From 6d09992ee890c189f026f23d8305cdc584e87cac Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89lie=20Goudout?= Date: Mon, 24 Nov 2025 15:46:15 +0100 Subject: [PATCH 1/5] feat: allow neginf scores in ROC (#19, wip) [skip ci] MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Élie Goudout --- scio/eval/classification/roc.py | 57 ++++++++----- .../plot_legend=False-with_ax=False.fig0.png | Bin 32817 -> 31425 bytes .../plot_legend=False-with_ax=True.fig0.png | Bin 28225 -> 27329 bytes .../plot_legend=True-with_ax=False.fig0.png | Bin 40894 -> 39527 bytes .../plot_legend=True-with_ax=True.fig0.png | Bin 36183 -> 35164 bytes test/scio/eval/classification/roc/conftest.py | 80 ++++++++++++++++-- test/scio/eval/classification/roc/test_roc.py | 12 +-- 7 files changed, 112 insertions(+), 37 deletions(-) diff --git a/scio/eval/classification/roc.py b/scio/eval/classification/roc.py index 69835c1..c5065ca 100644 --- a/scio/eval/classification/roc.py +++ b/scio/eval/classification/roc.py @@ -19,11 +19,10 @@ class ROC: only depends on the Pareto front of all the :math:`(FP, TP)` tuples when thresholding with every possible threshold. Per convention: - #. The thresholding test is ``score <= tau``; + #. The thresholding test is ``score <= tau``. #. **Positive** (*i.e.* OoD) samples should verify this and thus - have a **low score**; - #. Scores must not be ``nan`` or ``-inf`` (ensuring validity of the - first note in :attr:`pareto`); + have a **low score**. + #. Scores must not be ``nan``. Arguments --------- @@ -33,6 +32,13 @@ class ROC: scores: ``ArrayLike`` The score of samples. Shape ``(n_samples,)``. + Raises + ------ + :exc:`AssertionError` + If there is no positive (*resp.* negative) labels. + :exc:`AssertionError` + If there is at least one ``nan`` score. + """ def __init__(self, labels: ArrayLike, scores: ArrayLike) -> None: @@ -49,7 +55,6 @@ def _preprocess(self, labels: ArrayLike, scores: ArrayLike) -> None: check(labels_np.any()) check(not labels_np.all()) check(not np.isnan(scores).any()) - check(-np.inf < scores_np.min()) sorter = np.argsort(scores) self._scores = scores_np[sorter] @@ -67,18 +72,21 @@ def _compute_front(self) -> None: # ``inf`` (considered self equal). Rests on ``scores`` being # sorted. Faster than ``np.unique`` which keeps first occurrence unique_mask = scores != np.r_[scores[1:], np.nan] - PP = np.where(unique_mask)[0] - TP = self._labels.cumsum()[PP] - FP = PP - TP + 1 - attainable_fptp = np.insert(np.c_[FP, TP], 0, 0, 0) - pareto_mask = (np.diff(attainable_fptp[:, 0], append=inf) > 0) & ( - np.diff(attainable_fptp[:, 1], prepend=-inf) > 0 - ) - self._pareto = attainable_fptp[pareto_mask] + unique_thresholds = np.insert(scores[unique_mask], unique_mask.sum(), inf) + PP = np.where(unique_mask)[0] + 1 # Predicted Positive + TP = self._labels.cumsum()[PP - 1] + FP = PP - TP + + # Add ``(0, 0)`` if attainable + if scores[0] > -np.inf: + unique_thresholds = np.insert(unique_thresholds, 0, -inf) + FP = np.insert(FP, 0, 0) + TP = np.insert(TP, 0, 0) + + pareto_mask = (np.diff(FP, append=inf) > 0) & (np.diff(TP, prepend=-inf) > 0) pareto_idx = np.where(pareto_mask)[0] - self._thresholds = np.insert(scores[unique_mask], [0, len(PP)], [-inf, inf])[ - [pareto_idx, pareto_idx + 1] - ].T + self._pareto = np.c_[FP, TP][pareto_mask] + self._thresholds = unique_thresholds[[pareto_idx, pareto_idx + 1]].T self._N, self._P = int(FP[-1]), int(TP[-1]) def _compute_convex_hull(self) -> None: @@ -116,10 +124,10 @@ def pareto(self) -> NDArray[np.integer]: Note ---- - The following are always true: + The following is always true: - - ``self.pareto[0, 0] == 0`` since ``-inf`` scores are - prohibited; + - ``self.pareto[0, 0]`` is the number of negative samples with + ``-inf`` score; - ``self.pareto[-1, 1] == self.P``. """ @@ -132,8 +140,15 @@ def thresholds(self) -> NDArray[np.floating]: Returns ------- thresholds: ``NDArray[np.floating]`` - Convention: lower bound is included, higher bound is - excluded (unless ``inf``). Shape ``(n_points_pareto, 2)``. + By convention for **finite** thresholds, the lower bound is + included and the upper bound is excluded. The infinite case + may vary. + + Note + ---- + We could have used ``nan`` to help define a convention for + included *vs.* excluded infinites, but decided not to in order + to guarantee real-valued thresholds. """ return self._thresholds diff --git a/test/expected/test_roc_plot/plot_legend=False-with_ax=False.fig0.png b/test/expected/test_roc_plot/plot_legend=False-with_ax=False.fig0.png index d94c6bb429f22de30ce483100ed45afa7407162a..d8aaabaf296cf964f527727c1a4ee7cf54202650 100644 GIT binary patch literal 31425 zcmdqJ_dl0?_&)x!_bz*cQ1*(lGczKxvnfId*?S9FAsIyxvSn|wBBLZl_Lh~sKj-Cs ze?H$IzT*%0-jDl!RJUHQ>$;xL^Ld`fah%6_Mcz|aBEqM|N1;$e%6H_oP$={O6bfw$ z7aRW1jiK>5_(jZBLErVh<0DshbLWSsyXLM=_KvRhk1ejaJ#=wcMM!mC=zqzKeRmQ506nOFCJz2+u9!KYkxeA zv~|vLHU|j#G1~e6M%k|?%<#Uln`?Ui*w*%S?t)?M%cKXjNrt&OxwSgH`Khr>C3i$WHcl#Gll zz9UZ67zMu})8WOIVS#@L+EI7p<>jr+sZo&;5fR*k7*~+L7ix~W3O_C9Ck%j}%2S4+ z#lcUz+xSuB@M8n&|6hGLx^ftcH2z_&->KLOM#ta+Fdbk2|&v;sCZP?wd5*xaxfcvaJGRK}=Iu_4{R{^O2Q6J)IFXT& zHP2QleSCa2XJe(a;g*uNk|QGu=uObsS(Hyswg>pB2?v*5Z$6#Dl#rAZ@H_DsuY2~f z#jpANOgxN`Cg^B)br$}^B_ZkRN#r1-q6%;FJ+>GrG|;cK)d{qO7#J*iAlhvuNH6Y2 z=)N)0G3kFE)7^c?sMZ;)wY9az=g|3KlQBy+XQ*U=ymmh04vJCAhuXN_?d#-O2bHPW z-_f!IxQnfSy?l#~j>CCmGqbZ#=f7O8sjsK9={4hj`>;1TB05^$)m1n>BLfWupX`XF z;2>pWe1T0wd&!_HShbDBlAqdXX^=Tx+Mm(6mL3fa4b}_C{>c+GR5&q1P;4v-ItB&- z{eBmdzf8V1%gvkAsJK_JBH$6}7{pv<3=L`bHYQ_-hqa^WZ;?~+8p+(bgG*0OkN+t? zAt6Zm{Dh*&uu?XL_Qt(tC!9~bXAtfaxHlw9k_c)U*K1Yxp9@o^>J=Zh!tsE?a8zCQ%*j786edBke zj3V7=*nUx3S$Ua}k+E%PNE1#XF3RHT>l>lJJvARj>6 z&CMfXW4k_Yy zJk-?kvVpz0iHQkn-SpAv{<+lOS4xNTDW*=-ZCKp;rB|fQ&;u0T-5#rY(mTFB*ON#_ zPL4ix_SZU9Ei9f@iA7lWlBmOY_vFTK{{0%ST~5Up^r_8H4*$(B{VZYXjAeS$%)`%5 z`u&4OSEi(QTxO=pLS01nKPMV$mINdy1qB7;Qd1-0NwOY)&wVBMP$kfpk^4tNN{XJn zI7y~=siX1>&zCrj5r694`CRA}4&65vF!&la(IRXN~f2vx|(^+goICjOmw7S36F2wgh5qw-W`N+&DY?Bfe+)f9|2MkQ)_{mi8cZ?Ar6FDAlYd>+9=F zzbZJYo{V8LWB&X1uheBxosgOzwYRs23W$y-M9HYB5x$_m6$CkH22K>R-3bW^_-bm* zESz|d;S-Fu7rt&ycyCO9j-(i^w9`A=i;E-GH!v{Ym}u-^Jf5oU&k)C`ne2V!=y*P8 z$vEFSKbx1A7ry>Mn=|YCGX4{Pr{%i$iqX`852_uI??3_vuD}mrf3nEb=eIsq%}2~A zp+7g^Z_PqMCW#au9lY7D*zh-Rm?(LTa1(nlQJZ^vol~vBTkRy$Q}Ao(i(1%4-D0E2 z&KSCP@Wm)pl1iv@BK!14^LZ!4<8z;)r6rqmarfd;Lq=|m3eW9@@R7fZi+VPat-UFH ztYTtESzV_;D+Z(pI5;?voq;b2Eh%yIdy9o4At4dA8zHQBTa#5+SI_^=&cca*aZ~uA z=t7VBT5?oVO1<~jPu4!_7RmmpdnRDkf`TAKL1@>wE|ZTG8%KS}^uiYr5kZc`mBgNZ zv7Q@^`-4?a9;l_?B(v;#(ZSbz5(M`#d$2Y8>V_R9q^_sCD?cpk9z)KD+Yf`|WPWyX zSmU-vYhh`*1!vBad&>Ez()Rd)87fAhV_UGcjv4Qe$ql9ByHyPB<{GcFb& ziyNPq$Z9*B$NXCOF^d}e{j;1b^H$i>T_Udfx!9P)%DJ#(aXu% z*=z2MiqAw|U!S_6v2oj)9zi~-LKUf)<-W&m9$sE;laowP0&hCcb+g7ofhG2bC)1?5oTbcmX%;Mm|5k%tcB`shfQ&Cns0tv1M_x^IhX$t$NZ4 zGAxv30@W1WqET4{hh2Rnf>tUQPV6xqN_DT=;Sc#*vt<|YC)*$R8Dh`So%}=31S~tv zAm?2+U`O!UTpv3sdE{_=aj3y_8-47xsN;(?QOAWz?B@tRu-1*=Tr;~M5d;u`Mq%=9oRA&8XB;KRHKwkOeD2N z#G<0rEU~E&=Mx^YF(+Ni%gdYl`$~{lg=z1Gjv%YUmXetm?x?Q7JUB+ibCTh-WqWlZ zQ;Nu-$RtSj8fk@_cE017jXJjo3L6K<@@KIzR#j+NST-bMD2zP+sB^R+Mh$H072jPz z)&kj)^JiFgXAuf=C2GRzW1&*PVdke*#@!-@mVIHCD6^sV>b`|GcQ-eYVx!t1$m?h* z3kwS;fFy84&`}Ft)54d(e^}g*wjI7U-sDTSI#Pt;q43yd%DTdx;9yt$>o8P{D`}d~Av{|ak{#Ov3aEt!*TitzqpGV6qX%IwSkouLw zVY-ot@14eX+E?SXQd*T>>C!IbOe8kXUlOb5J&=}JA^%7Z0Ve6a$1R*cJGuAw*L|BY zfQf_6{{Bd^fYRyY?q1S@4_}wp@JbEcxt35dQRa!LH}zd~&Fh9&AK8>WS?jv0Qruz9B07L;orHc}Ph&Pl*)lFA zCEWUmD6X!Lb700BdC)xDFG8+8xY>#_uV0WD&7`>0wD9+Z$JItZR){4;UlkD=bINSab%S+ z7{jU((G7iZ%him@_GeM-EN}}1TIlWdJKd@US8;>sNQPpyvIH6j`wp$ z=qalJfns7y`UKII)svqV?UNeEduHp=q9|tSGfvchdp=Gb&2FSuDBwhmLDc)hjQ$WOU^D?KUd@4{jg})o0Q4Ar){yD91K)LUS6BmulaRAe{bx} z>1hgSN^&sQzF^i5x-w5~{ztoB=*714a_y5v-E`FZGiKv8ZkI8_2rUmj%KSwGVw>%3 z&X&l`sSstKf##d`BOoyY-N9BNGTBZbRc*AwjzdcSkcP^w81sVtYTI7_<+@w+7X0 z=}I-7ll#5w+>iLqsf4yUH;$?|uj`02ar;n7W_nU;JX<%sous9C!N8ZYqS*t*dwvbl zsNrt9$~-DY<2gwmYMaE%K$n<$`zbIZdvoS1$@U*nakD3u!JbjlGYpbfTP}87p)U1R zD4uCXYfK0?O2*QWNQ&kg{o~&f-Bv9)7_VD83wE}ZQ+P~Jc3gH1BEHz|Z{)3Hahacy z{m@ZV#0H`ppP5MFE+j;3O`K|E2W^Zuux5Y zqJ~&p+;li!k4aZIhmK31OiSxKsf5M~=lc#uM8f!DZEcBF`HgnO`PR{m{lH!6YTNB+ zn&#%s-~J@5{p%oj#qWI0+2vCn)24h9uD>hOMdV#GEzpfEW3bKAv*Z)refBv^bqjT` zAXAzdGl7DFjE*8khfbvZ$JfT}FFAr1h!j%p^x(WMCWMe7OnN!CKL1u}WtpOo^asJp zq}0?vPsirKsj9Wjwr+v>2iKD5F4PeMw>@>vh4mN|s^-=;QlnlhH<5?++IGUUTi;10 zEl2ZG$abv8{&6RMp+O=g9_whI)}Qu)oon7km`J7Z+frWN0}5HQRjSqam#+erD;9KR zDzzsrVuZUdW6nN$%!{^~yaEkHQ;SXiJVHs{UNOtp^1JiYn$`Z`Uem8Cny?0m27&EA z`1vVcnEt!O;p!tnb_em`o%9CuF{0e;4T9-4t8jHR1&tY8X>ZzQ2C<08LJONO7=K*I zK=D}d(`SbMBD#WeG#lYf<%L`BOD$4=kNrd^&TX*TO>cZg;?9csUo^Xi_%HK*A&nN} zqR*@KZSmHZatvqrcy3@FH=k3&!IP^t@ufa1xXz1t7e3G_=)AqTaNb6iln^tf{43&a z@9p|J2b;MyTt^P^VOJgV?Ip8=`aH&8BcYov9=r2oHY1$4oZjAH&9>1ONB_~^qVv$% z#Rw0hsDaPvCK@d|MIlKIuB~6K1gGarIi^fMii|v&K*Nc##L`hsLX-)4`A7EOzVF`a z)d{6~vlE^sx7=>(ti@u&u+73!Vj5f>%h&!U^&;iQr$*lG4NU2z#7nL17J9we6ZgpJ z)BTrq8Sg_d0oa)T+ex(1ZGa|~c2vV>!J6-3+Fl;32D&~;2w7b8uX)R1k=C>z2E-68M z)<=C2p?x9!W^Kd8yF*#UTytAi=3o+`mC~w z>p!+Uy(GzJHq0m9_moyWx>|ZwVhq;!$DQPUR8A#5tjM2X`i8;ZOzNC;qsbQK;jLyZ z3q)^Pe^(JT_@3M=X{ETVFQB84j->{9{I2{58v&cOH?K}lvBuT< z4}Rgx0*s5V=lo(tesB_dhtPI8%D$28>GG{5nk6i8g&w{`cDAcBS=w(OZYC~G)H`D7 zs{X+H?-H8Zei1D*7<&BcABAet3L5>bW3@t>+ojjKcJ#V#t6B?sm*|3}r}BdcIkTFV6Vj|PQSTqEnp^U8 zy{0mps-=`-%lu2`yC`DfXMV-`lVQVdKl-(#FVDGC3au|Vkc#dym*^#J|$4GyG5_+ zVNGJ}z)RWZM}W7rkA&R8(a*vu+x$99Bpnu@N6VV2Z-h~k&xPxW{|HvmEDsd}je-B^ zFuyDAGG_DZO3tb~f^WU*&hGcnhI^7D5XSV!~n=|ipcam zYVFLmN_ig1XolQTLO@C|dEf*sL{Lyg29ePZwzMMe?IWGMzdxvNxv{L^NNBd|B-CCc z^Mb4Fi7248Wy`hHf0`)mpUgSkA4^_3*l_oaIrVn4-0J#BbGB6W--ZRzHmkxxqcsq1ZRw#XT9)if7p;sfDv!kQPE_}@7Jc2J03R)03PO%(>G^EFb#A~Z_mcp zTuLOS@>Ym!n}l2-;5SD)Uh7M6icMsG@XopQ9ARgiw^x7jdX&XTuXx{ln^ledPf2Z$ zRJH|DS(oJGOyWROK>Y`6HXW7Z07Qe&3!<-m9WYX96qh49Q?241lvr^^*VExi5RW z2skZ8*?e!ZOf?Y)L{#g|N}7}%3QtRLjMX-&pp#qGEdfd$V9@{+AC7*{!+XEGvvdvH z)y;PYPeVyZ4}Y-V6uV{F8qOp=VmI)IE)b|uz_Gd0_{jH7w{oseruK&F@nbzF7vGUY z!Hj7oNb|`HLxTRLzDVA6+T)waOZ|+h3tz*c(&)k(ZmyKs^5X^O`L|7Ccq(enH31!1 zx-@mBU!wFQ(Ev+^8S@2`^ozW_Yr+oW)L+v?{pSR-va&!y4oOR+6LVccB|SHugQVg` zW%*5DBOI5TVf2z=BU&vs#p?qxDQCioj&1WAD!SmG)=dQU&IiN^y;hstvS*-hz2{0{&5l)1I<4RMgykJJ&@Va5k)mUKOYK;R0 z{#55?-LKB1=C>NPY!vx<@a~@(CEDig{n~>8Q#siPi~5mRP*GD%{b)chmD^wc^K`b8 zsNw8rRln2>4Fm2U3M_Ky{M^@n?E&E@WrN6%z|<8X6Y~OAHVwI?i0z>6-f823KMtRQfyf_9~|> z9JdF17?1aTq9#esqp_HHOG@jI$HYlJ*yxM2<-K)_rmU*mjq7f1s}q=`I)< z8%Htl>8FDle^X41MN*Q1HYT@_4VLlp_E?gK+Qd`h#?wh_7ooxQyfzlVbp8pt^c(VfNSVb-7Nx;XCT%hM_WpCo3h>3}9 zhVwM@+nFFm@ny7P7EMH`KBeJ*&B%DxpLs<0ojvBZQ<_`p{d`V|6S5>6_&fs57OyYIR3MLPkJg+r8qgy2dT#K9cduyEcp174d5KM{Fun?e(HlA zjK(Ex7~L05*k@X<7Q`9(wV~S&#=AfRYykbi5G6YyHBWw^d!Ck zUH>NAc8l^AATpZ3)i;-1K`5DyT~&4}uedI9k|FJm-OMBwF>fd0>`5iab)h#zC0GlZ zE0&;)VtVC2a7dW3@zMXa*if{bSBff|OT1z8J39$ehg^pn!Eb`zN+oP8tV*$N&;F2R zWQQ6)j^QPeeE#=Gz2_+>WuF%TL5d%GZ93JLZi%gCd-(fyP;1O~auZ)QtxEVcrlV@r zu&tA_?;U(!-PNzQz2$RiXFj`ko~4^nN3Nr$y@f!&?!p^;Zt?)fY##i?Ld&$xdqQA( zq7oh3bwGvl&Mm_WT9fcExweY7=Y`_cr~b%+@$co4LAtvU>O&SY_n%F#zYS=s+q8cJU;j(yIZN9~$bf><3pBZ9jv6aE>gXzxZ}tw-biY^*8i#^7djZiREZ0Ki&fLL`hdM2KJ^M zbg$ht5;#@)Dr^Pi$nNI-?jE8mn;yM8t~@gHv3Xr4r!**d?L2l7^o0HXCkXu6ec+z$ zdxrz>BU?e;e;Hn}-hV8DHSIYmuK-g^FmpaBb zk!N=5W`GKBIDlsmu+i*v9fZI z>{aPHmFdk%r=+H$;R2^;9dVdIt4;T%h1QKf4`i2OEH)+--kf3302GNtqyX)QRtpQ}Uw$qQW;M~tuGF*MdO+f+Bz~=M14n`x zGg^_Am}xXtL)0NK>SNmH%M>~qhzh9v@UJve_+$w?3&^TBjJ5NYZQn>w@Ucn~xmY&@ zwziwLeWG!>TKqE43yJ=0&UfCd8Yc{?(IU@`G{?R+waoOZPNs#&^J&QRPI0gm#&t_v zME!e2!`ypj6rcTL*1?uovGOBU%%9Va48YY5PkDTNPB+iWlgRZ{tfX$*CWG+2y)|t| z-MD<|k*`0RdqQPtMcEe;e^ja2-UC#CL*vmM9hP_lq;pKBoSRuMX@v?w30IBWJ9Dv) zb@`yda)XUVXtAkF+>2BPg~U~Yd~$z)SEenuchmLPM`H6Dd!zpj#nQ!n$v1dTL#AW% zf;P$d;SjwB`G2!5>>d#Hr*Nu&)nW_p*E5}IB_xu9YLU4zjP<7Q6rGq>DZiIZ@WI7$ zT?bJ}ZHy+YnI&;+x|NHR9Zj#2TridJgWUP&xu<-sor;0KpRH28I#rdQk4*`H5Yg&J z^{su!O#_)t^U21*&W%(x1nl+o5f+a9yFpJctd*i{MRrj(F0((dZu#Mz+Wl2%#;u%^ zR-CTkSdFzN@A4fLwa@Q0+ntU!ng{bAXoN{;t9(X8!U9q}np*10PGdCG7k2XKZoext=s#DhkOks-0+Pq#pzo*#Op zf@HH=LasaBF=mPHK)7VKGe?Mwt^;GPyCVvfw=s=E9jx>c2sj9q7Jc>`mLW`N0 z+Vk#y0J4}=cQw0<qs;cg%KmLD}PRLl&$rNx_Vc* zA>+NbW7*?d2~AQu{t0`iV*N7o?ZtsEFis4C@#SRg*~)MrDf-aR5V@|BygW%_yk!9B zXUpRGrOCZ<89pSlN`$u+6~$~lj$hq95CVdEiRW{3)jW+t*|8or$d0b~PAQ+T3ns3v zp+O`2vt3CeHY#-e_*zPD){pY2jEFqWZ#2;!(RwhsyI38DS2oU%5D8Fj9qOlz* zW_{*4ufm(yI;oK4|4WY;^p?=O?}Bo8qL&2j{Kn9)b}**D<%}uQiaJ0%N*}&wIsAcQ ztSB#ke)&y&)UQcX8I@$>>csN+m-+4Aca1lDvfayex1ZU3D-8V=+KfZFM-US8<8>7?@aqias8ZQf8h-BVlr7SoMeHIo9Z>?$RYeW^0(HJmY+eeci|>jWVo66b`W`78TZH~YC}Ay7!c+`p45X|4^kCDxFZ~w9 z2lb2~lag?t*12k_LAP8M?ikRLk)1}VVXLickuaV5T=q@#n%&uuo^EN9)Gu4_m6h{| z$XiMDVQAS~8$&D(q_S54)qAt zyfyS;_2b=x*&|Zky6UM=nllg^(Y_N)v>nh4y{c_%pepN0+c=|J4 z#>16!J$K>CjdfzmujxU_tr`}4K^?$?v{DZ57&XV{*+8&NKx-XfeQ4F{u9s1RN7+9D zXd9qpUQ9%kE@_YVc6YoHP1L-f95NrZFnb!StDR;d{nqE_#_VrzEA^{*0YJKML%Wz9 z8UtixXwc9;SyW@Ec)=i!?eFh@T?KmJys(vAv0drB-%M>4=U7GL*? z+`H6ovRShK$k)g_wlDH3niJq~;KBiF?7htZ(!mT^Qo<*7I7fkeRk=P6-$Zax41M6l ziwO0eFr&1fk_C;{-V(K9$`tSOsMUS4%NpzTsZE z{-3RjCo?N6#)}s(?r3O)E53`bqi4w$JYG|g=(Lw2@(#V6Olb4`6@h;?97^aj2j~$w z=J#?{;H3C&N28ye7fvp2WGB>dC+Mr#(gtCia338%NMMwKMt-f)ix@glm92mB@;gjL zcC~LKW3e-B>3k~fiNRPnm}93m`tgTW%AS6WACuvR0HkCm)P&5 zbG)N{nJoUW_Z!VyT|>E#qKM4*?zQdI>UxCT>p+|H;qO{0O7fTQd_z$)FvNfq0p#oo zJPi=eh^Qzzb#-FHPc}%})4t8y_0a5Z@^|VV#gxB?pSGSiO@vW2)3@b{<3tPdYUOJHrOQvUP%c{6BXk$Ur?-C9;g z`n7p~*K&AcA~*xzqivoXZc|J9Nz6IlDl9CFOG_gV7Z>+ATK+Iv{*XXROY1#%Y(zIV z&0Tcg*B)7V3=ft_ctgYAF|gnDrO?&Y)k;y6Pm=$J%DV?bJ2eUgjrbauMPgJ-XD2rJ ziGa@M*lOSg0^v1>Glxq+z%?WwmO%`j#x^i*IqfVB$tn|-G8AD4xI&6~3~ zicXnaLB7_+H0`GHkv*FXoZGty0mQ6MJW!D%hO96QZ zDRuq4@C#E7+0ixm@!$36LX)YnKi)XT*9o&EM7&3H`Zw1DQH?@1?ESVwOgQWsnS`RE zqJPJ0DO7UGKRhmyH> zk5pDxw)DwZ6${1`7%fA=Du-<1A=mf=1A{EZ7}|%$fpC!_IV6VV+Y5@yO=gMC;H2SgA zu@R^{!x$h*lzHvirb~E|7Z(@55_`tEGEx*}>VJCKvH4U4E+k+x_?EmH&@f)335oS$ z5JqZ7Mn-&ky3w2fC=4}VVg}FV7Wlka*x9kcRoMb6sesEuA4{x3xfLFmiSPXrRgu3M zxRWkXC`}vrnVX@CzB%l%UkSsesoO(oRE#*tG#}p6?-}~$glBCrD_}OK4^A>wV{$Sbfh0y$MR|EC zTm*4QEsYe>LFi`s9X&>zp*Y0!GN68`{K>tL#yCIOtNHjyKn{wM=mZtB((Y$JK;pqN zOC_j_*@$m%V{O*jpqUl*yXa+rb%j~+j*{C!v(b&t13J!j8Z(g6u$Y6x_VfT z)tAXVGwf2te7SOkB|%o-l@{A)k3-S^gaRWhM$z7$8=Hu}Wm8GM1FjGb0x~$vDMugK z*?|M`Lzk`lc+Jz%S{DxW3^A;!v%)E`(3*p98WjLqsrk{)^5HS)i{!Pnwfc3g*Fif} zSMP)(KLoyP5RIgCfdeJwCr2?z2;=L|=T4tK{5Y8X*b*$;`Mp3y)Di>&e*OC80dD1O zrZ-Z)v;qPGSXF2(fSgpv7ozx@B1%j7KRHe^(#Bwerl;TRC;9q@9X1La;Yx;vhG%Ct zY=>LU&-SIGX>Z_1QSyKP@k&pKCq|fv;r>`Si$HI9) zm#@m2Z7aimChn3Q1jiarE{xD~&JQ@i;=mieXU9D~JrOZ63TwYBvvfZ))%u&5FoK5> zn}j4*i{xd0cXzn{*w&Z53JIG1H ztg3lqs-)X0WKy}U&Rt4|NJ(73$FnCTLgj@&FT^6NEN=SmJ!aZ#-?kwckEfQ}hA4_ju~W6AQ|)l zsblU;-#vqn@NiZDZW@xiFNf!W0@hjT&6b_*+byjn$B>LX39W1+?&qY7G8i|wfW4u4 z{$8kgl#j8tQD&?~|tr5+`cwtmOsKLHRJFQ@{-27WHu;A!8R>gx1 z5`eKB?<2&Z5j1PU{eH(j);MH&A4rFdb7=54LlRaKI#6E$2g`$=gIjHjQIb(pj0x=$%4}Rm+mWw4OwNI{9u?r#)0FgXd z<=+@LeGZ(!FH3NCb_T;3q_R_Op|&|W?;l^3~Sgu?~Eium~ChQfOQ>#GM8;ZNx$iTCNbf& zFZn6@YuLM@8@6@7RgEdh3~+l=0#hZuMG&Y6oQYLHfNXd5rxK)NB-`i7jz=_vrkaLZ zoK!RpS++ODoF z8YgB*%WTh-<>enHq@_h6)r^;y*U5K9fm)5`=2KQ0hSl2JIfa5u_3~D&1)n*FLJ6o! zANEp00>?;AP4$3ASE<^h0 z(!x#d+VY=3_XVNhwJwYNPE#^}|I|~#F1#$i1auKh%49|nHPQ7%nO!{;)p74c&CIw= zYw|B68>aK(Jz89fXJlSoz0aXwGS7oBm^7k?y&h%s!ZFRPK?LY2i;}oH36^XY9WN9i z5s?CPFEahlJWn8R)IgywJ0_+RDg1}e%EFmbVLf26-r%WU^-l;Krcak^ZKmb}F3Y`^ zd-8xSOrL`6a{f2ztfsRgJ9;r!T)2{i8#Ez7mY}SCqs9*MSvKc&aC?K-ylYN$BIsvJ z?W?_Z9v|U57)28(C2>05bv1b%lN_9uBrd&$^Yb4c^(?^vo@9(prkM)pi~up&i*Gap z(_=WTJJ1R`|8rV#6BHY9U!3We*XFr%WW92Bdi)f6KC)v(*ci#Y#+Bsw5q$F|Tl?`mBvJ}Va9MYE`D6&srWZogyaeny^Zg_fThUFOz@L}I$ zk-uweNE7+$@1Jd}lOgRtOaj?3Xxqnnh&dIKPN<9i{l66nfvbmefa@uWO&Xs=g9=&8 zlEyv5GZ*$myzAGmQ;WM5UV>;xtMTt~hh>2*#9!q&`GS~1?8+_GaKqv~oApIpQ|rt2 zwKXoOU;l4?`%(?)+h;wI*Omeb?AUb3u66(Z)-UTfSpa%)iHXn7g9?i@D<0kb^!U3X zl04u3T!nEe^djA;B5}92e%(ND_Ti<9asT~^dxL)M=ER1;s}PxC>FJF?3Cn5K*8kf2 zCI%153@!oO6dI7gK-mmsV@XIzOs)6(PswZFK*|P!H{B63FhSHUX0ZM*myf+vpE}j6NKZ^Y5l8&iWEjaRKl8_%m1rD=e)k>G|;6=`tS{7 z3TAVrW@j-_)RJDpPzR>|{xzCfY!zY2{u1~4^>Z>-#TFZ33t(|hPoD<1+O%zQoC*k! zl5Fgggj77Qe#WJ7#>)vFxh$}NrYYgLpyO(?CE{t;x@^9C_YQoQFJP91m6H=cKR>@? zeGKxQN@3v+Fovn6r3lzt$Vd6T%-Mq7U%tqmpPiP0|6bT(guH$L+zdrNq>0H<@6{MK z{%Qs)I!a-o8g^8Zc-d|cwW9e^o}L;nTcS=+PNu*zfP!Qi-rVf}FhxcllNl44p;>(6 z&j^4zAgPiFyZDsCeCTma(yLI$KogMMoyu{@QrVQx3yBB_+QB2R&2+vu=D75`k_#Ce z1e}b=#meH6`+a#6d=TxxX<=O8-nDg{Mw6Jvw`G-zU@)&KpgCitqVi-fsJluOfHc8j zfCe>g`uH5uMtFU_IN*91^ScTq%qsWnWLpEeALhTxAA0Qm&@<=912Hl#K5ELa|G-tB z;8V#W_AL(Ymj-}i-ic(${)~+^AI`lWn(V{OvaDPe;tR7K?CR;br~~-!EUo-f7?=Qc z7p7ELU;qSAY+SiKV!lhngE0#@@R-mp$AEdC!h?C*vxfL+5^Ry%TFH!@q4a*7>WUsl zYzA{QQ?di{S_z+U24Nx;AO;GVLUi4jU;q#cAac+~m?Yy0R6{Ko!$kH5=GUqm{@}+b z21AG4$M1wveL}r;!li6*)Ns4XVScKWW#GK&;K4A<0E)_sJt5)!8@DIFKeZ|``G&lF zdFk)(N`ePf_7^Y-oQ4(qu@Q`r?7K?MTG8!COVL2V_&T{>Sl-%af)=6DbNkJs8#gCP z(w*Y1vsZ3^V?@pg6@YlizMTHiey3ZuPJ~31yqt6@r*-OzDa3!LLS|$^lZq+MV7e27Om@L_&`n?{s|ya~VBIr2 zR7)hCvWI8y^_q`K9?kw&gsbpx7T8}c9`=DAd%>3);;$NfG{+ zr}+*Wk|f#X%UJI2?ueiOoFNgU^#VnBB!pr@PBUu{BSNi*-%eG-&S;H*+_NF^owU+O z=ic>?pC_B-{{EtXPbWfkEqDY6F&re6EM%}O zAf(TT(Bz!Tubw;>e5znX$qM`ct;Gmj@_p19;1qoz)U-EjUp9Xo8X|k+yGH|=!D;RH z4G_I$+VCUu3dCKPNWpAh?Z9veU*T-;nG(y>6*taxKYy|}gpY|uD}$oMDacNttboo8 zGn@oZs1W1V?M@Oq7O#l?32zc$^an6r3VictI6*;CSbQP zN_v@r2?%i(!0aFv3Sozklc(0!Vqo+V0hc3*4`b@iezlmzTBj#XyTR?gWl(y z`76AvRE};W0g`-&|b@1h43P46pctJ))a%=Bo+~KIMdR zNEA{hn{xEhe)KR%i40hRyu+(-U0$0A;rJBnYAv8~4Z$$A?7#;YTu@@w7TMKlIf3;Y35MlCj{T9b^4VYNZR zgR&(fBZC6Otvyxyo}0ns_=wwiTMfML*)Ya)k1MCPB3v0aOr52`jZ+de0S{nXDJFe_ zCIbkh%>VrC3vVd!KfpKH;5maqRnx3R;VO|=6Gdo{Q4}WGO%l}hz)5L=G)Zz`S|+=# z%`Xr@w2l`8;8e}!H?Ki02wmU)crl2{S$~P8Ajl1%B@AviobJKo2#57@ob@HAPZhVd zRYbrU2dt^yDp3;b>N2j+DO*nYZ#t|#hJvN6rK)o&ExCOXNAog!&(%0k>43oro8YYDJ2Z)~ymM|)?m7}CqF{Wahqv+d|AqkX z;@&40d;yRH_K+Oj;E3m%%V_uB4ZQ_b8X}dev=QWm&?>U{hlrkqa1CfJQPsTb!cei} zve{JxTU}%-z{=$-%Nap)f;7PN4w>)$@4gG$M`$Ms!*IjdFGEGJKsmX(%6oZ<3Dd?5 z&y(t?9`A2-fwQg5@6_wy=!nv5!iKyiB{P^pG;w;(=D|Z=E~%QoY1Wruszv+j`}eub zH(Lg>o11HY3z8|baB$!>!{j{3&=-JJ|HK&Pei~0xHjN0FYDUMdNXdnFPSB42)>qbl zdK&>I{9iJqSqdC#w55PUbLkbob)0M}EiZ?mb&V|X^TLx|+9v$QV7#&ZD`IRo>YQnu zm(QU6Exv~$*UWhibMd;mlt@W&blhOsr`dZi4F->ZMMIBwVTn9Hf59=cesmcXN_rFK z%d)ex2Wy^M3WFZ`xhpI*v=u5cu%63$SK_gH`};dzUcY~@#6%L9=*Pir&=3y9#+YwC zi2Y2+FtNb|qgk@wdKl&97rxl@qCuYoNs2J8+>(1YZLru_TrESaQoieK!~a|k_7~Vi z3x07zx8Sm?So+PU=A$}!YCN`B{9q^)dC`E~NMS1|_5TKE6A}}*U}XIr z^fw;*63A;4GGjI!%n%?gMwqx(f|L|B&L=29hn?6GZx>mrXL$RGoh}sztRcNJ#uV_} zp*&4iB;mv4VZ@6U*r?H8zowJ)Os?xZ5O@3A0+ak;w!}i=;^WK0TLD0J-y58TXAT2I zhlu14y(#3i3*q@@CmOv+VR_4r=ayoqVIz?K=+F9*MJp1PY?UjIQE&}rqnyS#49oiiu>7aAizVz2|wo0?ti3W$#odwMhYaPF4Y||NEi^MSbh zJ5*b)n}>qB^QMTJY?8ccjbUEuxq3XEpR95SfXK^ew9l*z{bBME2wMsn+b z#}C-hb67O0TVZ^xq9nm1XOY@Z7O^)zK1y>k1IFu&gHJ~7aLHie= zZX$K2-hCsi-g{_2P=~8fpw5^F(?jg7F@s(W&{;AaF}N7$&ryiE60i+)@nB9Kp)w}^ zr_Tr(#6Eqlw$}Xk<6gctyjg&+R1%O1ytyNEPXnqTNEZAcy{M&$fRr1_0WUOoCGvz8 zAYueZrbqVRQy83v&cu%6%kDnoW;kZ(GX6r1T@L9w$jJ%7 z(CEn;h{iTR4zf<4*xMrpRFsT^123w@j9&&faD3e8m0E6j6B|nuOUMP;0m3rve}2ql zWMqWDmRS6?{iArltfR2G-=t!9w?NA;6Er%m9xCQ*x`2dT_7$&iD)b(oAh#5GZX%i# z0J9b#`NzW>FaXHR56tnzK9= zFTiS;%*MsVz2-vq|7goR?5#(XNFJV|bWZkidt?G!@m(uYaz~0DNV}SXiDP1g3>!LFKpTK8)$s{T$KP8KNlZ*6qoYG? z&T>V%((0bEU=}GCh6c^Q9uB0JhGgDQSGWm(jVm`717=I=KPP2LQlF8 zQ^J0fpAZC>!99381Q~dM6W@Zq^aWhN$aVt0-;Z}+UjE%pvHD^{{o+ZX-ULMUi%D) z?`9hTpBY4Cs6*L-X}!7UU`$k*bmB4)~BKzbbVyBJs%;1mf82@%-4JbTtr{;+p* zCW=o*`*QreAZ^US(z{rGnBhhkL}{7l!5k3`x#-ERw5bpidVg#FeHUP1xi$c3NbHt? z-9Y$BEGJ|^k4sDp&XNnyHf{FX+}YuFYix=hmpJj+VmuPrRs?Kx-B7aAEe|8~SrWab zEXYQ2I~4VR*lv356Fu&&^4X7uy(Bl$Bq(uvPZG(K%n67V6I$LI$> zf@TZC05o=XbeIoiE1&|f2q?`!{6$!AJanLb<&YYD8XeWQvbIL%2ap+sDB~Hd8tIV% zs|%dt5F@eGGxf;Ecr5438@erJc)$lG&3pjd*8Uv>;V?} zG^3>97xD=1=dES|V4s5RE`wK8Kn0d`J*UGn7NA z=op@{ceB4Z?XMey{TvM-M;nww71!w43WnTgMI^?Vc#x4@8kor9Q{%28n7p;UeK!6W z-czG3dqaK!y6VWXbUeSDXWD!ww=e0!fhDER`M+BG@^Gxzw(A=urA!g2ZKg7X1`Vc+ zB@GH886ru^n6W}ALy`(f$&heoj6#$lB9S2?^B6^@BC~g0?dN;;@x9OY9>@E~xBuDI z!F~UR>pHLVT<2Qr+??8v=+N`NCCyIniyisx^`Sx(QTA0;_oY<=BSfBW2A%yrpmH?b ze2~*CI4nID95I`?<(SlaF~sHZIR@mjqr>}DEv^eOdV!H1(UTA$UJ37%I`qz=3b|*s zG|OY%yd@Rg)=s@z1IcCpl5I2zx@2P@`N-?tJ?FlRMMdDE0sZ%GahG&+wZM;B|4e@2=6gFLR z6c+pU?N zqs~5f`F)e2q)&V$y`IB*HW??YljV)W;NynHm9@QQ#VdtQ$vz!tk~oBNA%(@u%Rs&X{`E`i3_ zSOLclDKuR`#fVp(TVmk}I-YZE%rNm4IR^5yu7k?QVU)04OPTNc$*Itv> zTG4_%0DtNoH1eq4sE`EEbRqrkacQu;#%E>Cq#i7T0&4J=Z$7TXL+Nks7%%Og7FzRm zQT>(@ggCy#wEWZ_g2%(m<23FjVNV(oe-Sy|6<4A@D-CRttJ?GLhM7sr)WTU}y})6) z*vX*U*Z?7sJ)B=i{`2{>@LZz%R(Z~sI~|(!-?Ki7Q`=AHf`(hw#pfFKq_U+o{(CGRwEL8g7}{B9L9n`qCbFsER}G#q%ptiH}1+NX2K!otE7 zu3Nk8x+w5#(cHL5G3{PFI6Z5@PL$Epzl?IJ9F`jvc~ZuIkLoT2p6m?)=ZaOH8#HDi z6eB)J6NwX+6)N@Q5YN0THsqk&`XY6uOK^Qkc^M!ufw&2H%ILfY@Pk7DnSTb3wqt*7 zhzj@NzV&i{RXsma`7=HbO1>Ct?+eqDfX?nTXwenhRzdTl`s+T{jOZ6{x)ngwGoiX- z;}!HRI*YTfKfP&u{AYDnY^L9%;Ehw7A7(aH?ZC#Y3~^)PLV)o=wIW!)G+lO!R!FKf%Q$9Y(vYFv0QbNzI$y1?~iGlHVR8}|4p0g9v= zRRsQnNG#Pf%XxB!HJo8(ty3YNavPv)H_T7oA_vpyY0Z;o0r7F)(4w!Nt!i|g@5@U@ z-A~gV+?CgSrC{RL#q9~oZ2b3A8c>6wdLr)`rFsuc_B3F;q}hHw$}j-r)Vk7gR*8j& z-A||wy3@B0{R~?{o}i8bNWwa|h|v^MZ35Rq{gUvi@7XpkGZ`905ajgaMpdp|j-{5| zmCsc`jXH_cFV4YX^1CiD|acLT5k!SbHFjbhiLK+U4$lxzG+y6N4m{I%tow4yjjW<6ozrlVfC zFtven=<(@hIJXj3c`7qpSQy#~8UP}xPwV?HgGW1qfl~U5E~n$uUJnN(GnC2AS!bDH znRoEYe5FacIe?>^9ZstdjAHfl_esNSG!#*wTJ&W=mpL@w+pvK42zBKEgvELKgyulj?q5#)f? zPjX02^|lfuGv9W*p}5L8y`OP2i>^KRQ#!to$RmaALLY+7t|`NKS=ZFqAfcyl)Zzn9$RS0M#oZeCtk z@*3a-a`ueqKoR#8+erp5^>fERhJ`b6+KC7}zW`N^=sS>~kue1k@D8l8GZ#12Y#wtC zq35ctUt#NP%lE}1WT}VtqpE87GwaK1S#|kIasZpB=UG|fNGc=Fh1*)cw9KQtZ$EC%ufB#|-&Fw)G05fP8-2@aL54)i=)`EwgX)M(o<`Xpt%Db|G zzxE{Ei5GD#ZC`x+{i{qGzun@y(~O){8e0vq>fUY`X}tT)EwS*ZJ65~oz!