ$oCS28?h+_Ihz|$;4isw_@Qh)KP8Xb%^tF=!n8iH9oX5KegV4*%WJSu;#exd1fV2`jZg- zQ0U(UF$dDW8M|uGf!1O3zcEUY;ZrR82H@+u@l2Ftxdi)2>yegFwbs#vypJEmdgP*7 zRK=Fj`N=2((~$o@2Wlpr(!d0LEqflxI`<5qr#xo2`FxmiAjLx%KF2UC5FvcAJqD?| zjzL9k_|X)=q)AE}=uaF%p?NJmTO=pK77z`+I8CdOor{7FDC`H7r7R5>A+7UnCK&`b zLxxqR(3ER4ZMN@0zgA6;THB3CM?eDE`vU37b|D4)JO~t*dS2_XQLm8_*!TwW2oNcD zq0@$8wZ8$oLJui(a0hq~w4_fEEw#m2Kqcg<6i3&!IKTBKWKHd|nbyS5tF8`Hp-6Vb znd~oMI7`3XxpCvkD4B~4*$dw&H$X{@`EcJ7#8x>f9gzis6JVA{uxPRMA|U9ye3fZ` z$3j@7OqH;tY|{2vl*S$?(>{5K^`4e2kH;a(U5hhON$&)$);&3t^4#75is}H+-jF{r z)sF3fRP;{jXvn6?qgYNOVk6;;6F&irY68$=-WiD1gT-9n_iHRzN8#eMISJ)sR{5?V zbmw9X)@s_tKCiQujcEF1cU04{R&7|1wc5++p&o@ zDDhCyim{do^+(53AMnwpR5@bh)Q!%_7djM$VqZvXio91-`LmGB_Ut|#g7ak+00Qn4{<i_RnA+(e{6BzhJ;pxECJ$)5lh%q0w^D=o6y$#=&|Io=6_#K)Iyt8RqU>Zl z8vM<<|L*fJQyV&XLn|1jBHFS86)|kKe_Jvav3fTc(KR#{({#6juR_6@y4_|^#zwFi zD%Nr(hUvZ?AeCUZ_t*&B4CpH!Xtea1osW%QG?TO3!?3so@S@LUC1$L@f&-$kJc~LH z4`LSI`PI9!!W7?vGEnhr=jQ65z+>RI;x9dY#Ifuz+Zd#%x*%B5Fe;rjKz7g(QC@=3 zK`$Wl4veuZftATn67~d;MX3x9s4h6l>WiTtn}hgDEHs#&3ES!ZeJ3QR-+?+V|Mx%# z$;T*@(n8t;y3fNL3ae^n<}6~j_Q-6>&*tYt`nwcw90q(kECw|`&tWe6<2Or&qUZ+p zg{QA>#Xdzo7mfW&@SRo~d+)YRnMVsvXA1r{j+ZfZEk z`u!j1rMw=!ZAW6&F>Lo-JK6O&!7k`qwYb{CdLuf2gevJ99vT-Rljo%d$y8L zIdHGfW-mCnDJGYNs3+i3Cbj{G<>MCS#oz~GVmG+je?)#f6N9TDul#3yu?U($PNL94P20bbGPcvF-N9?iq|w-GAlHjC=EF?9HX2QPlBMI+v$gDbV#h z_^J_haM_6HpV-Fg&ogPxhO}j_$DVUrrZgZn1J%uyCz()yN6JH6YyVU3iq}$|*zkoD;Tag*=MI&xzXw2~ByhfAadf9X46p(wrll^- z50)gl9}?RiUgu@{=7g5-LM8@0tf>moGoz`d;7<6)Np@kxZO&B~#NiR0hR?*dRP{|= zOj(9t6Hu`p^kPBg3$b&h9~>7Ik(&B=YzA7$wQTCA7~vp{5IR(e1(T@Vz`h9jrSKta3vSe$Lr2_75o%uo8N>?NsCsB|y;h?W;FmyC*G_W- zbevK>Ky)xdtuA5a`(r@H`kGlTQ^$$+A~3!`LPeMKbXCU&6jk&tgmy>&2l0r^Esora zz?x8YMX7~KS`M3V5DTiTEYkRPh0g1B{d!Wkz%5`%fAsd3zu%5FsRJn-Qe+KtzZ4UM z*3^n%QTk^1VqdT=%~B?n?TlFp_q%Qw<0;tpU-+s%r4-e9;BqvW->)R8){t@*;l~U;tB`pg;<XIh>I|Sjo`rOtVnT%vS55id$K<{NaGyZ!3*LAgDGpgp+ z;zS_P$&`KTY9dyo@Y`1cTyr4Z>(kcx6<6nwTWF1>;V;4bE?q??Lwfl*4Tq>HWk1}oQiJ7}O(Md@($ z(`o4iBTVuhtkPKIGTH+4bU;IODBaED8F3+(;KnambS{7IKys`mx4;;7k}HGeOs_Eg z%Yc5rx5{{c)j(vGhjFKy$e6Xu6sXj%=&otCH$o+{A45>9KB7JA;7?+i+9?Y2#8&!x z2djb}6))qZ;+2p#g{(_j5P19y%%PBcd(|^rHqc@{?AAVm6dgFP!mk}6%d>n}64DQ@ zjXvH^^87T6pWoYy2=6b$w$)>w9_zHkbeeAhUZ~Q={HWYK(baG_*kD%)*;k5rkMI$w zW|^F2i_&j`K_