|y|9^}ZU z8e);JJCfd{!r%>9iL@?(uP0noVW7E7v7kWt1e}-?>foZ*$b<3FtTnzxZDSQ08cHCT zG?T(x>$h3n+cMw3{*de08nvp$McNUev;3mEj2dCkVW9Ljz%vRG_ALU{DAVjMeFIhZ zS=A3;wM4V>_nVa{)e8@6>pPP*Ng6FMyOmz)`7UGzq!cEpd)LnzMbF_W+JcQz-N}0p z*ZGp3ZcFJSy=GP24Rm}4?EK4&-MG4&vV{uB(aCUEZaM~JEC^v&%XSx( z+(8g}KCmQQQ=ovGlxqOFuNX_vd6ig_&5R2>?s2Q-WHoLP;3B#Uekgt7QM@p>E21hx zb?m42ObwYeD_6xyv&bksW#Wlt`+9O6{J=i6-D06d8z|3B9a?Jrw!)R%ZhMu?Y;iy^=i9GE_>817y&)87^*963MG4+DgnzU#KIC-uMsGQq)Mc| zM^nqk z##AnlrCq1KoP`BuFuq4|3L)k|SL(=`F$)_`tsh3r==Xg5g)`l{1}ay`g+ULGmG%U3 zq2cQ48qh*au<#d<43Dtqha65+QCC;@=B0A`vea6?Ab97$n%VdABv9BnY9}MC*val# zvD;0(>PIWXV%k){zBGJQoT>yUmX?;v=}m9Zt|)SbL#xoHO%X}KusePG{{2cpja%Z* zk3n=Ts;iS;DzB*-&HVm!A~Y<_51?8XPMmTW7yk6{{ve=XTY6t2QQCFEq?wl|s5yJ% zu9h!FAFuZ=z+vt3eKpFx52J-^_*K1sD8t>5$8w}CuQ|sSMOF8TUAuO%=Xav53)m}q zY3*NsEx7s}&(qI5y_{?USoY0lwjMM55Sx8xpX6PBNr@F{*2`^&AP=xC7Z3OTPkf76 z-WkV?ex8Fcq1J3aSKk*qCmN;+7l`t-2%g6*v>SF_@H(9M7A%P47k@nM?=!nlzGtwm znNec?;jRv>o~kb4!MDXuORZ-&;azB7_6$*ORJUliIRbjk^>m{b$s3A_WD z!fvE(_vP_2&Od}kelamdP&-yoQcmVDkw4oI>ogieH?fRuib__O>T%tlI1EAEJoSPRwNMW)70gbdhFh&%0D|6x(~Vb0yZ z_5dHaYKGH4^?tRmsmxYo2IB9F@P@~46T5@wL!}ivwCZoGeZ?)ltv)ld`);6-hz~p> zw70a(g%JF!*$1IL;k2{7m(D`MlP9JXxA_5yY$kT57rSdrw?og#l;tk(4Mt+BGe{t) z*38T=6_(fkeoO?NstLtBO4MW7h7yp?ZzVk{AoA|RQ_r2~#b?LajNM-GIMJ`YljUS( zQnO~&(D%8VkisBQ#e(MpSa_A!Xl_%N!EOiE2)#IFu`$l%y_lOCvD=ty$4rbM5?xes z_2Nl?LzN?8*4gK_!A$oJ-Wa`SnWxJF9c)}Km+u*K%zVq3y3lRRbXQ*M>yC5LsCd~u zC|3fd?dK-?BmEBa6jSXWLSSdi23s< z2$-Ub#4v}Ol7^!V|5 zqG)o?-+z!e%!%s4Q4mIpYf>PO($nkrXx;Is*jM(|4yD0ri(l5q;@d<#?0(2YGb}qy z^F$LJ=S+FMYlW7mHf88N7pKdOGmY~U8 z+pUh~bvTZzE3dnLk-@Ln>e@$B)omu5a;ahcpBD@5|9sD;)m}QW=uj+!)hc0K5)pdd z%Tu4qnA*AB1@JJvcWg%&a!b<`EC8!G==gMr!#0i(L4JN3WJ`WIIWBqGQSq`REt>Se zb`QTVh8VspMz1950)}(0%P0@5kNwf9E^KQFMtEwLNUUpaW!?JX zS%CN>8Xl&X{X08qgqHQmbO`(6+hB?n_6+SB0uwcZehHra$ut|2!0Mue=GAS7s`o`~ zYSV5~S!1w!*-ps`$l=4`f?jzD#5bmmyS&i5R*rQo*lRl{TWQ|&lbC=k5F1c-3Az9iTd~pq)g_7B+H=bGG zfxxCr6)#q%ZfKIASO8<~yNbLWct=-It~~hc1tq!O;zu0oALQrdi$L=5uc*hW(Ubtu z7o5y@zAM)fUQ?RQ&}wy1F(3p~F_S3&ZYI$+bm2s7mLvSI;Qh`$MLCu{KlYYciaVId zU=VPQrr9jHDln1eU*4dOs)%K=6+61o_UG0StG#!W{lalgL(*p|*-6!j_C16!{Vi|m zgfd134-wt}Lfw9#65UCnUmnS8#SI?VfPJd79UDOdEl}Y9E9jXv`rp2NdzBlEMSNYN z&-tH9jF*0T#in@+4~(`*d9SLobG6s6qn($3u7SbqO=J!c9@7UaD$2^5owAdA9~3fm z!V*RJO_s)irctq#q)t=~_ocZVcn_i;3f8nFIjEbP?+rU#I8c@_U|Mw6Qvjf|+QNqT zm-*ZfD+iR%$?F%6b_Sj-Oc#Q+10Dq%mR=urIyqAaH;$0?IVQMytc7Xi{^E;x50%r~ z#y3tbOx+N*p)n6B=<@qoBH|}st_IP^8$IB>mlBJSDQ0X+uwDYcV+~@y+>V!LtZm^B zLmb}R)QidP_Sb|kltO{`2KWGFcuyH9^c`#!VZ##H8GR!?YZaa0ET8o86)rDmHKR0+ zkOK2hG=UWzT;`GEl;W3I*x7aX)9r^11*Uw9+?kt8Xde#!*uBUeKu=c8!5v*3aV+<~Q;L@jnTtQ@617cav+H{4@Rc5RlF#e&KH z%6gTAjFPwkTJ4&4nyJc(Q=0IM@~^y3Q(JO*ab{o|`c%@ZM^>m)ab9cs`)aU3C=?i2 z$hthbVY|FN)`xKyqObvJaMB6tduG)AP>x-cRZ| z)r4}26%CS7;`G|o{$;W49NDjX3TeS`2$2RD%TX{L2`EXc9QvUNtsdz?3kQ>s_9fPuZWA1 zs+N25$S5(q4fCO?T@61L2ynGf3V;C?n!-ennl6qSKvR2@fjIql^;$r zGk;BA{Hvy>W(gWZwTVY~0nBsD9L`0t6vx)XRb)Mg9G6SZRcd}=0qF_M%J4}EB|Jse zrLdubZ8WTQ%i#YEzT^{0+^Rp7e~O~F79CY`pWsLP>7^Qizzr&FWaf$tZc>aRz0S1j zR^D#YqVxAnJTRxEl%U1Y;kk4L%?WdKg^xuL(@4u}G#Pe$yBm*+^1ie))b79EVVEXG zNtuC|LT@_!un5oI)TY`*7Qb*HMBa;|52fm0XQ3hr(MaxxrAy)C=2`Ix0T?*>z8$8erZX`B1q;p5?g+YaZrtoXh!_JvJpb zH`f%>s~V3Z z&?jZ{Wx(5Sfygg_V#WH!t6Cz<-1A6s$sRN!N*Bl~#Fh&KI?$=)`PqK|2GR?I$n_aJ zzW~TTK;EnN8(5c8eh)C|i)Jx+p&wW~G->DTESb>`5e1Y_YCLxzKD^o0)ulW~_j~KW zIu1&NxB(2J*0Hy|!GcOLd_hg=M^Fo0hSH*YaB%ab^>?I#DAT3|?VfiFSmK&9T^;fY zDi)U7J3O&x7;Ov2)famad>T>=*5cK#o8vvI3$TYqQBhGih?bLXD>vqZj%XF>>SL#fxe@@gS4wh%(x^I63txeic=Y zuNyPcVU^?5WvtO?EOyksq(9+%D9d#KWy8LG`#^7z$dJeM1#~|^Ji)CB{I+e$-qJKe z7Fw3&IvN%V;maV!?E!O-GEy@k?=rFx^&%sMK+R8&JdQ400{7EyZpwz#ibV^{V`Xhx zaE^)STph>uRSl~Um!zR9`d?_+KxrvQLqp2GM-|>*D+pbGuk(du+L&X>r7%nnED+ZU z3mS;~-u2G|@)@ALy>eR=-6Omwv{R8J=T}4)EG0Br+yDG}2<26Ad;4oPQJ5YH+zJ1( zTnYadaNm_h2;=xq`2UR6sj_6-ug0p}1u49LV4yPKB*u1yw9Wq*%ad^xVq(t%w>Hq; zn=(TDBFhU92id%|baY~gM;VWXdvY>^KnX_I^?~?@_xg=6b!MZyJ39jK*w3FT*rnp` zQkUICKg{5%tD*nb*474<=87a8D*0S206`FAAd>L8d-s#z@0{Gxi~Gvzzd6Mrl`m;* z)O8wZGeB210DD31*L@&LjIjORbLqPfRF$OnsOIeKEUbIsji!erWWD0BiyxbulzJtmQaYy_zb1<>N%9aFL36orilaX<{lx0D=N%-V%sq!W4fLu7?=-RUI6jlS_qA_gTuFYQ1wc zWk3kZkR5`|j=ZAe-8*$s_8Psg{mk+5nW^K|fthe5&fy$8+xETwE zLkO?(3ZHGSmiA&M>>D6H8_7Tuub3DW<_QamA7-obE zMySO!gGck_z&kauRS;+kG+oJ8Wh4x!9l5_rKOe7c;OaNbaEQI(%>|Zs9PkL zO3`19iW+B;a<42IConcPCJ?e4$y?}LCrsrrYJo#1c}DC*-gG)hp~PqYh}^j9aviJP zmF|+HKmw$M3?}EASoX#STAQh=QKkP{K8XzHNDHxuzmyz~sN{~?MR^(|5`z2KO%pP|?Dhe1mZmu3U%{$eG1|Q3D zcn4sm^yUpj`=q8yST|Drkm{Jhpg&AoX5sCz!u;Kgxm*r23m3!}vkt!`oVU1JTdbEn zb2Ji8ggcJgLdRQ%X-anJjp78;*&iGpCqB>vPYZQGQ84a^Se0IL=iX$e+W)AUp4Z&` z?D@kGssyfIN_>G)aYIhEgZsd?gyh}`OEV1 z^0%KpWmT9HZFHN7WW?L*>eLeJ9WHns%;E;mmjTf(MGu4+s050C5AZmNDL-rMK{m}{n4Ty0VTO?6-G2>w zL##<0J4jkdQa*9x0xtL0Z)7S(^haD|=}e_@Dx(3*!p&`HO56p(D?8OE4br*VNN4uB z<4{QJ>8E~86Ca?Z{3j+EbhO3M%-q}uz&)YLpz{E;89%U0FeD%^4=7)l?yE0bJ`@I_ zq!--1JFjR|9ydX$nhi>mxz~RgX^ZmEr+*v_IdnxAZj@bhIVklrw}p&I@l8!l1p({{ zOV47xfJ2^~XYf;K83JWHTm?Os086YqfBrmrvxfY>ESM+7!W}HKBpr4Nn-#eonaTwI zDr>}6laEWFMTI`O>WD}(ZUPN{w~SQ(lk5S3ojdiKTU&#GIy2mTPbQM6+Sz45=N=_A z85LC@O|TygXuAVZ?XBeZ-LIv^j?K@BlQeCQ>CWQ}pf`p{W8*w%^ zcr?t9T=k+EW5wAii6JPy&z?O4Gx9VJotYXOfkzN)*qc2uXQiaLcps7^h7B7wNS~`0 zGLwlE&9nZg^S}|O(Vaqu!9q_|+?)6He@)C@l3Wa?$+(PYvvHT55{fVe%y2eK8?ce%v=Bw(uUU*0dJ2=_i zHa1R%_C84N(Qm=B0{sEQ>$-(l$Z`C?oo(l`C=z!XsW&4MGryPM7*2=g?B4@|0Qj4z zVMyE8kk{5}Pt2K^Dm1t;&vD~gBA2$L6hl#ad)UXhBO zos|33Z~##GVhnmilky#QRAs^f&bJpua~BWd@CJ?RSz>2f_@?4n2f;AgNohV~^Z9PNvGj?3u0^oOUr#yplMK zu8uL)9V$R6z(u%6K}GQ&P%Fv1|574cRoAgD<=2*Ia0$P1`gRSsM}#_mX0SPuUIK(b z%P9AE*$e#Pv4N0iwJ6+4q`w?sm4F5s4NgrRQPkrE@Gz(lf?uJaH7GhNOk{ipO#l<<>Ul_3l>ZUXZqP_&_71K-E z{PGb>lwzyxJt#y=@!GU8#OO(4B3-WH$5dQ0l;b#^ipVT1H2chv_9sv$i(S=_e-Jnh zcq~gxj%^6em6DGinMk&PcS8B&ts7-3Ex8wmcqiq3WTW6b?erN^f}~# z@$P9gr>gVX9;`2U9mEWv`7h_ok*rg^Q0+_=Xi=LG6VH5+bvd`!6fPN`&hw zLM@p>$T-{zClZ3}QflKhn8i=MVkf&5{?X%A+iGI4q(dh2-M=M75E&TRNRYpjkYWtH zI(%baVa+-TLw484h_5AR;PCrycD78%=<^qQ}u zIq%>g1H_8g&=&bagY^!D=`Npncb<8&HZd_VWO9x#jv54W!NFKCU$oIJpXbGRDxw#I zuLU~^kVsI>fa#$i5pmjcD)R@Km`QHR9?Vnlt5>h#-d+U0D-8t)c}7mo4dj7HAyGCS zeWoWtawrr)%&DVT_NeX%<~5GK5=J$$k~D;CHBR5X55JClmw(3&4!lS)mIm03!54+Gpr)uusp_#JugKlxW@i+m8E0#F z$iz|Nv4o#tGQotYm$+pPRwu}@0qtjySG;*L|ZhB=$pxAg-H#3Z)k`R2gHw~g;%e@s>1whRb>CM z$MD@rOx#3(M`V2iwuN@xwCJ5gE$zY}MMBku%re7e)R=@g;#mZcit)v{GiN4iZ_`sC z;y?*dj&sT$Q%vFb!|4ho{?OZ|rr((ziCJ0O^iuS_VQAKcVVX*KJW#`3B?6Knp?j!} zY0C{xp5&wglADEhj6_c7URGUR@KoZCIXXJ30MSAww7TnRhI{j}+oh$dMCXcyO2M=# zsFImaoH#)#!i30i08!?sxn{NntX;cyyjr&NUfw&RFhO6s#)R!FMA7fC-Tw$Rh(jXl z`t^~8o_K}GsQ`fnUP#BmL&z3T_+W6}@!_F2U^)?k6`B8sDndzeX({9js%cXM>E$I3 z0R6~RF6!^ka7QFV+%OW5$7^n&7eRjJU=LYzWV~YR?AwwO7K~tpKNZ>pH+dC#kVKNK ze`3>b0-2(W{SyRvVcseF0<;Yxi?RZ!LY6ZA+KU04aHt1!mc&aeKA;0WcvaS)Qvv{W z(^2rGZ@}SYH8#B;-XeVcP~85EFxx^V_z7ZgD%2PV@5RtTl7ERu_@Io0c%E<0;D;Cm zrQ{ldSOaembxtk7W+jqP5a*Gr*kz`-;uerpcHyS{-hB(k)sq4UI0V|46wodjFy^e5 z_LJ~9(A*wEF~vy*ma-6X$|AVTW5*JcqVYX@qPJfN30TTJUs;ZJ%<@ zhSl^&Q2Joc;=z1)Y&WqB#5-2>S`l3bj=Xc_la=K}0!Q&e+j?K@QMsw1Fi5D%kvbzh zca4rdR$TwpUhe+U(=w5o@{wu`-q2G5ikY67;h2?&u^kS2q@B;D$gowI6#svnsXU|j Ya3=bk%AhxVMk$m7YKK+RlufVw7mX6&2><{9 literal 32817 zcmdq}g;!Qx)c=icx?8$ikp}6KR8ku029a)Qr5i*_loaXi?od!l1Ob7IM!Fl$y13up zbDneF@t!~6Fz$QkkSq3HYt8!1@7$3uR26VADKH@j!g>BoRs(_%gCGcD5gir$%agIW z74V0MyPTf8rjxb1mzk>-q+;goZ13c5|H_=s)5_KDm6IbMCl5C#A3L3`ySuZS2p5;b z|Ga|J$<>C-nz=3tdP+FYh{yLi`Mj~ktG$kag}}Sm;bCQOZ|`jXtJ95%0=yO1rsoT!1nLe91k&hAq)%n* zEsoZHkO{joebIQtM2Hb1&lrOL;^Bkyjl6hn*OfuS+3lG+tUQHyc~w>1kAhCPXlQ7k zgxyf3(TCId&@>BFIjVkS1>Qz>1*0whE;B&K#FT#V0$)Q@(`C6I2N?wg1};NERyIU< zo|iy9wnwQ`){;Q-=9uW%N1UGmCyq)OQBqPehMW&o&~ffz{rp=bG;ZfbDSo?O=lwHJY7n_tc)%+S7&=%_1EBaBv9|i zC$FPYsKtG>Abh9R1Nro;tK$hZ6sXFq2bDeq9|HpeF^Eje+d27PtLM%~+ux<>5Z$}r zV7ZB}Dxtx_!DIsVdSfES#>Pu^Q^t?095MtPdY9uRjgK$E%{+j5MfX}6si>(#D=I3S z-Q0*=TwD-?^xAwpBK=$MZm*=-lA~rDoUrIaxXG~1x2LNRgZ7V(h`^N-dwP22%0-hf zJbF~5xR)GZkH>{Tl-NfeEAMxEu?_`=)A$tHUQ}5OKv2Bc;j{Ev&wsx#Am{7z16L=_ zOrK1je~-R=`LZ~gBlGOpv(Ag7^~Cq@-+`Cw_;i%$R`j>~UnP9{6jNKv&+jnv04z!u zIFm}HEgoAs?mIKYPoF-8f`}jMnEv?qM6bb-dUw7p`e=QGQ9yv?+qZAtJ9SfRMnnXE zSb&?Uj#wQ^wfI%24pxE;Y~#TX!3ERH<4xPiV(l@JSFeDRl$7k?JzEA2ZgJk~ci`Pw zz^vFHSI70c8k-UGpPz)~5Qrc{Bcm~JO^SP7bB!(=b4`3fzG{+6OoZ695>z}qJdHjl zc4IyRanwEeN~zp_=li)@Gs>xjPpL z?6c?3A95%mDG3Q`bX&*8r4fq&{)@Wf?p73+S|p^lw$>c)D?ULo8gTb74J|F1=6(0X zsf1mTO#&{g#twge7L{R1GCSM-YvpKg-d1kZg4j4^<>u+xz9)dE;e8<_A#vNjB`hQ) zl{fZ5&)9pjxit)jGK^Btad9w_ak{~Yc6@xC+kUz-caK!!X0E}>WP7%u;#b9;M5MB; zyCjH6T8wZkShR(PwSro6?sxsKBJqw|91`fH^#4dY|h6U%*j~#^nBflz4__Y7SF-v&4sHjVMvUySZh7zapBk5oLn|g0mL=fYxk%Wq zPIsai72-_)R9iKA?ogcW%!VT%p?)Bn*n3JvMYTWYHUb;s>gdfB_vN-6#DA9GcPGZB zUyCm2G%ve1-{x|@Z}#Qu*QM@Itm$Tt$KblPa+V1QT&Un~ySg9Yfi!xZJ_jNqqHHt? zN645hyME^T_YB6~FcjG0A{~Sd!F`Q!n@=P-vmbn@k`pd%8`4Ln*+18enK>*qg>+XpOBKW(0bND5+wu%`xyJMW5o)(&PNPJMViu8E@{(ZuS z4Ta2Y(Y*^+!mrK$Y4Lq!kgdu^dyEz%Qjq21*26A1GX(&N>MN-im>U z_qH#ZRM#m7o|TbUKS8Lp7>M%*&SWh6X|QWqhs6MH?W+k?qh@ymXQz-`QWHOd*?NbP zpSuaFBwaG(Z95gPfQR{QybZ*hlis< zbc~F7zjA2!DO9RnWdS?m<>g&mUDeJpV}>V#t|9oq@5z~(nnpgIatQr_DpjNvbr%<; zdEQ)lM^3`77bNVqrseAZu2k!WkdP3cipqYIm%ZB>DLX5R_I*-PG>4L^YM2&VXhVZn z(X4WY01iArj%{sk+lPdO!Ch;4dHJM17q~j@Ph$`1k`Rsv$L?Eav0Qu=x z5*D>g!`j;j0!HVfHI-7M7Lv|3gd9PKnUGYIfIruLL?HY9R(89}Q2upo`B^z$Euk;+ zl}~n67S{D&MW^Fw!V-+2a6DRh5ZuSUs!&3mAVr7+c49u3D+dKl6sRrtMiR+w34*LE z%m0*oKH$p1`^}pikFDQiyq4(j>^hNH$a#ZXz80^mhdxeEr228|2i%0`4h_p^CIXVA zm5TY@b+4xuK`f-D&BAoZ06tt$P!PndBSLQQW|U2Ac|X5J3T%0#-Rovz!6hPYmo-FW z@8%Tr0GTPOUXz;3nd9|_AM;3h&vIU5gZvCt^%U?)hAJkCiKx;CReJ@pDjF8JZxPYsLXlx1{xFSe=xSJk&D#icJx*J$8X zLpAlmCR^*p& z`GW9yi-?q`Daz$ZAZnQbf6ZpPSaH;Ui&I;!;s-Nxl5$hSkoT`eZO`0I;Vk;SEDo=% zwDMLSZ0w&z&W=*XJR8=6{Scg&S{A+H-aJ4LlO!@jgI8U4F@CW${yJ3sJIYTS|F*}5 z8DnCTiD46P80a_igN*wAPRZgMQQh9aTNC11Ez(&J7m4Q1c+YaD4~c zH~oR&u63@Pk&RFvtJ&gZGVs87^9b5xAdvu798cEG8={fY3nHgLf7Fg!>gd!kvFO&7 z3^D#2_a&A|O|x?B6DB;33hcq!YuA~H5F3irxn z!xXW|YSCMc7)AIuBQp8s>)hW61mCa7FavV~#N{OZmh#obxx4oRZ0W_GiyH3z0}1ah zuf3E~Z8Y!e$wBrxs-2v1vg}F9D#w8a^do5Aq&9}nM-QS!qz6lHm-MmZEj}Ve8^SkX zikO{osEiMkF+~hXsTYyuh(>W({(0j5Kgi*tYk!HaAXSX1&bT z%kugXj`<~{`Bj1%YP6jR1bJ-4w=vRMGWl8*p73hDuv_QGlQ{Lg8_(SpR@!tMLHj}z z0r_T8nwW!i=oxWVPWSL%mxz%U^uILUHr;d+{3|L9D=xynukf`a6iWuC6)2_XQ_Zvr zny2qNsJSVQy)Eok*A727iQ;0Avq5LwiyIsR1RJ|rMgGjzMUUIcIPS4P?$tPX%=tz` ziF3-(zWbIblXa09SJDzsmZANP?IRY|boEVg@fc~k+pPVwyMdDH{6#4*R(FhL8CJaR zd)jbzvK4AsdVYerZAFOeBgF7)f}9oaCPe&hHuNmjPcMIS?h7G?v^cRG{R>RGY0bAP zjJYaW;>lrnZ}GuCr-$H26feI8CV61Dj=Enr1)JT;7_D;CEj8>Qcig4Xmgt`gfK{gc z#Y*hDn?rgw8GXO~QITr8W;22|iFvZcBU}D;=vw7U! za)8wW*Zb>0!}Ms-Rsu3dZADfF#wB-*%7_|B7(AP92O+98V7`kE#x97v4IOPhsq{R; zZES3Q*{od5@ZZivJVlS$)uR1@XgJnXg_r%at9Pu&<>tE;GAat+^-GNV7ul!bBQAVa zl{MnB`E}yj|Jk0n`#M?g(q3uB>MP@gBVoTvW|TFDzJ9Y7Fa5n~Qr2ILWTe%si-Dy{ zTj&seaLVibXuHaD)pbs_G4x_cCw<#kvRL^3Bn^gny#9w~LW(A)HA3Ww>*?&002?kM z+CMn4IGj8>syb=i@D9b+8KAYUc zEG#C7u;!QdR}b#6h7v5be5wXV!vRqz)y`5BB~zP$XQoQ`UZGkei>f`&=J$1^*R2pr|xBYM?f z?SHQ)YD~)SXYHAhvf%C>Qw{s=A(lO{S-H|C{GvoF!j{_M_dXiL=QTi2FN3mZOh(nV zDunnq+KYy$<`;8{`pLcBRU?9!FsSh=XMDqjR{{%9@c3Pua#Zby2ZPirw$wNHG+Pr> z+aBbhQrD8OiiDpp4mF&!TZo!NF49WaGX~&GprvHB@*1|u9xm@BWmis8;pKoXsNl=L zuZ;+u-ZhfW3OIHG-^D?A3rVph(*4p@e}I?|y%Q&%=4Y5;I2jf9Lk|INhh)ZMNr2|1 zA7nzU)>-#KjLE8GOl%Yf$1fQm3Xo4e-Hx=->)26hZ1UBs{S7>i8CQ#7qx-((8T8)j z-d9gbPiY<{6pSrLFJp{u#O&*Qr*BANfc;i!J-+4x3*x=?S=iaxxzfD|{X~lnY^z7> zgK06|k9a}9pnGf7QnEcp6`KB*P&S@p<0iQgi+IC;2xCh9dlm2$VQu7N+*xXQP(@Zp zXi5IZ7iq+gH1ZHx`+a&uHl*^h>jhD8J1*-ssi4m9EkPkn^%?f5iWB0 zZyw)Rs^tpL`{-R5){>zaMEjGa>mjm_;fc(Usi4rz!q(-cyGSdqId@nbRcL~U#}8x5 zf%B5j_x|3Fjvg8CKj1Jx_&YdcJR#VIg%mc^Bq;8Rzo=RdY{8$;W!4F7CdRa}iT?F6 zljjzSJJOxlhbMUII7DvZ)bSP9Nbs;D&OzHSuDvnA3*k+kz0+cNJ7(M4;-u2s*I0vI zq&Z>^t8k9#2sF9oaEOr%TE3p-zqjm3I%#zFi%r6xtgEKCc%=LKsbTvX-|3U)w=RuZ zTrn_hn8V_IP(UEltJR4+(Dki?8=zKjp$BTr)(pP*#|sdnPGFnYcd)%clYqF3ny)f! z$@*f~#7ks>bwu~62FVvbvV$=vU0B(NJl!J*IE0*pS=dgdO4Pe7Hc494U>c302V3=i z2%;??j}DB4`e`B0TRVb#$H#8Fmo5u;|MPdZh^q77gJcoC@3!9Wtwxh_Tc1nKHNQc+ zLB%drhsE1*-I~Dj8hUATkQv3|;gY$K4aB6Cl*H0i z`W*sy^@A~v`Rf)Fi5cD{He?!ZSPAb-`ewy@7ME;IYE=V_X{^;UVg|B&P?Ns4TXfld z)4xBG>5=kIoo-vV(yno+gczeOO_Fn;w#~R62PphrI zfG=XW*Dmbsm|Y#56J4I|#RK{TgN4)fhhPwWH#8~J$#Yx(x$&olRpMfWD27Iy0*8XX z6VT!xdQU)2S>vd3vzSwPB5NWHySok3DVxHO&Jw104ec0h<2v=l+&Ii+T;~ z@PXTkKNiFB@pneAa1@OMrVZRKj)E^a;@{6vp&b*f@yp2s!DjpvW7+CtJ+v=Fw69HU z_$degzgWub06>|SYg6LpcmmEG)f@Hz7d;0cklS`N`yVHW9Hj{@(s64~9rs;aq}t{2 z)NF)5-JWEJ<0At9l9-ti^(3R7u^Oj9g>k4VN~yD{scF=%ZhwFOVf|cB57Or5X1?Rm zs0^MN=p}fAWup%XlF#b`oP^t=KZZ9xZ_GA(%r?q+ePtzW4F{hsuM?&%YQn2X1+n3Rb zdE*0ePYAeusN~%>k%`{{%IWUkXi)cmc=HJbi=^|%kFt%D{X-tmGs^VnFp;^7k2n39 zDP*YfO)f=09A8Z?a=&0|>tNz+!R&a8i2Sy&zcLCJK#>sX8~|Bdt5yLH-hXVd+Y3G{ z+h!y)O~iu@$_DlD;K<0pWK)&^7=tqOTn|2!Z?1UTDgX`DOJL{^D+g+(>PwXuRNKfq17J z>I}(Hjm>vctZG$Kb+TtR#0dD1d^}AoI6F(zRTj{$II-WqUyouao?t@UuYa>EXNoo1 z-YC%eKQIZrc@jq}i3>ebQtGL;8p5Zh#<2l~dj|poLvhuvWzoU#Ob55EKQ|tjBE0! ztq)xJ_c<>9yia-m&fnK-8Tie`jTK8bqmIOkJtO~F{#;LNhor>x(2Yv`jN9w_k4l}P zfH01NMuuysB;@Sk^0dbK2OHHb*d-tTH)06Xq&H!01w<}SnDIc3D2v*XN^z@7b45us z&>pejiP!Tyr?P2Zp)P3>1s>&#qgs+;4P$9$Z`)DIexf_&Q@OS*(WavYBPiffhXk79 z|MssZGW*fZp~a!zcklNRM#*EKU876?Vh=ibkJ4~2S|?P&Q2)qsW5q+G*28YPIhEGn z&TLbm)T3e|brmzf1wj#_EuW$o?d3IqfS)#AgR#5zK#C0^(}_~!-|E~-%kyU{&--Wh z+Qa3|REABs6EWZ|*F=?;^z!aA8$tvqUf@)20wNWJb`yv0rBHE4I?#Q>;!Fs};J7 z?5Spb+0V|KMY;_had{Y(=|soA)-_uhs<7xetyo-KG+ncMoq3K;Y`q&N19(zSCg$)C zY1|97(EK3=B2zfzDPancnqrXv=JpmBrxjGfL7z*H`kMXJW2Vy3F+so7A->IEH{=yfbF@@vqC7sGm>-Is8<-P>gd0O@)`)(kR zLEHo@5_yAg4a+N3e0yl)@)bV?`==w^?Vat>dVjRAj=Ka!CXfR^2$gyiWU7WD5F1f% zZ)Qo@+L8?7%sVYiYzJL5*xPbj;w4^r(<{(;=>lTyJN9F(hNV&>Sf0u`>V3Qv#LdR?TZ=6=z7W$niXx4jwG;k;j6BmomBjranUt7hWi6?F8jmK;@3)W%#1pG$hmO;;k6mZM`~JY ziCmM*ZQ?z}pA`7-5);aP!&b_a-R)LlKg=N(*82E~eR*>ImugS+Sry1Kht@{=mb72P zR*jliwS{SDUQ)vAby^Vjm{yK9BYZym($wn>qdG*YHR0c=@l1Vca_S)6x zxgRzv4scT8?JbZ74pHEZP`JcMZuPqn(jPOW&;cVpnaAn__vt^4l zq;tx|Ug1~<&*E>&XJ_|fpY^C^SmJ*`&hFDBTKQ7Zq(bG!09ND2_tETixE`&a_9$<$ zQIWnXlSO}-Z6E+=iV0SMKhVSYy667Ogx)%;a$_#~=u0p)dSRRgaQ1%=ZYf|jCci`d zCunbf=pzJQ4|u*kxO9AHxb}nsW&Du8aBnN-LQQbsSVASIbwsRP8r`qmicv!ESYms7 zyM*}~^bqdfl1s>|<$ZIcIjFr=>Erx(#qJo8s~jW$iYv#|j0_}n1X5kW(m$<88jpM_ zWLNtZNC2aJm>-PYz^DD}=cCS|bM{8jKQf!%cek>0eVb2?PwT?>gU$E5uPxfvg)W-@07NxZIkX;dSVwAc z!;)IJ|A+&KNZ*kqOV6)h_q%rD`Q z-9{8+z&|&A*ko$FYI|KtkLMxbg+3CvGBPr1!~$3M8{YAW1m`Uln$2;X9uuD?!_)|s zZx3ag5ZMx+ENXTF-%bcPd&@#*&w)X@-ubeeWl8P6drIo#YwGw5qGkCG$k$i+-xFKQ z-}|J1D@LdcjQU^D$4t9pACR-vP-hHk+*6q(kO-uWmeIGzs`OT#=70bp=1d8C-XB(4 z02k<*8IcH&jxHf*<8WNt6=J$3x?JMZBD+T&O2$5_!y2j0p9%%;PY0V^iJJC?0e@*Y`|reO`_2WAMdb~eN_U2? zTfSA&e-78^G#L>cbQdNfY@;V-EphMn+Dsb#*lsu8N$u~`DVBE78hQ75yNfg#*r~*= zDF$dB8`Io{k+b<%0_ed5V#o$IV%L2za@>3$QA`crqvW92 z&3`8SSp28eUQP?y|81l}=;|WlwzYktqtBC*8I|jMHGRQo&;`dgcpnV1WjZDmfLnaZ zlALYi&(-*N+sq^mypihS22!PwjB-gT&~nR{)uOpaH8js0S^GK*@k7v>b6*8vwI(0B zhIhdII^Mz!US5A($r@W^VJm#=atT4-MBo&crg$AC)G(}<{R!Yki$ywbS3iOXzstgG zeuw9KFqZ)HwjNEeD^H7H>t3Snl)ODh^1nQO`nTDm%5_x{>IBtXrQd}smae?4WsAgg zAbC=|Q0zfgR(Jl2p{=_-2;m<@uWxSFX}x{t9&eo6k_rh)ct0a!;N^-&?d%E1%k$cs zx1Dbl)^Bi(efJI#l3MPMPxttZ9C76kKB%hAN>bGKI4Yt zT}Qz|Y`_+2;Z$}ac`xVPyPGk#`xv*-YfX2rY83T)B#*=L4hYNqDBO8dgt*50{RxBCmxY6TOKRpR9{93&s z9t6}(1EB4P3o+kXJxW&0(QuKFXUP5MDXJNY@cLG|UO#$LM!)B!BO0lKsQ1I~lC4Th zpJ$(`sr785D5)11-`JI=L@0OVQg?zD{o-O*FcgJ$zmycQ;2-!aUs%b?*7uC`5j>@d zbJiV9OeuMrs$snAdsC~=0cTqrS*3E(5jxm`vUMSHqCrWlYVr+^e?iHWkd}s?uMvqS zaSj0m!vLu77Z>*zBYPtw3YUKV{U$#F=|0%Nem1OOp~a?-UTRs79j@EAy}sb^mqmP<7wl``K$#gn^&BU(y2!%x0kwnKMP3Op}DlEDYyft>>d4oGE-nkZ_~-Ftk2`PJzXft($~1ZsS9 zLjez?zsK;*EM49mn9@IK0jRy zeoFv|_o6MUOnBHl@ytm6k&E8(ymD*Dij3z?L}`#5;$kEbYXT5004-W?Utibk)!iLF zP+(DsxTELfwRA0-H}jv}k{WhhUDT5mIl zsF{;V)li?T7T-%ID2|K=5y-$m%SbLY2_SW(^K@fTye~%UGbzYt+_ z>uC1LT0SDd2m)LW{6{HZU)c+bj3|9C%g_aT{0c17{wA#;ce?>22(iSM3U&JV-M)LO zZyVydM8w8XetwVgz=wGj4ZGf%s zb@YV47Ua1m_yd8DYjRtMi?hy`qPako_qL+rmIAI(;(tZxB*ent6Er>h^88kraQh2k zZPD`E%lV(q57(*MLxJwf)vY@5qaW#Ofk52!QuA3N^&QKxx7j0~goAl3`hlcTnk6YG zI~!6}Rn@DrBbK<@=Cic4)Ta3Eki*wqZ0U>W-1?x<;zr2=S2*m) z5mr}$RDg*p3Blv_KfKh%;5tg!+O9gzB%!*B^%$;ciB6d_kdZ=C@igMxz_r39tzel% zfVSix@Qb_tuj=%V|4m{6{p(jH8nN*5mCQ%nTFZw<&XW-gQBldk%cTZ zwrI{k1Q-z=jRdvcUT!tIZxZ&$QldFIIc?81)kuGCOn$7pwDK)U$ZMAhgd3OZbC=rJ zQ@B94D+e@fN~Lh90YX(SU?f0FCJq8O2;mwU8p@}DJ1EOJ@tgZK$WMFia-!Dbgr!z5 z>9S$|vTGGFM+e{ur9I$w@&z-&Bni-5SGp5?9c}h_Ep|A_cn)qgIt73&9B^c&fy^uN z1jI*+;WQqkgM$M=Hi~}nxcv`4X>4xRsdi<^eP8Rt2->(PWisOUG%HbG*q`wGzzZ_V z@hEZFRojfv z)B^l9w?!E%51dhQ<2n~FFJXaN7N3o(~R>j_}E-y7v`iA@&Cl4l0sP zsoq<9nJ`lzDTT|`pv5VZKsg|9-3Rhm-HqFhxj94II(={N2OWuj{twzrN=u6%VpTPr zZ+)}zw?**ZWJ$PLPna33JJgECrt2LFkib5^#KgdO*gG`QJSC_A9p2LaE+z%Z_X5HXWwT7VRB>&Je=8(=coY&5Ww%GFq zhxB`AjJbrvG|SRdAec#B?<4t~Zoh>2vn4A&e1HjT znA9Ni(@$TnpOdI=TF4#fcG;3KL5!CUM#WLIUtV179AcHVbbZOjk*Rlr zcF6BD$Rt(r0uP=Ia+P=waEd-A0zUff+oxnzuo}z}bZOc8uI(wLrRC+E7Y|4C6!4(4 zenh|PgMl%i_f-s)T%1SV_+Jq9>##2dVCd1u$L?gY{kc}5Y9Rgh)h)(l$o=m89`yW6 z==kwm<&bEZK}M+<+MziRzcfi2&cJ-Z=_4@~4~viZZg~n7>Xg7XHuUV%fr=Y&*pk|X zu{;F}us1@U+w)0=qMqAu^(MF7uZK`4P*ifiIb6v-0n(~C5Zd7hn>6~Df&z=%>kIh0 z&CSgfYhe+L-JsL&cW5>wzSj(5PbQhtI2AOzhi(~65J2|4r+Jlj z#h)TdL*;f6h5>D!b?PuWzC1rz2AWvaDl4ec`(Vj+&uwEg2gvp0fc$;&-#^Sc{a9eb zK%IgJ!6oXJR#wDiwD|Zz744UpjPfy^t#6L9bxOd(DcH}{7TGz)MQk9D?6yPzHm)!b zHcz%tM!%h}0klLq#TKdQiE&=@pMny(I>HW|R7yYvI7pH1Pt^$*m@am{#WPf6NL&Q! zf8zPT|1a)ZF|p|kw4p$$+FkIDamfvcIE!N}1o^nPCpyNs7|?rW!@HjwUj#;vq>0f4 zE3}5}lMt|!j-EPGNzHbcb3KLZkDj#U30g?j8MYV9AxUd@MH8=8E@|fB+6xwHX6-72p;3 zv!Io2MA@)r-Qq1YDDdtAO{>^%_)|xSjD~iCdW7QLTx2O+V2~L3S#9_!K%<4VsGy^G z0PkCRxCDi}t+oVgNnYaXa+&m&UMP{@vVmIf|FhrD_)F7lvpRwu-kci@N!ja&(e5zn z$`Gf>vtV?x#X-dJPbSXnX?OvMAK@NT_7u?#zJ?9rz-dV~Xxk?wE8KgsYzVs9TqLkK8tI4>5fF<`*R>ZyQei;dh4zgRe!H3A8 zl083rK?(#BNG1Rs<|yg)$-kp3{=q(vFbt&StXY2Vz@&xP#Y&R*;Wt(n_{p-dSx!`- zsd9fKD|?pDN0wOjyGxT^!Ka;M%tM@~#fi_|cEf0M5j0m4KfcHQtQvh{&=HjME|vYU z%zbnI?RlU`kOl+_OxzP`WGpXeZ>}l0vXa|=wjKvABL|{K1PJ&IP*ycqg2WNeosWYS zE)KJ(ry8jHB{uhLC|H@Ti!s)pjr#We9t$j)6cskNsp(xiYk?i8&Ho=X{3!?T+Y=^+ zA}sS>qc@EoK1K6kyma=e4j<1s zB-H^vFW_cVK{<=>9)ol%I_LtC1X$_9<^0aI#4$f8WP_HZ4cQMY3OkT9LyB{=OQ6XB zMi0)ft_*Vd8FDp>>QIHgSv?#jH|3__$?>(|KUU8!KMS^@VT%TnBWPF)!Kn>+#(t|F zL^?{cS|T8~2i1kk&7}v_hhz#SPkvUVq8ot?Cr*+wsrUL2PM2Pkb4ep_`mJ10^5bz;V z=H?8b5sL@9R6uVFTCI5?Kc8-N$zxVx1a1e^F&ah4!gk{F9>w7znV4dv#E7g-rHWU7 zn>>g(jfCQhYUTyi^XtQd#fY>sWzp3yv!7XiNKcOh!!vYGo)E`UJdp-tLitK;sh>Vk zH8wTTi;7Z$)>jH=c!cspaG_paSu*}kHbDH)_4gCvGv=U-B>&{*fQDr!*dmwY@*nyh z;XDQ6SU`6$?kLtrj9HrY=tih+Loux^t?5PBd%sF{aLgcxd2W+^6mY=A!@~n9_@DRr z_yojo?ZQIV^LK_Uaz|3S02wcun$(pq(4qzQu)fxTwe`_*Uu&zw=tl1PpJqmWAIU{< zKKVB}UH6(4K8_Lt>K=d+mYP4)YW0zkQF*S@@zLI}6t_~i;L$nn1vG=c zpE>Bcoga-z0$p`%S{j*Bs)tD{TEd_RsHQhsSD^Q9{NC*j=$Akg){=V&NM3Uie*Ez< zKWLgUK4khOJ2~DFJLiWDO<&|;!o-7~m~t*kgZ&_TV)p@tj z@`fKM25f*A98`RDB42uaf+-?!Ebnh(!(>%7HoZU$BqYVIQ)(rXOXp)`?z^{S&F*`z za-$+6l!w4RfO!Y+yPGrk2pl}&fCGde1f*;&9S1FchTN-*^F?hx_eHjLi8qu=sI?&_ zN#d=^r`q#-K=u{65O{?$q*EdIG+9=5av&FB|5uTw_gcD5rSF*|`0D^T8;P;_(tsyD zg=5bf1|-2!-9QX+G5s52y&+X~AU}!D1Ia8JaAlY0tH;-zWy)^{j=Yr|HSV4f(#(iCU?dR8Q zO>CUbP5xSP79+jXjxPkCAl)FA9IaAdNhnD6N&J6uzxDpJueXZB8jO4$VR3$>m zln~QgbL1hTLOUT`I&IVegxY;&I^VP1K2XvqvQKTD=(T!Rp|COJ z&g{0ek#d{au+PtXpz3NIW{;7>_SW=P_d&CvLh=T}fXQN<=^x@EooPt7&`Sh8xWDhn<;BBKfI7dzo1qw`T3f_WZAj*bPVmdh1Gt#<2S_7Mw6tD<)+X>L zUC(nmvvU~nCwI+=w3Jr~{@f!8+cVG zw*VUc@aerm^*nZU3W7-nUCl%8l_WA-aJb3GDL{LaGtP7W#b8OR6Fsu0{q2Lm>sv|* zy`x7xS?NFKsKZ0BiGzI2od1uA-Pk;(`PZtfdmw-qPVE;gynK8I2LrTupk#`OyS>Zs z+S%TI0me5#rTCLDpFo|1aB&SHMe{BE;=^Q3nr&5?@w_c&c)+8iK(h zeF8|3SJu`LAqsw52+WYKtgL*vl#@MnQVM8}Fn)|{c9clj`0*3GkEDWRs6ujEUBg@T zYR9hha)mEU5-Veti|Vx6_wU?d;4UD)6Fj~UmADW8yLay(2n-*Ew6utVIn5}4VopYe zOF_}12hxy&leIKUa_7)X-1ORiseUyzygV0^W1vZ+*S<#7=(|tPuY~n~gnGLkx91Rg z;;Zx<8u(D5#rF@7pdc`YVD|4<(HiI52s@0=T@gSIUmkb*Y-B3e&4RX3_)nfDqf-(x zpbjHLJzHEj0|tA;VFjrT&rhGrYE7hzLt!ByaCiaXQ&2>Wj=pe9m6EONJozQ2JWY-T zAZzOs7uDv4zR=9jeqp5JIjOYi(PjMD)whC!&2-bK~p#`uolAZg1o& z0%_-bC7lJ%n#r)LAeSa>4D(x7w#y)j8yid9gk@zq?95rOY$O{@4<~OOR}kSgS_5_ zACo?EOOLAcM@d~kH|YdLDJQH)dMZ=?H{4~j`>)+RJln@OJz(t&_Ji&mxc@FsPC6Kf2pQwOIu#>$Gg zwpAWn11j@7@ED=our=aObc%~egCg4=^y6zM2)@PffE|MoQXoEpg5a($Ui_2{s20Ic z8|>e|C@|^_C+^k^$oody)IcUvwR`p&XeEGF6P&2=2@No+1s6C}xu5vp9%wudMdH7^ zT5@`c#Gio(51$ewJ5W7fE=novPvzxN+piCm`~doapk&2RK-4|&B1-jOWXHgWL36J4 z+SZ@{)T=9d10U?6vgfC~z?-+pN~GrVbf|ni#TgPB>cTF?@HjcMpzF1$s`-z-DQ8ic(8rIOoZV^% z07^(>zb3~<-EbGVzF8+Iy|QQh_p8L|{mqOB?x?aQHMGc@rfozM4&B z307^SlRWz|NvD+G1GN2}-$INegS&#Xl}H)><(#H<*e8EGRg$%gW%t2b1Z6Bpy|h1x z`;ve(z8?(DI-l(t!O0z%YpVzKf+fQRg}Cvo3*prWD_n(gAuIcP5M;{mfk!M7b}1m=iAn*YHW--s3j@A{)1*BHz&V3TX$IamTzRWFle_s-qm%O^khyv*PHGTHl*5tmDLJv@(}LL$=e+o z9S82dK@JW1=)M4YF`e-C1DI`tBa*nduz~_skha10_Ts@jEhU)qtp&@ag(08U86@x& zUeka-;N6u!UA1>V#VP}7zp8o@m+$U^hK+2p_8F&Tr3QrUoe3TA134h^Px%~q-C`e((>iAlEZVx$jw+0{#`wUl~)S>0myon zsn?=EgNWOFSWj$bhbL(_BVv#Q^d7*4MZ?vMqiw!kfJj-4WuiKpk;ra%QocyNX_BF!JRJ=)$zE@q*sGd2@b!G~%+q_!OQ{ zLfo&$nZQW!TZDwdFyLuhCL-ZdPoF#~^Aw5^h44;Xz>3G#ZFYKejwzD27+@l~2}4F6EHTZLdTslb+#k z?CNpI2sjwu@yvK^gwV8QabL8n(EmShgNW~a+X$7}+1b5f9k{r-qqh8OoS_kHg&-_# zi;;kK3;73Eaw_Gy6Qm&8Gr#Eb48i@w#^)>x4UhhBiAJ@v_F7_Eetr6xqGcJoE1s#N zBWD;Mt?{u4D9zH-)B92oI#W0dhK(o)Zj|a3!$Xw8+=o%Zdrb%kMSo*E#QGTjoE$%y zJ=_#wnpf>y*{o4+hpz!B_q$E#KR?wgq&UL*Pfnzi`czii^c30v{yL6Y6#gK9=|j(* znPfeA*%Y?}M_l7+ZxFp{@m`?>gUq=$xS(cyWuV#RhAoatEa+*E{O>4o@&Ekl{~ER7 zFd!pP7Y0FB0L(Cg#~=uvnMD@9dpGxK(UdiK-n19Yuzf^p(jMx;?YOyStarLa-s3WQ z`MBF8=YMs*;e$7_S_aOwRt#*eK)VO{%izR@i(mod?WfW|&9v@*x8Lf(cJ&McB6pZ|gX(fdt3%xNyh|sJOq^~EA?~eUA zsCKM2W_la+;|j)XotJE}GySaTXm)=!>Bl{Vf5icm1{gYc^a33xC$3Bwb{8m2<2!CI zvEa{L_*Yc$y)EniXZvGlj#FHm8V<$b9YHXMp0-F$FzE+|@JQdgIy0(-ML%z{T`36p zJbc`Mj77gc8OI^y!jBrQQ_6F33tGvp?3eh1;2TCuU-H4j$Dcoczyl;8NJv;1HmPe; zHrfs^m;gBGTv(um@QH~-L8!6-Jo)Ue<5F)V{2>rvVc5=CKq?qJ4?zIxz!iRmQ};>I zN7QDpw@5*fxVK@yK0FvUxmB;*&H~L!P*ytc&NY#NR5jonh6eQGb+&K7lMAYAYFq$R zcHJ4UC-236WJ%9@eyau9dnMB zf*TXkg5d<{+hn$`ncRE*#_-F$T%#oMia+b*3m4$SWU%taU- z8Nma$iS$AYG6uu%z>xqZ#W5A|W!%?ECSu9W1(QCi{mjIv<3^y_b0-Q+&nLIc18Fs2 zKP^DN{r-u%3S-E_OaH+svVHw2RI=Zk54a>XXdP8gCkcl^^YQ?e`^J{w4@HTfV{oeA zdK5E5aS?o@LGiUeuEf;^w8t-BzT^fH?2bT57L|`7PlHjxKh_yusk0@6hul0|n4`S=GfyWZ@d^7O@4Ga_I}-)yYo z7yLOrIyxltK3g1L^7Dx~0^$8d-~(Ov6c`fefDRhW;Co-Jrbed>^!CD^+{64EQ1Ahu zr-vXE6ch+*GsdGw#>B)l<)?Ujl@h_e8}8T# znvEs35?49Q3czP9K(j&G-JKt9DWLrY1HDQx{RwY_B&4Q>gD00HH{XEg!UThsowhAi z=l@{5mbt%*x&OWZy^5ehY?Ci%wy&m1ZTYgg!{^FR+w84Zr%bZ7cEOzCqM?H=A04Ro8j1J3>Oo zdfAlL&N#-`E`4(P<>}8Kqg|)pEs>gYz$(`(U*LYuw&TjC|8Un-FLi7dmAD|N$*i$R zfRoes-EU@Q=B=0&9o$$Llb*rb!S~2Gay2#zlL>O; zdo7*14fYxa7Vn4vEv@R@sT+77@&9C|C+tahL45?X|XO`q{tN{Y#w(G;hij-Y;WW`%P zGa8<%|D7^_LT467X3eM*0r5Y3S5M@@9`1Qhj&wGQ$|qp6nL7%RwZsGRUHwPXrfk}d z_&)XWiDE;oX{@d&M`6#p9M!nu=(6Q8cQIL}OVMKg^7G8vRkYoi?t!^@-)dsPNg1)- zRt`}tJ=4sP$VjJo$@uUW{QJk(eTrJ4)Psdtb)21@UHAPYe=V&2$sql9ZMfrE3{p3p zkX&xCjb3z}UKH4*>fWVXpaXpUSeip8`mMLux~ERY2ACUHw@J@o1{_hknF7Vl$%%%! zpj8g?98w31IJbte<{O%5D^>y+r&>BH>+VhC(_b?3y`AgV*Xxx9_@)&s49CspL=yQn zajrP+PvZSg!r`#UR-bkg{v`L<$DP(^h9VYv>D5VeN&?ocTf`ObpW=2cE9`PG1NTK@Wr*ZeX z_y4rF+R{#DoPRfMznw)p{Q@>5jiMLiI5I?utyyyj_md*39M+X*mrnKHPck$#wEk%n z?sz3^g=gh%u^@ekpvVxy$%sv~Do~{pUE8%QcxP<%i&O`xDQiVc17ntMn9+QV1(7D^ zZCL$>+};{SHs<0|Tf`*QPp6rtE7~9BdLDEuO(MtGeDya6!>$^>bpR^XN^5Q_WmxK4 z8&Eju|5It@=1N3$Vxu$-0NsavlcbN5Op0j=Lp8>0g%yX}{I zwinxWj5L9m(6pkv$6>L7{Z&V`hghj#*ZAS>{j5W6S6$tEDwm<#dXY>c3*n^h?wjeC zj~m>&vFgqxA2$Ehhf`lGyw0!k^otd&d?d9a;`DICjn5mrK1w~^*uVbr5Ad!Wg(K<9 zAr6C`sk&>)l`EX`##;{yDZL%t)6&N0#jj>GmghN`EtWc%5*U^|bzTWyG~|DV-K@}^ zrqe5cW1!i^?5-aem_O`eC?IV%*wu3C30!~i9UmF~tmAufN?F}gnikOP+e%D%EGHyS zv3Av-@7{MEU`g6`fo$tvEbe|8O59QlskK9)SeAxV(|$r=Uw^_uH23oM)fmeh;w%r+ zOXF?cv1H%16XCZJ7U8IupL{p*1! z*PN>&YF3f{96_m{zn+&qq<+_9j>+UOOWDlt-(hO59;V4ZF7Df$umS*6>zH`WSE{2d zG5ZhhdRhHeSh(VyOGD2QZ*}K8Un}-VZ=JkXI=M6;v{wFX*PK*>(hA)L<=|8gHhI*~ zd(vKY(j4z7QnX)KnH~qCysr(b^S!iTPqzSqiBHIwU3kv~HbTePzL*B9+4>bPUTv@W z#F4_z%W2VF1gN>kwGukVt{WLhSqehmc8qz_45!jF zNE;Quw=)pd|9C+#n)KzpF;07K$!p$iPI1wuzSpzQDlA&G-9Rri zGE#Em@tI3keNl;8puNHsdd)}w_<8#?^d;}-{Ff?+Z~(%ed!`IkgU$HsZ?0p{Pr3W% zNs?cQT>XAO2w_1XqEo9Sq%KPtjDt(M>Y!q@2JF}nLIP~c_+U| zO=m^1fr5^a2g$%so8?({ANfA*WL84^+sli0ve!6Q5Oqby3c8hh_}+{u5U4f!8Q|=R zDgn3+U$56!a)M9y*kzi271Fhb$E?X3QPH>E_nG$ap$*~va9jG}oiDfDQhd4_Ek;ke z#oS1Us@XPaH?>Ms^z!Gm%uN~!-gKsO-dw=R2j_+eBDM9ssp5e=g2ccyUuf$4nfcMt zlOvNcm9Flifkyqb!Ww0cD%{`_O0&}M8js%W)9@MWppofs_g&YoXETbRw_LCojY6QV zx@X&0I?Ikkes+o__GNUyhMxkKLh6h=d0Ko9YK&PN6@$P4;ayNEd#nxJ8U2f|1w+W7 z`^R^~@0Mj`sXuJc7x`DjN6jPmVdRwgdW=KAPd|;!ziI~%><#w?aElk94X|+#X_NqD z8(jmiE5mbVUH|F5>t4+njEwTI*MIgPo60bvu_&x8)E))0}8i! z5SEU=iTz@snmxeA8ycuD8WbH#hXi)Fp<6O`JNrPII8)G{RsC^(j)QmkfhMb(_2R8{ zwbE95SGscs{m=tO2F;uuB8j^Rl_$1=()C&AYa#Hncph37Mr+Gln61B3`1kw1ByECQHGP>(4H;$la?V|?? zWg%s=^a-YslX1}5_}3qvd1;mKTxso)^_R+1X;!T~VgfsD4zevb4b)mduaG%26@RIQYEpdX{ZLbKfq5_g=2I-&d$> z@jB=eT)0X^llD!~u%lpzj+1#_BP<;X643R0hy6|DxDT6xgqMH8)a6WtIHor`z?L-X zEJ{f$V=ht{$uu064+RMMXxh5rvB?^Ax;8D*IO;{@s0(l2jJ&U*9{jt)b*3Z5Ynx9vlRe8>`f>GE?Lsi9d6A7%%{NE{~%uCk~1U{(}sIpJRtX2lM`Qr7> zQ#6_&QhuNF;Cb)=YqNlWV7kwvokd4$v6cg^d z*xMSqZ_oaqs;?I4wtsYNRM!6$bKm4EO;2yH8)Ss69S4nA<5DM^&;L!JeNr@f$=c-Z zx1+M31HKJwYg3{j9Wht-Qt|YzZaFd&OWK~*l`4m5_G!><+UHIZ{anGE14k1R0B-*C zG-7QKRoid+uP*Kej%UN;>MC2S_Jab&@j-Yoz?KZ#%I7vkyPy#$PhIwy$NV_1K8X$# zI1jedJ$p-W5l`__Y1^=n=;PtTVE*lh@nLq_c0rN+@+aP)KYSYad0}_7$JVfhgRjVK z6LtHvb>-m=VUO-{2^fcZhPVIU9P2YP%?3JFLZm{o>tVVcsHMb{mO zB3a;emi{o^&!q|_N2-m0VOv&l`;?Rs9gb&>EOlwW{z9(+!7&6_>eU=jTS1r_E_dyU zoRIvbu8pxytE*AW>Sj(c{CG;FBCZCeedLRx4N2bmX|N{{rPuIDkHFjzyZIj?XUcD2 zQ@-k8(d}Jr9^7d`AgH}*rMcrsm}yv64?A3AL(9$1Zl-cau|44{cly!B1&@lh8Xn<{ z-<(LcRv2s@=h0a7@=MRM+@^)k8X~dVvuq6M+Y`RH?rp8KJW_aeY-VUTRAlMIc6)^Z zloWnE(Zp{VlZY#{9;<3?e65y4lS)xf(GkbRwc0=m#mRj*}eJVMIKG{Bm_fT0ahChqGj z@rjsd%Rd%|l})n$+%y%4t@JIutJ3JBR^h;$evTf?U!r0=($TN|blQQ=eaTp8f^o2+ z!J^eBH|tmZhY9~k`48jYzfr4(Jqn=SJN*tO)noX4rK39E>Hj>cyvtAy6=oiv4iHxI zj(=EY-*9t-Udj7ACgCdno35S#{1MQDi*50}f0Y{l3qM%>e#a{#o&z4gdltP)7~vKx zRTN}9J#hSzGM=W4C=(Vs+y5aYu^pnXMHVwa+gC&N@AaJ>m*rZT928!>e7WwIT_gy6 z;RgG**vs~KoMoyHvB*AYxZ2Xes^)Na;~&H!`-1sB`S4|fiwNNG8XMH6(~UO?jjdIm zn%b+K@6)>a6iNfgLiSO;|30ETCX5+K2sU(NJJG9*-Ca4;~b2=@jz8vCiG@#Gx zEzZ+Ud`=M}Q@p34ecG2!yD$I39ge_b;H#VANky zAfi3O8p96G$)vnnuRa7%7kBwh3Ib$ZYvBT1-HV0>>1pV=rkZ!>UrdUmLqPqKI)U_D ziS(SZL}*;R{x2=B;%M2aBp*sI_vlr^ip24^?%N81ixrmkp-RJ%-~@JgODX{`IM2u3LF}qx2ijJcUj9ay|}Y%`c>g;iCzrF9zW#l`xT!f_@Do9QlQ0Xtf{<) zk2&dR#BH|bErW(^?oK_-@p+D)r%jrF9<=&&A0(Tnc9MJ`SA;*%6rG>>qP_kqcCuAf z+V9f$vF*H@V;&v*FP+OuOqI=}?N|@S2~|bq%_g@1t%aNo^Y!Z@OqcYo?iu7gpKLZoN0nrs+?y4D>1qmn zyuE+uK5e!s)lWe}WDg;n&KzjG8BAQr3PoytntR?MzZf~`U?F|}N7maRmZ3L_YeJOp z$>fvW`3fsetL$AA)k(nTmxYh9sPu=_bfi1)kLTmnm|i3>H^ykLokwanQMnBslvC^7 z;zHi({w@chzOyYw3Yr&-mj|ov6h7T(@lJwkx1h$krbhAm47rDshv6_mm;U5nZu9djPS34q0RWq;` z7m#urkh!T6>6Lr0yJM1ji&(D3WDK%r9K?zx3sBA7-0|XBg1#cMr^A=eHZjBYz;yoD zr@~=zpY<;Z4=MTQVABF-Zk{g_y#|UjW4xs!;?f=ULB-F6PO6M0jlTPGnCN$aI{M_v zlV^q3zd4{~OrH6?##-_{;4u(`Yr1z~@qp(#>$UO$Q^hCyMJ+nohkq3h-QHuiJXaX0 zIee!Lm1l&-7?$v_2HIG#{=2xNe&!aSz%}RAj1euLN$vnfjRh)KhEIpv^(5T?J- zwO{pP>*8Is77*dc-#&$1;VQ*7d{FE-G@2KGL~SFET#c9R7T1%w>tR<563d&fs8Z#V z_Lqh+Av0{O;WLtF%Rc$(YEqV0M@?(ioFpjZT^Tjx_(u;>d9*}%^Vq@}4GMr9&xJ7N z*pK_LL=XBIdxKkgq`_%+zOK=%z-}#u;dg(b4bX0mHlS%a2|UNcdtbK99*f^|rEr?= zucToR`gq6Fguv`o4B%tZue>L2sa^veY{Eo5Wcj~=O*+Km+7B;No+h{&$6ikPDO2`&i zO|a!;G&^RycOEBFOm7>@dguH}@MEO2UjIHNUYJO){5DY3g%0drT5tRa#*S*v&bv20 zXYpfQFKS*<-x0F62p6td?kT-R9p-_bz72#UijVaF_IzqbL9VMF71b}l=+v-}wl5!? z8Xg&w|I@6#aOb6t#pFWa#OCcDY)gVRBn)hEUK^U8;`J=aG`%|bgS@qiOSEp$ufX;Y z15AB5noU^(^UDKjeivW7LYJ_mT<>V&Fi*f3!_%jJuLmRiJ^Q*Z9N8>}V=)nCC^!F9 z_IY-VUD}2p0rruZdt*mte%cQeSbZK$Xv;qQ)tr<(qLLMqS*2jnP4joZB@c_+-7Kp; z-*s98^(Ivgp)R76(b{%nNS$a;KY&uTVrwauP}3JKU#wgGdj9hC9V$58>t@;DJ{jBh zS6*H#_T0R!M7i|i1?T{2$5kA%cFZDFM2{@sFbk4T%##mmpkrAo{HW?u^!wYEA={cg z(6xx>2zXG(#6$L!H(8#YOk&dYb6I2Aabg+uAam@#X`1Y0Lcz%FFi*DiZ{6mT=-Nde z@U_xpY=L~4YoBt%+9RtVh8nToQDO8{(B-Gzi_N*UKGnC>d>UChlVW#x&`}L@9gh7% zDuIeG(35Q#3S)+ZfbC29^&H>(>3#N3*tv_)m(JU$47|^bj$NVtnIL|&HwFuq^FOoZ z?Bn_wjUeUuREN?k;cVugr>uM1E?;z?*=Vk#Q3Yg=_TjCqG!0jE3@**NZ(>6znW5{p(C0#Pd??0UWy3rK<~}K{~2O{@t}-Wp0e4;+t>f zrZITWV^bo~y0E;{s%TlK`n?rOe{_1;7&Mtb`hGdG2f8gvadNft57b|~IXknS%*in< z@ZakD^ysELMwWAHaVbq$0=X4rmFXq@OK4-?Q@5rWye_Et@Q>N=s%aZ~)$Q(#ldB5T ze3hwrTIT!LqvKB!(w@)G*B_c}ob$gY^kqLIjfubd?xal@Ojf9G)gBbT{Nn~fh@*@L zRWA;4-AeV%=Q`KVHswdifFWp3U&PfhW?$Q2wcCUH$Zjt>HQ|6|VEr7vL#AtIFIWERP@tt8lVk5l?rUL2FL&j#xHo}u1(A~lk# zoY=f<9yj>uyzPsxtYl<(d5DCv47wqjj3Wha#-KhCgWYWXxUVW72hp%=KA91#$4xC; zLgu3!O@7&QW>GfFbB3QiPw{*b#AEs0jE7Z@@5+UH3o%K`{+w5(tGXv%?%kAvw1p|J zN?^12`T`1#I`p+GtU2-Pr602w-B8NdlC(DI2+5quCl4*oy3Q!_TJ^=!w=)V`>Q*Xw zt`pQRS~x$haB~xXh_srwZTVQ`${6FWcPDT{hYz;WC}f9RHM$sce~Zy${t-S$w3v3I z!>4D5%4D6#nHgDFK|^LEEhC2sqe`III64RYb}yzw^U~Me6GaJD*F2>TyZv}&(yz)? zR5WoM)0hzemO!jc34il})q~oVdOLdA&c!O=bv>*5kk>8qw*WvHtu=SXK3E)gZD zxx8t`dBYcXJr~k?9s1H0j!xA9(Hg(EX2a216^CV=?F82+D%w^>Inb(UObIeCR-=dR z8~{MpGV;4@o2_N7Cq}Cc(?&O(dOsufVJ&{0gYMRn_Lman5F_rm(UG#O(H2Dz5#>D| z&rYl1w;)KnRZG_Twc&D;o#ct59OM{+Kn@8Pk{CH9vo-* zd??Lp`qdN$G!XVIs-00Dt}~dz8sXaS`JM+n+sH%0#Gttx-%y3>+vH?_DtA(%vuR~ z0Vq!BmYj|HN1frW9xj3C3X~=yWQ{XAyv5c1WH1K%0tq*To|03JSpp?y<|n+TS$`%b zUfb-lVc@-sb^l2mI`J>M9)qC$X3~C(i|nU_N$yd95@B;NKb3#kShsbwLp$$+bC{*y z%>JT3G4IgvE%6lwKBsNl`*_&R3)KHS2m1x^ByML6I&(nj1RyqKHue4c)MunU(K@8P z>+Mhdmp*zb%ZN$KHTBapu=@GysA;Y31pf^-#Ma*1Ug$*yRpUj{!J z*&_FT+Sr{Y{rp&cn92Gua5gkd9iG{T$2n~rDt4%)Bb({V{|DB`A7%?gd4Slrz&*ui z;QwSmFfc``R<-fXc|-5`cHU(U^F$$?%wOkdR0}K_@s|MkijGQ7PJUhJW)D(X=BtUe zyrUt~2a705RZVRKOxw7^`MKHA&z9R)FZ0d%wHH9b?Ao#=5=uH zowBK0wQAJ}_?NLo_3`rdJKI_MUgMDt@-UsMt*cw)I`o0&fE^c&ED+a#;$tFF9p~fexl&E7rMNp?Cc9S4oDm=85vSwuq+1XcH@kO;jS1gOd((imI>7On%{hFRY;7y9{Me%_fui& zW=|LJ5@ffY9>gA@F;NE86Am?w&SS zfceA)fnpMYGOn4>Yf_|-BsMT;B59sXUK#p#maXo2-XM@;Y=EJnelBG!Ir>)Y>Fj7- zuS_Do)y8v}j%f*+XRfCURusd2lWjZhLZvecuV-)D|}`TFGIGRq4O@t|dlEU*=>0 z3qRKKumX@VINBUZCE55zPKGpCq)0Mz`|JN`?E}(4ba+rTJa-hLO_SDQBx)kKHx6jP zBlP*TZo{1VmB z=+fsp@aSA(Buu`RL}-f=<0xX!qA#`_)C5lNlFsuc2kzI-T5?W<+O~+|;N~{1H~DzB z_GTphK0^7_03-VLrUxdH-TnRR?(I%+ymv11fKFrB&b!OtQ4@~Y02lc|sF6JD>av2( z$@Of@Rok;(j^U}Ak*>bXpMPxU?^?orYDZ1 zwOltDx8U5Vr?(uAQ9TiB6RjzQ7@RI3O&kIOQpA1cc9R3X5m>31Yu6keU(ejH(^&Js zB>hZoZZ3o@c(fQH;i(NQy>?@wTD@tmqO$K)7KAwec&zNB@|qi+JLx=y37`C;$W~&U zL4}_?r-jKPz*djtT3p`VTS`JHH9S6E6)96{);n$N&!xsg{9AB{k(Q_XUemyDqzZxQ zmC+-`^u9uIg%ds6EGsr!hd?mD@WJu%HgNN*2s{(IK39(U9hm!mgpwkQL=33k14*j%2D?r5nnr=2un@E3EIQ0mx6G4wbuORI#lasDpV>O$`Y#=yp0FLKgm&_B4 z-ORI?RX`Kt7-D`#xW&X{q;z^fQr`I39G==l|LLO^CEi@n@}Z;Ji%v0j`Hn5cu^4xJ zeN)ytV6Q}H&3Dqx?RK*x-iSTN3*i`pAgb3PM&juN4Ka`LX3D3*?<^=fw{IdwO0ZXJ z-jiIP`l=8!$_j$z!`$*2pr-S#7yVrrW3SKAK3~^A|fM->&OB}AqCx+rkQfz zfNv0b2A<*wG$JaSnmE9<*8va(;*+eua5Dl3e()vtFfx+4w;>@?smpgc=I+~5Giq-};{oWod)4w8;Wf9~Mt4Jtf+)T8zKRdopL@i_ zr`|m})8FI3kV?AfU85zTT0tOM+0@~6?*8^|-@rz^!gn7cZgv0oanLE>ycj31MTV&G ztjcofQqOZ}N>;ARTY@JIn!ZG41R5h^yKjbLtW79L+js1!0F(N}NRN(Ntn(>}F(1Mx zKwZFv;;rvp+HzwFE}%F~GAGDaM}u4Ok9sZ<$0C>~SQ)DKHYTxUnjX85v*hv2hkDA4 z;s25+E?j6fP0z>UMFsw^xuxL24&1+UiOdjsAkJJ34GrSr;+k8w&_HeU3_Jck5M$|m z{igTj%6RZv>3Dm4XD9g}P*PB!NZ4%L>ziu)VAK2t}$&ZtL7JI@-j$3xs9PKZZfmS7ofYK}NEHn;hZ}WD6vbbRsSH zens@a{n@ttu2DABmSIL1n*0cq3$r`^$BdfXMy%wIy!s?7D~5kZ^biLmw>o$cGt8|x z;VUPqtZa_CYNhDJfg9%%qfd8w>4FVS^5PPaGuwCV;u2JLXUEAX28@`lmXR^Ac;dPR z53d%*F6=iR^Tf3~7&nPSYdE)*?;Tg;0PEt zanq9lqhDTXG5UM(Tw)waQV~u&1KAE(iX}t)8sEugVRhH28zxc1lapc5(b0Sod4hN( zjr}~O9WUU1qdc#>DpT3gay203!4{oHUC&id5 z_y5sJ)P7zpS+3*B2_k8|CJr8Dvq5`T|AWXzy_|mcF^&{EK6K?JOWNpYX-Vjg(6+fW zXMpMp$X6X;4QnmFA!KX%`l=Fy?`45p1t`Q-WBo)!$;GqK(9pmPQU1fsYP3|qg2eWB zobJ*=JRFAQCijd4i{+%-{Hzy|fonExgKZiVnWJ!BZtF%15qnKUsS`a_OD=z306uyB zFLl&JmNuoY!F~P=GfIV*BegkRV@DvW!wo4GEeNo%LkJ{1oDqAHds;JIgP8>ofX;Ay za0zS$=w|kn5^Wb0QZjMUDf-0NFc2s-RVan?Dmbt|v?w(CIwz#&o!2@DDTps$zj7Ve zh{ckG@O@QZKfe>8Us0Oi^(A`tEIBW*IY;Y|l88u<{A2b#L^eOwXrps``29q0CcH}9 zkO{N>=e*lpY;L1!I`rj53`u!7aao(H@MOIkpy5{K}OS z5k5e%g(Wmqjy@M}G7+SQQkRKM*@4H$E35+MLQ(QqgK>n*W!TiHPG|}cw=*{8ME(v2 zrWU?%#;Ib!4MUH&uM}Vn;I_||GHv~1&PuKg9%aH>A8t??`c%oLA?2n4hS1px>vHHz z6Sb;$kF12jSD=1&e0%@c=>V{uuH9OylkILK@S8reJb2rjd1#-zhsX2NU4F!SkL*Xl zxZVKb08r73QTJ28WA&~e`aquDp*&fR%@Vj-%Yet%nVANim>Bv|H_;+#%*N5I6&#+*0v-tmb84yI3@d*Pby*!x zShx3HIG#-IlAo>FDV}5XN|BaBA98gekc8d~hPplR_KC!MPx>)IS)W6zCpT!8WgUcC zfCFSx4iwMJ@Tjq$EVS?)Z_>4M#@{R#(`Uz{CFQLKL);P28MqGEBhx@3!Z@{gAlVLm z4vDSE?=wG>!X1@5L0+0{#{DL3Z(si9%gd>iAO=aAW|ZSM321h9))#_mSBlu6w}_CP zVvwZn`Lpob>s)&ScTm|uYoJJ_hKykS>-z_GEltKCgo5@GA0Ai@>j>t(!F$9AjV36$ z5yRkn21%^YKt@=23eVT-_dg(c1o*l+%lHuaYd5JZxGFS+YKMhf^N<^gL7ptOSuS+2{Rl`Ux0zD_1sVjv^un1m43Ki$B(kQIdQ_$uRxi*Rj zm7vIQb$365%Zn}u~w<83n36yV9xVTCC}r4eS&tvYq@i_& zg^jHS?*Z%`>e?S+{Y@-keW83o4hv?>kq7Uoc@D26dL-`OTRBh(Z~&PQ3O-Z&q%Y_D z6hrZI&7Z%2KM!vEDsl1Dof^!d4?Y0opUkA<`iXj4QnDdnem2<-cB^xK1t(lx%YlR5 zaPrG`tX9eQk=aabtYlN_o>fp{vIZ$$EX^Rz_!;OuI7}ThjFE9kc>Ey*D()>PBy<4? z4+8pbE%8wz$MkgWR~sV>i&VBjyuL@*MFt8J1H$^sva91J6+XJ>>I+@?c4$WK>-Y2a z^dx~0vOTInN}Zl`q|X7s0+GJJhVAy9d-u58a2FnG&k@lW8=K^p{y#AxCXP&8y+3|L z-MO$*idgm3NNmx3~`Kj5d#r$);v>s z?1{|NVOnx)5FQzTbq_I~UI;i+1O3tF^nE?4&wD7wy8Fw`RDUcYI-u4bp{Y9ibmdZ)gvp~0L*_d#JP>$;u;)(w~w4<30Iv>8H*)7tEMKK_v!_9}_Z9A}01KdlV`3 zEZMiWwXJ~1wVhA_q(4aC`e$f%U+Ksz()=xl3>@aA%#dk#4Sv=#I{m9P#Y3f$MC|Tc zV^R%bESmdBa-7rCJ!sgUr#~t+KR&n5%8v_=i^IEA4m6;ysEibjy=Uq2pFt@9VDwJ$ zl$#r_^a=?JWCiJEB0uF_c`)EdskRv6n&hv(e;4xA-GLf~$SJY2Q!Xw;%etUR0yGa3 zlqxYZIVZF!4RQ1^_zuK;MTgCnQv!Vi>Nkowy27r|MBUO0s(==SCl{S86u?+Qhpp0B zr<-ogwv_B=Y`KggWX|HCz>hq3Wok1=%wOJD@Uj2nC!qcR*Qx%u#+C**+V+A&7b*O+ NLua@4LoMsz{{p<{Q-}Zn diff --git a/test/expected/test_roc_plot/plot_legend=False-with_ax=True.fig0.png b/test/expected/test_roc_plot/plot_legend=False-with_ax=True.fig0.png index 205d888edcf841ae6f0e8de599cb994ee834028d..adea00b69b702657c24904d65878a2837c03a49a 100644 GIT binary patch literal 27329 zcmdqJbyQXD*EM|TknToWP#UB|K#&jw2?=Qd=>}<}L0S-`1Oz0Ml9C1yR6;}~q!mFL z>HgOC_q^}(eDCn(x<5q9ZIs5E=?RBj+*PL_hm^+#(g!pv$C=`lN^_G$j3WXkm zLZQv!V#9Alho^qQUy`0T?|I&JvGMe=aDRZhZQ<$a=;G=4(DJhP19y*yF3!Syf&zSE z*Dl+6db)Z@^7A|W?|1OIxZCn;RI};AQSe-E8G4{l#1_bZXs_f-9->h8ysAn!bbYhe zryt$Z9i_+F+9Wus+PwUD;dwy}{%^X{OdGz3HhfLR>4rv`97fO6{q>ECo$S?Y>Q9A4 z$3A^~;@*vQKuKX8MN1PoF}O)=WpADA#YZqZw6nF_-?TJyLL{-}J}9%9jK_i*4L`32 zlhheer0`=%MJ~_E%32^9iFXpw|BoN9PLo8{Xg=e+-?iC(;q2$+;BYB8IM{PzigsgTgCqA@W@Ze$ zz+^j^9co&slFE5oz<0}B#O}+B_a6B8_*GWDM5lXWW__PNJuWHXlJr^$Zwox>nwe=+ zo24ctO%_eUV+sFuBWcgDJxJz5JUvd62~nm7cHuBC3nm3VmhAB|+Y@@RH+>Sbfd`D7 zn%THTIx+gMjXFC!(MmLP9+RN&{2u7;&lHZ!_BhU@y(XV^-RatPI@~aOLQS;0b(5|BV!M7aaE@EO%)uSAv&?YrU3Cs){l{nf zKU{oQN=v@HeR$X8ohKfbR_^=R;EVWQzpQsRXPJkGhwnAH7fncPZ*MP;mQz~`(GoF; zhh&MlEL66ica4@CxSgLqQc_l4m}>G!4`_zas6$sll^Rhbpf;wPsfp!It4hz}_}eZHesf>Sq}7iyCMITUcNY^SeY(|s z_%l(?_3tlL5r^*;eR%r!Gk@Q}z|A-+UIFtC)cC|i+OaI`flnGFdSPCx z-|tiYw zYJPK*-{`F!i=&g%&DHO(Z@Rm?7tLISjn1NpmfAxTuN-i;H--wqVe;+x7WAu+6x9(% zEPHREY5JWP28uz(?`{9mQ;uAS7KYN&QgPQg6d5_W+y0v2%i?0ozrQ|Gwr!N@l~*~8 z@x6Tc^0JH!BV303$^Lq^+s_ZIfe@F`Ofr6#AsSItmOc0trmb{&0e|tFXWQayZHHL- z_=w={X9zt|i?D(ubIi{fqWgNre^W*yLjbK%IbPx3J({4yd7S>|qL-Y0)Qj$^YH8u1 z4o^;=`R0T`cJ?VYyf~TtI@t6q@MM2}_s>X%m`g5qCnicvOw4oTTWQx=;C2r+DJ3P= z+~A6Brbgs&p$gme>r~J9&93iBx&OlDGieNg-(^jv^P44vV&GVQeW_YpUsWZbktfS2 zcYeqQ%f-V0n^v18Jv84wEh7UqBVL+XL>x8$!uiQ&@3+#s1IHBU_QQWXIZR8o?pe&% zWP9*O6hqY@4R9E^7_M9a4l$I5==r&nq<2G?RYc%t_rca*zkj2n0s;bf0^%2ZA3dUcxU;u+Gfy^< zgq$3M1=CZK@w&^*lg==l?uiLn)C*l6G*pB0bl3UW$u`99&x6_EURaN$++62+fe5Gv zLK&!(p75xspX&{?ADDwrLwSwsGbRfQ3e2sn!d@FUr29J0SHrzVH41xbMtaCuN^uMqvDX~IA{%1sa-pRpc;{9fC$`h{x zHEXCzvF7Nvs6-!rWyi$9u{u9J5}=Dmh4}5QSS)|ZKm1dY2cLh#x@6Mmigs1MLcU!8 z^_Ox3epHA;eg}m9_Ly1l{D_tu@4hLd5^=W$rI>1p^b*Lqfu(|QM%1NTz8g~#?3|qG zelye91T-jOVq)aR&|i0yKRe#LjmL{RJUYt1oppV@=E0@EJ3F7foZzJXA}960#U&Ar z&uBZ8+v77EXlrlQD}u`|eLYV1ywbT#@Mqi7Tg z(Wj>Yq%<^Fj2fJIpC}iW%7}{UJ)sp=78e)C1z?o)d9gq%PZmk`Ju@n=_2ZV8?dI3l zog{HWw)XZYYi$O|)QW1piHp+3!|sl)YG@G4ad2_rpLw*zc$Ya%jpO)W(?xP)VS)8~ zrJ0!}V~5-F_|- z8Wq(mbCM_Ff$iqz_R63#_n{~cprK^Z+UGYfn+5Jso}QhNl94@zLbEp8ev!M>pDRNT zZ@Aa&&8z%`CKO7b;%j|_;3@<&k<~oMthy0~4S_*SLQQQ@d|q8$eXr4##d~8a#w_@Z z5{W7(%2l3!zOE2Hg{!`0sh^7ShQieyMXd7kL;UA&!6U`D?Pl9#-uY}2%?)l4{_IUu z(a_NFid2O!V3#OYMSWg{+=NR^Eaq^Dn7B9Xs)2@aIGhowAzQgIrj9->Ep7CZCn63z zNR73&v7s`?e)-}>hoiaxB%c0$4PSr%XXU?eN%aU>Fm-t-S75DPzPe6InpQE$83HBO z$Do5d;Qm+s6ex=p5b>i-^rUH8mX@q5W0m|~G*JGPb8e%~&d!okQY^oxr=*|*%3)^C zvmA;^NceEIvc=LbCp9%JDTxGjVAsIFYonhWtR8_g7mQ*lI!U{K-n+YeR#DO&8=b%u z5E3FYu6Go4h>MT!IXjpoR#EA-9CCAY4G9ZVO!kIc4_K7y<=15rZoavCbw$)18+`ww zwJ7nxuf@gr)1#e6-)&aZ-1pbU2+)AgN1;5H2791h+&=3~V2pz-YBlg&6tzJSZrb3? zm>aln_!&n_>EPuk{r1|2!f|gQyu9EhyveC+n0^!&y>ze&gZ5+{VK~GEaP`P-K+Q!^ zo5}+~sIvY@hU)m3%H_5;E_nB%_;%L9Xa4s04wbFg5N2;3#)#Nd60Fg0=_)!M?nrv~ zmdx#KYRzvA|MYd6{HzlNfZJj8s5NBNUKH8aP~#4dkJDF8py>Gc`270y%N0N4)$>Jr z&y4eR)y7w3f=4mAuor3SY~+ZB{tOLWCe@ZO9Kbcd$xVU()_MBf)JJAgz4oqlEm27f z=LbtaZ@7rQ*_iE0;a5^h)3v1zCD9(>4DUEyx1FE2j#4qkVKsi;U0*pizbE0M&PYe9 z{kj*r0sEKT20~REiK{47u$YSPpONkT8e&NMY) zxQki_?Uvt+Z6GJr?r}v9K*54Zpd9*ML)33(3CD%n|Jrl<_-D3lXvW6peb8IrpFUJm z5>?h%BRusI#TfCsenUBzXohdU@9v_x-!6kVH-%1=ijuXcIF^QzsDitu>~9yTIH!`7 z?RIk2E#2`OG=#qMnZsY`cmKUjPaHZI(Z}uOY%@X91UURfg~3_!;}amKFDKP#xVRNuUeR!UQFl9(*fSNM zeHGkIm2;b~CsUO;a`kx|*1Dda4^2g8{7Gx zX9jaC<_>D-MC%unfan;`*jURrp?|tX=6zl08vR!~?STNne1|IxYv;UMYwJJbN-GCa z1SDBmS3khHT`Q}~@OWN^@~*$``&!GRQF0G+MuL^k$=;ZC#}oz^KHNEBf07d2cPt2sK-fzlCCgw%keD_aj6Wh;P#CPJV*_Z z@pS4GjHKGrop6d}X__vOJ<99)K90?&nGW0;>i$@fD9KN3R&j)TQ0K^T6IRfR=+X^x z?YhR4^f){-rk=W8>BDA;xq%>F?b&X;HwoT1PfXjQmr7dkRk%tl-$44(i-%TJFV0qs zsT!HjkL*z9-GFpp1sAw5}+e+)oq;HaZvf>mH0#AIZsSl^s6`X6au7r5@FhN z?)GmUWnF1=@iXFaT#rq_Prn(`Y!xvGOTUT)hTfnupCY*&^&9q+1>ZO-`2 zq!Z+Tiw)P^r-{o`hoFK#HZM?-53 zeYAF(WDwgWZZ$#?NsR0@r;YxL8IDD7Ap&d+R!Q&r0BEe=bDOi484-*8{Sdj$D6p9S zp(>er;2hrIuBX=0x`y!?M@2~q_3wIqsTuL*PWuu-5Rm@*6Ww&y6}x`0_sqe<$|3B- z?JQ$)1y)ubB-YE`3$G^5`9;#9T(7E!ac3o9giO3)ZffE=t+C~58{f@g7bGJcX3R$C zEKn1siQqoE`cfG8+m5Tk!SA+<{gKsbziES{&qsw((YMr2xiys1Y$(tZ>Mzd4lQD3Q zN;YPfH3`vB!HlxudYin9-Y!Z?qA1`7%0#5-B`i5TLk8p=WLIYO4zx-}=DQc;win8U zIbvZw&f|t)MT-6qC|_Z4)E?@_b8o8XOJIf)qi*mfv^=X>i4;yN*bT0Lr{9j^@Q*dw z*Qaz>M*aHYxKG@#3Zf13Yu#vlaZIKJd_@n!T2R)Xc?uN=1)>*@F@_cfZp&#>4F!{@ zn)-gM2?Zoyirj$+JeIlqD#d0J;zmh|zyc-Q&}wq7Le<(6_UHsaLS43~m{(m)4{1?y z2L9te#^pJM^Uenh%C`rzgsaVu)M5(QSPN2++{Sb5wjQcUgGkHvgtb?{(joFtw{UnW)&pP1+vs6J$78`yA&$!$F`5*LEoa_Qe&rUr-22fqu`939Py z2ODGINM*4G&KRFwXQCIs_jnnw_ci23FS0(HeYC%+Q-;5;ARWtKz@2vI3dPM_Ja*QC z=V7p6(&7?pF-(_-F*BR6sv3ADk8K5(1%p1tktr!FDLv?cfZ}jt`&Ze;wlE?3j?Ci?K9c@f8cMXWhTw+?QL>%2R4H8YnemEiej!ubECI zLBA9%8|4*j()%pRrDL>od4#QfeVUNjOb!oOmA{s7vIp#`9|h`c$=?!qc2`B4_ifTG zo}3IR(p;=jjF11Vwqz}sL=Kjw8ix|=|1(Cm*P7iwDJ=Z8dZqP&tE=bJE6D2bpEqeL z6_F{(7YeiL6@|uG4fD=kcQJ`FD3}e8zdcOZ3Dr^Xx z35U~WKn@qb{*5HF$;emYNB6|=;M#b4<#qG9q>{OfdG7zb3v&1?CCNhhO?@<1FM$i~ ze4XEO+bmjcE6<`|r7u7xqRbzrH5b8u$s?MCR@ESSp)I&nXONWbnR+uXCfc4Gx$UGQ z*Yo5}L(#O9G4mh1Xr8DJYd=G84?&4IPnr}UcfAJUG&wWN(Eik&k5ZXM;B8=FE$=Mk zfDM-)MC+`~NdmC5%dTmnktb&!=i&$KIC5z$)5WIWaJK1{4GN|m%!`kzjf+znhM3ob zrbWr-tsmQ(leO>KxjY=m*`ztvW4mNH|1LFNA>6mJ4hRu+)H0#6_3wuk6zKM^(Pa7d zZF(6Q7`H$Ch-=yki|)fmA|8dBWw@>Mt>*0B&WRqB2A89H{}cUeNjHMM6&!UM768$d zP(d(J;;w>(N0JyQw1~6zRE$SWP2-Il!b*F~9QR#esf&~w;L{$ z%}N;mOwK69cIBeYZk)f8QnSNLCJbjzL@r+-xn|_Y6d6nx*DH67@d(Qg7VGPXj-dHg zDu4omU($snxB7GyPfKpwlDt})58oIF@W1n^#OgiFG&En zZ}i*afmZxWorA%Z#wM9j7BQi}a|?Etm<@0+ABks9*47HSvF{5o1-sv?Ui$bz2reXP zYY6uRgM1)A*7x}Mw@Tx%5UTpZ=&wfYhfB1W37Dj5fXz`{8q5)NntV%kvb40s#>0c( z>VNQIDK9u7hMcPa7#N@lUSbt;rs$7x${t#JVsfg83jO%&bkudUMT~oGZ|Vr6+uYV; zDf>78J1P2=e)V(G4rmk>4!3`bd;BIqM@M(vUDozo8z((GIq2;smNR*IL2VWgYSo)C z51k(_5m6-2pNUK|TgR)FR%37OleJ*5e*Qc-c7q>NA@F>9l2^;tB43iXQvPTkIBi& z0s!lcUaRRnmYgY{hF3Gi-DSudJVadIre!H#zDmn*Y1_xp=sZUd(weiaDsG%A!YZN6DIZ7n`jhSUjF<>@?=SZOZ(@ z)}~U2!K$2!`_}=TAu)XI6*oBKQH3S`y&|0(<)d9ABO?{lBO~O{J@w@7bYKvh15-dF zVn-5Aa^=dEj+d&b0{;7JWSe*I+zEO77=6T{NXJmrC8Y21UoY%%tR|M5r8k~&$`kB98@?3KUI;2;4NIDGIfrYL4?!(_% zE>(di-u+o(mG4ik8NI~?GP=03>yK5z0eDyC?wc*x zMtWUDM^{AYv4;TT1SR8^s;Z!ama1xKdwX#85^@+MXn;;eh*tteNs7&u9U>||6WrJO z#%mJ5`}TeOC>Y4W$*F(j&r;?L`{CsxRmbev?61wO&e`h4a{k+ep*~jAasXQ`De+!t za4N#Rw6wAsn6$F88U_Z|a!9*;bZcu%z+q==D@3y-Ota+bJ_ArNjZICNfuy5UnU9RF z%{(G{c31BU?Gx9US~OSNm#4LQSGT^da>$+Expy$MOXs7HR!L7EGn_-G@9_&Z!)OI7 z8fFN@xg~V-;y~qvNR>a<$`%jBBj-e+eh=ov{TV6AI+ol0qId|TnHvN$O5V>;5+VAa zOBa`tGCn6H(W@m6ZVeZ0H|wdm$O-)synizAaj@(8Ue?@-(J`|~#R;?>G8LAjxG3qf z-4S4Q6hRc2`~5o-=#hZGAGz#CiV0D3z&7;_4qo5Olkva)=6*BKFOnVI-53%Q641MM z0P(}&hodyQns3u~c&0#y-9RYhbmT2Ok4@Dd^I>H#YvYmZex8z_|jua(`jxF^4u!nyZhGil!z}Nm%KJ&-xB-EH|;VxTMA>r&Lj9 z+2Yuh{Q(&H@mcAA=ze~mrM0N!#(SYwq~!baau9Y*^rw&Z%BV|^{QbLs{Alh!yMO=w zaLt3y_D`a3`C%8z$Le56HT6F|{j=xS|Ga@Dbnh{H0-&L51NOO477M~jeD{8&j_-~U zT9?(io-Iwtd6_bCCNd_3boh~}0Q%B_Dr4P4WUAKd)9Y+GQ(xORFqTyxaB>*-fJV?; zA?ATubadZ4!)YjxXIE?TsUaOHK!Xz>aB+Wnrq;*oZTyusB~Y0R<)Aet+IwA+wovH(DgGCV+5)(`M^u><_(c!Jt9 zB0U=PV0V76Fi99BmVG}AK@D)m+KIu@sVc~X{dkr+y4MH?9i^Ek9qM4fH|x!;9Hm0x%#}jyZh)M zA@7T58BW0I>AzLB$44$Y=I|whr^(@^^z}9rEvBQ>uUlH`-Nk!m9iMwuR<-~YU<1On z<_HoGy7b5h<4w_0=k%XJg~YJ-_3qsX4-06@-4Gm;3TUTKt!1V};&hsUWT7-9-X!vH zglo9enBw4sgSCJaxo(b{zi;jC&SKm?z5in5Pu1aTu@`r)yd;W)^n4i#c-_?AuJkX; z<)i|hkknSfUqZA&(`UlDG}pbP441Sy*q8O%oK&wN;4ZT z2i7|CGJy-<>1EaeG5`&)sG6Uq#7VzqDnpl{^X0yr`f+P8JG1Xoe~1QWs-!fmVLqIZ zZd@I{dv7rwBk8jwEG=7qhL|&q8+&2HZ;t|Xq5#E;(m-`K(kL2cF)LAN#?HO+#qLYN z=$YLJpUz4ZtWD%ksQJ8}QYvAM;n!Z4;hR&0w7zC2H@Mbo7R(Ud+S>YU98`+Jy)?D+HyI?1sL%P?vs=3V)B5Ow6z(}(Gw+|qss zy)oX3H0AZcBdlBo38Q}}Oa(VnSDhvvJ&(C1)`9lXow7YwueT8zoZZ=2pFy~~>;-YG z8;6_E!BdYM9?^<9bDKKJ{9>@3`IYr#0fqgqjR$0rJD(DsKvdkP1tar=-^t@a09-fQDV~a+;~U8`f%hwpQb@R zT}4rZ9p{tNyE>bvY+_0DOQ66oF5QlP_{Pc?I0%&$Ty0pB#H5A7n6e%HT4(~{^!D@^ zy`W8($A1pOfW(skjp zNor#LDC+rTwt3d{HzpXF8l3_*`)(vM zn>&h$C#PFSpB`jL955z8;nz<4iLCAR&lqEXl~x9)PBfxwEjt@(B97ngA$P71A9~+c zku<|BG?HPYO^=Q;BpyhAcRJ7e22eXW?cbfr=Mi|Jmn5a>a>77fq7l~G8dx{gdqt_v zoFJXfdJSwrd%oZ zq_aPH#lKuTb3k}gcuHAn}0n*a-Ix+iixC*#H6syrNYVUpSA6ck$ zpl!@ejv|lRpAQ|pKfkh~zjz>s9~urSnAB0Z@Y7(P#@s0KcVY*x-*o_gPL`5@G6hkY zzhw&@MZxXG^6YcIzDI0qMb@)gnYO$s+8)Nl#oXEG)aJ3=V<5cMtcJU)5nVOxK{dwFQCT zQ(o^sz)XWJl_ix|du)o|&rGB5bO8F%^V?rZI{=#$0?U7=eDs!@8fX)jW`ZvQubDKG zAgc#IPv=SX=vzCZFLCquO8xlRm)xG5SFRv$-fG`!8~v^OM9D2A zo&aZ%h6UQI)Km-*z)BTa%e=?Fdaz(5`EfAakTLG+ZCIhwr-=y3{?QA;%FP~#?fSjK z@DThBXj6}{s|1cl>_qIw-sFTQlj>DIV{(p^XnmaAa&c9}{%eKWn~##gkiqnkM#eRt{8_hlZVP`l*c(TtN-rhjnWz5!S(#-zX8~HH` zNA0U!W@Sxai6EeCdQBfKQpOapmiZal^8$B;Q8^fJcjXQoH6c|54P+iAU0n(gB=dE7 zv_Z~f=i*|MlVb*f`~mtc{rRm$&nbQT%R@~u%JEq*40nDbvVxLV_Dj4ukV1yr0{sJa z2E-8L+IDg756aii#b;)bP#vGSKEP|F9^il>XZvtqQJM)6iW01C?Czg^Umzc}?ccyqKCY z2{@dOD#qfve*HQw0YQZ;fl`F*@w!lbj#}jFGSuvl?~N5#_*nn9KCZ6~PCt;oa@magvZfywUfZZ|M_SPmV5>i?zMO2u)ujS&NzpaZ^i8-A7Umj_+$l{B?l{(=R9 zL;~d!Wz&o)E`~RQnmSRC&8?MFFu#}!n8R8lLUgfaPV7~KHz-ul(IWL*mszGTY(k!~ zonW3ce52P?xw*ME>+nZkU*DDeZ0LZHJ9dfcT1R1`Z0wgWcb?FR;)6wkZ(A00w#UuQ z&3~?ni#PTQ>P)8u>`9ZHa2%^#PnD#A6wAtYaWpKzJcN;5PVpenQ^r zt+MFe8Z|JRZ#&tzy0eF`?tshEKN&$%ls*k@+y@8_5()}T6!?L9V8d*$lvj3ruU~H9 zl$4yT5UUAbX41TUB&#B_SBpv_T*Sgo@h_!%klFz^M!l2R=webx- z0Q^EgHI3nO1fu|HlaP{zj*s7~-G^;UmdCO7B_BgbNXT4-?zU6J)sR4Nh*02+I)Pwi zu{l8z;I@TNC-M-FzDeU>;Ke@J#uR|$l8}&K;{<;|8~^H?7nf#sG?8^-4e~TlVf0bpfoGk*Jr@A)RAm4JHRV|GN#Jnwt8=c-0UmrxUlZGlX`yR?za3!ghiSfO3luBvPK{_5^MKi?45wRb^)AYXnFA6-hQk=0=bbn0r zJ@9?c$#le6_+|6lkE*Fe8@Es56X4gh4#1FPU?GTbFyOcP`eNR-rgCPu9q`g`$9NTm zVmg+85G9g?|7P7xDiB8G&}!koOUp?#3zmy6;c7?s;cB*TpUr-~eXCy=qcN30^B;EW zKcLn8G|2xIx-(BPS&Un{Xtt?Om){*4ycGFE%oX8L=W+xx5kS3DpO0;WcRbO8Wr(>v zT}<0X*8mqB+>%9qrBjOd0oi0_nUKs9f`)-O{XpuT>%?JxDk)uHdA2)-g^Mx@3n}Sp zo80932hQZXg2H;v;08>D<6_~XLiF>cnfFsDVO{nB9^y7!Z{2^Ah4&7<)Za|;L| zn(K}cRjhgSb2ucs8hGrz8SbmaWQM|U%%F?09{wgOS~6RQ8;f*Tk$)j z|J8ONsldPZ5&F@G5F^Ko?{P=n(QN1tarEG;adOdOO8%RP`-5w7Yv=@ zB;tX`B8YE6dVkysY?Dugq*;ZR-f(r#{vgk^XEefo=k^(4D(aw)AdUyft_Xz;ivv0v zxOEhOysh?LH{w=g6JiVRSbI2R*||X3_}U}9#AC1WlmkA>m+~w$Q`CWqQ!DogY!Mb- zUP7=&-GmYZltEuVuw28UWm0QXEnl)v&YkCcEjk9)uUr$Q-mlA$T)0X znUhbVg)!|%sa>6esDuVZLX|qS!l(`(4Gql~wmAZYaJ4;cF<46p%}Bx~q~6T61{%!$ zzH;;eXm;%))#oVK)>L2#3GFmT0)_;fH()@zd&7>k6x@tvu3t)DR5f%e4g^{l3>dc| zrkBSr+XsHROCUW9_*Ll|TxLIHxwOSVTZB087^S?Q3W>0yLh|yMzqcHV$TCe(B@?#( zCoide%a|tslL=zh0y-32Gw+kxR9+IrtTY10KYzSO|7Aj|d-~&y<-f1eYoJR;<$|TO zvhA1$%rJ>1xqkTIF6qvd@rRXKsRBoBfZH|l1Qv@si>vdWkOsCd_SSP$(8071C_Jhl8o*zLf%rQf(N)Kr0-z|XQiL~k_jMCW$V(hb)y?~&SU3A;TT z5Ve04qJjONekw1po>h!{5V6E(b+HK(o8oIi zh$MTZ;5oNzTc{P00h0|hb7)pp*0=dP9E5bTbhh-wilL@+qbkn}T~<-0iaeH6$5M;Q zAci~@PkDZ$NQbq>jYKXCd_L@dc;?oBH2nNpq<(X9&rc?u?>^5BC0zp!4vu{Flk2|z z<_?|?D`8Q_hyNOK?Yd+Uv{R_iuE)E7Sl0n>!#+yC%vu)r&0Z9c9b(#j;S`NiyyuAT zZ%kj>EhOlklp7sgb}zod*?+zZ%lDDn58j$5J~NMSawL6jc()M&N|$!%s||)U*FQm* z2uW3;1#t=dE1`XAw^C5vn=_1H>yroCc7JUmjM~(<)3e`BgjHCWoSai5iB+V`3QSgf z*2`|c3N8t?rnm+t`NvQEbsGHc%WhMKHl>Qq;u)j#BFf59Yy0 zsT@VbNJ4wGiLqW^Uk^5PG)eEZD>vwb6d0qOfr(Y0WLr?hv?0lHwd7H*6FF*gX%!T@1bRJ znk9${avMCEEQ(GYN&B5!Uax6~&MBYE2@sHrF+>brzLN)D08(wrnnRvBfMKkNZ&<*2 zO5E4iw*#b?weqU?SMT7OEk@Fr&7V$O*3&~#t7OqN{2z&!bfG9o5>k2%85CNuhq9Ok zpLwA=zyc}Y@moVZO5ST~`)6;ph1zhlQnnB`F?F(U4(u)7HVyx76)9- zxM2NXTU$d!5HMVFce7pHIo%oh87$^Vy0;OuCXt2iQ}SGR&-mWqQG4_G3IS3e?;U2s z2FeC%2Quw@P#ltAf&v_>bKs4`M1iIW=5g2E#IkS*5pcL}f23Y@J38pT^UxF5-KRp( zxDD;vsfLnLI>#T}IY`@hkc|;bI5@<+0NbOXkU@#(VlIP5A-Wv;7574A1CKj;hKcBN z|AdI0)G6IdYW`+HDHv={v*x(LUi9x+qpFofGY&UhxhU!Re7t$$xitEDg{-4cGRT9hO3V6u@3(EsZftY`hDUZ(18!J_P z_{izGv`FBb3>FpW$ru2QKL1mvwmyIjqD2INMoWvd^xn6-<4qo1a3AK^)}DliV}jQY zQL~n(nrffUYx6ch3jqfGQ%^}sVGt?z38lC7FVaPwkxI_0p1Mohfpv*$4unml_&d+E z#DLv(4h9#NM@opnbjtF;&KfHvC1neALxn=&j*o-b7JE~3Yj@bNTVW!Eo#T&7H@M4@ zX4h__rl@padYTc8-Gb86(g@UrSqqIW+|qh*05c*f9Tc;lAEV7hw)8vHJHZaZ$|}D= zDi5a4u+BR#@8hBs4)>KxmL;h_o($eAqS#^a1ADKD;sTdSvfOus^L`>4rpg6K>{SKeVyC4EG_#O6lu->tz z!~)hTEM#jt`b`gdCk|M7i-iPW@}sJ5vHMt87TQpk);%D^k8EFg5H3%R<4oA|8eul7 zffJHcJDycF9jJtAFnBUZ`;s8`eX#X|e$9RJiuKL5^J53FZ+F9t&JAz$+T)ohFpW7n zu?Kz)h0XXOnH`M*8d7AI0hwn34Ym`S(97W+;N>sEjjHH?c1^&#j|BY7XsDWRM%GKK zbL(A?7l3r|sXhF1%h{O^`G&QbR(iR!UGnq8pTr2ohs=}|DY9I(5TO%%@QDICE{4X8 zNaB6d_wi4p#mD-o{((%^Z;n&bSS z{URT34cG$SH&Wt&rWo=5nrLqDE4QXMsY#_D5ZK?R%l2M96f6V4jlL>=1tIj(Y8&%T z;V{L-(imJfRMK>!h>8%MQYB;-=hrVx+7MOZ>s`Gk{6Ay7Z!ErHldyG=CKDb-ZLo(y zzP~9$Tw)*n&RTWih^n0nnQ(vx5V`?mBxhvx?OPE@^qF;N9g&3e*BI$Wg@kSTJHVN+ z4XQf|#e}=3kfd_;ut_3)RZ^KHX-n&`!7baWQ(f18{l$jE_6Zb{Y0GWQFVHQ5KOP2O zY7G4m?E989?KezsMQU&ga|GMJX8O~FMLD^x$d}6UUfn_seG#?d&t2v0Xss6sDMy#B zFMN)Cld?#c2j*=Ova=aLv{q%*%&`=pc`j1+4HMLZNu#f z5hHDqVROPEb>aU*dyT>R`br;&szihvfWyp>gc-Q)`cZv94WfLLHvX3vme-F-({Ao{ z$FW8eVljlamY)~9Rt^o3U z_4`Vx5Hk2?H_VERqoD+X&PZDt|A@aSUg~^JHiT^cQPC8x5THAd%|BdeCikDQBe4CG z!ivxO;dA zy39z!WWa(+4H;N`t%fEj`a_JXMzf$3U$6G zcOCubI}s)DkH&y!inZ)M^ixYid5Hj47QlC-3|<(G_4)aE0JEK-Tzv9m1j738&=&@0 zvg)E>dImZ}j@*NtAvt6W$>VoF_edZt9E{%#w7ojUV-c|WK(M^o00uGN8DUl;d)Mf2LLq1ZN|cu$&c6k-#vBX+0`RA=sjY=HR_(KC+5!W2&_3VG zZ18q>a|>0-mseAZHS||g!-px0xZRT1nEL(UK)_Dp zX4^?@_R`!O3I`|ZZ@YF`6%>r0`B6;hu3Y)EjKTC0N0Ok_iR)<(+ZK`}2`7VrQc~$F zCdeS22>l0BF38lAeK6QNssZr{nW=E5!kVCikIQ#|!uIw$`~wDf?k1lDiJc+xkPHQ6 zI12Tz4gX>%0=zS2pt^1Z06s@Y$1T|I=#4uUN43N2+lzT(U&?O|zi(^#Z_nDuOgk)w zSE$C6j0+E1t7#$-q?eK2`nibU>tDQyuxB;0#Yu69804+3*{?fIh9d)1kOvV0AF;Ur z&3nzPtz~>?*7ql20Q8VB;}DR!S^6(w4aP5*hmxQplWf?8bk^U!Ie3YoTWQHzzZ#fW zy_#@Y@NRq;aY)WUj&=v6o_k`~Yrc+^td!_*lg@}o=iOi}a4#eEx19hJ)}x)@b};7= zQMtW4qQwT2d-vaYBKHk+i0zMDc^RLYv!x%Afx@FlA*j~?r(Mf^mKrl*H&-NIZ*-}F zXZ-KL6->Bp8z;#yc?=gUM4Q{)Lq=1DfVz3cYa9vl6zRUFaBF!EM1_TflAb;d2imu> zQP(9JFGWSj!XvjxY&YhCehLyO^xD!kGy? zxR1xmTFNNnM^SE2`2lnR3;Wd{k|Z$5@WqZ$@7;ejDH~5X|7L=`RHn{8d#O=8QD&cJ zVPU~_eNwbkk>!$cjWr$>zp3N*^t6(Q*BS|tvV&wdL7lh0Z~vY(sri0;5F@~p{rxnv zKdN=T(DqhCb2jpA6O6m_D|Q$;H{|EdyNv=Nr1X%OUZ1QJ_uGACXzcBM9eU7s&_H1{ z_*Ow*-&dfu1iaVotxYwNqwc&AGe2%{yY=a-x$>sX@@UOp#55MYOay5lUKt}z?ZNlo z>+A6_=|-(3clK6EJDCFMg#dnL)O+83xNEnt`q(6%2`H1sMHqY1rc4n*TZ2ReiUK~! zcHG^UV;Vj+&$=w-7MKJ-U0(uNEls?(yYYLt%_ z1Yey0bB!51^t|$I!6qci58ZEFkac}&z)D;%hSzbk;Kf-erM-1alSr7 zH~W8h*Q@;l>IDVBYH)IJSbR+3K!qS!8zzR3{F|MVV*%4V`!~NkogQw3%9K2Tp2&B* zg>>$BG@8>&=U}mNdMQFF?y)mkBI8btZa-fVgtFIwdk+&En`)xH&f%_E%f(ZS022oG z*e6ivkD+EoMnte&dva3w{U*TN3>p7=!>k$e_f8LF8P*-kJpZA7Aud()jI1mN{lA6m zFpoL7^0I`wurL-kl4dt^WLkxR(l6*j3T({xhw3Kh`+)JtA3w ztVR#)R9UIhQs$4tjq%%#a%tg1Dk`r3Dvdp-Av$yvp4`s2$(lX?kO7}!|NVPYwOFJN zZsag7<~u1h3R<|y)18v^)`G~CIkKs$EEH?Kag6B+;s_$+O+N6>Li}8lPm!coz~y#U zCj-9RceC~23-D8Sjpy6LcBjzoJe9Ak9Ub5TwCA{YD(2kmz211D!ng~1++4iaj6nHj zo#V7a>dUY*4PoJ~qzaXsYnnHn}mXR2P^nZmXtbab&N8_h%CioY#y{Ru6< z<3MP)u=Ke2{0*5h@ZP!&uH{%|`r!Ko_!t5e*swXPkWrSNF;vAEYc4tcfDaE2s-zc% zcUi9-rt1o!DgrJLa1f)zIyGV3(ipol{$o|Y-rC?-?2b@p<`MbEja7f@lEtjC@o2ouj44=jQ_d?R}ug!GH4~TXH!s5k$cAXtogDMJP`&VP6fhCu{G_ zqZUf^X~yBUeA_zbBhLSWP)CZuKcQ6scZ`Tve5whAnCs86D(4W!pS-+2*t|n z$pYHO`?^m`|M7)11}wD_3@G!YXJs4pN14Lc+WQfh@$se{u2JalF-_`Y1<0!O}>}as_z5LZRTD|NMs#nzb z4*5o13V0rY8pziHyTdB3Zf@M}8l}VCxU`cIzWNRXJ)>vpp9U+x`-9bJR9OR6`jyYD z?Fo$AW57hafJ1v`(T7D{N}V*iKGgUR{aLw&l$G=9K`<(4YiFYutC1?q)s2~U1GN#$ zV0^eEu_l}Pc>BJhph!Vb-G|P9-~XVORKAP?Dm*C6`5^Dvti!C>krBodg%=NAsKbrW zkN%f+KSjd*vH%(J9@K)Fpp$jh-ZiJid;8Y(3@uM1_4lTD$%qlZC}|oYTu>JX9#Jsq zN9nIoF1FyEfE^!@%`0>a?mVRj&>8T+WD68g>A!t!HtT+2r1Tdp2`?Q*|Kjhuy1hER zEWCOQ2h!t(heI^su^=P*ExTXUZzco=pK{Jj(IrOC;8!qEnU?a-#+I*ATZYPnL$a=5 zB$wxDAf&%8|5SiyDZfhPMKjww(Y*+DjyPFrgRxChsTlSLOUBj>q!4|RPw+0M{U}m@ zw)NfEh0?#mftNm(j@6EH4@YJ@SA76r0!E^oSWZ{eGnzRS~!?MR}T)`3d#*ldMgP8raR$kfG z1+$s4Z@H{rRr@YUEEAx|Vb^tG#J80H3aVIz)zOv7K#Uk-3y68x+xez!A$B$m>EdKQ3~1t z66w(I<_puz|F*ltJA25#tn?f~l$2WX!%@Glvfu^&q?j;u<759_51Z^_ke*NMM(jrIOQ*nlbBlE-X zcml9;@bCLpJwuJ6^^MWZ_1EyjTl722ibEnuknw#oGO{ma zdRL*Xd^UN3%rys{ii3P%RA(PiRrRipasoD-K)|6ZJSv0QKj3GcSe5V6Bk74Y+1!os z7voOzaOSV}VcbI=M)!d%HHY5k9`JmUJ{wPfh)Wv}hKFasc*h55R1*RCynv1w5i|*~ z!>|g|HKE%=p5Re!)tf%fC98_ps@*aDG2tJOtB4+D4}liuJrL|}zx!#CXQv=f4S}Z_ zL_l4j{Lu~#VPn9N5b_w2m2cdq;LCu3V6Fo3@sbK(Jji&BjZfQNSb;j*vg1p0+)!$p z{|ZjGkF0|8e@u)>os2-M|6iSZ&pxxDB_^Gyy|v$TkvjEM@Wq+9*UHnI3uypy$y!=k zzyhId$;^VOqlab3H1`1kMyyw@U|8Xw*Cim?_8jakh|@*rzG9Ki{HL_5NEZor>CPQg zkN>8u94)o&twKex0GmikV5NO_Nya zpAu*7Rk6^}Y!bBO^dECdu~iYE9U@>{BJ+Zd@jzeU*pCANSW`3M&s9OeYWGm%44u;V zKz?pPfA(yg>#7#a)~SeWd)#=@oQj3)FIM&H*drNgYU=;+rWti5FJC^rxA5`{WJ)CU z17arz(t@w95}qLeCL?QX+ z;lUj5cMxCcwR=@41R8?(!z+rr6!3%P;-|E#I$oKjAzg?3VLI*E)PFR<_fI@z@~8}P zH&(>01HnvIJLhC)Y}2(q04~ymYD6Ia7|+A9q0a^ z5+DJKX{?$VxNxI+v^Y0RCA2>Smvxz&8!taU|KOUZiQ)egKaJ~V$_v2Y5)NAq87$)1 z{|Kd6nzIQX$w~zsJ{YaQl`q z@uZQ>$A{VP+QLv5XAKN>DFAu`)hAu@3Ed6cP+DP|Ie3f$e_dW}7%!)%Q@APbX*v6m zFaja#46_FBoX*lBu7=hom!eJNc@ht7y&&iMpR6~K($N{&=S`u@eDx6Baw`q^i-U5{ zgloiyacZ19v+AANvXIB=y6mY!lO*6VIf7Ono*GSZ-Yo6xhsPZB4>;0b&Y2r{8MpnH zHTII~%Eb-=^5C&i0tU3VIxy+Q>t#TW@(td+=_s2LE!^N<6=0Xe(;AGpUi+C5*XzHW zt6v88S)`PxuM3N?(rl}$NmJ7H|LZzdNY1}E2m#^;8c_%YfB&I2!ocipn|3M~GA#eK zYBLxpeC^_+y~JZu{d?!1%|-9_OPEl0k6Y-{bIJqzTdx+>AB8 zct(PbaMnM}wZd_lyJx4X$Ab{WzMZGn0{0w@%x}jfgNnE-wvieodZ{GjbswY=L7V;z zor9CJMH8O=9QB@0X8bo?NZ|PT_j)(mQ`n7HLA$o!|a(8JFwY-&S_wvH94R^qLuB0}Ye8Djv$l4orm_4=axFQkXKa&JFHh z{ylfzVK`{(rEj`I&O5bs8nm{C+0sF2Uv#6|>;zE^oE&Unxh~iQnkOiw&ABa$87Lsc zN+dpZJ@_q@$4M&BT5lGY=b8H#jTUzm!JR}K%_|h~-8IDbYV7~A28?}1=Y9Gu# z*g3a)G8%7C-)sv@V(QsDcI=Q@>>+yQjM@6C=Ew+z3w`^_oe7^JL{0X@~ zdCxI9;AL-o5*M{`-Ti4Ljvi=rw%1*iO4ixoTV1qJ|E1{QsxxApJwDZ8GtvKTZ41Bf zbcTS4KHlK4d@d(%?V2@waBVpbC?+92*u#Y{dH7CAMcU_&t&DUKNE%nomrZnzu1r}m zy&_KG*o6!3>EGIZ_C1kVuY|kpIqCGGOi8@z{M`^`P9708iL;6VFsC*Mvkc6CkBF9Z z2PR+G6>+(7PyL@1_VJ}0F@7K~{^Q?cF6~;)Jkerrl`>6{Hy&W-64pPIZF)LLXeAd_Mwpn!DU+j!u8 zmWWJl4-4~?i9a1T9{BoQ&g$7eshhW@c42w{hKTJ^of?~zlyvBeE_(Wx@~)oBhKX~V zbModVH{?7pW&735zKL>UX^4MIWK}{KDmnVFJkWVdIO^$xzkEy+i;Un zxGa1$D*t-kg(l_NA;HKr1V~!XofWV_r4=oF+y0IFa8B8jlSaXZ&N`|wmJqT zoY6jkvwZPSae;kc;ArtyZgd;#Tqq%p9gh>uX9`lBg#V<KB!E9MAU@;N0TlFzd=vX>EAN|8lp8UOY* z$QJ8Y4N4|2*`>x~dfOb+=DT?gP;(ndh&<)kZ&X9hET8WxA}l1d2H0`hln{JL7m#Vk zhu0i(i5<-&St}z>HWEwMVgCGmacN^8M#+D;3C*or$3{=+AGDE8vINT*wi%(EStTc}=?Y zJUCAp@P2Ycr4L?-F>pbDxg0OygAT29UMY#O4FLtj9hQOsK28!z8vlwoQ$~#hbiYsm zn9l?YW!lE;%lPfXp!9s7mUyntD~)$mSBxx}jHkrWpEc_^C_MjqX(T?t7zHB0^PO;2 z-1Pkt%zoUYjGk3~nGb`Z8YHvo&zEDUx5mOk6bvyt8PRaz*M~4j04}YH0g2k-$+#FL z^PFS>sA0%dOa`uaXlagBrL1soy164Qbun6R{AO2x*)pi}$?_`CadXe1EwDr*&pPF} zl~y%<=tv_p%3;g&H~u~G%;`d44Ofai6!lR-PA(cN%niDEQm~MbA&D+PT39et7;^Mz z4i?*^qKR}x(YPWX3<8O`4kbLp;O>CL$cFqP@*C#naq#q-z~ISg1&t1ik0g3vo#Sz5 z`1j#jjik3pMH|GJD1%U@y|2qA_e)=&53z#EQvJ~Npl_T0ULSKB%;BV+xOdK-V=z6x z)BwdW!@(L}lWt@CX|s(*mKl00gYB7Z!73Z?yt!(_^sF2=r+Q4vA;c{0sBK2r<;#~H z?!jafjP9sa^OTh*pz#1-)WE~T_yyQEf_1PKmf`0LBG4*tB-9)aOJA zY|t!T{Bz)tDhGn|Yq$NPy2oF4zgnQDC!1aHDeC<`ObujpwsS&5LmdYmo2J_+En6l7 zGrc^Iretj=lU*^(=gpf0dQ{)1Pp7b^&O4T&mjCbm0v@BqFZ^h3_ikmX| z_wn&jeFoB>%g&&!(pW<7mC_|i3ocyLZ^FLyx9zvK{`btygEwyjPvZJJ*o#X4F^-Or z(qdj2@K~ccx@f)lT-&&jB)}j6R7;iGYwT~=(oi9WgWc~2n%|`{qJ+a`b6tlMv`1vx z+1luNHt+CX&&s-lp|;maGMMqb3T&1GG@3nt%xj3tcolIDZhO;nbYmX>NrbOzhJ8F5y{&<-O@>9~7J+S4T^Tj23%idG)&Xbpl_w5IEo zwUwwq|871Ow&If(_dL9p=w7lGes8HsB5|-OG*3evOR2yZ{SNrqWKkGxNxC1@~eok^H@@ySDt_0{Yhb< zjdnH{-eU;~O#_7(uA)_L+7(6S9EuHLVr(?85$F)2v5Fkk-uPCGLNpQya3je@L2vI`_`pVD z8dj^+FT8OqNhIy^5l0eSf!*r)7te#*W_0OaQl`l|r@>~EJ z?7~t!ck>ThB-}8V{3kqQ;v)sW-x6H{gut9zR2Ojb;-~V0J?$olLTzyOK%QI0l$4hX zBJt=hdHZh{j{6Mb?^^hp@CBkrdo>zvxWY;twP_!UGz$2DWnN(8Rw(@{=y3K9h4&k1Ay+vLTIai{}(X0GLhe&_RipFb-zkQJd zg*5`Wt2+qZ6oRSk7BM4hno#kc#~CCz5l4@CMFNXBX>wL=^Yh->DP6H;j@z)WrROB9YrFjR4Uq z8AB9e5-S^47Cqfb>5XvN=-+%mySpT9#v-|p-Le~S28fp@o8mm&uj9EyQ6e*OjI1+ zAQp`Ie`}a{Akzy!C1vI4j{y3Hpg+FeOie4lYFKyx zSkg<$y35X#Oed~+UbujI+|F1i7==wuP5Ti*MHGADElxh}xTLoo1^P5fo9W|N7-5;2 znf8SNd5AC1FRvE?VfA@;vdjQ%G{fN0jCw>ICCK7H5b-j~%MaheXwRuY)Z(DKrJ0#{ zRaKQ6ZcpiUohT?rz;&FD7{AHgJ*Yi)X()7Wa65^>=YkfaVAD>v}!;#ww5HMo*ITl)qE zBtV6vAZ}!A9Eq4w{~~E%V4w`rF!&fqphRbDCPrgs83Dw?UZWXEp!7(uA18Imh&0|0|ukZ1!7w_cEsM9dqqUMd#|1| zYCm+ed2e5bLr)3YQBbXW|J2yAZllC%JSg26f7#MU8z7hd-|gycdZ&E0QKy;^0x;ty zr#!EH)gN<-63Q(vcLT^@Cr+$Y=uZS0XnR2*F~a3-TjY@7tdFt@NzfqMrO@mH6t=Ht zD=P9~>U`zYA?bIZ+1)-kF!!(U+BY&gIT3L+Za1 ztc7I(y22#ln=V!gz8Xlz-XJhUSYPy}m38lw(d{=8I&$_2un79cKF_ zBqVk|(NsfeHuE@Rm0q8E_k4SHbyg6105i#EkV3l zGV`>yyC90Q2@F9|3_}u9V0;$VMex?u1-VAFr7C_11g>aqp2rhefDkV~f5l&^w*am{ zT4Bgs3!QrxYiWt0ZZvjwmIs-ODS?m`7#KZ?ru8LYlL>G4E*^RJpKgr`qFn& zDJdx=t{^99YAV6o5C$z2Cc+a@z%d+3lcY%kTP6f{{9@=m4Q*|IdGEO5Ko1uoi;n^1 zJb@v%rqe3~@aAF{f$6c<$0pgir#g5GWW949zcKWg!sI^qcr@ zZs1l9BfUQwT#daTjM#@#iH`x#(FYSD9BnX#My_C7g)16{yJAr=9Prv^qqjhtLSG#& zI)fkYLSclM(uzmp-<^4@4~PW*6qSf9EZC6c4=gl_b#;LF*Gy92AefOaiii%)5)oNk z=#uaK>vlXtF*XZc(@X?((;GQGwBox&i>N#YG?gB zl#J7{HkTCk0R8eGtg~B}4Ndi2N#U>!Y6)zXB7&!owi}m~yR!g%6%-u>+-1@W9OpQ1 z-du(o$AvnDwn127Vc{@tqS;DQmLlZdb5jGl=0ER-h|Fx|K;>eOK%6hIfX!wb1qBtQ zFVNJq1fc;I%T`^W(mmAcpJBky&=W`NeW?NEIKu(g_nQ56eyER#nGL0am9=$rVK|aM z{MMd=UQ3=|w5f)AUZG@%kUTav47CMG=~;@iLm^G)P5a;p{hZ~v2SGvbj`MM3c6yMI z4jzRC9AHRt_RcK=E2b3rgkkW3<(R)xQTzGhAJd8D27uHmy|*q&+g;1EN}g6QdKT)Y zw81R~l{dNB6VkUQ&F=uakT*F?(agCqqt0tj=Tk*21^MN^0@zeQbz>aP;^XOYJwQwM zn{5W-AF%JzOsLoI|b$ zfh}r-g|d2kRl$O#b1g{Ygqz_J>4;M+oSmI3n>}$90zDFBWby3o*487CYD~j~tpsoe zF3Mxcx_j8CE1?YNY|2xoGen3BipqIg`nbMu`$k+rKgL$>t)*csVd1N_Lq~B><{?5y zf?={0mg^+ZzLZZ&$bjRR|Ka8wqW}%;a=71^ zSm+Uvk=mJaEX~ayEPZ|0x>e@v!M8IgDcFd6U`r4QLmRdiObK$n59%=MacFlC(C)*t z{6)9!_NNSSa}k|Egf%bd#q#chBF}BGt4>DOOY+U9V0|-$N4kNPr#h%NM>f=GIMfXu zVG~d!(CFn#QpOcEYrl8jrmC<7GFQxEc5N@d&*bOoiCoyq4 zG)n|)K@pI}bvy_w{tD2LfbN8#gcI)_>3cBs!Q;mw_)Th`&NP!NB6d8P17U0pb+Qp) zwP?vC&1l?k37nd;3Ys^bl@KI{bfHKkFiZ~zp}zUrIGV$$NCvd>@a|=(avbx$BWd*` z|7yi1-@SLQ9ic$|z)H-1W^QB0Th+$04wz)eo2dZK6?XdLkiIUh2b9v_UY1r=TztK+PfCzdtK3RXopZSLQIg|#N_3j-;5y9V|oIHFrBFc?{ND2|MMY91Hq?1@fid! TUs-|Eq?jL!Ese6+u1Eg|87n8F literal 28225 zcmd?R1y@yV6fU{}X{1BCQ5tEGP(T`#6cI@YX^?KDr9`C!lujun73mZt1O$}^Nh#?* zbNQXPcii(2E@S9M*?X;by)ox}ViI*%Q|U4u4IT=Gx~!tCpp8PI2cb}CGdNiAKO#dD z3-BW8cH6*B$H~gg)6CTprD5jgZ13b||Ja<#!_xK1V<$%;zUu;fLOe`1Zf?#`B>DLr z{`WihoLsH>t=Oxd!BudbmG3`6p@__oKWK%r1&>iEhf)=VTe@E9>yzFFx}z7^TL%Ou z75wi*ST^c1pVlin*5}^0vVEPOXBBOAKh@B&-qN-x^_SRn5upzOsrU1f9?(SLZ=7J^ zz29u(=}VtxY-f9q)7^);c;>_KhG8S!cS)M#cst!!<{n2VF%t`XePB+OM3KN(Dkc6+ z!*tqWq!P<1(?7L+dzn_$ba#2^dGGJ%J&y+0_K4+fX5F2M z=5K6X9?FT%_~3uy5kr52^8Wq%Hd74}_V)J9i+$8M%mTjq_I_I}*d6^6KD*b#FVlwq zs`7$6D=2vFA4?EIQ0HoLSG0mI1BE78wC>{d`v5Wz|g>M0DkIP+XsT9Pl-pYKj! z-TM2twa#VUd1vt}%l!W4bUd?sc&1rfc%9E4m*!iUSa@D$W@farlY_32BArUVqrWUm z>9TKtuZ@)6EU{q(0h1F~=xEWU>yL$|h^jT*d$UNI&|Miwg05HL~So+X%> z`s_QDqeRrUUEX+%XVDqca&dkj+wk`bcli9**CO)f<}Ao(CEZua>-7TyWPVmX4xtru zWa8r^EGsKR1u;nb%)n^H{f~udL~M1<<67Bg-@{W_47`yRf3irh;3`2Q<``rA*{9|E zcS=-+^#H@+(GfEnTW+^^;MpD(%o{NS10f2T8rh4}kp7GttgNgUO{ahHzYPyxcU@3U zm-eNEW8m!O#^V|bi%Tc%L+$X@2=E)kT) zCLz(P$7NxSjENyfwZk(;(_PF)FkV7c+KzIyRl?-qqUJI@r#Sa~O#Jr}QB2=UA6yM3 zX5r)0L=m@zU-r#SA1gPZf*Bw~g*G)c+5D_3s;I0aVO5L~h;i}sq;hK5R;+yTtHy!* zjn67)+d^>$jP2CWr!*ro>-Xv&J!ZY$a`)IwM=6E~HWaRN@amDJNjFPA>3 z6^&6*Q9(n&VNCR)cXDz^P z>M22ykvJ&KPj4*+sTJesq6!PI8GZ8jD!?ZxNt4WP(g}O(a#s@1{ikRcSf&$oF5woi z>r1p|&(u0FD|(wC%yrDm=PX3lvQ9WAe~Px=1C2bbSpD5~s#kdj^15syAxczH+vn1;PR(Bs1(K7T`y=d?c+Z0q)P35fgfO=w661{NV5 zPUg(m>c-?J99-O%)-ZhL^Uu=vaDrieZ(Xk_Lv`7d0 zv+qIY;@33h&>;Pi4*2kO=b4-1zkXq$-oJm3LV0dZbp&HzJ8#Y0qLcC>jv%C$Q&m+> zh~P*@nI$DeVn)%vhOB0Fsb3OJ&u{dRuN-#x3=Bcsbpgj?b1L@LEAp5t*IT!IW;d43&rU23 zHYV8vr0d91A%qATpkAoN(uxtHp`oP+SrhL1NTZs^#;8KDi8=>lFJdM?c~ae2`un@r zpvIp1wU|@f8);v36geKIvG2MF5||7=c{oIEQoxSYDbP%OomV0K72@TWK00FJyYJr4 zbVO5;P*L4m^d|B-UMZNJn|lg3GoSB_-8wiBBd8{kB^&f z&9scyIM8}*OhnDLMac8gVmDk;_FkG)T?P&$Aj<*)Z?=e4h2v)_&o&l9wDB8ykyaLgCaK@%bEV@bVcq z7|fkqOH{q?zN$OBvEe9=9aN}O5SJqA@VfiU7cQX!)jU#&W8oDwHKOTu4i3DF{TX&w zUS?$Q9v^Hvc}=#o+_E39$QqFe3WU^Dw0SUQ5=dS4uU|@f zIvq?VwZ6W7p-Gbr9Ua}XSQTaEn{smKkTC4W>&(=}94Bt7s^U#dPLdE4n~onr4B9O; zK#?LvQL5n>wg4m{2x~A3G$SJ;2FY^>u8~nu!R6)UW@23ME-eRrJJDdjov&h$P325Y znOfW0TxObsBi;!4AG?Kyg_)fl?_CkKzw*&z9WPJ&@o5Fjv;t|d2&U=eNB8ZcrMIwG z@{Q(mvaok(zIB;x#hhsHCX1%z6?D9d)MinmuhAjZ=m=sG4 zR3L?-#qMc0zi^9)P|VKG-j1vP_z@lT?b|n1dyH&2rc$Kp8fSn@r3;ix%@_Y-Sc-VCEK2^_COnjs$$+2e5eijuS9RlfWMCe!%yN83 zPLVD;_t=6Rm-C%v%$f3iyuXV zEyEBGfyq__&FgT>OxWQkQYm1f8jcpzAcJ$t94(NcnpcJkT;|$w+YTYv%&nC-b)IZC z5qWxgRy`iZYKtJUMpM@PD)GaRMLdAtN_O&+sJ@>o5s8*%%GrmYL{;`OlO{q)ZcuX- z$Sqk}TDJW7L7keKYJ|=qn7|k?6&AF(KKsZz?B2O2j*|86(f|{Q7Ut+{>gF%n*T^Bm z-wunGWf3e*JSopQ@|~W`d#tv-Uo%{nocBVKlte4mvL@|jWZ|On7j3icH@(D^n$DXi zlp9tHW`8>82TSf>A|=ra|1p3f)!JLKa=Pr`AsI^iya#~A@am<847I7sI|>Sxkfjwy zjkQ(rTmvr%!oC_WpwK7D4_&=zIW0&?MhyTq6#o2j*EaL(m|5pLiIl&y>IR17rwP9| z^PAJrm`Mv*S&Hkuh?q$9)Z}o~Cul<2V~iS3zp+&nuSHG2z%!J%9mnMr=jq{*^ok@Z z(w2uZNI{pkBcGFmEG>>F4^J?I;d_!%1rtj#7jh>$B9LARqWUru54%jVMNtggMJae%k*JD!D#>cu9VsK{cPi%0C) zwyZL&M4OH`VvVXPzfObCBRgan7*;uj-V-HZI z3Av%fS3YfvpFUhC&b-q+a{mc)^3HU=f{(unSln_<8Lefu=f8-Pp?{!89}(HjgJ3ol%f-jc0}UZP@;=R)Su1aYECgN&!7Z~0QVVU#Q% zT45aOeAm@5eeKi?aCkp@te|8sP(`c|8Yy5!9=U4xrweQrF{OX^5};N*SD#?JK`XUcer3ZkBs5sRKwJ0WbhP93^I-op{=qXQ=lEC$;X~T7>#pW3*+1ij;9-T~VRwyui0PkB4yjYd3n}fJAE#q>boN*Z zUi!#M(A(&WI(NiVh{F?eF^6YqroPD{_`0bqpGherz9j0$_eN)MHWj0IKhdx zTl|CJ?S0h5=EW%r3RV&SZgKYDNRERnh|k2`zSO5R>p#`#p$uYZ zhD9mX4Jtu@^7e6Ddg12ade4-07c)yXsWX)TiC&an27?dU#8=(cPVG3TYTPzQ@2wgD z>Ok*Dkq)t{ebLT3`4%#Mc)9?yVpXJ?1(TPmLBy2iZyR68zsfwO1)9xXB_hic@0M&)~rq ztuc*Y?t+}{za>sL&74d&cC7!1$JYt72R$`+h9HYVnNZ!xSzu?$zCeP9>dIIvm1a$n zb5fCj|6GAV(_WYB+Y&1D$_vWCuqw&mj~jSy4n_sVIiw^*7|8g;9=rRrTQ9c2PMj`# z810!Ka0wqj+Vw4eau4xxz5sdf|K4!gu;D&3iUkvE)w5fdTz8yzNpDDuQ_rJJjq()m znV_{9<#^XR_F9PPl0GHoXY?~~2nPu&l`tsRv`=g3`$o#`eHlwx73fwCVz@N1AGOCI z)HcI?-6tu=1tjT$9iMS&szE(4ODaH;`0K$WEeoGU)NDNF+>*nzX>%sCvxiF}vSfP1 zkea!~?C>R~Hb*asvJk~$Uk=X5p8Me8!_2f~F&7!h)&aB5^^zDJH`TklZ+Ol)2~X1_ zDMiFmkaTWSciFqC^08{nvlzwrya)jMH&0Q1h znU(d}nebR{w~QCZ=N;Ay)U1LeB+{3XgQ5!61C3Rma+t&m=V1|kcdfFY#Byk5EEyCT zKY*m}V+Ntp^7W4<>ZekFNQSyGN@Pu9Jm_!CSH@*-6H zp1JJpvvWruY{s&5^2$0I0~HiTv5{Pn@`_HRQ8obEU#{VKVnNua5Rs9Zn!~O6Fp8gt zE={eCfhh4EB?Y$Y$PTyA*_dbjbbL z=03tZPfJ?ykYG^I-eh#TE@WY{f z@SrFM_CCcd0TT(ejl0jI#m5OLrB7i6cIyHP2^XN-*mAjPb)Vnn1qA@%h~RUbbw;R-2IUp-T9N3<~WRFSmA^muA=Jx&MvU zyn2=4Ci5i(XN-><2s=&DWo2a%NnhpS!h?D{C?Wz|(sP60Hammk9o^xc--7Sxslx{j z9=3E7x+f$i#4Q)*cr6}fX)Cd^u&@@22nEr^Vj-}#IT(Y4nmQ_u{>EHs?G%^0pRq9m zRJwyD_xMjY125XfD=kRq=wgNo?xYEbXzgW=u4H{%-kP&;pS7_IW8Yb7?){~N%+@2e zYAY<~qrbn!z5lWS8H5eB7M*MW-TJRurHk`3psM1{=bMgKxzoj6(5d*16>i={Av9m< z12OefLCjB{n@KZd#Hq%%aWu8sPiEI2MfU~L$}BBBYU}uV*(~1uxg-M#3AIXTD%!+* zOZ;#mMx>ZS-83+`0;8?)-dQB=ny!C>ee2dO92^`J%D~Vt8_1$M--EIqK{6GG&bXZ` zRjW>?o8@WFRn?(`Yc7AsWmBZw!$*dInvJx*jaE3e<^l-G{NOY!JUr=R?#Z7I19LzX zg#Ty+B5)qas`kOGhNY;!5dDIP*hD(ldIF6GdNVuAU?PkwuwRLpVq?UjQ0)C2i3oa{%g9e1A%Y3KV@$O1qW4vK$xM8WN-`m7Q zJrTwrWpsT?SM`k_I3$v|~h?Kpg9f^z9) zSVOPhiT4DaEUF_U+qC}yeZbLgs=hbUpGFSuSD2!uXJlM93G3}r5Ye)FLwWFC*Jk-Q zs$M;ucC5_&=;!6U^FCq{t#vK#^IT77=ODSPo95=`3G)Ea0Df_8r(@z%X5K3|KAZ_5 z8qC+AC18-c0+^}e^k@ej^FQ3t-Pb4V*U{0TcVx{hSTo(vVS0R#(eZVG4hL=A@czv5 zY{>Zj*D)YuwYy*gk`+>5W~y_@!|G*cXFsEhfA&o7lgGNMlv0syYez?3_jM{NDw}FU zo9dsW1C^DP!7pFxB=BdyX1kNqrgWo!HZ9P+a@~v0h+H4)pUE$lDZ+WXzZe06c@$A# zGNBN97cj?dH#gy+rw>~SG&5RLu3Mn~4=8!-HHZ6;YYsRSM=`OpW2zufwI*HnU3>J@{}X83gUM?^F%EKjt!MT1ezz$r(jq+D@Z z9l_Pq)C4Z04M@1bVm6cQq#qzniCPGuK2GUiUn za8B7Lbe$97;G7JKjrOU|25Oy3+cruha3tXNw1?cdYFjrlqTAlp#d_@;4j~~S5&heY zjM%z5@w!i+l6{&?9|OfS^XE@YU!OW3woY|Y(FnRAlTuzs#;#P|4Fh?;mu9Ww$y@!{ zj4apcvQ%7SrtS*JGfHqZsFo#XWP}Zx%AOMdHn|Juif3VCgV59Sz%|~}%}wEh)z_Gm zNM#?!4e^LT$K1KEjx9JPYgn*pPEY;R)1(je#gsW zYG;XN>BwhHyNBN3@0S;+1n9ib9jY$fS07sO)=co)-rz^!l-wKSIqMye?WoYQ7~c{f>?S^WFGuHmDF$0S3AgbNpxev`g?x7R9OJYa)pyWYianr&!%k;iuGBZ`Jg?HwKt zhe_RgO(e96AQ6cWDv@xL>bpK=Sep*AAut#Y54)fOdHjvNUq|x?h0~cN?@CMAHKC@_ zo+Dt=;(cW85R8`9Sh!YpvzFscc%BIa_LzXZ%TdFy03(n9bn)+ZTVA1CjAzi027HK# zGWhI=3)N5W4_Ou#g6!MmB;z8}( zTXB+%ZND&^dw=v-?E0?%Wp5DkuVG8wmAm2!hi?xGzrv)t)ECi^Co-wfrC)nxzfo$* zAr7406OvSN3yCNwP}zZ!`MO1yH@uK6{{wv-{(&qkT=bBHZKIfoeEs&cuPC~|i`Zfk zL)}z$6|Av8#B*d|;201>K9$FbMou0ARl1U&;+vi)a90<|Jho9hiIj0QNnT~8O=dlN zTj%~MQvMt~JUr^JZ}VS*>Yw<49#E>^!#{)7F7z+0pcb8jbgkQ#QI~KS_HPzd zP=?;EO3(8@kKL9@nR|8uehX3qc8xsq#JWq^JgpJjtu@OrAg7>!Ac8`y-n+H}0Xr(Y z#vWI?obuXkYYqOrT{3Du`;I8#5j1S=wxxtIukiUHHRtzviYGCJYc2B!rX-AgpE6^mYB9jDBMmH7?Aae&KMK zo}Lm}6Yn1S=@P9h#0jezQUR^YN$I7EHC&9BrRWK|7W)rTE02qwCw}w2!>N+>jfELkpRML5*W4=5&ue@87K-iG3(9tq8*;U$_tO43`~=H zBuH)5cS0^IDoUEq%98y$98RdnP1hP4(Im>-9%sgqfrQiVOd=FDUaL|8k7mmT)!XR! zm$NZvE>U_YT%9Ybg?Y|a_k4I>-yjsugW@d;igrC6C_LK>noK$etF@HBj$ZLN zL%;b(J1W7#IIJMKHWW81vM?X2FI^3h9T&weQ_o$S)i9rp{qT8M=|iiwi!FtNtL*CV zh$7Tb&+F;zi&Cacd|>9`U4Te{GLUi-#rnLJ9ohpsCLh=t-LHjJk_KNaBL})ef(YVj z^ux!h40&lp9Kyewt+S~^P!U0nVsS#B6t54DbR=ezv4Uz1O~1zlMc~oV(fIi~M}x3c z!@qHf0)wC%drJ3&%JbXK)~_SqiVv07-tT^Td}e51==$vqU_tr|QRZUB@NjIVJ0&5l zKi@02SuWAizJH2mqQie_!BUDf1(akW*zmS&>`Ec}=X}l|YWZCKE~X|^&bM3f z9&(FnL{Z=9XN4CyBZ~w$MPCX5&xN?)rWDeQyK|s%{@|ME)oy9&eBb?TGa=-JWN$1B z&*TZzOOa|i=+~}cbva7K9mX_p^#Y44LIsE;YP~5vRIDbw{YlA%;u}Tm8+OqwE)KslZe`WJz63%AT1aL2Gk1Kt_DCuZzRe=z%_Ne;l};m2__ zl=V3*DGqEj(r)d?2!v}G$zm{~`0ng^&G0lYFW+=y?l;JWoWJpaS5AZ@%7XjuaGopM zF?V+UAysAt-_Nc4scF%;7AD2JKo^hvEh7#xunc77tR4k21E9hUD!z;NlO1i(x z*ezKf`rWbxFp=AOVoDsjxZcGav9s_*S}iVX&LQ%g&BElEJ6S6}p_ zG~Y;3gD@4LU8Det4X6%VKdj%HLBZ~|R$4ob5o;R@)Cg`Wm+-zT&-bmPz9KS^Nrm zSEEs4HwXxK_-oe0*g0{VPN#{WR!R6bb|V!@46mI4mAvT@#+kQl~hDK-z@ zz~iAACuNB1*tGuau_rin;!L^V+H+D#Mv{=4kc*OXnY-lrW2%qTDy~Hmlt?$!Sb_2;oYn^BCI!x107UldtX7Z`jPWBnQ2eVJGHyKHM_KdR|#us zJP@WU>KlkhdLg0$0B%7*Y=cvh1=35ye*cY4I zoO;V~3+T}73)mu^9UaUpEa=|e-mrO|HZ{qTl9E18PL2SL?*l5Ah84&~jO3StqJx-^ z>uKtKQ1PFa88?Pz&S2pJ+FKjz0yLbEk`j5(*c%hj zaIzqcRv6FW9?R5(D<0$KM;u?;XmhnDZ&h|4o&_)8FA=2dz!M+G=VH#J3Rw#{PKbB^ zb~P|CxS6Nj(%( z22+9mf)DM%g9og#vW%#i_4QalvN@K$NfqzkKLxFol#C37J^hU}TxMsGUD`W4vjIqh zwB^4nVOvduO~jy}txbxKjy~Av?>jzD?(|blmnKy`eCgM5PC^03>X^&5eV@6{mnIrK zC^r4J5|CpO`RrvC%6{^r2rvraGXBSz)&p-+MC>R>Y()s^#8ID(<0052pBTalAr_b@ zva1MSIz2m>zH-BZ2LvenRSEDfcrB({KY#Nk4noF6qdzU^lx-k~70=Blq;_j9%^TWyknb83tN0okH86nATDs~OgiTbQgC zl;3nIZ_=gyjF8$|u{cKAxc&8CIe{1FU=C8M-2U<7$1>=^A3ZnYs_n*FfBvMA%pe4N zgx>y9p~nqZUQ9c}$>x%H?3T`N=$b^r5F$(hj?uPVD!trU#DoE&>@hz^8?P{v7q%ZK zMuCPF0+-Q0HUwF*Wox!=c76Ra3I`uwUP0lKsMC~@Ia=N0VUC4`1=Ega6csgmO&{j=g*`Yw8eO>nqA7%5n87?X<&G(BAa6a}c0=Ubn+za%(1;b`P-dkRg@e}9J zOpja}E5|^ArG==<;TI+NC+x#EE_(a>!xeLaOG@k#=D}p7tf9fXoql-eg-||VhmwCQ z<4;UZ9tu_k)7jRryv6}oQoybNQgCptc`6n^bn`)bpe8W|+{XrChm&5N^F9G(|2eUH zLj#*KRB5`RDoHTkN0zX^D8RVV3BDO{jLFWd*G_l7;?xmvTfU2k#x~z_RqD&HCR2@6 z%0;qtg%O93slG@^2!`O@0){Ts%<^)i#FNFDNzdu9Jj-p9*PsbfKGw`gOzdD8>{}?_ zNqC(T9GmxUBzypjJkg8&?FGH})Sg2iU!GMrMlCKZ%)sVqacVjX2Wx~}&d^NM)i=!` zLvDd8nGH+{MPokrP{1((CoG!oj=Fm2Jx(Eksi`R(JUl`2K-3_(fFNZeJG-T&rK2Ax z4zuVhLbY49YU2TOgvS02GC)i6xUAd*yUOH>ki-c*{b*88a*&0E1z@DX57u{3n4eK^ z!NTOWF;TDG!FYEtf|rMfKub&OcAV1f+lfB>X27UCfBhQov$2!7ejUbmTU(B{M4`v< z>TccZS0PfRgqnCIq_i>xNVOB8GuU8RxPk!^ed5a={AS2|<3E2=N?6(1;Zsp1D}CGm z9t@x0Sny;cZ+lls%%I?iDBgtc4!EODSqRI ztTttF255qZ_Rea3%VXpZX6VhC(bmF);*fUW|;4eivs4S43>d z!3ProPXIGR4J1tb{%qm*FIr2i*VSS@ZaK2^o#8QWDb&6Jo?iW_8^rA2SILMr(gofl zwv+DX%tZ88U-p0}Fcr^47PS2B?QK}Kry=s&U9Qr~C8Kj+61lf_cNH=u-MMy+!9@t} zMMWzsj`Z|&uJlCP@TT&Dx!nu`DWEUjj~+Smo6ReM{Z7V2m}pZojq_IPw^*QHSQ#X^ zjON%n6aF6@%<~>=RGNrg_y_9&n)PFF2{?Ot@*j9{b90A=hF;+%8nySPp`W^#6`uR{ zmpJWp^ialARl3^kz!DPOreK7xAkovTw!fsI`*7T_XIpjYxNt4MS*X-s&FB~tm1-0h zEFYdKP7fjKxAO5d@$6Mi{vgek4V%?@oOn_i8I0!q^6%y&<6}%O6OHIzzc$9{E>WQb zp!EiTR^rXP(H1#AdBeDma3)aB%LD#(zE^7u$pb+^fEdL9FCfbaSfiXAm{_u30FA@d z^3;T%i5J0Z~6 zMq)AzVFKWVgr5C`CA$Bgr5eaoJL1w1)G=vE@O~u78x6NXmI;+}J`fo+r=(=vZ zoh)AVt9^_CK~O!t>=CehAiZ2PVuRjubD_{V=FiK8%sF*~@OXK0|LF?M>bS zXs;z!*ce5Y#5<^gfT|Jqd!}v6TP#9PVf!9H!j%FWXE-4}9;(Ai8_3>-7cW?D^9agA zdB@=p+w#POp#$XkmX5N8yvg)*`@Ywb)B@`mZjh~uU*%$E0x{`0QHPdkgLVZxU0@vp zr>6=7`WsHdrgo!wk0+*(iR+rwtCULa0Zk}Fpt zff@uEaR1N!hU3)|uhpUg;J~>or36_CYm!na@0HEzI%pieS!9d6oR62(&*1 zTuH(H7){)ExZh>PoFe#%bxK=aJO-(afI%Q3FQ?O%!5q_+^LGdx(`8#QN)_41};Nnc2ZMu zuU@@cG=G=f@3a?lc^BRPfmcia7t(!E_KURTuFV=IR_V+9@qxqbxN2ftf;6yG$oHvN_p5BD^FAJdU#OEg`6Dz*@H?Y=Qb-M6+Z|MuPSY~FAw9~1 ztS#^71w;7GLz1a)OgFj92J%SIeeT$cDPde&=Yt%;(TNaQ-*xiF&*nXqWId z3VwZb=LRSe3K9*AloTDL5bZ85vQ4yisb%cHn}>(6K#K=LcGl74_=DfPlU4+;6}nBB2sd5s~Sltr2I0xy!B;l zX!-LWV)KnhuYPV(qeT6yDM2?WcGyO8`~A^uloWVPr~D5d9-f?7KqR&qDJ0qd^Mlo$ zr#NgQmpiLxOg^JrDJc43ky=wvRMg>~RWvDtWr@wp|R`g-<7GF8#g(BdLVr@8~ zh*f`g8}KIav%WBf0v zf)Hyl%u5Jz4WzJyQd^Y{l9mBVI}ze}Br`~^efn8?)M`zh=1%iJ6V;Z7PB@3dfJ1n3 zvw8)?fUJ_p^y~AI{;uj=`)-u@c+%9qWot@;m-VU=4xXdUN9XuRf7B1`=U~ZVo18oB zs4uN* zdsmO6zm|3N^(yoswiP*JI?mi8R9%jFiS=t#DE)vM9Jp%e3fEO2wzLw4mMeFO6>lp7 z&BckhY>Knk9%BrHh0h3#ieT~@|6olt<+r2JW(W1$Xt%6IN` zC7T39fq9f!>a>Y=oR^nZtJd*hmD9BGGaFsC+{MD#l}8~QQ*n85V4wRQyJm2Bl+2;7 zFX6-d?CarUcXZJEmw(p9DHI{};)`6A-)hlQQCip#;ROX(S4U<|Om#)hH%I70N8N85 zmMvzfHOXF7Ts|P38$xO|bp01b9P*iIt#>bdK|B1!+2?TpVzM;N%V~^4?V{(P_@O{A z3XhGw3<{CzDNAuAS?%yvf6ef6?HtaF_aYUwoM+QwATC}UoarNy2N{Q-@Dr@i<}cZq znR}i(ru{+0QGg+}G%Wv8H-q!uyep0#U~ww|rERF3Z*g!-s76M;if09-&q zOB=nryQ|$*V>|jKw1+D$HnW5(kAsnFPAF>(gCR~dFYbmX2Uglxc`3=kxpemgt*mTh zY-Us>SJ#425SW<%DZZDmu)y;;I6_jGL?U;SKj@HvVpk4}sOy{cUMMj_DMB%!6}Y z<4P=sH*Yvp51sA*K+ekNfbeVDf{qyOQ83-H$Z2$69SMd*pLr`JH%3vUUF@QLPS+kw z|I~#-FthJr6K79P%I@m2tC4_&K+b=`~!XWhqLqh-t3h5)cMviCy<2@#@#Zdhz zfv48b&o4Jdd2}K=9+L%JbPR-|h4ThJZPo}o&C%H;@=Ky$Z zyV-bAup6_6$fcgzK|hDr-=3??FMEJb!-Tw-TTlRGhM;9}m6u>UzT>lq%|&_{A0ERh zTZgB*ME49WmLj&@D=p@&fvj@o`;6&#Xgq9B8w4irDz6U8}Kwnwi&D)~EmR}r3aykcKXYN}MJGT^1Qg#`@h#j{+Y zATZt^g5x`yo>9V;4Z06FZ?P2PIuerB(BiNSxX%zdMiQngjA?w zi>VX!BMus6V|83sl)vi9B7`X0q*`;@ruub+4$FRh`y0A5G-eopun&5(mG~mazx++7 zq@0|bV8neEx>6{4e|t&KFK~`<>Tr?#9q$6s!{bR1A9lTu?_c|~u7OaJg^SOtP_KG_ z53aa%fQ=w?Y|VR`l9~V)|K=Ks3QAw9ehjq>6_Y)%!&hG!z9OCGE$#Lv0pn!5rLX=J`x1l_ zPPWNQf>59!gBugq|c&yoAK>(1Wqe&?%FRN z4O*WqEN+ zii-|>L=Zy}2o^GKD`Fe_yt^wG1V%=a>aXIEX%{@=cn%hNzmxUaLtwqO!IzG-jirdY zumDA6y?RYIc4ZF?TefaE9%52_rMs0reW#{^Bew3N4YkC2uJi~W^JM{Z22RiH%uEn; zd0mOy+ni>sb(|D*Coc}yHKb>WpHMJQ!h2kATgSz4P987)$s=2BY-8*1zIX0HoQ94$ z_&PzL3WdxWsi7nDZ4W^L+%NgjN_30O4{UynkL&*Ub9vOh_oD6@Kao*a|L}Ioo?Ewk zasXIc2J`GZ$A2bDs~Ir-zs;Y4%YWu`o(*&h9s5E@fwb}qUlhC@fk;n-&ZSu>h4_Oedsh0_Ccn7r%jQm%HfdpbGdP(xln*%#&+^k|Nn&N zoF*cWSd#Z+Q$fm}19Aa$9i+U*PNMhYv#F$e3MNU~^BW(I}_7`+Ln< zHG||y!SG6^eo^M|+RUoni&x6k(Wv2kJ18Kd%DSEtmPXU_sN$8_$bF(HV39i(Np+QTFLW%{|;ZIYIXDz8H) z6(Dx|z&YnC5qJW;jhIOzJ8mW&MJe{u-?OcXg|_zRES zz3QJxdx=Y(k~k_6Zgj0b5WD^-FInR`vOhhFMRczH-@RdD_0xeD(uTE;u}g1!`@1=d zo=ciU=u|?K8f6kudRUfc0*sbC&)ZUIk+jygX- zaXJMilHy}O1V5L*3o7Y1JP89&x3LN7B|{Ur@0mkzvwV~M`t>siwY1RbQSwJAQ`KO* zO9aWvY6r&QrHQxelL8X!B~o^$gyHzUW&*WBYaLLe*WRk0u-$h8V4ZIRDKj@WheCOH zczB)djd8n`@;<0B1^#nue;*44T_gzCpC;zSx6`2VlEbV$lEh}TSns#YCA}14bkMnR z&<@3aCE1NRO{_l{KMMRs^1U$!7Zfm(QAbFNPZs-HfE3$CC_gY8h0lW>4+@%g5UG0I z>Hj}O>|O&TP71(Q;6zfapHeE-XN88xZYsTWX!^WyN3^pwn0N3-`$^V(7_ou)iM-p& z&&hv$x~(iIc0f&KI!!mC@SZ(A`SI%)tF-iIqp_a<8{PWu9Zw9SEJMk?^6-ZeZ&^P< zg#r{DZ6mPwU)&ie5(|cyWrT>n`lWxV-c3tO3n{y^uXy(ii{l@^dIC&`kGJp8KKce{$S(xTfNsnguy8SgPGcQU74i~ zD|5v9RlQ(eSS=|&F5|ay50uh}vS&fJrnjo-tUv$OHuiA^%iD zIo5Et|LcmRn@v6A`ohc%DoidIXg`)NG7u_$|JJkjv$f^=4(?oNz_I|27lkMKhK-%w z48BDgzg`PJ*8U?!OG`UGF4driO95>H4JT)hjXoyFB1WJCd)=}feV+S~U6StJRR@&l zf3dAnAaV4i0)zt#9Z-eA2UEU8kVeDjfjW}XFE@U;u?GH6WUGM95*lrbXT5ZF$t8hj zwr@yGr09&L#YO?^i3|~$ z0^e(IQm5s&$Ivg4q~$Ms@P{F6u#yp#rKvK3OauKyO3<@IBWz-3C1rQqSmSN=`beu@m>qag-=*tbo! zeCR0qKMt{KFVe`oJa(ih7#{oHF%5s?Aq)5f2a9yBic3f^^YatgeSdeo%2NWkC|J?r zYu6K#!4wQc^J_n8?I$D7dIrgB4R0H#pS@bhRc$K&*8vbsH@wPl?nM7TodR%IfLLV8 zk{E|81#jn&jNEt*8S>uYYbZ1#QG zK7ts1v++71ezHFOU~unnRG!-Y3Q_yPpryC5yviYpdaza2L=WNcE;*l zEQD=GaFUXe5SR${HkZ2w(p6+L)VkckD4h<^Fx@{XuU$ivs_IbxOco{XdrY3>SHF<} z->3X%^G=gJz4#1x87$Yv=nT-92DOm>pF`-StMJ-3$0gO$dtdX);;hiw&zFbN|8??a zW53Y#tCf~*7lVIy_!*DRFeb^veb2q_AYOt%wm?c}6{I~GHb2tTsjZZy^c)VZM$xTJ z;!W4}W6YpxZkaY;#(q&(kStrIw+5fQ%Gg?S3RmaCgsDMux1iNL6^>0}TBk z5%NbqS2?b7%zYSLWAt8uPV&ev2!H|p2wb`i-Ic(hpMos3{Nuyb)6-KnRmH@-9?%{( z2WHIWD8W+}ZMObQ=4)P6ejlfbikH)zmxANjkggVTev*JfRLzrvFq>cjw6#Hl*L7pR zg!uE~A_k}BVBb{lQOd1jujqR=nAFe-#(#%nVFUl zZN*Hk>|y8$dY(VR#IAJNY3bt4zSj7wqw~PWs<<@T2B9*7DckY)~aFl@X=WLKV+S4ptA_ZHG>a+oPMv5=2w<}s=P{v zGX6Bh4@&@A_yM|Npul8H3-y27X43^>qN*j7Z@0fa5ixkOg>_z+5}Go;3ldB6_gD35 zV+_l(Ti!2`rei@*;DP4n=eMDM6oo?63gG;+A-*I17}eG83H-&>K)O~2=w5k)yT@BS z`@~FV@#6+&yam3Sj_H>N<;!+`v*4-$!@rs3OSC9b&nJHoJkX}8^>+`|XXH*AdTbAig7d-%T)PLGhtU|SdY;A5Nv_vXAuRwuX`yTmtd)pM2+8d{^51xWE zOSaZF+uDT{1Jh>^uI`SpU|3lB*(0qz&w>I{@N|fXk9^UDgkCpo3KlMABikR4ds^u~*?RBW}ND`CT z)S7jL9=rKSO;r$1t&Lv!{@ecW9ppvl{RmLKt~-h&0}-PP+P&NJ!`5bJ53!-C=7i*w z>eUZOd-LE;`s^#x^Or{uL6yt$a)!^8>!p4{*Yf2qrsN)hGBsivABm)siK-EDFP{^p zcm7JO9Dt{?pMi-rapmu4`w8`)j@SjG@m~h5U$Re|EM+pp@WCgii1_0a5?iQma_I;$ zUOjbsbcL_oI;-rHfBnEGpCi(DJf(xh8Yv`*0HtLKHmEPJ%0`+&ELsZxJ-wIq_AQZ^ zr>CE=Qv%7$fA6S7<&rwcx?o#xJeqM-WU%M?O<{OEdDt{6e%NJfa6d8d0}jHg65`+F zT7*%73yI*(19$R!o0j)%#>)9*8I=gvyAa{fTn--7hr9v%`7;+igDiP}&ub!*p@$NB z%SQDR=+R9E_^Ikvxro4rG#_hU*YwawGzh3l+CBvI%BQB`>lrf`P5z|*H~rFFltGW4 zmk+nW$e~x(k!@-2ga19q&P>(qwoX-PbuVgcf3%q1i0P8Q-}TuD#>bW}TWf`vjgHq&aX$H-`_+ zvOA)BzV@^{W5*{MDlI6o0CI4M)fCO9vy9EkV&vFH>a2r=&8nDd1i1Yqe&e96E=d|r zWNTC7@=;&)%fK5ANfFM^;Y}R11;t_7f z>8zJG^hu>hcD9`P-akb~;hc^p45J86pkHnI zQMP<>j5I8%rXOJh(aYMm`3_rC-(W#ziyCH&CUC zZic)d-JA_cePU**x80h6WbCVyLDfcPZA+Wk^UnNgm@`d^14N?UaRc4luIk`}$QbJ~ z-5Z;JkNl>i;@frk_taK)(R=qFc6@zhG|{WeDx;&f;9gpG_)?0&{*u>H2(HL{uB zc!*;=NIWIem>&thuSJ2Q6TKp7XmxjR1(>_PGo}`3c52ah8T_F)opU;ucfIbhBD51r zkqd4eWqs1CkjUF7m3sy}uW0D$9Jr0A1NVE37VLJ+3cS3ckyfPQR0Gs^7CS;?CBJ;U z3(r-)^mQI?@Z(lVU9qM(hJhLsHAy9%L3d?G$}LQ0cLI-Au&*W7Z|xBY$RXaiVokW6v*hPyMk=y| zq>@|OHCTLjC2%b(ODog0eB~+}2a8-Jm+NL!px(^_G1Sg&!q~O2d8h5C92R%dfA^MTp7;+x{4n-V;qi^_TC^e^yMU>Ek=Hl67xjEtSn={X5BK`N zyQ)Igi&nfWs$}4Z+8Rk()d{(SXAE-^U)R4>J zIrTQ4?Zo|%7|ZHYKfgToyk=QKri{rxEsYDuS9kZjCB_;XBtIO0phwbZUGjy*vtQF! za*0f(<~xu(USoNXqXJsoE+7jCe~Rduh)h!68c`u&+DH^T5`MtjaHDBK;7B}T>mtR2 zX80k3((oKPa~-{+v3(}bE|gk#IPD#|*9HMJimSBRrp?4i-J<3k_kPLi>+E3x)gP-d zDa~G4(fiq8{#s*7I(1mC8(pHUB1T>7?HEPIvlteqw? zb^P2r3J*WYp%5#WD1jmAiq>k{s#e%(U|(-O!@L6$B4}}{2PZkXxvRlYc zNB={wd3%m5+2H$cRySOpeX&eMbv5e>gIEQx`hRM?R)5~9I_ewzMA&DmwR>D*TJZgS ze{!e%vWm5x)PQ9BZtYsm z+PTSPuh(sOCm2WO;r)VgLU9 zk!Q}x9b1RJ1R~e_Q3BPs1Ns3ig$I{_a1yipeiO_RLhIW&hQ{1Odp=B9X42OV*NXX< z9;PX*I;j5&IlSJv8&-mJYW2y1T|@=<=FJ<5<0NZ}wijW5F;Vr2T8l6KW~zSHuGDwU z7r&wP=v&Z7cE{m>gUJ2I~LzIZ(ziO~SN&c)T$*9CaD(*| zj(r3t;Uy?Eto4LH<=(EH8IzHjAp-*np$n&lzqz7mt)2ycYZ&k|fafTBoi#{(8!c5W zPJQi{x4k|6xJ7b$hRMYLl)I%qiDi3k{6V7^28Y>%FHGhMm)fyVqP0O#&9G%A zIuVYr(qGGp2W(4G9?`KOP-JX2^((S)=ovC?J5oI@-Vkonum`@G$QKc;H$q3$v=u%D zutTR^(p)OJFm%eQcSin-qC?9aYsf#H(nHDXTITs-s}%IL!|%>iB1x|Jpc^amh4v)K zG{?%ZVRXD@7@Gx=a%WZP0zO`E**}>yuu^U(d`&+2av&h;*C683)>^quU*5KKtV#aU z1ngXTv>N6e%vg^L(-Wm&fiXLjm>azu3bmaB-tI;!3weYW?tOA0dNXfiWon&Q{tF~cX2}!WA>x>P-W{K>kTb+hGh7ucdn-kw0NmM-7&+&THOX^ z**ER+*XzrP!9oFMmdHCznk=%xFaUXHhVk;)8HZ;*du*c`wDD=pxv?ZMgPzF4TZjZj zuTa>Pl5X#Ei1y_F(Q(Mt^5*x;tFA?ScXcG9u5>5-4JV#m)U~VImCnay1*5zyVP0i( z&*pLDlT)3I_cpt(fQJiKlnQD4#l^{qA^dhfL(pmWPxN4zmEZcNW6j2NikH`4)Ac6* zVyvuj#qC@-qDmhBxd2^JiXLi0lL=fF0z1*Mr0KWgd-;Eko4sRMUr=4BWyCR0lHjRG?h!G~qXFb~$`ZiKoLSwU;UzUY$M?+bVTs+5Hmsb(- zmeuNKv9$8X!(Jvc@@-f>@6wV(Q*5%XZROZ$^ZeQ#sCMv8QwsyvsXKdgVdDa!*^}&L z4G)Kp6=3eia;J&wd`HVC@5HRA!sM}}`F;L4EmTBK7$14vjb3a_-de2{O{xAp85!yJ zWEc&ajjbmFJUtpP3oE`KE2s{=$K9A?xV+`^{V8KZqh}o~LG91We#Rt{Nng*;xpBq) z{PSsc@^&R}3O79+Ja=rD+Np)GkGXuZC(r#MQu>u-H1^$ETy*&o3xpK)!i^<1Jb$-M*;2D`LWEs5_KTsa>#E*Xy#%6rhf3Yz|{wH>D_Sg&3_jKo;Kn^yktIo&|;~ z2m{#bhKOJ`Cls zAC+~!Ficc+N<;sNgvRKB!Jmx`jeGl^&Is?EFSX(f5r;VdL3qG^H0(;+D$zqZV%mX> zlGdy0er4#a{VztfM?Tvt*sZ!~mz}lcH-9!uShsf{GT{u);9n zx$Kvi^A5kU1dzc_7>5toRzP?G1{z*vX7KAudF>Y(Ezr)pA^t-+0V6*jejv z&$Ry=|FeF_1^nRJ7>>Lni_pik zS6*xC;qcS%`)8eF-}e8wsyQb8E=&ASsuMm)uNrZfdAHFj#5URNm$q|117B_lJ=ME_ zC~Tz3>y(SdO)V|yK9c_Rj<~OBO0FFheon+O)q?zM>8|y3O9?H5kVg+|Dqc6=t7AZB zI`LRgbnm(&Lbgd0JlAzdZS@sZhyKWq)E4Dmd-97&s+1rs436i8`3GZWmdKRNtU^K1 z1OAQ@A zAXTiT<@V`;@H4S~2`@o12vwRhg-LmXmL*(9^SHSl(#IqX8(?bLleSy`Ic{6#&D2nn zcseXhKO>i{4o)0}x2Sh+YQ3MIXb`GlUES6b1136m5#=_+k#w?$H8|n2OsGC-AumcHCa1N!lNR^nch>_6>jfoR_y6U)3Jl z+ZnM(K0XAa>MsuJ=<(x~&;i=?O%%*L>{_I$t!=5Z4&Nn?z4^>G3CQYtUZ>PT5fUxR zi!uXGV0WjMYeV8DH#fI@270BNwr}SVHFE3Bw#tGfi<=f|QL=CTwi;F8pj)pz}Q&-ecHvNo{tvf4$p3L3vJ2 zMCBP76O*GHH0k8*EQvxAMc&b4nZhsss6QmKM)^3}$moD}bl3D8Ud(T)hoWcszf}rG z>uN!=tYW|(hh$qi88!`;Wy`KR)Fve*9jv#z8U}a3)z$@9Th)xF4VGb*%C?%h`}@V` ze1JjRxpPOV7OK!jyl{cn?7X~6p8lx%fTKP5AR8}2&m52Aze6p`{vB%ZzmxVbUKeN5 zj4P<&&S)hmP&83k5;4}u$Vi^cE0G88&3M04qX*zHTw0?6;}X$$)tnPQhiY*Jn#ZUt z?(Sf6gP94Aw97>bHv5$CA6R|=z`Lq?l!3t}?+Rww|Iwb?5w+GwJl#Uh^XHV8x1V3y z_9ShYtt3va%-Lg2_M7<4THRj(XoepP9RLV02J207S{FDd=(36G_%DSS24H5N{My?1 zum1o;D&ZdNF*#;#jNf(ZhB>4Yr8;!t1mUc!t821&R40DYOHuHb*x_Q&JrftywIG^G z0jLX!pj%s6siDSd3z_4X8bs{Q%gamrAsk`PCN_x^L2gx*9=Mp4qM{;tq(2D$ukg1! z7Vd?6)=hrB`0VrNeJA?=*w)h88innK%RUWo`w(nr?}x%HKvD$uJwCx-TwE+;WW%Um zEMvl_l3)T6Gu$hC;P&EFcB=U00AC{w0FhMu z`RvuJZG=KSe<7m`b3zS%_WZfw2_Q+4 z{Yk{=i}NUjO33x(fP~c3)jiFp8ws;3o}A>^;OD)a6XkQWdnrDM9&h6}m@FMbLrN|U zi3c+4Xbm%P^b%v&va&g-8baga<3W1OF&yDAW7LP4o12HGq@?t|&rN|r=!{Flix&d0 zf_7$Hu@%5mVw2Ph3@k&3HuqtIb@nbv$m8@69m?j@Wy`UWe|+LkDF8*C3+kax5kj!x zhsE!k9F%GarR9MC^6$*C*l1gs(>z7$T~oscC*Y z3DS*im!Tj37aVAF2Pr6J?3s4KNA=5FXCU_vZyoF$mo#T#XhauY*}Q4aLgsr2!5Cxc zs~u>nVq=faI@JA7-A8!bVj=5<`swi@1B7V?kyWG1U4t$+14^*#5+1=XoC3#MT|NK$ zu!f+YsiV_l9y5sUkVM?c@3Ok~ZbJx6_^g~2=1#7zo73J@G&dL4d0JarBQRd}-cDj< z7n8)QRj)KR4ed;*=e@RiKQjoct0BR1)Kj>nl5oGEV0GY(ceZV*2->x`B6sUKtJK!k zb|G+I)i@#s98t)P8xkM~GedErrvKH*IdCAK5OWu<0}m;$uu#9$_eUdy)mW=O3&zRo z_oZxtBJuPSy0Ikeb~T;BI<2~Fl?SDhb~a5+=enB2Kld*eR&}w5-%|5vJ0-e&dCUdI zrugTi*PI5~Oz)S{CvU#Trx%nr2n!2qf>w_1GeyP5#u73y@dE7HBQkD~uadwks!1mn zT0HZri>5kJ2jAc8AilqW*89pZp`~@_DBLAVEO(CCs9hZBC__rSQbtBdEBWeGHYKH8 zf!7Scj66$h6eIBSra&muq+6F$NTH&@`DLEp_+irTzp5O4$E_Q)B75HxA$Te-%4~a< zZg`Ohh5y!>U?0W2@Ff@ZKY95+-th^3;cSaF31dBsS7(Ak$M7lo)5@m?ZR%4th>OJ3 z^d`t}{`;A++W(H-9*9EtXf(^OL{|dZly#>Tgpty*M_LP{4|#aRTrS+ zFY5+A6msI%HL<((^i}un-n}1SZPGI~$~cV%JbF2yd{CpnY2B=-NM}3!mYcn zLR95o;U1gfW2}hkYr4m`Ape1St$lECw$aZpEBe>nCc#;Ul~6_X(*p9voLuHRIQ$91 zKw03&B^(e(6Pc_F{ifJnC0Z}&$c>kOhw4^RU0rCXblf(+#MKbKwFo>MiUKdF zy{n4_^Gt3!5g$F?#U;@J&9^QIbXAK@1t;YcN?sfTfO%%BKX=Q^hsS%iL(r54Hu~R^ zlg1LC<1h-R8r_?Nv{rC35no1WOraHls2!FA%aOp0*1Y{Jm?IG|&T{Tn#Xg;~b&F2>d$!JFls!>8B^Bc&YQ}&(i~cPVL8O5;VD!U7elo^*b$4JZL8} zrK{xFm5aSz_nnIztbkJz_G3p^w!cFe`mI`gT|)W7rm^F@J7(b-ub#apuH^@ZKZ^uR zjXu?A^WS-M9bPlh{37Xdk-ZGkdoV6SPL^1@&iiQo?)z}Pk$Z$9k>)!#5QSd|+xp?L zlYm8byJ7#_4?v6RV>t-$V45lW2cdVswM?B0;zZ(W z2Nv!MN5FP?WzUMN;lLu?=w3)sz_b*{6O5K=(f3tLn{6>q2+Tk-+7aLx`h??Jr)dE$o(ur zJTMa5^(F863AzMvHN}5~-R0G_Fsz&_R8<#md>U{Vk1vFetU6T)m<#~B9lyPZr@h$Y zU7lK6x;}7r(v?d@jSYz_p_bUYx<(*INP;6y4Wsz!#IUS3Rw@m}GEdI_fYeySrXO>% z5^_?Cf`pW1{``fdYHobV{v(FJSkmnkOw>k@1@axLIZ(Pa9F2jBk8GgBUO>@}uPEZ) zc@PPzi2DI310o%5K_e(krw3Nh_OD+TAm&hX7?F@Oto9vsBln9$kk~)Sl0j|6=;Y($ zqhm=WUmlNwWZggpVG5H&M+kx*$zp}IT|gKH#eH2Ll$%2QPGi6uDpG=zeHiFbj_+~8 z1yWqDwjj{-Q^Cd7Ws^jb!Acv^wG$+(Rfylw=CAp6BOiV7HRcjlsT%%yUUGAld~S)kQ$48udiM4=K+#hbjgE@q z$C(>gzAyU(V0$SENM$ApRtr*VFDrX=|2_)^ZJa%L1V#RnDlj;mhdCoXJzXG|NaBHA zBWJ@P``?1EPSO#w5Am!i5Xuz>M^a3}Kf>BNb>m0op*t;)nr6 zyr-a30to3-pS1Q-T?>5votSGF<(TRyqkEgPmcTp`eLLBggIh$+JKZkpimflZs!M$Z z&YQp-2}V0ogk=#=Xj)oY$MJ_KGV6Na6O_U7h*bIRT0e9%XQ%p=Kskh`eg&-iN~NRb zamtwU)p%n^aqJBU0i@tvy*jVH1j6B?M~{+gbNg_Vqm#41)bzE%)DO6=uSFPF04e$_ zH{-IiwY4n@m{u1Hn(>^Nn6PJbR+D23bSBza?lkwA=Y9t?-4V!uqT@Y0WS3z}j7SG$ z*c2Uy7vRW>N*wlr%y5US;2rB+F}z3$6kL_>pMlmyU8Z?*U@3W_sIWI@m`g&g$`O`Y zw+jn9K=8~I()`n~=u6^eFc!C@ZHZZZpefy8s!(K|_i9K&N$i6A$Pvk)K1U%w5YlY~ zdU7xb2qB}s0e9bfd3rvDlQoo__Jgkl|E^+zi63SvIVz?1Q?V+^0S>j5Er;t^>HD0) zez7oJvz6x%BCy}VyJ15)K8-w+C{?;eCeRm^m6a?YVrYnd#3)GUAqP3&^)6lStA^sY zvG}+v*)t)>Ou!}F(bsndS=$Yx5iL#4ikB}riHIDo3a(nLebFG1RF0FciaeRLnbCi4 zPjF3sN+9%hc5M#tALQl9-rveX!D2zhasPPyy()w5F#U7OEE8Iz!u??jB zplT8&PClZS!z8SCWMzf05HzB*IEMr{*eWdD+}HhpE6PVO;rIs1;D-=aiTF&YB2jXR z<1w*g)gsdx0dLFQE=xHYadaZdU$9^Sd08l)tC4;&Q7j9&Du^)?L534K9M~^(oSblz z+t`_$cZ2j9#kVq&!Fd`AR&R282mSPP+ck9$4h;okPuvvs}E`V2m<4Z z(}47L>^Q$)b&DjhQ@{sP8&SvEdwBe;8?qLI+XLxP7=S?7=iyBk5uaqBfG5xY`S%Xa|IcY=-{*8)bOzfc+=FnM8)c}!UGJW* H{ptSz@xMqE diff --git a/test/expected/test_roc_plot/plot_legend=True-with_ax=False.fig0.png b/test/expected/test_roc_plot/plot_legend=True-with_ax=False.fig0.png index d3626e07f7909f5a425be1ddff82188e87cc0738..4063d192b17e6762abff6a8bc8fd9b0502feaf29 100644 GIT binary patch literal 39527 zcmdqJWmr~Q_b+^dbcduM-60?d3W$V&gi;F9A&7KJr*xxI0wN#+(jtv?C=wzmodP1= z{f_1Szvp`6!})%^_Ol;1+_mN!bBtfjJ6!F)0wEqP9twpbyr(FqfkL7CqflrwI9Tu# zk^YGV_`h2&cXeDe?JZo~Oq|S7swOTDHuf$y&rBJgn>#r_v$wm>FDSq-%FAf!;^N?Z z>)JKj|Mdudd#9(@RLWSi;8k!P6dyaIP{bz4|IqTJa-X44DFgT9q_y1B{!Y5-ywX0w z-n2(&B59eDr3=fe#?-c*^cprODqq)iOMh74`gwSAc=BU)(VpwWqOoDV`*+%JNlQ!b z6S1;-`1PODb{jTL#q(_|DG{668j3Mw3a-$ldj55JaM zB=|q^>4Jl9C^@YL3ExxdrM`?2$s5ALK`&lhdLv?ug^wSpUlJJ^*=pZ-7UFfVE?x8} z+iK|J@=yU4_oKq(RS~5evc`*Z@nVCzki$cFoyU(epACFio~XGV6%~cI=L$>6&MZxW z;e#zLx7fMAHZJIW=n&R!8YahVS)mKJCq*TM!S9r`HI%sTc~A2TY(c9*PF6Oy%tuAK zaY{MW&PzlX(oHSF_=48Mg*GGlHBOk9u!-7smilJr=Fq9AsN@tBSXfyx`1$z{&km;5 ztL!G{+`q}mu@Tv$k;faJZgn!K6%46yCscbM3DMEf33%>W1_cE@d3JCx?U(I$alW~^ z*)-o7OG-^0wmMS6!pw|5S?k*R_g8tD-DEBA2nHr*ra|3vl5n|dhgo#PdiMb9kzyt> zF>2zg68^EV#OFs#8FSt>@P>E_sPH@;^BC0Io6cCaWdp{V3V80VFMusmwGDpeF?+D&Kn?_1NpC-8Th z(Nbx*zsGy4=qQsvgZVZ42RnUI_^2R0y-J)wMjR6p6ZpkUQ@{qr(m?KmV5lfO6o$68 zcBXtZZJ-u61s3tuLTfWKGZt@H$X~^_qotWYa+Iki=U;I=z(WO*}SEiE3b03~eZ zsnrTH^`ln3Cb{=+x^?=uMrkqHV4=Ba06(cZ8LOBZ*u zuny8qd361gQPe|UG())2zc&(FvWzjy|p9Bi;KGNR(+;}1`F`ta$ zi_&dlsvS0lD=s@KIW;vKwjJjBLFBcDJCT%psCvUQUb1k3CtpbpkB(-)z2c~SE^0T? z1lvpyel}SKw>?WC_A0fc=jZk0q$H{js;MFHOBO-FvL;7TSS=v|x%X6X{}h#!WSpFY zu1b0a-E#e7Jl7Wfc)JEz$0IQ7&$iD9m^pKfUKSy<@l?@`I{-p2j# zAcM%r$cR_>GY)EIbrruxKL%C-&Hb#-^Jtr`zP^5Qt!i54(CtqpBTlv7#qH0!d~YQ@ z0z(L|P+HZ?X+3v@zPxL?_h+cuWrYm=(j~{$VLl13eS$Au2g7WlC>N3QDLVR-lK=Y? zynp{5g|e}=#h*~PUszOBPG4SLF54MHUuHeRj}z!06-DrOyo&gX=U!lbJ{O9SiwhUE zxxJ{IChkTAEwA%vXUP%nbz588lgG(2a<8e7JG1d;s36q7;Rq|~no&o9PCV2{QRw7UFL`R&SL+g-6B3 zk?1#g)8yVymr+q6Kx$q*qvp6qugXr$^^aDJ)P+H~irnrEc+WgJxFf>cT6z9=BPpc| zhR{)I>FNC?MpAT=o|obIUC(>qE|ooB(;fWy5Pxl~;u7lX6QQUpqC_Lb2Cct)Qk}hv zOG^a~PfnI-l`TBptc_PSiu}f-;C@oTao8ty!N|+|w`k-{`(S<2S^xIu@<$1Ouc z50ieN`+xZ&`DeH&68bA6A0MBQ4>{>#5KPGg9C>;9WZ3lU(~Yq&u!;Y~l;~9vt*@^m zLx7TBKg{1BHPPtDaOH+glLCVeMz~xcYz7%tvX$ba->LRLK0nipq8F!RQHW{#RsM7f zKE=#jdt|bt*A1i!HfLM)&GH`>P+}3$g}JT{&#smBL?WT-| z#!tO@l?M-~ZeN@_H-G)A=vD+fz0`fn)F5?X;YlXk>)IWs8vW4*AFpCpREgo2H>*1a zwJ!HY9;m6Q#n{Hsi?eGL>56<`6}*0(Tt4>d+3<*r+^*3CZcvy~^x&YDgvT}pZ8TN_ z_roqn^>#n=;<)J8*wBg!k&lmx-k5*hG=QcJiz%zfN~V>sf$3Bup_dvKh69+TX<$IJ z$|0K*6C0Za`pJzOH}cdn1ML>Cld2mE{tw#e(x-2Nx{;HY&w}Y*`uVf>(-Y{EOwh1; zdwXjsLJ{y|{y60^#wV`>J25e_rk)h9{oLy=HXC7I=8=V+vu zk8>0~ima{{8yy{8C@91L$hQ*9h@*J_en@$_b7j`*;@uimRJ*C*xgHwFj-%ZLbt0c$ zNH9JXrH2i?xYjPr?U_G+K5hu?W=*jB6A=-GMMZTx@xp8{Eu*fith{M>-D}@QCH>aJ z12I8CQad|49DMv2H8mdb9mwiX2vA@DpenD_nyH2(?_Oh~ z(@0^Kz1MhFIsg0j?|(Q|DNa?JVJ263 zHg7gLN*5RVM@8Qqn=w~ZKCNujs5cs_Yj3wm$a!8|M1%tHOA~A}6zZB$LmTXB5_)<< zluoHJ8cc!@)>1a30!X*LB5H@RSRmi z&tfBnJHl#@uXOh;I8;;xMhD-VC^UEY{MF-Kt_0V07Jr!0a?re7VmVZjQK;k_wzQ85 zbpin505)0f^>TMNhW$k?{+#!BZ+ax`mMFTLFA;dI&Q*Tqgwt?z#^6#kA9PLEi_tK% zC0%c%?4ve)n@CkqU1)BDEUzO{E@ft&Hj%fcTn;y9Z90)w@>bGo4lt90i%U>?x&f&? zg6@Ow7El0Yc-N1YXJd^Q{pgNm8hZadyuV|mc!KeymVXA~z8UeutLdl-r4YdQ=Kpk# zDebRY6e6F^^=XNb+nRuYz}V7Kr+8_JM7`HeGPd*Mb>jZ|k9@}-+IO@*k+I8T>4?7L zr(>lNpfrEy8U1EiXqCq&R5vT(1f!HQUyB<)gM*(*7JA&bCk{?dfzTluWSO$a7WxaG z==+jIDwJrbl?1Xyv0;_Iq?tY6i#%MF z=OOX&qzc!=w(pQ&ZvHLx!8r?S8APKl|STtgl?po5!B8z zY}(tBb4*mFH9PW$xg#DwD{yw2Nd4$l+S`ES*CTqx+*(%N3nuvDHKg@vJxu7vJfea6 z$DY2WN;xepzXk;DzqvU)=gO$_s3(p==ve#|{k~tghr)WMk1Do`l_p_XzEa+x?x{pK zw$sW*E)NY2jZTdV)3M*J%U9g~F7AFrpVPJh0Qi$fn#9=FDrmt)1i5M7F)-hUn2x60 zD`)kCmO39wEH{ZYmG^hOd0|7+;U6E2c0V3`0wh>aDh(BVlK7%qmXx5+wz zqr}2~%<|azZST_nFruxafANpbC;cd%B5leTQd7pHtM$Es=>;Q>j*#CC4Cyn z_s(xsm(^iH=cV3Y0In(#)j={Q9rxwfG8l0-@nc?;$wfg?Dyn?H!}rwr^X_L^>}%Mg zT{!|IOWr)9yN_`Q*vNLzo(M=-dr~+rn5W&rOiWJZM3In@lb5F}D=U)&%DMJFCufD} z(?NE>C5EV|=qzBAS~DoFK$s$>K!WH>zDYE?u0EP9V^dDVK?T8BvstRpEh@F_XGZgf zVFa%SdoxkUdvSm^OOm?_XYkal1u=1hm46mIEK6*S7$lVe;_sn82;9 zH3J|@6+%G6e0X?>14M+%qBo5TsPIbfHN$$H(K@%1Qi~qi%zLlcTY_-OU6x|5N^-mW z8N8Qg)Y!23jUxjG6cJ!TEx^Vw6%-VjVeBtYH#Yu&JHT|~#v`{$fQP}9e7ZP*vM54` z8TesE{}z>)4SjqV7#sT_(X6I@uebqvH7`Kr2Zt-U89~60@PW!*2Hu`4eo;I+t@Y+2 zBy9P@_6s$yR+@+Y^3gmS)3SNs3>6*AgfAtBgl7V)M6^=x-co0V8y-WY6_0+s&qdK1 z-u8gYY?;1P<9B?1^h}%k8MmXMQjrhu_7}L7;)4eYXUBWa_3XJjKF7Ogo5zoy{XX*C z`-6s(VSExe}m#?+TGmlchm(9ro- zVktQ*E2|j668##o@k(1+MMWGe0&4%q@kU>N;6{e|U`;wCw7 zvLJ<~g-@{I88)Tn;37GB6WRJR7rc(Y^}!tKTzOX4IzKcM&e~~z-pO5`tjkqS7Mg7E zxdLtAF{LuX&P6{tpX}R;iHpxe;ep76XjQPif}qUaS@gU?ct0;M? zzjKNG^-26IS5m#(mo_$HVfk8HTA1~s>?4`VL3PN3egTb-gqAh}nF_SZrl!pN2DL%J zUel!fu7(mbbbNeR;IfpRl~rmr#I4`xOW)t$4=}80mGoOTMk#Q{$5WSqg93~V0Qin@ zsSrjScz~m$qoRsRw@4!N7#1cbH0V1c^w)3PkcXQ)yRnfmFQS@yqaE2KrKP1dxW7^z z7jrk@BFsJXp-Tg7S)dgqO`ykOCY71L3{}}*R7}pR8fBas+D7btws^1^;B)wV&6Dyu zKb8tgxmr-%o{9B%kFPRrSu5(72maICO3t54QL(XoiTY4s^8*j0+C`_mv&Hv+Q@Wj> zpCdvP3>wB)-_&ZH%z2F(=s@5aO0W9#sRcx>xYw@{8fOY^ZyBnkVSeY}pl|EZZk_4Z z2XrYVQvCeuMYuDQb#8*jO(+;t)ipIh76|`o8{U8{)iY%R|qWp7xT(RK(fF@QV*0J}BP1_ie9sqMktJG%%ikas_;&a=n!2vLbxQV3Ff*0h^A2tQh@BP9!2y`PaC;e3zrBkh{klk@96ISTT~`&KSlSn z?`_Z41T54HlolZREU2N{(dqWdNqYGBs&9m)W3Ng&*_c^c;uJkfUDR3ZN?;-jM+8Aw zu>ZtAm~B2wI}NHP`{|m0<+P5|>Zt-;{UiebEmGJ%A&HcWQzq;$Z%}SHK6>6S;j;Xb zo}t3G@qnv~fghc#nV^kXt0Jj&W;)aPQh#G?q&xq+&`@j{Sy|WE43Ks}qS2@FfAZG; z$Gc{|zDAF;chWD6ZEd4L(Xn{ub-erRGjy4eyZBJj?nm3^NRyZKoyQ?04A$bl8;pmU z;ca7L0yshzVT~xm*g_a1XXzu4_4Lf3cOPzlzealb@_TV#Kr55zub`96!N3FAPDV)y z4@26&rsn4H{#qm`J*)DhqV`i!b#5D`ZDFLCzVs-(ij6c=j;xoe*%Tyn>4ARCFW(K} zDQZ1==ZncR=vLk~!%ktsp3wA&zo*RK*^X#!`bBoAZ+l?Q^!1~GOYHt^6VNHtfAwBQ zslmTeu|#>dmu!B0Vk~vTg6QQPFIAwo%GjM+zW77b+y9L@MS&s7^zwDm=4oyj+K}gfqd}r&oZ@3gZj|Pjx ze3J;T+;|5wCQq-5AH**cE2{`#YIBR}8+u$dI;RcG?dNj8oI((+ z6m9P{BtLTNzJOqt*BmyACy`%nxtzph{amohd4PNhoqu*>Z9z=D;%-?n`ufxtalj6t zAlV=v4-lRLD0$9&BhYJziHT$NBTp>eii(KzIMu`a9j&mY0v_$cVyj)O-`o~X?yOpW zdUiGox~DDw1nhEqx=HZ(Ho&GSHOoP`+&tq~PL|z?H2s2$kc-!rP30ufZK3pBWf#rT`**)Y#toGr_w| zLR<#d`t)9gVNCgPmA-$^s-vUB2&(Y7-1+XV3m6UWoEEz_L?Yf_D}UN24}G+fcq8iu z$h#^Tx9Nw6hue?q?Q5T}(R%Lx4bOd$VWGEsr#<)c1tDpI1r05qU1&%41$(2-68G5U zzdnLDxk$P0eJgcy2@1&c?aUDRsp04{}aD@Ib-fJRR$^p^EgJPQ4BlI>4}{kk(5-Usp`2>1VBiWuW?MrL@&Y=uc@$N zL0>T8q|8>3q@q3-Kl?hQ8**22yNY2$>R{cpI}T0pfo4-{xo5cI`Lf7=OzwWYOmKV; zPo^fH!k}YC)5=LaDy}46N}7b^3Vrlul8H{0hq#T+S_HQ~H{(C+Z82?Q=xLaehN+sF zXnoj&7iDcEt~@%Fc_j-AtjHw4t(rRfifKbTFd~8o@#wOg{_gL%cS~*8{?02(A@$~d z+{((ZcRKaH-_l`w`9i>9^y#ME#Akul_c9#_<;$bfy*KaJ z_BY0eT;;Jo^uEz%-O`vfL(E037=0hw$g(;+CP6-y?~WBWmOeH0CbC;DrtC1sG>waH zjjU)UOE~kp?Q)v`a~~5}nCpx8I0Q+UWOr_@@F+$%0_mI`y&y8(I?g9Vl9TXLKIep>R<+8{#Mpvlya?2xMeip%V8`SlaS zxlXI|kFP6};8(xs#-Ky7zsKhIZ>lV#T~n)CTYi4zl>NZmf)V#AS=9b27(O8|zvi-I zZwE$46Cw}~j04`a*Gg=_K#1Jj+;|^!qRuI z&{Ps11f=fOxk=StS&r?Kx)N1O_=V}Z$l_NcF1Y)jj+V1yNyy1xw6)2BIfz(8$%1C` zi8nw@>i`vM2J|@)#Pz>;QZzR=gX^Y{#BcEKQGu&1HX&^g=-2bmiQIRWNsIMs5H@WB z#K&G$34wVahYq~RUv*7ShlrhtHVXDpz=onq|AiwZ#njv ztJ3Dz%QaoV>oDUfr>3T;1x+y!V6X&*fM8~z1tfc`BMJzZ2VHpb2pohgka&^7HdbjH z3H@fJwm-5sl9I{BZ+SxGJY?EJ8Zl@Q6u*JFEwoT(Az%8#(;)LYn*e7d$t$9 z3;G`I!Q+ggmS+2?Yfv3JME@T_xEcJgvD< z2H&Qy@htIiadC?kjW?OA{4RWvDg+-Dc{;MFQ(wFgr#uf#n%{jHu~6Mnv?5AwJy7wV zSkqv_gvw+#RZaUw0{_U=t*}y5R7AWa*wGkZ?fwsM4#>^rK+V8AA;ygV$aHtz^R)=j z7K|6Z#vcMbhR<9iPK*MFTvka*>8--m@H`j%2Z}Eq@yt9lr4{*k}F(u;0NJW{vm)9#lKDU#i3_=t~!A}cd($IBbC zLVQqQ54G{R-8=jH`vQPIwvM?Ueq5HHfCs7PYvg!0uC#S_&I5YN15Y+)$?s%M6g(i1 zDRAMB&Zj51h?xh#0Wmd!UfqTDM4I0}K@j z>$5DcDDJZSPJ9ClfU}c>><1aQYi?hFq3d{l>H+2ZAc?W^*#Nup6=!E>F!5*MW?4?v zd%QKeLYlx&TjX!fao+rPHS=)m6;|ApD@|Hf$s6gCV7A^UGzh0M=__+tBu-n^#u7w( zZ$m~#=CJaU4a6^Gp_ZXnB?h%LHO&-NktHax5fB<(43I^(W7e)E-_(6-5`Xrn6^bW$ zvC<*+hArZBAy0(2S5#GP2YcB83|q)|NRvSGBfY%qS&$9e#dPfRGxzNU+*>Zo{;-W& zr>3r=et;$Bz0)I#L?3EhRsx|FF1!h{uo~OFs1kPqt#eBUmIJo4$iT^%8&zvXfV`i+T=P1@4*5WFoCTrk*9x&px!x8gtSSwB^IaH<*NF@lv|;KybQ zHszv65$w2?KLAP|bHO+IYuxN~VMXPn>Z@H}(TGxRg#+lH?dvCn%>!K6t4#+^2&g|@ud47I> zQleeVbr}zIdC*jvySsV6Tk19Xp1FiifPkk~_uTgMc(p_ah#nx=7cgawfsR-X=8?i6 zFN0S_9Ba4Vel`F6DfE3VTIFD48h|t>Cl0t$rDbISzyX2d!aWm!2oJARiXa-2P}rQ0 zm743%R)FD&)o}cWXR-#|yZKc6hGsBc9Ol|^ZN@(5D=Oy!pC_OZ!T@c&6R52kQ29cG zI!YASFu-C@hF1$77KDH>B9r;m$0`7P1L$*Vpl-=Tr-$uscq-C8Kax}c#{M8%!P<*wlY!Dj)#?etg0Fu z5P$|=!Ss@LashPo)BSP#uV3B2u)P9PN-5`OyJnf`-M04j+2JBRkSzKuyfiaz`+$rh z;Ct#m8MXq8fq23OsX%UINrG%5t-|tLyy#M*r1j1OHZ~>c2;Fi2StGAYFzy#UGTVRM zr(Ptl>Ro3c`J|?MKTKZz3^!m4V%~=W7)-0@uc421LeRt5+By=V2~E%h zjQq|j)=yy-pfLtPQ$~IU4#VZX&)Y@1Rx1qhkq8vPk*K?HmIG8$pYUOosjjc zc3Q*(ozB?aJ{I112Hvao1{A9dh$Y5$c808we%j53*-rn3uD?1$#HvoGX+rL0$?A15 z+~kAi%N>oDf7@vuF_N91tSEUTzJ84XNhMZxc8e2ZRnWCT2#%a-JXJ?8P2OWS*{F^s;qN1Q%e#{@T8Z3NF4mE{jSJ3JW9j$?^177(f|HrAW zh~~OH}b0>}jy`aYE^`R&^nEpevL?|l*0)omqg4}+gYAXD=7Cx7EWweWv~&6fFETru1%&qL zx{Ng6M!0raK+Q@IfwkVmkJL1Ny`ehzyrQYpf+GH9ae%??NbycUSKqI7WIfF|Ct-6g zHu7lKYtqVc1uzWi`+#KS=g-|`!UT)OkV?9_o+u-i(>I^@M8Z2Es{DY3^lcoGUX6Og z%f?mhYt5sh7&}S43I|hX5ds?AD`M!1IbGvjWhA5t=7Ee&-@nn3>uTSnr^2ru|F+|8 z3zO&(zd@LAFuLoN!*?19_0!RrpThr{)wnrBc%z(9A+yP)1N(SU0W|%i9gqA@%?=lE5D8mhG{j0u7aybd|Bmz~=gu4gD{(X86 zgS$EHgKvS0An<(jj<9_{^q)uEV~qLT#x%*MABHWr#JDlL{FdA=i{!VVuI@Wg(=PCh zWB`+ej1dYT){`esknk9Eo}X(OsrT}=Oc57$Z|^Q-u}n-&1EJ9(NxV@o-4ZMDg3%#b z+6h2sc72^lPfu_1hFwDg6y$dNGoZ2567CLYMm{T!i(M3`rse+Z>4FSE(`Nq#0TJ2q z`NmWO)9p%72NxsdB^If|w5228 z&T}^s!;00J+zdAv3oG5WevQX1q)nzDNHI9C3k#4$8uJQr{$#jRhSNnrD10=regyO! zNu~h{0tqz;W-UxRn#W^NS0!m-FTTjgU_eJlci8*$5Cbwqw{KsC;8K8Y(QpMl5HZBe z19~z8vm9xqNYoLS91CQGM#TOftoG=HO)~~8Z~@5o^6FKpOlOji`X}K&Ti%*Cj~e&E z?_3XJVUxUcD?S1o1rq0$RJWtD1VrPb1*h^Dy%4IMePc$c_<_M zb008(q<(v3X{y$h2jRfBnB#z@qGP4bsex|Zg(kcO80Akd8ylMmEXU^lzC3vQh{wyB zpfq`e+^M7OMKRw~F+|n?JYWj{`NPU+ni~O1@ZX7ii44AnXz)S-HN^cA%@8pJVE^>k zQY!L7*Pr%6n2)z_ghajHLHJe6_g{4PDLYDq;+y38dj?Enb7L8pw;y7JMA1cFYt+RF zXSLtK2%q|Y(a)4`y+1N#%PVXrss%r4mlP{2-G3{A3xRAzTsZLn73qK2CroDwaEwCh z>co+5E@;-lC@ieyb`BTOvC()DbJO{^@z3}7Mr&QI6URS-pQ8g}Gm`hhC1*$It{c<>FM++gi-@*xv6hpfUq@0BtWDE5WCS(;FveTuaTdl zN)&`R?x%%8GW*M3&lzY8Z4mPjfD9!wYvkY3Zh%o-Dx*>(s$Nb$#9A2Z(+!`j`$@akx^K%elTFX&(^2f2L{L? z7s@kuJA8TarxvY>6g7^hHO;ZG%UzXEWcwB!9^C7NimJi#*&#Z-9qiL*wFkIafpa*F z=C9)7{FRgVXQ3840J{Ewt@ZiYfV|rjLLPbC6O?k+d+za4EsHY(Hff0Ml*dXVFZ`0Y>7sk7B=kDjc z7?Q`kPq!6<192J6A^iQ1AtLe((ieA^)eChil-#EN7eVaWItHO?^`!uq9YG->7Ac`g zR8BQ?sJJ(8K8h!%0ABkU#O|;y*7H?+7n*6 z^>B6Hg9*~zz5To{JPi0x*YM%z@GA{}G{{BLdZueeWl1nBg=tTH4@C zXw)=;KGg-+0U?EUuvkDALZOz&DtK7Q?j^QUr9g28{`jG``)3Fr^#gbyj6-9vT5s-W zynXw2-VxHUI=Z?RDbq`!Z$RQ3rs0x%G_(ysx#g^05H*zZ_Le}P;jSlI6Tnzxkd%~M z+yDFP1sHZn&Ix76VGh}1#M*%tpRmR;0LMcDpdlmSphGaUKk+Sd;y_Sm((e)qT=&Pm zQXUjwn8RLcaFdYRwOhI>FP*8y!hMszxu0v-p1&P8@r$%%QD9s!yt#xVEVr$fh9|+AaEivq;_CmnQEM<`i69I zzjN!bDV;-L-Kl z1PZ~9`6HaVGE!ecwg6%`)QJRI3fUAczE{&!13 z(S@58%T(vBdr5eS^)t81e&Qsc*T3q zarp<+V1YIF1V~jYnT9*6O;Y z$bw4!UN!s>!<0Xo3M$XJSNR+~hnrV(KRsZ*{Dh1Y&E3Gcx1|L=JUkr2Z+%YuP!3E? zOnGqDDY3?Y&4(lI^rxjT5+xk85&fD4z0#~q28NCSt~rt}pXQ0%Q38$#I0BS|oqZeISt`*eyg+{> zln>()(P=>SobreUgb6Le1Ox%VZB*_q>?H(*ZJVV@OI~ggLrfXx~lR(Lv5>xz$@dw}C4D4_1prObYJr@)bu*H;bEfP6mEMN1y9 z!5Ti>!!XmUZoGb^tfbOZK9dW+=w%;lB99WihMSJ%i7UVN9T#GqG%OyWZTu?71~EGj z$U3SCFbSXTXT$_?vbmUR$JZ*>r=j51LTw&DN5Co^ula5onGzPJRI*DzxL&X5uT<2& zGpZHV&fLABdx_|`Jwq8$y$`urC}9xD-gTi*GdcX^Jk;6Ghn`jFg0*Izx&!{0BnB4N zZ}%RA`oQjAmOptb-1G#9rA;I{ln)66v*tw* zcL+p$M8Jm;2~ZzlLD1!)L%miqPo(FAgqD*nPkjB=b8XJc_69V{ayP#h(xe`IkbaI;6jlE+G*Of0_G!jvZn6Y zor@T1oWQu%AIG36B0iN#b0DVWbb};vCJK@q#~yT@V9>Wb&5~v>DJknybrVi<+;{r?p@1h~o+r+Otn2XA{3H!%CNOKF+O;|)>j!60 zkYhZc=Jl3+7zY7R5ODY8JY*gw=~~jB^eS}Q_USWsrRU`2tlNhvPGd+neZX&yqYmru z|Be7{h_p8kaUaBs!hs7usiI(|{5GnAr;B6!QlA6kY_($vRC}ue)A>|?bPW`%y-n(R zD-@54kYfe~z7;}~KuG)P;pB)cqywGnEPh&9X!YCwdOZHDla;z(<|qev)Br zR9>h3HI?L8;BqqJl)heUn08aqx_qBrDsbu&R`Y1v`>#}Igwwv4P~=U4bN3m|-xJNG z+Su5D)3GMO=7%!2um}M%^IQCgg*oe!a{jPP=Fb^lIWpm~Dh|IYd;Qi0N0ym^_cSUx zTLDVpLeBWf5X%sNfd8O_aBJcHq5jViA`2ZiN3sSjg*WTGNfRauOb23o1bXJ1E~(#B z`z?eIbO|x0J)XP->ZDPxr1WC&2g+J1 zAA3jN?&u@fk<;}dAFsY$?$7lTR8ZDBL=qqBHCY7)8?zwarKGE!O+V#cT5r2`UQnLj z_QB)v8*AC-*ZT19NJCcwK@sJ3agR9@IU(JLRiOc5UZzy%%mmhrMiJ%(elqFDgnJ}x z>iwojRK;-uJG8yye>P=V*l6Q~6?sXEM=>ocVuaNZ|SJBjMtx-ceNHCYtmOC!VmK zwRx6i+hDX%fCHbzd$5*Iw_@#Gu44FZs55c_-9M}_g`KOKzY_DzpWJqxF*Se5cO(vk zs{769O#%YKlvDMZb|hP*BvK(C$ww6!|MG3Xk7});4xUX%A1bZVM04BRM=XL&S07xx z-Sj*C#Kgj)I5#YOHx|)k6Rb3eFigLN`w2XQv?Ck0$us7FZ+_4BaeTLNSg>{jq39M; zoSEVm>X)vmdo=%hpNhA8X@Eo_wx~S%HJVZI>v8`FMb-AMoXFDC(CE^#iUG~na%}kj z*2eX<6(Nf8#$8;!8d6`{QB=B>xW(g@)DLPi1uH=4Nn$g6e_<+cJoO1y)|x{^=qwHM zz6!O^Mm}iLv*9=~_b^e&6+Hf%sl_e$e3@f;u!tkgK!1;dTRr^0tBw{Q5Sx<;hct8wLO(#aAO<$w9nzYyF8Ne%34myQN%0_SyuGlZbjh%(GvoN zkK1`8C4s?M+@}o?4D7t^PZS7S;GG6f7|(C&fJ^Us!o@Y*AT5{kfc>A z@3ncu^ow_1rJpN1M#DALbF4&=m%sII6DSpS#(!Hr8ZeLA{u1s?oRz6&Wy~V_lg$rM zd&$N%owG?(YFee_Q_@9JIL#lH*Y?qvO_ohhlQqY@X>b%Z{6W6f`P;X9{)|oC6X;he zHv)9J1qrk2=Zx^-esSs+p=S1o7}UQhdH2_HH*Dx(C)lXC+6Jy;ng0FpfaH7*vv&V) z&q6F`2AB-+jREpbo>=VbdkW6PdY?B-Woq ziZ%DUqQG*fnB|pJmT4P+e`ann^?NG_nKoq0F?-lpD-ciJG&YEXWl9R%t~X60gzI{v zjBAPRF;PO^#J{g3x!a;;g;VheA5JUE$(6$O0ZCyrJ|Qme^1S?r|BE?KW)lACWy_O_?JQqmMNepJ^st0RVEVb#%3+Y z`k}e~Cx#G3uqdMrqj}UQLWXq1v3E z15tw3mo;eK9S8}4A}0evDCBO~kQ59Gp-G5}))!Ao+Fuvc_FjergOyXuoia7zp6$mh zw@XwLyLC}CMp1Wn5{no`ZVbC6Z}9#91d3y#@Z~Sdt{9u3T_ImW0!}+NWRTwH=3YX9 zLKFgLGZ3X3Nd1qeVRCY>Bj?>(1lR5`hKLjd?Hdw7!d)OK!f|E7DDTf>`c${|YuCMw zdjG!!{@hT{UFMBpMuw8qml#y><8mwz$VC#b8O4lMSg*!t!}04tMiA#!V*BA*##wXn zGqtQ8cRVBr+L_;XG_))?pT)m^jl=OYN$Az-GfcEhM?4&Ry6-=5YAUZ0{Y!*C%N?Q4 za~W90F@~=Ofut4+^=sefa%8(2r&!y4IW00SI3!eT8hveCTUPmjSDS(YBYYVMV2^-^ zgo0)9dKos#a3GBXllv5x94Zn`#swJ8u;h2I?%qOQUSE#^GK2Q@4a%_A1s61U5ZgQ> zqQb(?d4#y=ozLB<9J!PvBJUxZFP~&#nddi&L%YeaG1t|knuTivz(eDx>(A4i;AH{0 zN-D_h`ohbK*^UW=0EGpP*X-pKQ)@)8lDS+V@_F5oH)3p4lh&+Ed;)z?sxezj3e zrS6bSmi2CP=1mbHCG@5>gVV19LP9^GRNIby#E_G|V0gm$ z@>*y3MiVN2egD+d)Y~%f^)>bUK0T@cO2Tj$Ej7Wx!wXbo{W*!=%SstJ`{z#tq!3qGgdsn@I`~CfATbO%nqFG1 z6-MDWdbB6!ed9b*!?Et55m_5I_-3DoFKIPE-=QhNx1%7|gUj03L$~|9lu2*K@$cQc z2j_|Iz%i!oo}N8=B2x8$vpq&Kmdfd%{CKp)y^k-F+)Cbo>I(<%1G8V1H?;DUc8@pE z(4yI03~xAt_8`vtv%LBck)bTEgVKa&sJx%9(*ns`a(Z2 zo#%H;bMsZ(vC80l{o;)uQ~0X~q>CyW=Eh*FAX!R4HAqrx>BIf>kGXjODH|^5&^qNa zUFH@sWPfj>L+@NY_IM`V!`^#SUD+p8LGG?%39hk@4z=!Q%Ye_Hh2bz}^Ux3l6b~GI zm4)DL3V?QscsMR1;MA##3{BOKI`bo6>Ku;#;ucPRj{e4=e)HYPEq};6$$(701>ZP= zd^rP>Z+P;A_4di%>%z}|%4K8%dU&?PaChEZhW5EWuJmC6=XrXHKoROdZe#R`k%sq(w6<5&r=SK)?-1pn(D6)OM@M%>T!NX~ z!ZZDnPNT06ay%{lma7b~zfCx?BMZ7CY}+4J6?t$b zEn;%kT|6aC91s^BDM;W{8ShY4g~mUV=G`3?f-k6OQCm44sTKkA-Do z3Y!Z{8aiV2+?HXjev*G-_eVmNfq{W26gj&J@})P(3BxAn9Vh#1FSNLOoQ=SgZ3Roy zabrqS?A9&hq>$y$_qgyuLO?#Vu+B(Ji-J#<2?{@a69w{JR`2>PAv^ofvLrSvj}_$5 zWy2Ags*KM0xrV*uo1UC$>B{!DQp}!yaHAw8BoJ>81rjUrH5LIUV-RV816~*))S=*j zq9{^M5N=*fMu8Si&c(%bI2+2~La|OrKmdZ2)(kaJ2C@WQ{O|xAK`teXv~vo4-AcK& zex9AZ#W!JH?9h_BdmwB61CoIfRU=jvu!#{N6-*`VlB*D&aIXIiUL0aqJ3t;DiHL)0 zhs3y#hnLj36Tm3!+Lo2m`U&5RQ$+Qme?C|FaLJqwNw>P(<)(FiXb!;})UGf(xE23$ zdT_uI^nhkKfina519TAb>lWR}v9;sfl~+sWkV65X)7U)0mAO12fdZnMaFka0+Bp*;I$-T$^zbbq0crN=sZ2W6x7P2EN z4J$M>6!Aq#ml;BKnMqR0mdr?!(lR5;tVqeo3>8XgSlOeDA~Ju+r|W+1-|u;T&-2G~ z{c*ppyRI+a^E^N2dmQiMINlLX0-rqh^0#c#{$4!G6zA|-V_VFFxs{i~wK+=H1xjc} zRbYUwM-El7J5BlG?=^&whEby}p`MlcC}Dh^IJi{Z(?)l5x#OcL2Ytu0J200Zs15OA zqHNi+g^+gf+rv_9ep|f(eDxT9I`B3MVd42Hw1HFql)NHGTF~5Hw-Bw=wkxqf&)<9P zry5mq`_Lv_y?TM@X!`2o9NTh*5lqaATq7{_?uJ$g<8Ae_`D=~+80vj)sD*m04^bTm~m}GGugQpwhzOn>=n7C*k#xc19{NmS;49!qQu5{ z@(-5|wcn(md?ySs6PNlYKKqdMNjLi7DSD8GR!)z$lJw$bN;SGLd~Bt)v$GU@ zL{h*K95{qCq1dQEA=9D6dE)AYk#8XQ?i9?C5MZl7q0oEkc9cR68gi!RkGps7Oke_N zi?l`9*g(dJ!I|sVq92QvLY(>v=*NLBzle;iooLcbY21+3oME*gLEzw&upnnVt@yWc z=?#&ez(s>8!LnD;YIwTAud8f6COTRJqb7`2*q&J|z5NY|FA-?KbnMq2{as-D@bbb> zK<6S{TgvPt#ihb$jd*Iu%c9FVb9dw)-@9u@II4CpyO=_^Y}XyOuBExR%|$kQy)R$X zj{JW!SIu5p)5pgTwU_!leKq$KtXS~i62Bf?$93-fd7dN6@FqFYRyatSl!`%xPqQDM zx<8T+3QBnD8?kYG_DpPeCO0QNjnY}aFlWt(*$k7T#iojXBvKdNj~ct9j8)=WtD(Nw zv$oQXOa6GRlKhr!LG8ug%R^ikXl&&i#iTrsEq4TmXI`71bL1$pI?s4xR#j%nmLvQ1 zG5PEKL%XxZc?9oQEJ*BQiZ-lxL$q5jNco6|c8n2NK`PgG6a^gV)P3~bX}^ztb9Ff^ z$LsTVuC;>!>hkW5UALi~*`#NMxfVm&^~`Lk`EhY7HNEv;)%}W;vd3&)Gg-l$Z=`Qr z>eH2G!td#R!^IjGakQQb)Ex`k;?tuKwCtlzMK=toFE0~Z0*1TWzK;&9Fp@tcY* zt3t(fmT#@5?fb5n=Fi)Cy43xg7^Vz$mX?g210GE*{fIAy!Y=XDo^(un=D^=u zdPM}msYzZT9wm>%ZWpqlu+MaqsQUeFuLVWT=+%@r>kd%gy8LE@DfaVcU2JTEFrP&( z8X?7(?dltMLjN4RUiHTKa?FYtP1i`4ABQCSZOcSBhr=wpjso}P6cS<+b)n^lmJuH; zE-oIDCLiSFy{~%vq;AindwcgToZHxAco=x50?vwfdK+g2)G{_0wv)*p7{qX1^O=z& zUUbsT$5;v=A|TM$Yk1`L3=+*7m`iU2A#ATiUlz98 zYfKc*T+lQ_<&#@hMY?0%3+nPNc_Nx#<54S18NVGi5LEu&FTbgGw-1MYJ*t-pe2_Tq zVOrCis=?|Pszx>Hga20Wv$6p3hJJNr<#VfC7+Zrcr87sd?d*yPkGx^ob;f^gcmv7u zM0O4fGBGBGyeYI%2AkrwL9Jlf=GqdDE_`C2pyB7DZ_vYPz%heZw=JS-tdh3Vc2svHnBb zNUchmP{PtDN-xMVh?yN+&zkQYSWV8}R418c1wXBtOnvMAVryPR_YgOQ*0s+dcS=&c z^xeGp6&=Jve%Q?sW)uhn?Zv0mN%z9D-`jf^vDkBQarxwn$?%tT7BCQ6_3(?@dRc{& zB@i3NhkKNo-baSrVDr_13ZDL^hnyb(-mN49W_r_OkcweM_apIfo{!F0`Zqu74Ktd^1# zY1e+uJL6hZ$;+0jRXYbHQ{Rmtdb}hfUO24~%gU0)#NHc?P0bmhd$JEjPYJK()W00L zhh_>xAru*N&~_6VBA)NFBHOXIY94KCCGQ$&Zl5nd{NN1V1B+E?F8Xyi=!JHlWkY*Mo*Wca467q( zj-SoGoLBOJddV5-J9Dbpg%&Tb8xo4r*Hfs|aowY0kiCA#gI0ik5~cPEhqW6-Eu1dC z0!y^+Uh=I{p+g-fp1pe-_@tdKasOuRKACuG3&D7;QWT4K=>SZy*N&oF&q9~ zQCZu{)ad=;!sB#idriroC!SQZMjKi$#fpM#`rnx}Y0*+W)Hjb?fM`~UQXBKAaMCn@ zL-4mb1-Tcu;T~yDX(#5ckK+wK1;38(ouzAtsLnN#3n;06-USAW9DDiWrv_^K;o6~?_uG)!Iq1k{Gr~b1r8iq^YUu*y+83V^ zgkUo`U%H`SKfRL6O*v-n|6ndjPp$S-Loz<`1p$7Nz*LQb;(2A3Q6ywJLIJQMHUt;S zIL|T~zHSxm?Ly^U(ZodT_GWtZoR&&Wxnn;~_VZ3pT&V7z9)CC8wKI@v& zvm=e&u1*&sw=24ej8!p+QfqY9G1ZhXs>sN&fr3I*eh~R^;=a0kML)!AXaDEMe?<+I z?d=w@1k5^_> zj6;aW;-916PgA5}Z3)gbh0@;M-aRm2+%Cq!iFS@?di>^p*F>z|U~Ro|-#EJo2gmim zD?{9#6CM`<(IBGg-@MnBSBTCKh)~qnBp|mCv}&o~f50N*gPlFq=sMy#VMD?C2J#4b zMen;qXCCx3LDLQBJ0$u}eb>BgtV8P6gL%x|kB&9EFE9B~@}z&v;3H?xo`rS-lDC+> z=#v#kKt+U#u>#R&g3!WpctpV=xccs!VLgiqTXxK<2Vc})*Q{mWMcI^pLJ7PV2DYzf zCCuyj#NVluUe8~(a%C+n>1Zf~A_&(7q+B|XN8uSsA}A&ZNn%|30x2JyVVvbbRK)j_ z{4YQ<`SFh5MQL5z$rIyW!Vl>0JHAenL4Z%!}=vn0UiOc$yI1S7Re97^B2Z>zwVbB1^WH(+;P0^oXp)-EbQ< zW>UPQTz>wS(tYtJ3hSQL!*P~fKW=Sxx`3{6EnZlX^Ui+%L_;Brf~cszAra2fr>uN( zgoZ%+VVsMM-ENX`*2WujFV?1~xE$T^c1C)g%ugMoT|i&mk?HW8>!6z=JT3I@bQE`F z6Hr_q@rrWtB!IpOA;sGyl^D2!R=}WS#&Uhn0V5Wagy*>8X?3+uPyITJ^Z&}U?`CG7 z^zU7P$CyVcT=6=fCJ^oz@d*UehlV1j67kYuw_C+Oay31Pmhwv5FNEl%4(@N1`#76+ zHR=py+Lv`l9LPn`ArX}g^yZ#p?E-)vx@_Ps2>A^PmoQk&R5p$-Yb8GT(rDvkOYdSR zv7enCQy~3k8Ey24i9AHG1kThquo~epfxfKr?c0^;lhna;nG#sb87~gwHv;kyuOyhK zA$IMJdAcr4RpUW0HA)fZ|E(l_Zt8NC<% z4^oX%hb0?vcxJ~+#@#1-G@$n+9;N(S9k1+F6H7JdhW3ho%W*bhQ3B(HW4n{!?zwWC zuwF|oH+#Fxvroa{L&8%(dCo)UNg^lOZqhqoC;``0x;dthaP1vP<=}$a0$e``!QFP0g!HMo|LKePSamM8A=O2o?L%E9T!kHd^P5m5v-9D-jN6k|1O%Q`mBw1w{v7{RuX;0zMXZA!SfR5y^#N={a#>Utb zPHP+SeU27VnByjEY};Kb`#a%(tpQSRm};j^T->^}H(Xo3REGAzKmQO7zh_KZS{lh! z{rnUtKzO|zVK|EtOadvaz`p*fOkEOH((Y5y8u@rZ+XGEz%`AaA77w19=b7zO9V)N4 z%3zC5#!r@VIJo-B&nNG__%RZ))up_7^QHyJ0#2&^&Q73Su65y=zUQF$C9MW9SclIo z5^>;ju*5SuM+Xk|c^aLTe?R)qKHFF(+=8QA8yUNuWvd7Za48~uqYCwc=!A<44TL0s zN&dt0Z1dVdO@D{dufV2?5n5N~+}zyHZ(W|yT1sYo`}y8_d{_ItHoN zAMb>jsCU#3X;PU8^uH3}jNdL3uS=~NgVjEPU*Txl-P3dR#9&fkz~0J#$_M!$kMdUb zytCdEcP+CISm%>o3_5upc6VEotb*bnsdZ~fVlxa2=(9z?Q0jrLB)a`@ z$j~}T-kGTj@vryiUD^Y5{sAaJrXX9w+L?5l$o8R_1leGIcmDZrko`4q(p%8th+n>% z>5IcoEdKxcX#ITp!-I*a+5FnnIl1n#pfYnY+(cplx(|AJAd^tfP=RU}U;;y_0Jw1q zzOla3kKH;DS?@uA9s2{0WcAtAwfVRrJ* zhzqnF2qGN73~4Bxot=&?sSK##raz9Z*G-JVlS%^?&EUgHz4j1ayc^#a^N)kMCm_;b zbNwEQ`KYb7`6{{JqW=yG_+Y33Jn$RP$s?MK0M^6cRYJfv-9;F?{?E)x?+!c+;#q>w zH8>20qa^5!j}|!e&thgk+82y8!@x5q@?p5ITqr4(2Vpb}p*`?kY^vMo3&WP7$KP0bcm(vEo;aFU(QMDK_>TB; zhYU0!?12{p8EEeHo#j9YOr)@eDz=lOHzvCd9irdYe0M%iV9W7ju%ltRc_^{>F098P zbvvVS^J#Vj6Og^?3kqQ&O zg-s3um}U`W1elC?9@Y)lHu1|_t0q2mi2Vx#|FwWth6Ob2pg(`9tF0ws0`h$EG}*eR zE8`&P&`DGlz`51{+5PcRXka0D`L(PT(NK(_YX{92k@`I1Il~yp7R~DOeX~19G@nrnBOkz0KGP#1V7mMM>Aw*k5z!(%{`Ki*sLK)t{UOB# zIq@5wFl1Xp1TH2EIzE2^^hk)Ulq-peD~XN*nqlC&NcjwY2hazBqk~?DJbWVlf>YJ! zFYBZfC;lXU#Uq$~Zhi<;ZJT4x^btXwmpJ;QFo^%7b%8_he)ryTs?qw0i_4u#A5ii} zqpc?P>nLPCi^QZY|Dv${-dmic%7F#TyS4Aw>fFkNRQYy#`&jQQ`>BOt#jO_t^GeRA*l0-e zhadc%`30pp2jH-Q+iBIR_rA`|90EQGxbd511vOpgU+MC-(WY@Oeb>h3W)37Oz=SgH zB1!&po1p8Nc)3D^^kq&?PVjP!%YAY1UmTiclWpqHA1G`{i3{}unZi6RD%`%U@`kW7 z*jK4#w~s|6jo;^?N1yx%bN#-BJ)dEll%sq)aTFtktHa_k{3?Amz|rfx1QRXk4ZnQvzI2a|tB?u`q?*XAeXq#2r{KiTJ?dam0dj z-G2yZl4Y4MGpG{Zf!4J3ot*FIc)iP$ud1k{qUx3Xt0*>zu~$$od7s;7JK=rr-*yz7 zW6P5?tAuuNplE%4b^&h1b?BI;Al2&c1L{iL#PP=be0$XU%SX?O+F!bpK_#+6Z_?8r z6+Z^IUTHAq*L--Uj8tsn1Tp@Au?*a-hIVtOdThp-F)wm`3H~ug2Dj{PV?a*10^8_& zPuOI}kFJ2w)k2B{^qK+~*xla?qGlw*^wCpeyl7~J3H15-PH=Le!lG$sq zr1Z~PTteNfIt0w;LmSqEWjH?7RF%6b2PCiNFucojqgR> zy?^M5!BSC8Pk?Z-KxhKDBr%50D`~q}xT(AtGgnW%fbZYGkA=5he*#>th(;1JWFuXD z&Uh;{22hpmf!#qU4y&5@`S~7pumLA!+igS{!K9Tw^EcN?qke{XMHBWQutj*-Bp=QM zF9<=R^hDKFfss<1w;$r*Y;UKu=flyc{2dHE+)`1lmJFJqk{+7OxaF#OgMlhK;ap+hjx40&3lbe*46XZXm=m#_J^dr16EI3a)}z#geUM?;|? zVG`NW1lalzHI){ti%GRrR#l<(ibPFp4PgJ-^>Z|qP1En48D41Xr~_{_?Z}e@t4VJ1 z>vI^szr{~uTeYeV_8TiGWX3~Wa8Th^wYGBO{2%cT&vYb@h+om33De;gIQUw8g|FuI z#Mu?SUR|1~LBXa0OBBS8Z2mM!@zlzUHVsjb)@z~v#cct_*7zYB?^BpRk!l|%6Of*- zlVbQP7bdDMQE~t3w!KsN{k}L_imG|c$#9r{@uIkHz5c0llRXRsDu?AWv0^&^ycQ0i zabLYvZ>DG*)ZP7d2DecH_*4eUq|VNzyFXG>QzOL$Qy=Ma(1WwjfvG2~Q0mOTc6zT} z!FNyq7UYNz&Bc${v+cS5ep(%$78DR5K-1hg=Tr|#2?;s~Jok}81zdcuqGgF8p0ZE9 zF;ZtU657%kb<#uIKVz)J_Rjn-0mn~yoBlIJScOh~|GXN~j8}#}t9*9qM6p@Bi3b(* zO)rCC{5h?S07+Zn@pq?Z(92`mV-{Tc1SnYY4w6mw>K#fS-ecGsBo=ej~`=^GveE3k))bTsI?6a_B5 z;^N6bCbmUs1QV)Pr-=*S`X`=RTfEl19x)XzI$jF^6r+T(jZs2Kt zzx&j;(2PbYsV*((wj{t_&WCz7{|t^?5tz&g49`@yIS`O)FoK$!RK7%6fg-DP%b&(( zM+N_x6H{HjJU+Q$;>u#|1GQHbZ!S3PY)S|p%4z7_t)jmZdGhbzyL{p2!Nik)1S2)_ zuN<%zCu+vH(cz}X7TlZ{C~yJi^=>$(|ty9N5jneJF;D6U8meCSHENNmF3hwP)C0y zlN)+Lb|}b0AmQ!HT5PFsZ)b|Ax@bIhF7^r|irjJSj~YVh{*IuOEw2x_skoJ)oaZ~R zKI6o*<7;?1^&=qv&g3R;1)iQ;VHbIK&?T|vo^8Vt1=#raH}@P5cjW54ooQV6FMUih z$d;1(QPFkHKw4J?C<&r+v|>`_IM?eh!O*^6lzY!i{ccQ+-$Ijfh#-I(DNc+iSA_No-~cgv(uzVljH_ z@J`U~Q@PdwY6Y{9C`I5sqYGD6KV8cL?DQ~^5LaMlj$|`>v`w~h|Fo7gla6ylc;{-; zU2$NM3Gv5;<;zM3he2P-0Kpu}X*=fQUJrue7e}tu_ig^4$cCClJmna?dI{02d$(mD z2T` z-%jGDrc(_JxCrqAtTrgBb~h0g?Jj>2pS&>J@44pTIyzy|?U}FfG_mj~d*p_Bw93bE z32|>Fh!=(r;82kn4qA|JP>Z~pnNIT46EI1twRLy z`@|^&WV+XFg`^sKB(Lci$ra%wl|5v*!Z<@ygWIY8QDzt)q>9u~P3vgH!5MOD67KFe zMT=1vmi)Z>wGDLX#b@_T=LhYwN6h(t57f%XhTBNVssvR2{dMOW1}=i%Fa#iqaC%5? zN6oqKT9bJZfIhYKk3HjI`tost*B+w73}@j}*%u!962zkk4Cwmjub<3#!p2@(lu4_* zVvA?)4<_~Ct1}(Z)7aXhy$bJ=#zr~0l~CQ)qH3Q2ac01!bsVZhxjhk@0VkCJN2+D< zHW%g^MjU(ujTJ!>@M0D(?pA7gW0oCl<7+YW5u}gh1Nl7w!imd2l(Db;kLH6Wc%EclU-}EeeKWl{)a{`$scIJ z{k5!>ZhlrIG3QgFW_*FqCx5R9r~WYb!l`OM;ob!Ay4Oi6BIp+0nEd36ORY|pZIcHo zl&HBuLUE_?_6$wQU4I&%;GwN!%(Idn{e_ZbrR4Jakj#tk9k&vkX|0NX6ef6;EiDRN ze#$Y2G*nG#k$!M*FPg~>NV*khxtS)R*PjC8cxo+Z6<~ug!&T|^-Q7xEg^Pi08i^g* zhZG8rZZpbP47zbigOjRFrA{q_l${w!h>?V01b1!pe$=w7FmdhnnHE6g;z+y_>QIp7 zIA+sG9&{uFUQb#qkRfCq_t^;>{xxd`=jQ-C)Pj4!U-p9$(MZkBp7JblVBRSt)w~cZ zawJ#dL%u|y1ZOMMf{_>+p&EFiy6E|!pB~uUp$@CInK*4WmYwgs$b1T5k7LOQZRm-T z6!UugfMX(fzx(wqEQGMri5SAk5@OIzy`GWfR(wU$JQKNdJ0BkG)i|*xGyE8DDPFN~T+fYUCdur3+MH9Vrj6 zO8}G_@R5!rA1*^dXW=gxy#0eP2X9`WT6#@F%mYA4J z)BvHj08ycxj!o7}8Jufmiau=Z|Mb>`$958MTEC;erXI7Z7q~3??lIscV$%rPn3OxZ zfPvaj$L`|{KBqUy9OL?w03wQb>eUd5K%+6NxWR=&yxxt@9`v_AW5i{EL6u%q@j!$> z`_Yz?GS)jerh*}OmDi%fdB!Uw6h-J1$jN{zj|W{XN55+&To$(TudZMdQ?yBi+Ikxl z6;w%HElO597d;J}CTalN6URo{nbjB*?P*h|p~*CP$pwt{V5{vaOhK2y{qO$=T}>I% zHNj}%O)}~;GdS!RsvvSW=ve`MCr^&G=m6?GajDM<_$E-~lJh~p7Gzn5vAWGWc()0? zN%`nJDQ+25v`xrbGETL+W-Sz8EO1Wsu*0yJcw|C=YvX7-5inQY;T7dRD zbM_1ab<^7;UJm5jEOb*PrT7SVR8axbq0WU;*j!-2Kv=aZy@hYy_69}L71Z~e%NMu+$}x;- zanNI}<~;{T(JhJ+wG)4zP>k z#sjqzCaeULHgb-?`TvzAhY^|}n8_7nUm^7bZKj!hEcH+E$acbOWl%{(2JE)*wWygd*Xi}WqS1(4T1>*hZ8DWh;12>Y%eXG)Og`!U7oV^%=;D z*<3bD3mHC|oBg>b&_`kWDr<)>7>b?JZc;+P`w6(VG*iC(cVCQt_l5n2PV%;Oho-)I z^3>5)!PktDbv3ijI>Mu%9@DzHpHkD)wi(8MGIb1q!F+C`HSEQkNt|V1(%^AI2{sMj z#E=X z-Or5{g7s4cz~~glQ82ro&pDA!wv!F})Eyj03q-txp*FDcn?9T}ef!GwpjZ*(ePL#o zGp$};{j~@sqmI;S^)=`KfPYT>`qk*s4%IKL2pXoJ13a<;ZH4T2g&Nne)y6;!0Z#z^ zpMp*0#hEde!|~0QGe}JTAnOgV&EN`hZ_$txw(rLtx2f zE`?uDODGhK3uldrI*(BfQ3eig6T>j_xxtF;(CY65}wKquQV%C5FZnm~wN# zN%Z+|1mR#X=LeGl64R4l`O^!)t43f~e+!}t@tVL*d!~n2G2wp2E>M>tvyc`?HS`Jh zx`6+GuklgQFH8fZyYT(9;|&o8a9V)83&u&{JO5LwrWc`_p!Z-?ej6H^?X2&L zb~rUO`Tm$r`(Vt5*m}K<+w!+b@2O8BlnhN|7mxx2!cPAs1(wXL0<@qVPo%&NyeMDc z^MwdUTpK?-EAw8{ln{lm9oC*#QjPe|_32nu!*?+I7}$j`{E2HrEhl6r4L1~(;OS?D z0)S*>M3^+2s?d<@3t8LDc9`F?K6`&;woLb~!HtDuX6V_tg4-mn|J%BVH(>3UK}4$F zMq+*TIzfRBXLG#6D$*cYvb?Kq_WI!zBNxuwsnshEpRlnv^)8<;KGNt}FHKsPOi?72 zh-6IoJ^Hm@oSUQtLrC_Czk?84bwo*?J3J@`&gRnGHh4n%mdwm+oi-d&hS=!Df~FjU zTyE#`G?nZNEFag;-iuxHoyDdgtjJaN)&|HjA|(RvnP6&6_>4p#qc*w)!X0Rgsgmg+ zD&!Xh>@jVK>U^mCv6INGvB7ir4Jdbn)V~1Rv5P-c16~62 zlEq8AoBm3jOgckhQP41xVaXS3Pr40pDW*=^3|l_TDzTB51*If$NPt?^c;lioJ)wh_z&ttA{DR+K-adLgp_Y+*R!jcD=as+QvqFQ|l7+s}UOaA0as{EL}pvxZV?`NUKLtMKioCAxG|fUEGXf7d%}~FJ>`3FKB;x9-tYthC3$lmV;RmYvK6( zw*$o@i5K}Mog582R*wDl2xk$qv5R%UqdAF#mcq=+T7^N5JMI|2Kxx<8HOrDrw6H3* z_LcT(JyoE3IIJ>Dn5nPy)s{<}A#ptNQc-@Y6BP#W@-;O#?*(9YG2+0tbqCCH0#Dpf z=fI7I3{?5j;bbgmILB@K^G1?*lT4Wo(h7qXWw;aqBs*LdAz=X@#23`48@HQ}ci3@C ziPrGz;ox|p%nq5q8={d28LcvupgiI5WCbAv#=YUVJnlJP70QrV9W&%Ng3phf5~fk}|&Cd7OiWr*ven*R+K$F$qr(dZopEk3Z@~>C zo^wFiHeManb19sCaFAUH=rE^F9|ZpW?ZDyCgGXN z)h+iTqjOhwec~NE-}zZ0Z+iacg>58mDB}}5wRLq@P)O7Oha-e~_377w^E|N$p_Ze0 zqU$vxB=@+aJi05i-6Ku8X{Ir|YbK+8WTv0N1yd^h^JMeF`Pm6EBD%=7DqoA7BYkx+ z|Hi>@!`1{Nf=GIM#-Fb{FHXqXukqBQ_X!3NsIfUMNJ3xq-nEVS} z*i=^=BN79PvaKMg?!Q{j8j~8EVIZ;VNJMu6_mtC6r16IzVD>?9{TG%mm zB!=gkaVhEPsMiAUqiF&H0(9Uh1{?nqu|N86*Q?5?9roFIAsDefD=$PNlSam6{tM@b3l=a0*^h%~ zpT_kL@x9@kQdF>-pT}NJ{Yh(DQ%2?sf#{CO8v!X)L}!n651z7-q5_SKI!4{d=a^9{ zKnCU)rjARKGRo8yj7tPRyf)DLcHT`G!9t<(9z1)- zT+!>YVr#tF*1$uD4h?<(e(~nbo3DK#%7eTAvqt<6n4!M~Rw*y-GO?sfh>Z;b#bxFu zS+VNc@%-@T*}qSl5iBA&D^&^GnPzIxeex;mh`X!IIqf5t2%>!Zq{`8*xXyrOKP(iY z?pj2rK-xVX9v;E@6bF^l4`xD*>Qs^H-+tGV(}nYE#8k;TD-te`$_l##i1)5_G8Y4hgI&l+*94Z`C+ zJ(V+Kf1iPw;Uz{6%F=9|N)KAnI`rr?%4H2RSix~_H0LRW0{#Ky(bq30VTY0b?6(!9 zl&I)kqc;AfkTqcLeUgz#B3=eNosiZZX=}>t;&{L+a5!NJg;wcFVd1xv0rP7hAEBYZ zI=&W|(Y;<_VPUd;l(2bWWwp=HaCN8msBDO!s-K@9`qcVGvxF?(Hru{#vnUyhnAl(! za!nLjgU2q(l3dJKaM9h}Ejpv!xuLMAC^b8q4fGJu9-~;e6v<&{-(2WI5g?cLsiJj2 zNR|AV!tY=1bg#(2WZ1M0h+j!jqY}?WtSZA+-1fo2-o8z8a>P~^=mfYbD}q$zr}k|N zOf4jF0>`Z7%NG^^(y))rTA#_NH*mV;pbW3NiOG%8$*7Hnmo8skxqz^%>F2lS`}gmJ z2pPRsVCjfK#@djO5Mq;u&bPa_mrg<=EoIdM8YyXMeG`)~*h6xn`Sl(-7yZ?1^{9!K z)`~+(d+%z-tUUypxxJ&~elWG@5!Al%ab4`Fu|IL*kZpl!NY)2kOUt!K%*?nbw5mW* zJ{aC;srFM+3Z(l~d`jYosj1$H6TtZHsstp`)6(#8bH5TMYi?Ilb^)~Jrr80 zIt1*8HH^(8KiXn(t&y?u`nyYLe)i)gg6f@e^~H!zi`f)pPHT}mFJo%|jK)`!J4eIL zPU7>IF9v9z&v<%raO!(`DSc>d&6Ih(3t#!jkt6o5t~z+lsMOXEA2dKYM|GV2==BK6 zkQjCB#l{$whcvCNeo9GnI|4zJ!!BZ892g1(-niJwBer>SUe_d<3YM3vP)IrhS!&cv zdHxT6H|EBc=e{uvKY?f(ng=~2qkI4Pp4bsYx`}%;1NOo99cA~zGi|Gql7zH0tGBl| zg%YGn0ogwOn6X3T$Fv6zSir=BqL+?>ji1&dtywr##z&5y>4Udh*W#EL*|gOpn3py0 z=0=%sdH+5b)1}`#1CTG+@y=W?(b3nBZJ#`L?3kmQ+uGE7Bf2-ulpzaZ#-GgAZ1z{6 zXWka}sF0v)EUc^`JM5~)A1D?QK%aoVC{lVMfY$v6`6B;^VEL?jnIQttU*R8WgFE(2xvLw&V zxh+(&(9zYk8oQec{N~T{3kp6E&(Orl+qP{R>2%1z9M;v?!AlkqAr3zX&;EEVt1d5K z(S>Mo@U8FlmdQzvzF+c(?}zt>c6uGu-8lpC|@ zpPOb2MyN(Hl_m?$s;aB)_bWQH9Q#+@Ku-_2%l*|aC$3{Ee5=+fSAcF$=v$OP7`2kz zg8#3k73Rg zAy&O0(5wKn<|6zHVe62RoJ^UXo<^x&32#>;o})iD{(6>QR1_K<9Q@=D9R)A_lcJ&? z6mROcOgc6h#$Y8c;V`2zJl7v@0%w2_e9jiYIkKCPhAZQn4zJU6pH?B`V#{Q5e!kvu ze;XSyNdNledWVNMdA-1L6mV}tWgb2^%;2TuW9S2wP%jpgfP*G9k|4OR#cXI~#1(`c!4t8-h{5#J0f4(DJPA^c!W6yVuj*il(=6HENNY>e7W^O*;p5%r@ zfghn}V$!CkaZI=Qli!TI#rcKyStzaRD=GqUFqFY>*?yQLL(3Z^4X@18y!u5K3tF2L`m0 ze0rmmP!j4MUjTYqUtN6>aP0v^G*sGDlr>WS@p}#TLH?@`MKo0S zRBG6}A0vRHxYh;?w2qtQfGEcmC`Aq*KAg3qaL(Y~+7l;EaIaZ&(9F!t{`hfCTsUeg zjkY{1kl_;@!q;^TgszHTv)2+KXU$!>yYD@ zvfFF^O`hykd_nRgjXLqW{hL|0vMB|UqR37#^uPZNyXfC?BJ>;MmA~~s)x_q2Ewyup zEiG5#2|AQLe*DWYKztZx#;8ZC$!5lNx3Ns?{P~@Mbt<3S?Cj`J-Z(lr?TMQ%UtXFA zcCD(Xr&n%QHrvB$WMpLh`O&eazHR-_AQ^t}-~oj~8$S1jH*L7O4@xtU!{fn zLgzjG!DRA{QWu+7ls``1DvF+!RSe2(!a&8oAW)QHow;F)AJAN!wZ_-xXcUvJ1_$vF zs`1~`P!K!Fq}kW^h1wesl_i&LS?zQpVmo_!sR$2vLB?!}Ma4vZo>>$Sho`qKB;1?NT<#QZZ4M{Epw>2s4 zI2tx8sHLdU$o7ppcZ7ydlUWKF?(7t-=oF(6gK%s`ewXK~0?QbjM%r@=@m}B)Bv}Ac zssqBF{$4{v1I*tb)a#^IK+2JRau>G?o0#OF(SH6MnnuuD)Q%rtucoF3A!4UPsn754 zF9Br4z!F;wcZmFk8B6h4QSfI_w4#9^5XZz&i$sVb+98#8+y=&0WXIpX&km0Ak-_IaUz68i| z6P-TeV!L;nr(~B7N(-)8(`&Un$0sf!LADpdKDh#v+|JHU++li(&<=MB#=aUTLQsNn zh=|01)TsYF7kCDFi70{K&QdC1Kn3DL1QG`wh0tPsNnHz5_$?$}%RfrW0Gcc3 zVQbJJ4AZ8A|NQgMyJ3`E@6dJuE6vJ^pjB3(!!plQ7-}UR8;5hQR}6@CzUUnm&U02`g$=mRL(9gac@^& zs=1ewa|n5wE;mWxw{P!h@}mC4E)`45M9(jH#uQQBOGKGYhHEHXsA!oG^!szwk>N1{ zL@oy)poUitGrN?$yj2uLuZt)hFb8K4r{zp3D_iR|-dO{QUbqm1*Tbs*-q+!=F}cTg`}_Mh%E~gJ?L2nU!C^z${Mc?1$x*W)2B=zC+f(aM3CuvRR=hSx`DCl0-5az>b2<2M@@~9!u|GNn*4_X>M+& z*xA|f!xtJi6fB#cWz$5u)0Tgct`!qyA z)q}2+TnO3?@{>^+v5%BS0+2!9NKBl_pr9J0YJUu)r@s>A(0X^=m z6)hODu;2>?Jv}m|mb!ZI>$WFET2H0Y6T&}O2Y)pR(b2;BYfI0=SIPb-SU`3toM5Be zp4`b=`{`9J3Fa(he+$~Sd}wlpUw{z6RvcAUwioXqd9ZlIv$M0JyLYdFGCKrzAu0tB1&o&h0 zVEc5BCJ^s0z9uw>1VSU=v|`@)&=8Zk`PY3X?qmNtS{QW1QuI_U7h5@B!3@qcE}j8{(f{+=;!dKY#rqItfYz zy2w-59XLFD{W>ox^VV_IAMJu+H4)bTwA&AWKRvsCiuk#q7k0jF4I747l?Qf^96)#(n8fi zmrc5t?#VwV%NP1L+kmZ!UqiqNDSNJvT^}&P+Bz(gu+pSyu#u6&nYK74R1aBrJ5Ye6i^D zELPkSf&z$c`0&012ble*A6kj2sE8nu#;!$wwN1m#Ew}PKzg-ibY$}agdkw!G9a>FI zw9xoHDQUl^wrC?N64NnApeiaWQ=5L_6cl53H~MxU7x(z?uxTDWDh%j}KrE&FX(qUF zKuP`@nFS^$b|zbm52D4W1`96b{{0mQv%@v=!7V=f4(RH}RPsIM;B@OMiv}Ko)HHoQ ziQjG{?7sz~70s6a`y%qcuuU-zGwRCs@}v&<-`Ao8%QWi_sr#P^k=;naKL<4aq2{Vt HU-*9jYVrr! literal 40894 zcmeFZWmuGL^e;MyieP|*NGKu_($Wo*5`usr-Q6WE7$6NI(xtT0-6hf`CEeX!QfEEB z|Ff@i?Jwur-}eU;XPlYmx$kwawSKY2?}eQF8#y@X+8Lsr>pIw2SUXsl>OF8Yw6iz0wqj*`!pz7@|G>n-!N#74 ziOKSR{SQWKJ7Xpz%3^j`PhVmUOgC}I!SK>4Xfbr z9cyi^VBl^T>dNKdx_ysoXa4Tv;1jodxLu9>IqIo2{_k;wuaSFYaPGOxP51wfO(;uS%Ghn1miKIq-O#ZcE%EI{Lc*x42)nh!QdpCjs*T#)4nuw>9;2W@ct-ypppoUC#J;Xa0D@&)W!*sbsDth`r&-3H-hm$$*fl4VDFRsad+i^uXZH!5V+~=on7ChTigbQn= zPIUii-_38#J&_`bH#0lS{pK%QO-;@52n%sgk=1xi03j1D9^QxabZQj8>)zC6?FAJJ z%jc^%iSdagCO&Ot-whJ?INN`PEQVTknr_3#y|rOH2?+@l@+h(heQD2k$4i|ywMa=x zuU)^6{@}@zP;`u2zw`AadV711rhUksJ%4U^v^5>aW&0jBd3I$bCO7EI7yN_uQHfX% z%WF4o6p;$r&Rnj&IOkPWRb{gpixPPASI5}csr?WR*A*Jr$9I2nG&50c@bcYz7YC!( z1VXCicB%72^&c<@gj|m2BLgfp`{V?bP==i`?EXnKQZh1umuNm>2Wi#y+ zMf(!NZcZCS!l?{b`UUPpHD~+aKv~Oq+WXRBiD{qs@<3+f{C>CKMHZ@UHMcg0i-(8S z!^6YBva%AFfFKps=0oP8@-?V*(nDQ7bD(V?^A&-ZJbqYfN+1cREE>M2r)R3|Y?FU> zc6M)-i#;VH<3{jACPZE+xemG4Ky;@OhxNpbx;Ka8#@rrDzsXTNuUB5qRb%sQp-?{9 zWQ+&=jed*U&1BT%ovh*jLgx#zkr88V$n59wvSt(Q5_U!L#*?6ADeEnwMkdQ@hLM@ut zGQz$qlDI`8~~?#0AP!szjO=_D8IRH1Qq$)hNgm6a77xSIZT**LCH*cxpsv>&m_WSyP4 z7P}KmHJso+yW+STwx$~xnj`2{h2anpu^I)=t3cR9vlwEjms(Ns^H=xVVv_$LdyG!u zmFFK7b(e*OrKO`|Zf&@53}UzHXeQt|rZ$GSfsoA`|}X*3js_uLh|@GuA-}#SRfa` z#mkHSDKr$V4zA(|B5SDFoUqbyUGH#X{1GMPyn56_FPuhl%&#~ar)~#Dh4i%T0 zcR%I?m=ERYYE(G*!Fh_k$Lsj%%a>nyx()P;yUK#_fyhJnfA=TDTZFIK(tSo@k#Ar@ zULxn>isH6k(BX(hyM~1|vz(r|0GD74@pfec9>38Z!H}$4XvB9k^#NtVM%)xc(hSK+ zrP}rNw{CwwKk|nUlUh`E+WNB8OE)5(K=vfepgw}5goB4?-+pqQDVHeV?ChKeoAW1E zTMiB>117`U#6&U%wW6ua+?t2f)ajy@*U3e7AEDt3j}fe`ue+=l4|2U;!Jl;B4VpjN znQ#BDUdnj(cVGWtZJ3nTF;FpGHs5Yu3J#H1eEdB)2STX|svFU~PK@iLrHjXliN^gI z@~4n1P9fPsB>61&rS}z?Dnd9a8qmWP=xOzbY?Y>{r=L3o~lh zbWnuw{Y>C@dnO|@m*{y8Ddy%4Qm#DFZam>@-_dEjGG2%cpuNNwYi(_nzl4q+zR(#< zXH+I;A!3ttRMbg(ro2SnM46i$WzJ9IL6i8&>eh6`RLCO2>8aZvy+L{HNjgVG@ zB;{;1Z^j=-xm5%O-@ku%c5#u<)v9){_AU(z4{wZSHO?z6OolX5R#t{zM#ab&Tvoss8#h$K>>GSV&XCehPtu`htvpTdn;$)BwcrT*{P}%psgqxu6mp|KUGc@pSy{ure*Jn$Y%nvxEEe@+!0cQd zje7I7{Kefn^eS}_#qInYNW=N17P6$-pDfdL=B%U}sMEP;Bw~r6x;KQkEot2Kp%g-Fw3+?{Y`YNXgaPT)<>OMa8T!#(pa zIwuDH?pBU;p>-tpn3zmdxs(^@(qKVH7}omIsv9TiM}B^O{hvQ2YTezpg}-!6>`GQ0 zj;abhb?ZsEYALRxJSv&1ef!6oODYL_uKZBT3TpFkQor_?K*#h8j?~DvYvdbt{z;$q zx}Q1_-qIr+!FoPkqVc?4ckge*Wfv}jG64aKK`i+R%|~eT)JBET(vgh1`uZX-Uf>)Y z9Q4MLi#~xKSSyzr8a8-JzSiT+Og%&Cntaic0Ym!*S972Qu^m5m{KeT8t0Vci{OI`w zSB6zoanf=X`F9hkKh8+&cx^Me-u#aXKk^X^b@Q*q-Rk3BTm(!gB+wvwNQ|zd%l@Q?XUh=~fYI zPlt442Db9d;=JzqCt7|eR`I)Hf#w4r@c( z5#5yz%eYW9A{>QoIP34qXx#H+N`Q*azA4+4)Fqqn;$OD_!QrYS7)}R_$QzE_T;i z@&OW|M!$L^uj-Fk@zBV~LgwvK{pMR#atZG3cm44s;J%>ACiM07Et?ni;+$~)kX!Q? zi<6TR-URR#-@%Z6mUiuZIl1o9nsi><;~hf{4UM*x>;@m~zDg%+qpmnfIN!E*v?{Eb z^x=kU!oEMK)s5$R4Bg6NVj99TUwvQ9{&q2?TU54q-`qzzwS|RO{_U{ELcG(2?oThw z2z~M7&@gJb0$A>Xf&zMNC}WVtRJxd;`a`Q*P*?~{aBH*Xgb}iacS0h&`JL-`=%;@9 z;gtq`f0e6soUl4QU7sWtuyfCRFlU@WzwG$U7;P|hg7bTLIY7|n(WZg#iqxM!e|{z> zx46`ke0p{`*%9@m!OjC(F23Ck)-kuuYQC*HbeUL=ppFii_G6dbg?z*II}r@(;;?zq zT((K`V}OWU_Ie~t$1B(Yx|Hm_&4EU~rRAB&(KN=@Tcjhf%kAdd7$zH_@c;yRrO>Ez2D+c-hKA&pGONLZDwo}(opz?vI))7Z@Y8odJNjW zJVsi!NNtbkiE20WJkvg^k2i>fORdJ8567J_Z{DPYJ^+%|?K^kGg@jNyiP^q-UYzf3 zPEPikA5OS!K5^MGNO0egT^c=4kLTNl^#lJ>P3=?(@nn8KiTSvm5!D<+O@K<3@8Bs0r#{0!H5A1NcRXBg1!`r zBZd$}AyR{3#S9z$364%q)IVqNUH$M5T6<>biljp{VQH`3ylFV_L#gU?r~S&z`tNV( zfJ&Qmn19!LUbx%ewGM9AVP@8;d#hKhS!nbe+IVcC&57#aa(il^H~6#FOVcbzOT3#H zy)tS9CY_>(N0XO&ekC>w>rMoImxbh=WK4J>rndwwV%& zVKe>tLn#xgvN7CMlnfO#V_nd#4OO|YLV=|8XL|VXJyf9CjSZ~_P3n!GoSxgxnDl4d zhNL4ZA)yH2_)uR`PR6S1{nkC6IXBI8*?U0!_y?+AldopSvbiFZ$-2|vbfMph zL5BA-IW0W-$KOY2Rqa8rVA6h^ABPwzjaVHUZhN?u+m{Qlva=Tp*%92nT@RrI=qG1> zs8fAROjHyu=qDtM9uv0y9L-phP##k!4<6Tf2sdsXN~m4#1JNtzuCfuC~x5w@slMue07KT@g3pX3jomQV38yiFB^{>jM;cQm=Tyjxq84GQy z0ZaJNF(mU=6Bc`J?pPiH#uSr%o!-8!k?yg{3<`eZ8r}7+A2%gYn|f4*KaagGE^OEz zb81B%+T;ZUNY}V%`X}KK5w(6I7r}b|ai^<0mXm4n;m3=FL_tphrmC$=C;(yH!1)=R z9&JOptQFmcby4{!9zY@@Iol#_1_#cXNE$FMLTq61JMFJ1J$(4^2$;YO#q?mxgHZ%> znia=DVDyw)PYUPe7Z*2La4hmF!07sFBSMmPfZ zaartv(|%;QyS!Brh3|d1SljwmE2Q`PX#80ME+s{P(1sp|8NvRkM&7a0-7fL{%~iXE z>ngP#Z<3Oe8FIUUmJk;g54|q5(*-BCUku~xU!PBq@)B26j@zR0+guqi30&9CML+GKk0I- zgkQe=GJmu^+strXMp#4yNlE~*3=9n+qJiAu+wWKGh+%K<4JdQnHv^KVzOY+BedQ4C zi|PN|wRgsyM2s;llWsNtVfWoI)$%v^&6*zUA`yt~M4Glk;d;1Dah zg8vL^1QY7&gy7;C=z^_{Aw(UPe!qh^oSL2e zP*}){P@0ecP%;U8M9DqRpn|~*i%GRhEQpAMKEf*jc18gWMdo?>1eig_{gW0&WlKVW zN}MD!sg8bF2cBfVqZ{{TEB>UuUa=xo=;}S$_9%#t4R68O(#*-pyq!9~hb19V(aS-^?6d_M67U6 zp|`}Sv~J(N4SAU`>bg_qT`A&bgpW&+4D+|hETeiJ^NY2cuK@_h?@F0>7#SG>AN{eb z$(YuMa|Iczxxlc!%x)g*{{8#?S*m>n56iWxUDrlSbL-xqp`js#6wo4&u^GTceg8c4 zbB0!S)O#G_s=_@tz#r<{zPr;Nt+iEvo>})tuYsLMJ4ccVGf6J%^Mtk$@3)jw6%0;O z`yplghkvT;M9;^@G#E82L;<_?E`(~UIQc>l=ASKb1LMi{q9 zry%?m0ZCoC!|&^_IPCe+3ny>p(4KzSB_g8!eo;^2T<*Qms9J+7HRtE^2OXiSx6tw& zMO8uvQ&Q4y|6wls-MzUY>@CMZEg;fd?kQWK-%7&f{+ef>Dpmm-8$GVc66Q*L>MdpuHOM%LCrT|nKj8Y(uk}m8@hXJw9K|) z=_&Z(8B8 zKNbbTO#*JuC-970lyRrp^*r^7bnRbkW=IVE9M|$?xln3M*}*?Tbu`IWwg-3S9~|;> zZWXTDdGrsdlS_$aa9C_n>vL`0HEY09m2 zKW5SPJYxsy_8|+)PQ)Mtd^j}l!En|J%?BCxT+b|L5he+UJ;ok48abpZPEYixNak?d z7;D{I?%T`=f>W43H2QrV_`PttR}($EUN{4hNi;<__fym<1e=_40utljWs?l{=G${d z&WrKl3lo4S0qd&mtM_;url2sU0WIn5=GK?3&Iw}6u4a1Q z@?CDbN5DE50s)YvlK&on0Ek8v_+`qO11x&Ku0igK=CCA2GLRhqK0dqoAB5#E4O~o( z)JlS8(ePYA8aU(gnbYH4r~W2rLyiDk1iW4cickpN35)asaG9^4-(zJGXu^zu{MM*) z&VQtfMgAinkbGY)?^E&McXX}88Zx~s-`)6EGVr3<7Kqe}Oaq#RkAq#$t?taElD9PY zy|BKyD*mzc(kHA3B6Ue`q3hoswXQ|8S?PaV@p`ohXxcXDldZ~)0NEgdmzR$Z-W|u} z*mKCRe1Dgc_f`f1wzh06EP-+*W-+)1M_&i>+Zd!W6j1FoCmWUORFshaC_!P;_Bc+h znlSTQpQt_w9=*$IbOTuE$A5}VO-+Fzs;Jv$HSWScaRL1WHp_=nI${e}_s)p`x#+$D zTQt$BB-blNdz3e|+Cbev{YT#qCz#)rVnYTke-3nxkLddIKH`5n69Ek(qBw9nZ+)E~ z0{&OE)`Q=Ep(Fp1CknI@o&A*ogyDz9C4PH$a#;9!RXKuD(@gRl)o;cQ4;Vw=ASQ4U zCMWO>bPfbE1~UL;loLGr0*z_UHxZ1HQtNI|m9WMtf!TK5TY3uR3xQ;Q!NDbQeaj92 zCVVjNJHG`EwFi(a!alYigJ`og^#Qv#N$fhjB-Glx4B+Pu$U7=p*hDN|@WHI6y^qvN zt)2rVgXnz#`T~jB{W&a0m?2<3hlMd5o~0E7|Eo)P`;Ru49z#P(l^Ki;y|*n z-EAK(`yg0a-8_+9Xf|QV>cE#FN?P5cMu>Qm#)- zHAhJ*4I7{ob*9h+dVIb0{L=W+SRJ7qi?ivT4PyeY^oyXF&!Q3l}`anFwmzr98_~ z4q*Imj4eHXvzFhiQfPEDSv+V4VQpX|B6d-b4<69b(P=+q^1`vv51uU1AM_2Bq|h{< z64twO6J0~)w4dMkyPa?C{q|pv`|k41aGU$kwtc#R_9{<4k!(h);NXBTA{35fBA;SG z_{*N29(t{+yU@dcv<640c#m&B{&07d!GTZHVIa z`|Hzhi?wG5>Y#W!1C)OzEv*k}=mrT#Alw;biUw%HmO<|Lr~MA)>t|_I#|&z@1p(sP z`GqI91wW{{Sbe9xC3%R)&X!P$fP1TeDx#n0Uq!up_s+}PJKz1-j!HJ}+FMYmfNO2A z;7A5ZBo@G;&CD-MV8is6$=8Pq)92k)RPMs5r-c1x+Bp`yIAsM5Y-X-CEaEcg+Z)F@ zwosUvnLh!l>V=KbtK|equGDJM(8yX)%s2Am@mb8b{K9&5{pRNONIUigtlh{gn!<9A znGKN6XdW;y1Xa5o!r^ED#$b7}*0aXzXH(Ncgoqzcd>6}wT()wg+0c{R(ysC9sTU3C z*nFR?Rm$LVtIiHa=jP^Y;J^S8G+b&;CJ{{fR30B+tloqTbl)p=`XT&HUmh!Rd7ks} zyB*B+NRTylcVoZxx$o**Zok-@EP?I1zaj>rh`)^RE}*=LoeL4*>G+M9?>>{2Z5rhC zw4~+b<#jz+Yn=@d>;j$od3OT;G6=RH-Zh?UfnF5?C|&(?Z4x*hCLNVZK{Q^T7)lKH z)SRjr(JJE|nlVXVaQ=1M{p|GaMej?=^B**lC^{8Mx7n=e1h);{)j!#&I9{h<&_fCw zmKC7=!V-eLkd&6DASbW?%r(9Snj(^-Bg{Fi#(ZVd+ars{g98GtBdo}kE^hAm+^w9R zF%^ci0W(P%8E_m-BPxCAI_Q8UkL(bXh@cLj7CI6I6Jc`-KzU1ebD+9WeW>-2f?~ML zmIAa+-If0Df%o}ifXOdwQL&c&vy-4Y^aR-MrL)meYvbL8PNZx=h9U)A>~TC#7{kG! zMRZwAo__L!dTU$T&w+tr6-%gFIe{AJm0gc^o)w}1M@e>c%vYl^Y&qFKa^JN2=5?=&Yd{OIg_gy88l;KV_TpSc%1#E@fU_&g3_#3 zlUo&q;&IyOz#wz41MUiu5?o*{7#1PT{eqQ6pbGdc@PJRC9mJ&t@)XI!Otq(IgfS1v44o-zz{wLb9Sqy!8teD1ZzaS%UJclR!8JCc-IZL%rrNBV)TldTF zFCA9;{h&YMmrjwTVORh;2%uOu2M`}U9zP&I#7=-Pj1 zh{?CKw&v5@0TEv!^ zy&o}u3N=VfN9V!omHv9j0@T#h39c)T+pB(d#&XVXZpr}-H!(3`FL+a48Y}aQC?8F7eew9>%z>aWA~f_Jumj7>%U1+c?CtH# zL1KWC!Pw(<-Uh^sEyx#v;uOdu%z~Rn{z*35Gh&b*fgdQh%#GMs`_N;-Gm*qQPXnuJ@3@A&_X)e_Km4m=fb5CGToA5OaOu&wro4C#@8uWdZm9JC z51Q9^(G;--(u^p|@i)Sc;X1Py4nds> z3tm`^NJivG{OtSK#%>eqp4bfU`Sav6xyn45p2wCN{HYS_|Dkv)*s}TZe@A@g9h9`9niZx0hk}y(Nn(!Sr z-y}(*yNGU!`*)#5iHG5DST1(64LNy0*&b=km2$OPo zR2KIv{o^}>8p+r%;?Zfcr2mtCaVw&t#3H&{B7O9K6LlPw4e48FQZ2L@CXnns;#OnG ztrDmdmQo#;g~sCnHnngydlm^1)penbODvb^L4bdW%ae?Wp-$3UeASg>x7kE_Y4qVW zYPVRDMd+(97H&*vRoxK0;ALW<{K2^Vj}X|fGgaefvI^EYC6p+S`P^CVB@;;Hjb>>+ zV_^M(ku!3bRg0YboChgwM$b&Vn@u9#P|^}eqOu_tl38PD=h{tJB56v1l(s$E(!E6{ zAY)+g=<(ynrB&xZV<5HJVx-8grKLq(%MFN3KwG@P(RTwK{(E)5G-wgJJMc1Aif(>m zQLA=khssnl>zLrOK$Mh}gnA|=rML9^8@Q3sI1kWsZcR#)|43RTDnE627%bTRDDTjn zh1iXRkNp7D9uV!iL+;8ncWGkY%2t}r7fUxG%0IvXao6bAh{zS?Q~$~^Xk(d^TRY0V z=pC*qdh>PHcYXZp!8kO6&ot->mFftrO*Z!S4LZzVi+T#Fg5hLwp=a3v(KSH{On@{! zJ2&^MCt1RDvW6d;M#CDA92o$i7=x##KU)hPohz)5 zv3NdUk`!Y}@W$Gm7074)CX$Jg8e*9IUwRG=v0_>tvFC%==NlZo=q8ko9A;~l?SdB^(VJQ6`H=MX)<+}3ji??R555gx zS9Sr0>D*wDRkc%E)!0O&({)vALL^9T+OtFaaY%JimS zLg<6?<%7tsz+@*WXAYNGl2kfv8nu3=JWeRrYsA7An{Fi3zHD_Pol&jG7mT!c#Kdht za4!!RQrqa4ezsri%6Hz@dwFplUIUe<3%tFXD!L^W!#`nty@oA}z!CCcN>8;G5Ht;B(nBh$k5f}qdgByc87lrsTN_NqTm+Hzr-|p&-Z}eQ zj`_{vZ)TmEz3q*Eb5%0C_wV*w54HTrmkO$FlXit(Wu8*a1?hmNn%oO7DuB5{WGMs_ zp^!g-n+BBn<)|F68_D6Mr)P~mvc%Z@dpHP_gb?5Ncq5jUOxll;)d21&6x0}IU=5(R z3v+My0c0}0dPyL>G!YYzY73MfX5%hWpo%dNTmTB!V-T_m$CCS&op(DqxA&{JBUeEO zSO)tOLO{U>fVhCT-gbeOK>dd9iNj*34z}za34b*30}lae)fny^0;f<2+N>6wP(*G8 z#lHhS)0(>$nkYRzy`Aww&@~aq-P)!pG`U-chl}t$(*eJ*uYb5c^OJma{`(d)&1H4B`Lu z|4>?u@RQR8;kw*$of!1h7N^sJSK5Y%31AK@?@^@Z**+oi0}g7W$FB?0Y6UKi87OP8 ztX+Gnm1_(HPQ;O10$(d!XE*2_(%|VZ87*OeRAam`R*r(hdoQf@7XZ0ibs&e`Wi$Ci z`SCu#Daa>c;a$7GR?WzPP)NJKuO~apqrjU8CPac8h z4Xl)$UyV~~U!JarYyzKZ8sHzPZXK50da}iB+x*38qjx~We$6kPA4mwI_el3D4EL$K&Gn@@joMrwU= zge{Sq@>Sto_j8dNW4VilsA=>vyJOrpC)j0~p9SSzpvl21TTE~ps(4L@nC;)`!fs1(mu)@M1p&}e=7;VOcM;0%g^F3jt=mUqJ`w$lj623WlMo}SwP z1AyoPGpi05DX-`$;9r3Pg*2Ea3D$(KbiXL{kGK7YZ+{(PlD8!!(Kuu+Hk|EO5e=5# zDt;4ZYnxXb#~LkjTDGq~ak8WsGv3!*QSVPH2EC#*+=(%8H3(6WlA4OPHKZS+Yi!&M zX!OO@UtpVV-@At}g{Y;$Tr$w~fy=%#;sN^Ix8^r*-fVAewQ$xlF*D;35)y*2uC~Mv zDP$gw^6}?taI=KQ#7KduIAGrc4J=7ufhR;F9g?2c$B#h6NKA<=GxgBCJi?^VpBA1`jzoBO|q3{SZC|w`|50T)BuIjNmrVAG)13 zpuWrj|Go&Wt76gsKfnBruqpsA@Z=&i7YpCh6ZC*qmWgKZhHfR2=HrDKxOrenB{B!} zSfZVwO>6DwpqD2BPB%`_Q)>lJ_I3eBLmu~P8%r%8S#SvPZ=UbhGtudVj*Ps(#SGd|rryNIf`dAz>i zS=R=uBa`~Y2sadE)gNd7&!>5hle5%)5s2>p!M0tTrK?txm?QZ;U_ z5F;ZD_kdPyYh&}^(WA>Sc4X($)wxqM2`dFA!0@AUMD2kJjQ`ARQ(Wu}P-`@e|IZTr zd^Rix%DT?bp*_;xV%M?wHQS>03!mjv)xPbWZQTy9){KGhOi!b^3K5}s)hltIW5iV& zri2A+GXrRgzdV!22M@dmkXqnkPX-TGX*D$;UmQ&GfaD|sNiaY|=Y_I`Wq<#n{p0No z(p1A_g>dy93{K_C7o{(yqw3@{0g(n=1J<36enff(?GII9?oA!sy zWfBgq%Fdq>JrYd-ckar*t1IZ;p%fB`HSOeZ(-``S2p98D8b_nGT zBF%ytII?r{M@BL-yEtp&_Mtp>tWGJt0^L6`RS1YtJqPQx?zURS-z-DuoEYkCw~jqe zJdYcB9M5XPT%;qUcc^J!hPR4DFll!|ICHz~JOZ$e$cKoD10)zwT;!+zA`%W5L$;6! z1t52T&VWG_q~QbucmviZO!bKxMuwW}TzDH)aPCl$vqrLIClGv4yFInx`!`LiHgJ!P zQM*cL^kihWe`-41s^!&752Xd|F-RhJLHUA@L?OBbGOq*)1K;%w(e5=XOAG~Hs;jGm zLjV~Cp`|whFsmeC7ZL0;Iof%|6ui^t$EBxWXH!%Ndfa2}9YU8qX24p3!xm{)XCFc0 z&dk8QSm`igm6w;lvT#~#F%0&=7U4~o89!>Er>jy+H`~JL++nehxdR#fFm{fA?pfcq zCJ}wPLgJ013Z75dtTXc#A$`xU^Mm0W5NE5TUzSE?XoMwg^LtErb|pXZDR3z6xxRTP zh6XY5h?<(vwHv0Enn46~h7Wpye+8l*5EcxK7=?BNY&&)=YN7K}xXW8f!X96ww$AXX z35y&n@)Zm9rm>`NWlw$-8}XGg@b5w=!^}({l^?${wH#MVE2L(IWnHy{t4Zb_<$-=x z{jnPPxpw$7)NV!h#i;&Q8mUmtRis-32Q4YkKU7Hn3u8ryT@Zn?EpOBb|8vC$5QKsH z0EaGOy_b#nd3iX+?Ic=x{43eY(onDAamt)&8c{LT;?+yno#KpyRG85l-uJ}fzprMC z;CJ6eX55aq-Nfab{oK?_N)(EO=U!3b3PDkTqQ1SoeH`4}+&ruO>wp_z)>kmHN32&O z@|>e12LuowbZ|^XX``T1B9mwgxnLBhx4(8hjFT)sgWuj8M{IX%D-ReeTTZNf$EGYH z3$!#ILeCfso_#$(1T)PV;e&(M$Ar6Pa{KCzuk(| z7@#%paO!AiK>twxwqA#Z4b8#ErmnvJo2c!Tt5;{B8-@oD-Uz>Rf>x$?mwJOoJS@6w zPs7ZaD>P{UZ)v*aCv|Ke&#ywET(Y{f*NI>{Yn#GkQgY7|9utRUM-vaZ-wB=~B0 zu>T`;g0Js20T?9wXVypPTDNY;8(?l>3F>TW5*O$| z7@Eq6h=!ve3CXtpd{-6of_*AdOUrAS^GZ`ABGaCQp50bj?uHcv4+)Z-f5=?oa#(tS zz+ot?Ay8+yxw*5{irW0YN z+!8UMU&Jf$?f%_UkS6i1b+ShU!`XDK(5ra$ZP-h9oN&=_X%q|=`0^6GW{8)G4`sTg z@zk1mc2+N>+VVU^22jUj<;BAX8CNp}CWRZQo@e7{<4{unGk2ifl`)!X`n@@u{o(FF zK8N+5+55_-9HCq-;nUX%o<c5(Os48;Bz=uLV&1xn1?QNn?f6;^j8lb$LW`fT^8qO;B}aw^dLTY+K2; zU+ID!uSh!)1&K#g^Cor#-k4C!D@$s?Pm=j(s81S!GZ-%A-DA)+Iq+_g=TBO22rI+; zae2btRS<^#xZK~m?vwPEUZChi=|zV>BNltnVqA|W(N_e|8Va6f|0d~7FTm!qpgxJf+{|Lwo4!a;Ks@J)4Ax$2L5oUt%miNXii5vUJL8_o+)d1xV ztulNJ2?;t;I?>~Qvzs_d5fdh0e(A-i~)F^;!kZ8?|O zxW_GHpjYmaj`A1bMREVO|AvYqLi>Fk~^@PoId*9n9#Q(Zvk@QTPlt6hx%e=gh#qUdah~-u`&6tjz7d zO=&Cp9M_qK-XpW3mFU%>fy=UAHIexwC)iPJV)t;P)?~PX!J0`+yz|p9H2`qHOd1#|QuLBCYoGAX}&4Ru7T7qDk_1`dfZOj<1#=R0!Te z?dGmO5pJWCOs$ii8A`NpFA0?I@&O4s{r%t!NW)K79g@8#-p}|rQ z(M&eXqfQ{^g}o`u4W{Og{YzL8uAV?v;?Z8J&Qajr$y0H#r26jmD*;%x_Avo~%xeFI z^y4>M%`OpZeA2tbRvl{tmoZ4#&vSys?pSaT2N@U}+MRcpDq9~ZxSoj?Q~et)p-sL2 z{M6RIC{^++FXI76nfaQ(%sFF%V0$6@i7p$l%W`pas_c1()N}yMwOjnpMS>@7YAO8X z{ftc!VIxMh>d=snMO1a;+Yw^^#lyq&(Skl=bOKGI=?-*CsrM5y%>G@Q?O;H6%ltO> z1=VBeX8)(zTm3_`D<%QyXO?DrDMNI&RGNc|{-@RQp5n-+9SRt;p(gu+JBT8 z^Y3zhX)YfPAT?W;Iob~fiVS?zoXys@9T+PH<>c{e&g>|34`1sH{AJ+c8F%Rp?{C0U z3f)7<{jyc}qeYkd7hBeM&QGxy@mM6=pWv*lySLAE8?bDTq}cw_td@evVvz)Pho4V= z;2Abdk@;52eyYSXy240hm^{;jvy~ke%;V=1N!VR`#PWKDoo3fL1zD1Rm*zD*q0`jdc;9Vw)RUAU z=7g#tkwn@DgXfjd7vYzd|AdO9F{0;200mOaZ{E0(=@*;KAXk#(7xt#7(xonleDbxq zvO=;EGn{wjr#)Em`~PK#F-W@6`)}}p@~3jlZr%^n=%*zR*|`2RRbl+#91$vt9PizC zpUcPcRrXyG`6sB%FMug=ltMpWKC`SghZBs=R^>j{3BC;&lFucLMzYEcE0RH`y!tPZ zeYu|8Dg)xy^ty;C?vi-e1I~UJ1v@zn3xS&OsXSmJY);PC?jcgzd|3)Fgju9L_!|n| zF|_`Peb)Jh^#T3ebiKX5sgI~{+t0JaS2!9U+3N?ei)uu4_$y>xR`UHJq>OeQ%#wIu z8z)hhvpbTa-8^-VamWVU=|qpx)2HF^iR~Wi(D1NgrPUeM^YbLdqCgcl-}}-|ta|I@ z@GpV`3-T;6R}|FaFPQN?zfv~#hg|6+bk{|;9Bs?i`2pE_9jzJ|8EtJZ#=-z?=G$kx zu}J3i469kfXGk6-qiRW>`fYEaCi|_~J0tL49EyGit8~P<>&L|4=Fq6`vl{Mq&NpOb z+){1}Fb0=a3qF1lYD;m|{;1BQLf|M*>9b&A5>9-QSov~PeG0y-KLA z|7l9{v?SOXy2oUTwoV25!*B06mvc?c>S<@W1&LGedQNoB4Qi#!_ZiKTn)bj3B6%+_ z7x7l=uKO})Ha-#+`#01k>IZ{z4V{;Uh;4&lxb51G&Cfpz2Op#$W3NINn%NYI^-$+FhIxGuqYY(DZ$* z;oYd%#JIQ85Geyf(Kv%0P0wd~)%` zZ0wg^umYUpUKqK?NkV}a!gY=KaNs~(-&zEEZ&B9Ek^UEN`)U60tQ7kkq6&j{haV$;L@a$%;YMz*KY9 z{vUOE5II09Qx6{eu81Kf4<68bJqP3pQx@+Yow(yd`)~eT4J0i(pAsX7^br$Me@=Cp z1G5|YA8$UOpop*gO3cO6nnNT!mYv0eu?3uosp-{1^G z-QXTdV;8{__N6sH-duFvEG?}1oq8XeV_U>pA!By+ebC>70KT2modyn%k(%&B!SgJY z01+4mCCnT|Lx#-37K9B$KnV%KFlb&Zf(vid**APk?44(h@$bU#f)ibilob~(^)|tz zJav_H%92nxC=Ca=-?AEYOo4F%Wz~V!A$<;H6-@sX6HvgF{Ae&?3HuZpFr4)%>U*-w zCtmv#4nycUZ5S7@wBNQ9GHpRUExJ`1LR7e@Z>@bgtw;WAyzvMBTQCJbWMIgyvxOED z2I}bq9zc(!mlRekGv$ z_rVqmWfw-)sj*(Uao&JIyfC_DiB0XJvyOTP zzdM?pz1@+)JXVv8v!BvxsgCihf`6CQN{cz=dz-@7-(MI8+djVC%@{C)@%2{NRO6uE za7ugI{}9z%HmLcQ&ZnvNg?p^RGU& z<)&qK5&;<=&fS-?x380DHPT{!Rm%phA7njZb3QHj7Ndbdb zz1W}QTSEV~ZPT|Xx1)t8cW)RNrG(w}j1OPs(AQTiIPt~_4^z7Slnf^Dp6EAyRnCL~ zc5+TmLQp@HvsCKA94;#*<ax8 zR{FokY|Co=(1BCRo);9bxLEdbf$IjDDG156<`$#(DvMPu#sI&ppQxA^8nf=t%dlk) zFnlP*m8Qm*)^gX99XxOvz$upZff1q598hzWWbXwG-5tgNhvj~A4BV~`(U@$^}u z!D~fRcnI~yu+fBLSMTue8kb8v+TovHqp5Qg1m)b^fn-m-{1mktx&^9X<87iWhI%@t0YvNkr%;4!7MIYWF1;N1p)dlQ&7Uv_u2wA77{$M5Yq zfOArcs2oQaKZP?!b-S5c&BwX7=p%`(Dfdz!763DgeoFP}Od70M!HYoIao4F;vIl({ zSWoQ6$x(lTuNB%oN_zM|^FC^x9_p{JmC=A-U=e0{84mVgBQi2FF4>>M*W*YU7#Msz zJOzQi$b2xE%;V@Cd|MQ=K?_a|6diQ|iS#}g;tt)EzDC~GknYBmKNGSmb4K;K&z1;8 zAa{*5>9|v(8&|dNbNa8X(Z4sl3XHMW|I^uf$8+8G|HB_jiDZS!C`!ssNlD0RP)9`ki9D_d;Om8&g(mV_aFD;e%#j|*Lj}B=kp%N@j71P zIY`Mtq!&sDF?IL|G9hsuIvZqSYz;yZC7ul)!Wv`-Fu%SV zQ26{C2ov=8|1-1uRP{4;mG&#wD-lqTQ&JNm-eh?ST3c5CvMv#eEpr{AYT8e|d}t_-3vC<9fQfUv3=x zD@MYB{aae<`ep$OmUuFXGh4xcr+wXG2F5xSk^+HS&mKK`wEY!cmF^3TMkBuYfY_sk zF%LC3qlgSJ>#*Z9Jtu8mFfd=g-t$y**3rv;Grf!&Et4b%f`KpO+aQm&+3FklPmC?W zWZ+lFkmI2$#my5Pol|m2dyXab zDd=5gA(lq)syv(Ir$y5z0d%gB$Qux%C{^C##_eovZ{5C)<|}5sfDE5910uf3q9fBo z_K8*U;P>pCj6hs~qe0~+*5e!qoULZ+UPJ!5nMIU=-6a*vWee5M9jbeE2yro_kH=24Mzr;zXBxBr%w+E2-MrU z0J(Y z+u|-64z{y6Ob3q*5t%4&;*_`>qJ&|Y8(D7grC3!P&}A5MUqSH(lzUv)$EvEK_ie1( zw*Y731N>|Wce1C@9h6kDHlwyw6_Tf=dzeLc{gB+uv(mgFAZb_Yvz=p_4dBK@6_iPP z6Eh@8~rwpwkq4c8s|J4P2r|QSpN!2>NzsV;?U5(M7fsl-Newi-iA1 zPDkB~jntsGyqsClLCY(Ga_WESc0n1JGj?O6%O{D^M}$;R>rM2HjJw6zjon+*aGjDI zX#~b?$p>l+4^S;;y_cttjOMOXtaw>+5sg31Q~aFCnDwH9l~uHlGOpS?61IG8lX&aG z8Dyg)SRNQ!9Qatxcu(N*lf4s)w?+>n{JJ7Td`w_8h1G#af6LE`gt9vsH&1$SutX;Y z_;PyCMQ_hP(f;}nouepw&IOO$ESH49(o*}4s?P&w-`L#ce5+x3e*MCyn7Dy&0CYY|jqGMu`e4a#SHs(o* z4_@f+IXuU;S>rcZ5rN%dJw6B-wO%kzfa2amf<_8P)hWAQAYW-6dTSA-oB!;{1g#zC z5g*0#TJ7=bx6OKW#{aer8>Nmu5A>(MJ+}V*fUEtDfBAZg)+)0-C-Elvc-)9l(zDa^ zyTJ2!16{I^0T3{FBqgITrPnzkjwY5UYmPVdHZ2r)gAPi2I4<4II}vpMnmhp8D?(C7 zjpm(+-iOH3>}9IyX1c*Xx%k}2clK9YC-bD+$Q-A;1zaXIi{R!%!npvoL_#41nN2c1 zu6!r&S?doqKOXBo+7{SR_m+buekAElNaHVi4qor38-vC6!~MSoK4AF4pT5`9bK z7ulbwsb17&((9XrfjGlw0d;4Pf{dAKFX~!n;TJ0`>*a4055H9Y#3d<3zwSl%*Cufy+B3%=xIFz*a@C?6Pjg}}G+Y!UfIQsrfw9%$$ z_yCOr*bAg;{2L`#>R!Cr#<`hflJ!tKg=>HHr}(XAXq)$qy)Q?+?NTY!Ii5UJClwbq zKip}&^XA-s`6!P=r-P#pd9cVQN&^T<=sQ3kYP>B?8IdcQT{Qy-e(&$!mz=TlQz|6T{`pad0%EsHTxbQQ;&$X zEM;Y>bZ36b3UZ})R8{>-X}(K0MXEIA`z8kn6z&nTdW!jXwSS6-~TeqVy) zNwMz>lQUMJq~1y|%+fC{c3msy;kzPi-*hivwfjvGSEE=USEJ0%SE%v9#e7Zx)T{Tp zzNFu;@TK^keZp-a_jGaexstBYF6ShcyWA;4WVbzQSBHwY&vo+MnV5sgKc=|n=VN;q zHM{oVIpiJH(4$y|pxHD)YX&0W#Qx&sB;H)NDxEgAU~LKYdGx8CzvX9VVaNi{ccyDo z&bFkXJ7;Tpf)!bIAN_N4yVL0hXG9My@yV(VYI!yn@(q(d_%7Wh*f~JR5~$Mjbm0#b z6)Ehk0yS*XoQYVCUJaA$=baz>omtrOHBFsH;#h1?g;--w*bM-jFd2KJaO>P|c|NP- zM6Ncr#K_HMN1A+C>^7U1pML~=JED+-BnO6g&xy)cjp({nrp_(SDsd@iQ+?+K5Ec&OqF+4AuZO`UBo2%@Tr+&|UotR^j+;wS$gSIK>Y@>*`CO(enwGi(Bgoy|w zNi#?_2yK()g~?|=pCi>t7 z3XhHACw8XFS+_dQ8q>w1XDF0(&`qR{&pn^<~|*z~LF4&=KyI4%KmLePQHuNXiFN?!kz!&I*~wGyQY zH@C_7XpS?jcJVe8Y#$$3{cV;#(k~6HewJa;BrztwW77$jupsMn%i@ zHVxd@-y99wcFVqKU=Wjr`x`?%62--iu0y5-zn@nWPnCdiqcWoKo473wK>(}2pP|>L zP;#O@aoYBMb;l*&!jHfGo;YWr&@%4Vy!6UjCdTGtbz|DoXr^4FkTblTwN-j5l*^^4 zu^xqnhUQcN&QA^j0G7ba8yXdn?oV|=kxyp({(?@Zp8Z!}#E97+rkBU|Y}vtnrt>a) z?LI>lwx+|{CYC;2;_`~0N>^4NJKQ8ztombhhBDyoZNcsW?{;af?P|EN!NZ}K9To?< zxji7ZsP*-G#|5xBmRb$yZlQYRJC7tpBkano3NaL+3K7g5m zBII#@8)s$xkF}v=v_hTr1*JkZl9GYhY@2*Hb=UGQDJm-(|Ek`b*&o=*y_A)C(j~&s z)GkIWceoTZa603-4~%7~gfByynWW&y=Jn*sR)ANQN@o0s54C79+exuQ|5BAg%7@Ml z4%WFy+NF1Ku_DH+Hvk4xymJ5HlQ@1PP{>9wF?Dz98C?pb*e4T|LiK7BfHlql@QRX{ z1$956kHRay87~o&u^P0j?6NWXR36z#j{RM#zi$2EbXBA42? z7m-qQ65E=MO$miG2_YS*RJGfbGM*QD4GozC-?LS;G==25Lneh2d^&!I#Zt~q}CT70ecKpCK6<0Qg(&YefW;u zY2kdZI_;g^jJEi{xl4UdG8k9e8fhw8TX$@@Nh8fWLv@T=B_AibZu&JcEFrgWgik%AzR2auS4 z*RC7&bb$OqE%*4|rv_sUN1d0Ic0m`XLwtWX>x#h@1+P~?<A2-^w80h$p|(#t_&<4F~LXlgCP{DAQo0sq+& zxErlJ5yka@K!%!zhUohhANkjBOwo%|`kwOp zt#lTh`Xlw+he2D%RD0Mu~%+1 z6Qbys&cp_Vs=)Ej6| z$N-di(^GNQepnQ|bJF3khkpI0>AQzJ$JpUlgsuD*>1dLLKxIuL(MSe)lIcY1 zAu5wBE#5!WD%-}M9t_#I@3)n8g>i69PFH&eczk2cUuaqHbgV0-X=XlmpRlQWnI#<{ zg{*@N2OPmMM}sE@5G6#LEpCH@*Y%yoxWOQWeoqO}T@Cth?^NUTbSkyQv!?@*_v>%n z$*!obN>zGAfA1Hs*L2(1!k>L+o1X;T>_p|tu6buiFB(6PmJcxV6JRal zHDq9)d#VCJvz(i729?aZrCIMlzgw1U$9m+_NCUf4#4!#rT3Srg>7s)$-WeSo{e->z z7u$dLXISiZB~VE+a*FwQzYz@t#532c=Y|uGi+U-3=H%9C%p?=AvE%L3mwHq#Z73sg z{P_FirG7p(HulfiE|^PPN)9l_aYV#c&|YuZ*cd>x01B;@dkA?`0xS1Su;)?3wT~JU zcbxSAy9w^#C~-`!k~?ZQen8>r?z5r4X@md0Q7vvVXJ~IMf!+%g+g9{Wfr6xyS8-S# zi%X&R!{uY*G}ij*72q+Ff;+(Z3tj3L08%Bj$6my=PgTaOMeyr;1lfYbsm;QCd_I74 z%_4i6MkYxT2D2Dq2KzCSwm&JavM4DM^4oV+_yrR&c-qPQG}p%^9JvD8j~O?9^N)W^ zX?*S$H{olJcNVJkOn&G*6%$Q8qAteCg6DJkMvFI5X{YuB1(d3mN ztE;aUNN-HTVJaS(`tQeXnsaHlJ+#MkE358L%Ug#A^rhTho>u`=>m0{488vl{@J(Sz%L)1RGzii|+Ogh#`!$eTnAl&? z^&dpibR)&F;rt$k`cXC-_5)aEZ}RssG8MtbO^14JRH*cfFr8^~Acw}hG+)PA&@o-xS; z{X=8V!)9TL;H7)9{*4yRg00risp>STESqkgqGAWf*mLVM7-f${@R+jdX z6Lw3mFXAwxOxJ1V)m2*Bl3btqt*N(=(fncCbkRI7SaHU_uWPpgt;-(P92&9*XMzQn zFgK~abbo@1(~Wgyk(cUc;d7J^HFTzP>u zx9#$uF(5!FC&XVpuNoA3);Bp^_UG&#|9_JhKnZGx9Fcb*Qy7~aB#BFW$=8h{*t?6# zQKXL_KW18Vh=6-a;HCe=9Yoi7mf+zRMnXoE&=>$A>O2Vb(4l;%S9q7$G01jyI$j08 zoM?k*RC5fVoG_m9bI)5roL%?&+^ZTu6E`4|Fgf`!SzuB zB2XdhNrL1j?SHdfd~vJ~l?2*XSlXL_3}pmmLr6sjqEd!vn4oJ-`tsgVhfsciRFuu< z6(S7dz7^1yxUg{0J^lbF%%uD+j1BY0m40fx8hWJNeBx7zZh({DzdjL|GgW3yb zUc9Y#Xc{0zUMfK<3AhGJ-<8p#QK5CO`d()lW)zhiR>R5y)+4r#!%{rT!Y(t^w|_SK zvK%aZ=zFoldN&$#(SHCOh!Vf!jS0@q*JbZj8yXrQ8O)p%`Cns=s3pJu9&6yM2rjNO zlmkzkWU^NNOhL_z9*orz)s7v4tu8W}fi=lfbA7u~O$TSDe^Uc}3anWMUz~m^06$tK z4rG^2OVkBBtI$5pvqKuNwzft<@t;ePNx)11T^=OBJCoRRmOpm>6SR8IhS%Hh>bgPRhG}LN^bQG)L`9+E&1GOgLTIQLa$JP2ZXC)uir)|dAb{6{ z)@q(qK`&zm=2Cd_)BIRY?^zoVbDi}55dqv-H#yqWuNj|dPTUD^L zm1sX3wDf#K7{z7buN^(m*!w(9j1dXxl=fekR1x56ynLkkIc%U-#X;+VA~iQF%Lut5 zX>fR${MxZSDmy)(!v{^+n>_(^8Vg@*CRUwi#0wh_GV~{Ke(9#)S~wH_2!0rMrP)Z1kd5P#V!maV=-SSf_V;9BQvho1jtMRu-`_Q>0D6TD!hOHCVP8()WSa9 zI)~*PMG$-&KN&R4yN))sKWlvxHPp%&;ve;qHSN+n`K04d*;YR29qF+KiyUHfH7l_u zrZJg6+jKZ^!~&HRQ0(RrfBk=T@1!&~fr`@%;w18A&GF-qho}XgBoA;5LP`h|bEtG_ z)fQqm1%!lXD9}^eED*35ogG!exz?BakJ_I9x+m;gjO3-EZxdT@E%j6A>UKNa{YjmD zqx*eV)MW+}c}{Wph{>>WwG!8!f3dH1cQ7ZFL}Qj9Spf8*>_37j;R-`;`2RKbxb&e= z01&O#5THKS?br7ynqF6m`!4bA0Lh-G(6*zN#%lZ0{rTywatdq)(_51=a&v`3M}k^C zbDsQ1{?4HL+*l-|%plKcHw}FXT~xJ-jaSjYyZPlc8KLM2hWO?!Ay$D7*4EZ9#H{sy zqt$D_2@N4|E2ge7x^h_jd={GJlF#j0(50JNUDe;)`zcf1e6j#45C3+=9X9^zAs{lm zE;QWH>$-->3yG;Pr0QS4zv&A2L-O{1cl3qk`pQYC9!7VZ?lxm5M=w%w47KB70izZo z@S-tsPUp*sQ03{-OcA0v7#<1@4E&~c{?_zE;QRJtKn`8_8c5aKTyY#3`3iI>#X&1S zLIcYzm}=7Y=iH`qmo5x`7HXYtD)6;;!7P?8+TnNY<|#D2fUf%yEUP4=2?&hvYfE8K ziI<~axhVItY<Ka0RyB|O}bTU=bBguSjl}`)c4X&hA^7WrtjVGKJZ%?R2my( zjjkl0c2?A(>$onGFli+-UE&tnv}Z5{$MU)nDMkoDhSe+ajCBqGXhJC9)1!N znk>~jGsu?0oYnC(?Uj_(Z;n`3Mticu4bZp9HErQ2gHRFO-o4iKbnbcPN*lj76Z;12 z9iGl_l^U_pkDpxj%GLZ=vyp12oM1A)cg=Ofs(yPy(u~zwC_udg)yG9O2ij}8x@^#X z+H?)9H86r7L(c(mtIK6Ir7d@{qBz$!>EWlsjYVJ4y@CUg3sP?tZhc~x0#bmN@$hELAE&s|-v>fKS>Uz|W1It#}$iO1|lm#*lg-sib|I5^-aL7%JDd78=ZQl=(w zyovi!xuJ<2d-HNf(q%QNGr#@f)y0_aBaq!>8`OBMfAyyMA``dZ{GK#r7yrXwdj>sf z(t@-K2?+4sqyug+zCweod%ge%BbBFur?<_?!x7q&4ahkUn2b3Ny;1l!)6$zzQ#x=F zAJh$tEB>oRZf!mK=YEOL{f-yF5(s{!&L9o6Cef=hm(cd4Lgc5uFImrXPjKePR{=_J zk8Wt>@w69z!RowRktU4c;O2r;nY}6Dx9^S8GxM+Y`t|q#ahq6fwyhU}XUWqyIC)=Q zh~?5TtxPU^Wy-L7&W+mYlE-Aa|CNeKliZ}fD?ykK-Zoum%5>SaaA#CA@i-xkauF5! zAvtwp;qWHb`V$=;&yjgr`|Oh`jvV{`CHISdsRVaIpFLmcdN#YMDa&tm5&ideaL7?{ zQ@=}|&|7;{MlF7JTe!q@Q;*Wh@6DlsS@}Uh9x=rP;+sWmx4-nR@3jpG(XS^5eD7(>#p#V!OzSj8TyBP@@s8JY>K^59(>YhEAZ4lfZ*$7pbcO2tx}cs! z3OI(j>Fl?=WVb3*a9YxsBOo6q&e z8^866vVQL0J;Q|OX$ZQD3VDr|xXJqD0kqSaO8mrZcIR)-KXoKpRzS@-&r(MPc)hTd zWpkW(kIVN*@hyxHjHMTV^hR$cW+dz?Z5^&h!iP5L^kaN2OEI@hmaMnNdHUYmo6ETz zO!G>3a_WRM(9Xc7>%)B}>!?}kV(K>~^o_X}kOTT#vSQ14xaR!Rh+{c2QABVz3*7vV zr%wAlK`+bd)aj2#zFvxr+!xJzgQI9{63g^Uu{HOD6b?q5dizl#T3Ql!;XcUEP7JlH zuW^-i`!~=yqth?cYQ-$^a@ADMldBrcYs%UyFqkmymqN89-!;bfru_Iq{{P!wnCmMjB z$9EyWVdZme?O<8Yy<4|u(6D5>>bhZjF9dI6T#@Pw^>kWCr}A|9s}X`*Kz&{d9G9XE z_8H&*?t|9jK*y9WWNB9UY~=NyQxEd;3c5$G43tjLIJiS`LyzX?P*%_eZ3@}$Ln z&ALef-U^E^nXPM&{l#^G769U3S2tc$tv#?Mt3#=OZsNp=ll^^T#wR&2w{Ck34Ug@_ zr0N3Dskv!uw+GFi&5>H7IICNhuH_eyK z+ke9op;TcYuH@w*dW69X;7h3pV7%7IllC?}baXtI%FO7|R+v|Adch2lJ_GivyVm`L@#mS*3~sKI;Z z3_l7*sn-*aXs@(`lPTl55g;NQt(}(}!t(w&?{<@;sebRlc7bJ+Ar$SsNwR-=W-ll>+f}{Up9m?v^RJS@wR?fFB*Ltc>ERQ)A+?a@$db= zR2OBQ^|vna-Lx#RGrct1`sc9Hy;;kShKq(VcWZB-Sjzndpw*SGoS4%-agh zw%dzZvpDBA=}z6sEFE$&)*BGwM*sD){@??_Zs=MBb6&+=+jAq24Ss*?f}p#uV{|8 zJY>HDwG2iQ94su=90~_}su%9gn5}v^nG?o8mDJMcXz%6Mt2{d?^s(Zz&%yf1!(*LT zSe(2;+sS+`oV7k?B*KRwA0Geg?amj+cHD|J-(SkWeczZvr15saIs+OF>Z;gfv6@MC7D>uEohD0c5ag^E>fzAqPVXoh`M{uj>F(^I3GxQ{nugl`sw0hG7HY^G z99RA}lR4dUV5oZ7CHK5&=zr@6=H=Hs?~T0B(0pXpmB%qzexHE36J4mkk1rK;4XE@C zBE){03m_dy5}7SZ-~p%^qn4GvfL>p0NSD_ zed1-8O+@+-IaAbJ-^i-V5jZePzD#g$kJb z2pIadeOu0j?O3bsqUW%$DxXeXn)%g~M4Y>Pr&)U~tbLyO+;Qr>4dh|int1W6(Z+`h zlG*?HjT*Z2L-r+*6in5|V&5Dq*-0FsQK?F*ezrKYKqwwBQsv40!w5#XrN0Aam zy@KO^D&R^}srYDohy5&a2N4v3Xx4x`OLV7!NU)ql+cxk;z|*VJ`;uB+56hy=;;eL4 z3s?S#`r`DAjJe*BU2 zC~ctnW|G?T|L_60Rcn6{vw#vKLVf9Fc-mAm-_g-2=@Ahx;zWrzOO)Ha3u%R#n%aYt zt^zvm4~U3lYFeUhC%Q)v$5k5?MFSYpG|pFBRLtH-L5_Y)V0hAD?H4V#jF!qmB)&>! z*Zto#w>&{8(Wlb5U^}s;gjDpcI84SU-|S444X?xtmQj;ekKQVL^eAJo{yC z434_qBeh6h6rwRd>&}#S9GNFb-~_p2w?u!wi0|Lq^iGtceXZ>>V0q}mItLfjibt%B zF$yAN{9u>Napg)IS6T$5W}&4Tk_LC5Q`AKaGxm4(wOs@L?cD7PJAMexp9m?JdG_Hy zN98OfVIGh!Y<|U6u9Qr6w9{2O|KGb4#oc|Ws-l2WDmnut1DIh!6SZgN2l}t+=$GHe zoD%Jx`=8C(+1PH~O4mQnXkHUx8X9{vAVuuRfWN}A?YFBc5}bX+pTJ3Bc4fVD7FA$G zTN=QNNBV}Yd=}k7M8CuYhSP4m!QRk|X5iq6nuMmp2>?i}{TBq_3QU06p>M{(ta0l` zM#0f=reO;y`4Rh#!L+Z_FP}9Y&`XN56iBmGUbiwG%B;HnHcn(UKSSf+XY~}%YF`;4 zA^}lCw9|Ru(}iUTbaXkU22^EG1v?KdMrcNm_2N5*gRkft5RO!fi?^2l+$5nb0Q=d@ z?<;w%VRcjh0+=!BDtVU>J#_>P#PUn3Yiha>X$pL9+zl3L0LAmSS$AYopmL`cDtew4Nl3v1F7}Q~w$xnr zT%BRvas~eJE;a4wq=X}_>?C#U9Z#O_Jxc~LC0Pac?aeyHuFiaZ)^pUlhF}&WxSx8h zx?X4-9iVvW(!t}$LjbrL=I><4E{O&(~w6gxr(MRKNn5HvU zav~*V0A;;dG_ML#y}yR*Q1!B0c6vhUH;s40epYzxcazegXms>;mx zPb!`*Xf5-o_EKKnq}4!_`4j%pKnfofza!;E~w<1O;59` z2g&P9Gl|k)i}dIa0Q3DueSo;?#7*Z(N#ScO0SOZmPqkFw{wJ#`pnPn;b;b17p;hbm z_t&^*L-=#GiStqJ&i-xJL}y0EHh;7_Ap;rL@ZvoKC}IPPeOvlFR@(MjteH?-7iU$P z9l^7sYw z&h$nN$=$c6$<~RJ~BHGY`ex3d-TP*n$}s9$%Bi9Ck zQv1?nUctLS2BN#lS;qLG>e66!sLwZNAce{A}`>>ifX?k&+j_q3SI3po? z_pKQXDcd-=JVN{J;|~qr2&1Y4uAt^nSl3rJ zH27WW=BWH}`EQm?7YyKMaGC4G>KbF{gYvh%zf_O>%|{(p7H6i6T=LUotEn9Sx*HRE z&wqciDt1VC&6Q_H&yHtq#cJruhWX^BnCQG_Nw!!K8;X3l?39nVRQ{vuEr-qb7oqMI_Vug3FRlV@#Uk9V<_Gaobliz>lB&t63 zTyD8jHyc;G>Oyl^h;I`~;#0x1i&uX>_V=Ivee?iuOZA3i?N8ayySUYya`nilBr$Cy zEpI0~VGiVgj#%3M`L*4e+0LRr?u%&~tq|Vj@5*mpdyz4JmpNVdCRy71R&U4km!cAl zuXF{^euy(qH|#dOHQDg0xZI!0oSI5m9ujL`@17c$=yCGtY1*P zkbYy`qG-DHL}iM8oWBe4^Rs32WhQcz58S`z-r}A(^7}Neg2w&B5RWHIXyf+gnIkbZMi3{%)7pIY)eh46V+ZNldk)D^HW2ed)fxy z-)H!T@+>K$eUiuVZjPv|+COI(^S(8@89;-nCRp;i4>e=jZoy(&EGxRpuu} z{Nt!D`Z#q(%)2&;MB4rA!gP75YE$dGdH06#7o(2${TeSN?(X!tlKMc;e6F6Aa5@y) z!R&VN#zg7lA@9<-#KAjtGfzJ%|IyXdbbGk!oR>4{shnFxAuFrD#>2(cd<9?e<&Z0j z^GpRzkeb@2FI@*3LxuDzo7?llPP=km9f6IeoHM0dXD#omo%iI2)IY7J>{LAK@TO|x z_rm3c1C272K|5In`j<8gEk7K0u%ElE(}Umm)89||nt6yh#Gp>9k?U>N{^cTzXWqOg z#d9+>x@O}V{7WBJFL^q;ia*>+Q$Ct8(9$Y|8!ledB$+i$^X2D-T=p!Aw!MAFa+@iu zo$t@Hln*SovC>b^%PlTb+_=8??>88d#mjT*`{jk}P?p|(zvnQLg7$*3%ez=3_L&W{ zYZ&nwIPtJ%dketfH5uanjU$96iI^ zRmUfjqkH4+;)>bGU5ktDZVzN1XDtG`9xdg*-)#?4ev*fGAY~0*cVT^^E0xk@AzZoR8M=MLlyK?8c0(0-h zPe~9P@q6~Mq>M|H4`Q~K%CfSsxIZpVcy|u3#8Z=$crnNALe*YU_RX7*UtdaL`n<6| zeZY@nb%#&LhV1Ebd?NkY4r*ypVN$P|xu1a18f$l3&A{2|wKr>?T17?E4~U;=d4Ma# zCwR-to@Q;Se)N<7XZy0U(mhwnhwFQi-+jV2d72Fz6E;hqr@5N<{Y4TW!ydC??4sb2 zl#t2FzH`S99P?>WU`$L-u0%jAD~{QE+$DqcH@n0OaU$3?Z^9-zcemALbuC3W>_vEa zb2HUD6O+as;-k;eU;xLM=X8=uz|xXF>-x#A@AfywZxMgfm`?f@?d?sKtjp$;IBr(A zaVTnG1y`&Rc#SNcyGmaEljC!b)b;Koz1Ff3;%vk>8L>TVei*ZLo^w2sGOr-VbedQ= z7yYo%4!D;U7uw%iw_rGKwZZ_F`NTmYu2y5E=G*bHGw%P;+dJx>@6&(H!lLUNC-G#+ zzGTo#a}reNM-VRsFtHpK_W7MarEr0+3F7S;uoVw5oR1m!RPX2}KWkz%?fuNa(Cqst zaU6JlJ8!B$;^XBd(9chI9U%vnu^b*{-e6xI%c}>Aq!)^KfbbasbAzHn=KOiD+9N@s z!JJm*5@9-;y{}G{$grBS1h3%6xSDrH9wxOVYdr!xk_q^fMaY~J6$#->P1MU-E>OCI zIhZ$uUIzdgBADt{Jte*<{FAabR(m-5BE`=33l)=d25Z}Tv)~iW-rs(AfzX-&*`{xF zl#(DR6KP!v3^#av8Wp7Q^rsWGfRAnDNzywqccAW1%I~I`be&v#pzTlzz#D7;kp&N%zASLtn_P>Ihou{9 zliz8h@aoR_-0o)(CK2Em(0`$=c>0>Lu}5>WDgjajt!fJiK7I5{OH1DKP^fGN$p|)D zo+!TGq^HvnPDZK}uf4ps!B=~th+pY@mG0k%^Pgu_u1ne?Qyujnq~`jk+S-SOh4&(r zXC#x}zTJ#21gOe#pzG(*5!+1VYjZyNb7C#+d3SVyM8v_Sy%m4|y@6+CuPmPw6vae{geiPtD9cjEjrA zOWv|6aaAzt!lg?{zUXJ)984UHE-GRJF=0QnO#1MOe|Hy7%+*hgzr7%dr+y2pZ^$ma zfrzHCm{^+as; zP{v@w%jPg8c*i#42CoxPfsgzJsbo_!>6a&L@E7hFci=j?jvv?1;hf+%wgYr&hksO5 zs^&Uex7@+2ZO^_LsL|hITsz#K00<<}t?`CTMHWeo(b!JqpMUnfjEsb#vHKw*Ar=%J z>gwE(=*(u$61;qTFO)kg<7OmS;0_(50~>BgP7@ZIATov4TKHzSoVi_d7J-vTc8}Q zE0KgPggjFmKb)OyT0^SNhu5JUKd%A3<^LG!->9SW#rGtPy)AEG;Y$ z49B|^4hFV#{0*CL!=>lkc=H`J)YNuDw89Ho*NTjs<235FcyVqB;D(UMMj!L5LYUK; zU|pc+`XFuuGp=ngw*}JD4+1OuBqjA(IVX;(&rHLc{u*}lE@%oUUA)*gJp35zu`WVP znU(YF25~{kWNj5+rp{aPM}_m~P`+8z(d+!yvc9n9KciMtHCa_zNuYR7K+J?+KtPls zrUVZF?ji~xaTDeazSVKcYHNCfBO?O{azyW#RMy!m17gzST_1s$ zY?y!i_%ZgzSIy*tOL$F8I9XuzxS4R=!-5pu{Z9X%<18ZK+X2CqxpPO95UxnL97n*& zKGoM(VO`n4+Q!l&)ed_Z68#^#;qQbh2R!C~R8=3s3&iZ0zFyn~NeD&}y3X*4e~q0$ zIIuDc=|6==3joJ5tOksK7P{)m(>bwq@;|uV+9CQywiTHnd05M zcYA!)+Y$n(Nt$rX3E|gz_-HHbhn}9RUk%17jO`4rUw4PLH_lLUV`Jk(e0;L%>P+r* z_?Jhzf^8b3;%9?<)ZjGr0QL(VzPle&5gAXO%RamI?BN~0;qB!`52fKN*-)V=fSR^PJLGTCp24xT z4MvkyA_N8AGy#18-9U~YbXemPy; zm(M>B^~3axxG9ji)6Vy|iPjDqL8{`z_wU-U6oe>*oW6b(8oE#LbiUl55`P;Xe-1VT zUb7>O)FeZ|b)hwN5r9-GPKV$3y(xO_08o|PwR^W0BKI~pXZb&W{(7+!-C4M%UGtrX zc>-NXNC*yh4dRF3FtaURH+3lfPM}CW<@W7rO61EcjqtnuvDtru!`PLjw3_^%;-LB} zba&m0i;JHF{DPAhbX#TImt{M2pAQSO z)IZ70k4N5(2Wnt#-MA5ROuEB)Co^+DPOTd)i7j@M<_GJWa_z*ZrHM51bj1^C;;8+z z{lEVEKL>3(>2Icfl%GVD7XS0tVy=uT#YiM+!j&}4i$g=(?5_I5+J_TPOa}1W*yDBa zU|=8OEGeoey}PDn8yq8X!2P4R0dqq#Afz9`#iXUv1c3}f;AKG9eambtkZ_oS)=@Z# zcLX8E^YHu^zF)X8Xb#>jo zOPB<3vMe-~`-X-*@TQYuHwdoEM;j+c#}=onqwtuRdbP27R$wKm5w0?L-fl3gc@3fJ zTeh|j0g%L&3K}=Xlmv~?mVbie{zUgt?xPnS1+l3DMl%uOPn}LXFVc~oM@0Bw{q2W< zG@L1K+%838kOE858RMNyOf8zZxB5OPOpZKD&&{pI-XjrymAfPygmJC~^WL58F02-N zPv=j5mgIGg8(im)a2NQJV}51x)~!aMJKq?slEEne@e_CCe9$rS!x_sfXeqh20`0Kg zi3uMFB0yzZHo*a1MWh$L_zYg}SYWL=Pn_5Vk|H9<^%RvX90f7BHzaKe*nRktEmb`j zOnMOGACfSf4@hMJ+=_I}%VC3|F$9NHYAy)I!`Sa!2NPV!T zFJ1d(4gQszYW3LQpgXRLsCa^dgGp|vTS0>`f~LyU++0e_B;Nfr>|6$*`$S1iEvu;+ z)?XM}a~=8T7C6(=?cC{(cM)Aspq&urIa)>Jb$bqkepb=Yc(*7aAWm2e!R>WBY!(!5 z+&DDc`05#fF#mBMr_4WkdcNQq7+_X*17HXasr%b|Yh0|LT~8;2qlW_n)JjZV(_zUN zYv|%s8tvghLAZ*+7$h3NZ^8qluCDG2JR`aa?P*Dbte7F}H?X|RFbko_=7wC+#ilmA zUYoV$JEXGS@<(JO7;X?(0#-gPiSRbY43>g4`YnMG>46V?e&zS7tE*$tAQKZH^}=6j z@$=Pna=;qlolOqrEF~>%H8@!*-)w#q+@aRc(0~{mIVmVKbib%56Otw(Qp1kb0~BaB z5MfBYzkbm`$Q`OX`;Q&l2^xQTW~L0HE<7{+0|FjmuC|Ytmx>^E!n`P1O+xMuIfIzsbx}8wNkbaHE&mrZ?0B#fFB|C@8b%}a zP8NHQ$WBS>$I;mj;vE+!=b3D)Zf$rhpF`T0o0|(6yu=K!Ak)H*-3-8oA?NqP_W9OX zij*1(V=0Ea-H3$I_c#_<39>c~{)L|%mto#zTC3H6V1XpNp>K5%iL(wCgi)`#z@0S(xBfE z9-_L1cWEdnC=Lk2fYs73G2>&6aKcb8N!E+Do zf+@I=yvfXDK)&$^QGuw`vk9ko1_p*(sO5r!f}{@ymP6dE+yPcbD5~lA?oIO?85_Y` zL>RLEws1zSo<)d^QRUIUso1+k1lV4bIinC@!(&T_H!hCut)TmyaddPnUSk7i34n10 z6O)5P)(m@@ZLqxCL>e3#Do5^sqaKOiqx}4n7+b=nXRDW7^EGG0Zz7_DVvvEkucnSp zOmgyeYz|M;alC+Riq$++Cmd9VqmFs#!o)aZ&RGsRcYucZCW)x24JsZRKqv!l&Vo>`(=*yYJq-sO zt8X^nVMU8E^G96E5jf-AMpg$e6KQzDn@hL{KwQwM5IPj!ynA4(fONoY<%id3RXM#h zm+A``2*dBxKO|&J?|FlkFPrw^T@n|On3zZ+Ayh++9Am%I`74BK6z zw6(P-@1qHt4((LJW6S8{(+6+*Ha5gqaXujpX*(1$i8>q~$a}{EJ3%hjs(T7nJY)_5 z&w_$>Rt25FzN!K#(5wnlTu-6miIen==sLmK+mg@;bK-!Oaq_$z8Od+2~HBY{E>sH9_?SN`2iL{+veCMnC%ZCYX zp9D36c7Nj3DZY0GDperm^-WGbLu@Z^ZDp2yyuBQMLeIcJ-dnR~?YjK+)irZ-YGfub zaWewoXRaYQ7j}FQbfkvzBhh=ZFLhm;xN2Z-?t}fPy)bqWy0k}*9Ki|rC^nWG##%5K zRxy7#Ce;sJ#!6_eJ%XPsAJ|jIU0g;iu zsKP%W3ByI^tm~_*dq9gsn#;ees!D#k?7R`w)b{c4Y(+Wi{p3g#(t32ewvfu|>uJDt z^!?GZ7c1ofexU8$W#PJ+t>NvdPNcAt5AWuk2Z}_lS(7C?l)vQG~K3DjAs}Gb0qTW!%^4 z^SytM`+nU2!QJE0=TqXm&w0JB*L7Xbah-TQT@4aK20{cuNUmtA8XyQ}7=mET;^V?s zE)7oofd9$(s+ss+_i*sNYwc~1T($P~boKCcy=}vG$KKoLwuifzpop-bBtM&zudk<% zjF6Dq|M?C<4{t{yof=L3PISFx`M z1{Zv#)Gh;|q@bWM64gQC;p=?#JYlNvE1me9;=dn=Az*`l*5~fTPC3~$2L$9Bl^J{b`u1)&6&7+GA8+?J-1)^&YbxM8 zR{04ay;+hnqGaw50Ca>2jS?fzY>Y8Ccf(Hkzgjt7@k zGBKe$J=wQ>|Ni}RkC~PXNe`CMDoYPvU4MV6w|9OK#;Zo8oxe6eSfC+w_czn;nbzcI zk{%ovF5pYLPhI#@uMLqQ=!u=8rMibdTVvZjP^3+(^0$5_B!S=@kJa|l7ypypF_K>- z4C0FB=1lI>O$2xE-YsysU1uupHbJ$&F{5EH>)Wnyb{ttSfe+!HBch&WgTyqc@I03DxfEh|2!&@7DJAIEYlh&V`_$pn+;@m4a>ETzL|0ZEb8E z91J8!_Fja~a$nxnXA+uMuC!ORp5FiQ!!D6Uj^Rd?h1%b}U)CNT9=;D?XVEqN^7K+< zeSLl2$?8bi!9ub^N={DF(e7G-WowAAq-6hoFgXPUbp{(BhS?ie3gkUJVd6yS>7gTr zqU%({;K1HS>lqp-L)}V2M33IuZ0gB zJUmO$(-$EKC3G>amkh4$jyDHNBD3i?EJSK^6+&5%fy!I&Wc%GF-v}VH9nnNM@-Nx8 znvPb>;*yiQKc=0hpr(#q8>`}!muI>DQdi)QU+cj<5tDonotKxFrlzLi$ClCD1Zb>L8w;o{FCz3nT=6hlpc@yTD7SJG#k{YPGX6h)+P!{{7uu zl9Rq%g=DjOcWd}s%$sZShu9~7_qz+Pq!GKJA6tI&b+yNgeBp~1G}3~QFJ1YuRJi&0 z_z1llnQq^{-4Og&!Xo6*Ugw#_m*Q)8N@yOar!D)vO19q@=#lPEle<4&VOGy!$tig) z+1-Ir!j;aUKj#4~s`bZ*+(;Pwp}nt<6bp|OJ7u>y;P^m#qPSuY6EW}JwQe*9Rk#87(T^~*{k z=iy>~*y%R(M8hfIWM{`HP=6rG)NgSzRqtU5fh09n<#>bR92_s4bBcUMX*^ez>zqfb z?LMOU5m8L%GZMDzA!m~EL}JNU`@H&KovYoy%ZNJ<h9+hn!dq=aFG z=}5`|W>{=2-toyv&D{+PI|m1v)d|Rx(d`hT>Cw?R(}5duXbdZy?4;!dL(~@=mC@jm zGQ~j%a*B&n!4`IZc)&PVdFyh2zfoR)q0=5kaL)7iz-y|( z3+ttBc1P2_Z8U35z4g1;Z^CfNIclym))p>&u-QrG^>@!rRYPL|!dXm<4=$Df$p$Ys z=nui~@9$z^A#FEj+ohe43k?>MXS-QL6YG2_ytYyZRkeoeQ z4qsG5^3HOxwq}1Uc*}Vu?eSxtqrG1)Qtpn9=ij)0f9lBG_S&(3>0ay5%WI64=U7;B zTyi7v$nHZXU~Fa$3=D)KRTwlw1X)YT>pVH14}_KH{_k5WzA_L_oMUR#{hut@pJinc z)6&uoSKgX*s@=Tzb!fw0ve%dqGm*EKXq!4(;Gb#?oHh5nkj6crPbua(XhGg1uE zph|r+`X=@(pJiR>4m!rhXqA+d4j@J62KGhZ5Ruc-#cj0wC57$L=uTqJ)4QN0Zvw3p z$GK8r0xKw5Ti+aW*~P_c6;D)@m8*jey_sZu@nK`nS6a3v#l_*5o7R=uVR6Gxh}ICM zA#ZLE;daK5s8pEN5e|orRo-$MEvJ{cvyRW^vLCax&}|DJ!cETu#Xt3?=wjgfCf%!7 zqpPZf;DpZ3&g$iFQKr_gu1KkRJT+NyJA}OVPU{(hi-TjmG2N{0#?H>}f4KMr zDt-EzG~^ZNh9kzh zb`5V|`N;If^;mUP!%Cwg>}v7i5oc)nJaet{m9_MXF*L1QTq1SE0-2_oaW({wdxotk zDAEIU5bX?$Dh*XtY{>tmh9#IpL`0P)Tzp}~>A0&ubnvrj4Ez|lN|I~rMqUbwEmR3` z>=m)PCF#f#a#Eqa$wKJvJuU-K_QL5$|=qm%7Xa6{ME$ zq1E==a+RSIqI3*-TJ&z%LtKYm)cW~e_ zBas$ z$Yb*wF28vWl0J{1WlPqEat@jN0Rn3j9T|xw&Oq|RTl#3{XC&GHefxIUxbag>)_)VZ zbLUQ%cLfoxAPO~1s;w}f9m02US+i+$xA;As9A@l{QKXL7jMz~U6rLGf3811U5Zd6g z8sy^0r(`ScF}Qvm2T6VU^r>TRZ?BHm$&p`bX6DWNsno35y61y}gS%RS{}Q_~JWw~e zc{3i4_m2SGy{#|LBpD|j3z+dBaRUPbOx?Qy%_gtx;t@8;ng%O$+1c4$FLOgoi|M@A z(#)7-vULqh4Ah|QV4I-hXxd${bzHDYENL-aQn4-Z4%WbN%Vr)}D=i}wBP2b$(`4p`p|6g@uo4@L3X!t65u0FLIc&-GU$)mhq$A{ba`1oyq z7C(#Fejq;H>Sl!&MS|%J#iuT#{8=)7git(GXIg?Wkau@}b;MC{4wPI!UvAONFj96y zLr;$!3MM%f6*lBfK#a8T(I21{A}P3&8*;?!(3=si6p3pM9bsHjlKSKuw^aD$(u?*| zZ(P4cK-q<(Vf%Zk@!kic6qhrI^$ambQe`O6R_&OupcqhsJBzfRAjp@<2)(XJqB`fX z_5t=P>)AG?nDH;Yy|Z(RM#US_keirZhJ9wwwov2|$c_hun8beJLXT6xE<70=I}L!C zdB+>y_~TVE0rwRwJYcvan&mUsfrBW1f9vOUdVDVfGBvY8(1Gy!uU`~&bSA|IaHfdk zRc$oqa~_CP(Y^Xh#gzn2t`%S%=+dG~moqXloWw8vT^9=gm>Zp&%W7k5JGX23YGG+9 zhBfqfu-YsUa0P_K7A&hRw8=#5!^EYJKzy`X&{Pld?$7jytNu(C)P z9K8AQ8r$*KP=%)wZui4pe3_k_i;vk|qwhN9k|*6GO-i}axEUE&Tqumeukl;%3R-Qw zB;}dw0`F^FcWxh0_BpeSLj(f^VuBOVaQgo?Su30SK zv?4+|6+@D&Uv`EOx>YHju*Du&GKwuOm-_*6VIf27X3Ip^PX`bI zh!FG*f=l%I@g3b0q2fte-_L#Y=#dAe|L&?09FxweDW;Z|mhlEJPB_ALQqu(*WQJwN zB-_jVu}_}RMvmsJJ+*nI@u6*eGI0{cMuXgAT9~=P)qXL5Lqt9RmuyN4e zE-=-|3dMAMprEHGfUE+WA<(}jmt0W5+1uN@xttq{*~4%%TP|?Vr{4!I0=W~d>p&+l zPE?sU+L%}wz$rIx@Wg-^*SvNumK>9mloZX>)t+<8ofqa`Tz%#VPnXE5(9*MkrI=S$ zapqBKRyL%9kKsZ@&wn~OG&WW*BWTeS2ON)V5IKgnb{W(1ISTzPTTGLrAh}Zd<0&@` zB;@y-g8;+Vl&y|HYi$Bq#$aLD5=1YWN&J9Ovac@mPO~f!mzb=QVqz-&IdV0jXCVbG zK!bHP`Yf}hEw<3H1!DjDhP??vDUk%&aUS@qk0RMO>Gt;aOkO*XO#3g8_y-0S03#bi z-QEA%YeBu%d4%xv^wiVGC$geK;H~e^i0))oEClKSMul+#;O(~Q>FI$Mpb~&VXq%iw zAz#KN7n+u%)r-SbmaRP-oMuXu6||V~Kl#i9v+gsBco&}SPv!n7A(*~B^g`w3NPbAO z3_c;Ts*X-C5nv(J{%+n`@50CLn3MWlElbP7{_d{DmRx^1-hF+4cX{ix zP^%U6Q}-;&p1-)3n*;@O7NWLTzW{fAeO>t8AG^-2rWeU>Zf-SxYsM%8N5(22m6mp{ z)VRXgB-Q-g9XB95dAi~3S)jB4d|V2oC*X0Yc;mkaR7RKwF7yTK-S$I}2fE47U{70~ zNF!_C2%z<%v2tgNC@Mvx9yn2 z@c>3q#E*`rCgddGdaRz{ZNGqnx8t+!K{D9b{Jn*nUZNqciZ6$hs)pnw4>>vV=et2b zxu1U8`cQ4j!64%!7Z5|z>Zb^sgaiYC0-iXKS3ru+=F3HI1 z7%CQxv@7#O*I)l#6!DOfl07v{EjK<+Cyp~r)sUZs$AQlHq|`4!m52BFAU!Spz)!!F z&)4VHR~_z?$H%QGz@x526Rt6a~#2!k}ef-{YwN?k;GGqUki$h<*U2{|z(9tXR)o0A0!fUr3whHjS4dolsB`g&;t`@i zAV>aS77NV>asfMv&_bdN5Y#+&LBYP_T&<#x2CoG@NSyp;Z-{}qRRpzSFi$0xDHt&M zha~0%kOa{F@Brd+bHb%656B~_paajAt)}h1%f$d~Yg+sBkAMd90#SnYEo1`hQ_v7F zccFQ*{CA~a8c9q_Ks|<64%Xhj&TmqUfZ`#flhI#9i)lb$C78ybe#&om?Ia)-F$xZ5 zPy2X(w*`m+aUF!$5;_oIi!cH6P_VEh0iIm=es|{5su<`vOtSvuz>wgRkaT@}?dWxO z8Vq2u0Mh1wb6rder+Q)=iXoSJ=}|TWl8Tb6D}T%JpU**Q4}p2(gni-ENaC;AH#Iqb zE$2Nfti=ig@UI=MXQyV*TX=bS8}4m8B<-Q3`N}{Z&f6FuNC7g&0(oAj=e4AUA5Im` zV4BS$Bj+vfH{ZByONx(@W{IZD`x*yFfR_$Z(gt!z*y+h%Ms9vdkLmX)-3q)e3ScIJ zgMzAW5Am2c`BOk2#EHy85*V-dU>&Wzl>kttYv2Z7x(#%i{tFKz|1|AG$2!;=8fs#C z>cKh=`o;o?EM2Iy0Mu@t{pZIApq_YVy#q2A3NcQ2csQLxh%5&uCrLLT+sFJjBjB_1 zK~h+mtQR6>ma&t9PW6uOuL)`>5i4Jd5(Y;-iD>xSKqYeam$P|~pCuPa18bx)^x~?B z=d9vXYbYyd5gEePm`^Xc#6UE1h=>e&_QCp!Kt1hT1Fm%zc3Z>Bip}EQA~h;A0b*;b za~azNaK?7&5_NlfJK&lRpc^6x3YS5va%+e&D0vSZ+933Ws1Alg4NwJ$yCWkbQ2>E? z^_{{s=NGuCR|r+PE~JbV1lNcp&n?XzcI<;hF%QZt;UX-rr=Q=YCVB54_=pvBcG5>J ze?DFG|5@~em|z6r7!=0qvxB8CnH55qfDDjuzU;F^Ov7&y20&>(l1#o0z|z*JnTIuy z!!hz@#uXi~6(UXpY~|*SlprJF6BDZf1VpU1=DWt<-4#N40?;X`pgmR#3X(-;f$r)? z$uN|^h9^K5$-uxMar*BNr?sev2kLSVKB-C-N9l=KJao7_8?yqS4@e zAAgQy8Dezu!rb~;6)P1Xj&Y@VJhb-Dp>YQBE*#?SsiX(##fuk-S!C(pzSWxpb`j+7 z{zfx(nef6OI@smpn%g*&`#ICJtX$Z|OtBwcMLhks z!>Cv;Uw2#udSM<&cMIX5Z_)z`0Y(ml2>fP?T-!_KfXM(AZ+(#j+Cmdp2zMzK zDyk^fkOK@@slM$~=)XDu7kL7;tr9Wb=;K%*4nlUf`jf3?SYjwF_W4L8 zO{+-l>78Dd3Lj9rRkbUb;CVdN9j-n@RQOw;tS3V}m;0EpadB-RCuhh7 zN+8eSst}(_K|xLIUI7#Egac(agj8nW56VRb^xSU!wvLW?NDut->YbSIe<#Ao$cWr5 zdyp%84-podKge>$PaKaWOM^xsle)Xy&l~V&$rp~5T zrE3(*bS-#?SD?#pZVnEw%zRcze2L%gCTHj?SzKR%it^dn6tUaqp@1)lg&A6*L^g;T z)xa@zzV?LU72en=Ee}#4(+L!>1v{zK@_ z2p8eFL^U=xvh!}iLBL}T3WHss1A{}1X+;b(cvR~UCiP!nz1FlEYR*dy~aR~{UdiU?5JB{!eQRLDz zBUBk&Yu^+u`p~=bdyno8t-Z?e_;JTWRn?vrq*p2c=1@McU>PIL1@RCSOev3P+3|1R z+DAueKr7b(4&lzmw43iKG(;%DU=8sR(;_b~kD_La;N20~jmrT$PUuNd#xK}|(qjY6 zB>*rL5OjeD3WuE=@C<@yg><71bQm0X3>O!dro9Q5m}NrfTS%Zx_}{w+QWP~5Be6#h z8$IVR0jgm;Iy$1n4}^kD%i$6u2;5YicSX;`CTEH{c6|8oVbcP%Z{fSY&5@h^l)4$h z7@(!2VO~k_Iy;*=1e_YE%LB-t&CN|k_-HRQ|K(bS9OA%}#i~%`_KT%y&CXfH^CcNK zRvlAgR{oY|#be{hf2G2abCRHi!}H|x+{#Ma@bIwgSq9(#4QQ(L$hMzo0Nn(gU!-vv zFmRSh%iB3TQEhNp;2AM2EoYXKN>Q7O(*Od^8!E{ob`=eNpg!NQ47R5$`RrmUCL%(S z%&HJmR(27j6`NYhn}SakptS(WB)qDsYH&LO{5vR;Bmbu?48KlLqh@4GfTpc&Xh>{q znU81{@*!yM00d*^8WoES;-PfS1D&l5<@~W3AJ{nz!Hti*a9$8I&xSMYW6nD*iD#-DN~j7MSO~Q^y1UPybTH~_QPVmVH8d@BaGtet z!{znn2?b{4=Av7}cSZ{ROgM<29)z46<$*XKGX`k9@o`LEQ!@ky%100e=a6HHlxSTT zHg)n1@R#|)^hG!AWk+xM%Ebg|^LN0n;C->xo8PdBi;_TgU4Y^|t!GV5kI2!J)KpT* zyJU7;j!(Jd0l+W`VzTFB)`&i7pB!XZa`@0H0aW7rf(`q}B06#C2(B_=aODTt|9Xz; zv>VVY#qk*CjgPfe8w zT*K|S;;QOBtzJE)yis=cTR1<(t~V*;%O>6br2h=i+9&xWz+Uv;oZ+pNQyl{RZUCO_VzTl2*!V9(&k%*JptM zIxp~)5bd&jDggG_8d_bUplqNN*komykd%~^FsL0IVAxO`4QV?J7TOKKV8^a~TmJLA zBkh5@!u<&Kf~8kvAp73u4CBck`RR3Do|*4KaM`R!hH@s7XTTRB%gwZ)B`_pKwPx4cbDyY_V_Wbn2(Q%squORNqiiiXcF=? zP8YveTn4y0lg!Ur$J#vUibaD;H+t~)ChJ^cqoS~Z-{pXHLTw-KHdxp615neK%|C)gnh^V3!WiNr zKABWB4%}zEu7^qaP6N*|j`lZ_L(fje2JV0wjsk4$$NWlqdMSC|ySwpFT@Z@K7Q_f9 z(w8Hb@IR{Ce=+?Aad43VFD@BNqU5wcXMZ4oZhACD78Mog|FsM~iH3D-o0(w+`l^j}_&B+v1e$W<09t4`E z-BB|-F$ZE4ivkM6L_my*gqC|A^q3eQI1Mxcrr6NDB5eQwQJnxxNz|}NN>2oD3Hxta z9UrY#A?V_u)*|$y!^%^80UP82bC{y}CnVxG+*%v7JHkFoI>Zd(_+k#dZ2&fjyZ3)h zKH>Db46+j3xY6v!ZRlR-e*Q$|htA?#LfBlCZG#`CoOZ4i8MBLtoqO}<4o(Xmnh1k% zQ~prX)5l+O8C5JB;o#!Jet9idLQ553HCnmN%qGqIt8Tu2!OokIn5YVJ)}O0E-f3A` zi9oa#z-Oud0ym7{bikT`iZ@PMiaF>fGpJj}3nCJAohptN+W{OA4m}M5`I8KJZd`^E zzbeO&wmRX~g+q@0(Xt6>e*BFaBWk5W+MvV98~TZIgqX-ue{QmMXAHd!iV8r-0ChJ8 z@B>QbLZVXv%6<^+LOMCJ^q|dJRQ7+DLwm^9<3B{by|3i+(FPMfW&p@u<=~B+mw+`; z4JWMpZHQ?zg8iH}?3>s{g+fZ+rr@9kRJ6jh!qhy}0yF8)p_eF(0aS?kuvVrTU(Yq@ z@O-|DQ>9fT$|Yh@Qma@NoSO~?B?MSd@!GEU?*U}v(Ft2ARxX31sH4BXKjj!h5$+Nk zR`CM^dMcPJ8yg;vngIHoTkg-5Y+`{}fxkoo3RdJuorPuVPGMKEa&sd=fPYkipWK>@ zWj(F8f7%9UgSgBC<2m#e8S=q0C_F+%!ohsC{@{L)y(NQYUM&Pne_G8)Z>IdW?k7D? z9wP!;Ga@Mkv7;wXpZ>87eQA>%9v7#@`ZA2y5*(PKd%q@QfgEB3XB!?VQyb`UB;9Ke zv5y{6z3=W`4md?W^oq&fbZ)Ox=XJ8b4np+G? zdg}nmFhdif-oJk@FtD?)j}#8#r`;?-9dmFB)jv*yXp{=U4qu>NIl&Br<_%qWs8QAs zzr_~KG9ch!v0daX1EV0wi{X%{mJUAM`O!mBZrREL7KtvvKAE;k8v3YnBKpMk`Il0Og^DtUTH&(pqJ zz_Q98{zx<5;7!#8H}K^GqbkaHY%r5cK(eyY#PpM4Mvc{M7e(q`zwQKN0|yWcVOxEd zH=aYk7K2^+9Lyk*ptcjt1Z|V3C$qTuy28UBtiSH}1lP8TnW5pMIq8p3?ND9}cB0Fr zsyPPjIZ&kUy{MIE<8KV@M-9+-7pMrq=GO!guco&4#oP`))#0A^n3x9wDPk?p8JGZ>;!=VLW@BTv* znE`Db%0C_ioA}gASi1(mH#-4xfD5BRP^J6yk(gc-8(NzV=u$`sJoSSP=3@PUB?qr1 zpbvb&JMgX4s|;uk!^FhYd+i>)vU8J2F(>DU8nG#0U2a_6_tN4So+!_~SZAD!7f=oTl|pUm0)?k^vhN5)u*< zP1y*f!3(G0;9x-Yk2dP+Oa)L%7oh#}xBwS~E$G*tckjm5*L#KAWb4LG)_ZgU9EZ9l zxI_3O!l1+uC31iVn_F9hekOskv47}Q>kKRr;IIojhY*F`KX^T!->b(EesX1Y!IdQ8 zWr&2hDaqHNue0mx4;RcaV0Zf{G>F7_naX?ToXwgxEQ<{1=Q{DKy|*HIk3;L&hQ9v5 zFJ4UBa0DI2yHu|%ESenEwxCL(*&iDlTXsJyC50TNa3O<0^KdmMf$;vbOr85OEO(-( zGZ)l)xE@k!pN5rFxA#AG{+OW3!8`ogADB_C~A$2jGfcJPw61KU^8c$O+)|lXCqIj;^=QS8V7?;{O8zV zjhR#-m5ooZfWCcI)RBmkjyUi9nxv%_vWRMJRX|%YAmGk+h`Wpu zqxjOa;sa2ua~m6$&jVX}@Y(clf=y1jBGR}jHvQY#iw~^Olc&Ab&e>%SFLy*(x%l9p zqcf@Gbw6;%b;X1FquNyl9|>kt7RY5Cut~Fvi>RsNxmp4ZN{oX@`mo>(9ok5s6`F@s zSZrK@&bxp<7_~ngNCuLNMEhknzF^blFvRN6@XyPkH8wG^&yt5&2vH{0k|+T}pm7TL zCX?_rz8z#i)Q;TL)P$fV9L!8|ch<*KUCy9RwSyC5q|^v2pxk5_1`|?Ei7eqzj98OHI>*4Baza+Qe)12#DoOf_rLRZV{g!K-{98aqXNjC8GN5D!qoY>!1RAN@{A7^T>&}+_j1! zMy*ymh3y-rqUo9BNZ~8Ot&0h9JwN!~dt5IOcVXN9rZ2%BH8=hm_2W049<7&=rJpI72ZNU!g_SDyJgQSCYPoKdxCc;4-XtB02lg zplo*TCy5`+|V}{ ziz9rg%oPUK3ZNa7%+0g(17T7JCWd_E9KrDm#N9jV&y_$B!@YcWMs+9@|J3b1_o5l>&@iRcl@TFkN%uBS%GYz`aYKYy)UdZ4mYnDX?atYSGZXnX33<3x}!672ZJFy ztSW)z@s0<+<&&?xSvj<$Flfj3lu!f{AAwd()ye6CX}voM@GL0v4vMZehVq994%=u(UT#!QYBuGn%5S*xiZq3;7Pvwo}#mkHQFl#aXq z0&iWiH`=CnqNhz>mjGN0IvT=MJWqH+OH**(8~1*@(^Q{NiTiyzTr7OdHm2 zeRR$z)WHw`rVwL2))=d4P;Bk7YkBKaBC!thWnznIBONAo3W`k3bBg(d>%-aD$G%$> zG^|ZYJ30b(U&}j$EJNNfbav}nUDblw$I_0g80QAhutz-GhxaaRab1mm`uptS*4M^B zA#nm%_l};pxSmH+n3{&+SGW|DKTOjNmEuC*3VtS!BSY~Z>9*lKFxeBp;ACmoE86|@ zg(c4o*Q{JJFO7$8K4H~=edoJ5Q8t)f7TbBP@(G=WKK_;R5u%8EcJ%y3_t_`*o2ECd zr+!FYrK1N}g#-Ljsgkx_V^#`sH%bv&&R}$T`tfo{MO#j#LVu&>Gx*8b3Qcu z5?*$YE{!+oVQILomW1mHrIhP+4$73RY^TnUKEL``*K>PQ*vl9FCK%Z(j=)dWRZCb5 zwc1TJOHpjo;ZXx~(RkgiSwll(ri?6bW-8!MFd}a?4@e}gBc&jq_pI$RUGZA2TF9ug zqOcRqj4uG6!>g$4ZK~Ao1LaoRhuSGy`Xo}WaO1Z!#5{JJ^l7yOLuojaAZk_b7=}}$ zY`w`LQicb(7Zrk7fy#J6ngCUU4Se8>Q;|``cE#dx+Sl8`M^&O4p^$u>q}0wiJG)}H zx(Sg%JWnO8Fa6@{s<6$rG>~T*(?z7mWisElfobxrTWtC6pH!Y>SaTmf>-1DbVv2<3a!WXXXfiD3a&EKz^!niw?fct zVYOZIH%_xR%sel;Ih`KDokq|Mou0fN3pW2nd^lL%^YvvSCP$Mb#FJE*M48z2Rk60q zcW0je*519!3^NhwV*f5Bd0BhdyI!q3fTgRxEnxbY-txS1LF+VE?JcXU)NPW$Mc?9BqB+E_e`8 z_caBI>NhEQkKYME16ci|vx`pFweY{ICqh8kn`D{Cr^kBC!&C)_I3Kmaihg|v7J8~z z2OwIQY~cf9q)jqym7hIzGWbFu;4C%&^82KSLkHFMST%T1Fzv>F64n;uJ;E_m`uo=X zzxT;H zz=|q06(sggapLKu4}zGyc4r-Qf_!8k)U|%d2e51Xcnb>`k|B#B3+_@-sG@;=wF1Qz z2}9@BfPCUfN-Xv*yfCci;v4tmV&0Imi2GMV*!GI?jdPiWZQ}yVgZ96!B!2g1NxgF4 zrWNI)$au0b<)NuZF9(*oj!&NmwTdVay?XassCyeMaVa0|UJ$1izyES_$miZ&WNp62 zFn%=0X!6d>Cw|It?$lHDf=S`xay-l!$ADEgfl#r5 zt`r@D%WDSekzARLkMC2|AVqo;NTq#hT=PmcxPrOzNjFUE!ke2_YGyQqusPDG`~&{n zD7biR=t+Iv#kYLfA}AcH#gz`h<_Q1?H=rcpvvVn`Sraoy0crg7YKcDbZt)5S!* zRGVqb;6#bro3%t0(~_34v$l##(TJ82Eyo=DXj1)B$QcFi7mHAt`$9V>AqHp!Ig|Drz4Y#a!+`OX%GZ_rG_8cQEki?KoY|%t8+< z)HsK)*wx^;LAeE#b_I4urNX%L%NG(rR-Mp?=+HCh$4>;#Q7oO!80|Q(N3#)KT54(? z|97alZT={OmS6t?c9AVg(b<^~^i3URO8xi*P0d(r#p7nr17CMUa(~{;BoE9{?yQiE z4uyY;g`q}4AWR6@*67>Te_Sgu%m?<9Co!?uu6d|PkmgQBOh)V7e1~6eyS%TCqQ1Kb z(VzHM;Kc&Ff_H7%h%>k!D|WCr_;3IgT)D1H&l=viArxh3DtktHQ8Qa%bc>UNqfM1y z7FAPIQ^P@BLxm84j4`(0FM+>CffmQB%*m&((P=yQ{61FFSukNvrJ&RJc&ka}vs=p> zw;M+eZJ8A~I52e{AxX@aQAYzh1NuXXQvxys0Y3U9a#e~lEERKPsw@1S+8@1X4*I) zkwpR08?)hDOtkEKX}q2;GuMQ zA`MES>gq0`{WdrQSin{If;f34`u1+Xj_VJSi_MfRM;SI{hY&J596Cp1Jur#|Oa_9& zT)?iFNbi>~ps<94e5`y6e1c%1wgGJ)EJy+a(jc({FzteEgI7SrGxf7mHsfoH(N7qs zwx18e!)=}DAD)928$)=D$`ft~H8JOduYF~r?jq{?hZQ^qejCOzieZF5ysF5!Y!C*V zQGXj)%%lSM_<3}*;((}Iyr&DDJjmrns96tm1pk9gb|8PEs4p5*bx(3C$7o?SnkHY$ z4Ru@9gE3uVou^34$=)PB85tgest65!Yc%MPMnhwxHF%|AB$9u#4&K#}48+T~Dn-xt&Bh5lpZUBVlcAil~X>@}2db zOBmqbx(uvrjddq(XT-To9b6BO4UTTbN58gPf6vdR(`6KuY;I@O>o7yoO-&U&R6PPt zd=OwH=Kk2)EC?R|a)IqZUZ8HF|DL%OP#x!3c*iv<7!o zbik<)tcY_R0}Mf^|APO(6khLc*2;<#x?wP0qXH{C2h$Sp77pvhPwDrjQ4EaI=Rt6c zE80X17Abwsc*y_A9pR2#^1A>ZE1h9S=zn~$HU8R>3=YM=w`G7phK|W?g13turc_V^ z54c+lXV>hXjFKzU)e*7(5qO6Vh@itMpvxgv9v;cS_*?C*e*+`cVMV5-M~=RibEA15 zS4tv`@sIoz2|bk!s&>ZewX^q5$%a9{MuTg}5Ue^3C8OiSppQkHR;d3^S2>0e2te+E zc~!T;h{VYFjLF`1etv%T=TAV?u!Ec1+hSay$iN#nGaz1NgAT}{)_n3x0#Kbt^FnWt zBdV?N7p?yHE{1{^{gJsIM*r&nqcQ{59AM6)9y}mH-wnc6MuR$7z{U8CgF6&qOVvcZ z*1)+H?179do68Mym^47jysXh)&JS{`j$@JeDox#R1C_33ULg$CNtg@Q=L?_&ktmr$G)d<9r?n z1;>*fU%CnK@loWkpZ|=NbuKrgWMo?O_zk6TMm#@ge{>vde2e28IG!oP1cgyH^9Oxf zVj^+V-{0?I#%Kl2+W^Num_V$c4Zvwx0v(b9#9VNyqb4RWD;$6d2Lv1$0u1jz;N4nZ zFNu1Z6CvB9VFR}f%y%RV9X5?WE6~y|8O$@YlJouf4U>{U;|v6 zrGg=qsv+yXCLFrcrFWk7uf=a-O1Zm?;vYP&QQ~O~y{)aC#`*j)nL;GI$G~uvGYp-Q z0&}4D`VsiCz%(l08S3NXBMvI;`}w^49-kE`#{Id7zkIihfXUl`ciU_GfH0r-`4G{% z3~jt!Hn;OpeN?vmq6K05~ZXVBm%i? z2a}XlJ~8g^U6I>u!X{>q)>ka;9%2&h$8w5Z!GMN`|K|*Oi=YH|09b}gGXQ2%4=y~? zIlebfrLLPzpy9Gj**ep4G8d<1fb?kLo_Bv2#;5z?FR{i;yCo;6*8wyrB8pfW^sc>m zcz)h_Kf3OLTfE2N3tCKIRb-p(EDJt2hPB>LyCgGuamx7)d`OUvJZ1*Ww*&PIR3Z~J zrYfx=C+H;6@UUU6%UIv=9L3^lTca5{GAx7P$e2Lcnrp}r4%7_C86(Cc%;Hs>>$g8O zlf#G$G#IlGFZy5yTOY5%0uuKL0}`X-P2)p37(f8P=3 zx%Mo6d|1cCtj8n?-tF;;8@?OZLvS6)BMaEV@QxE;t>B$4B1TTC(#5qhO)cEm1XWGZ z&#pbH7MOb_1j&uNt1v+k#$dxy=>*<;0992P-@G}18cHZ?aDbs$*H4>qiBtaMSl4bi za`B2g&Hic=n1O(w61|NHy`l-c&cb%KEnM#c70iNWD1^$R=L7`ezDIc!^c2cg?K>Y$ z-gqO6|u$!G7DB(^+Eu6i~=6cD0 zPk_9VcKnLH2@-sT+dwQkFU}trN2$)=Tu-~H+ z9cuJ|SI($HZG&E!0%-$-tK}D#cp(jOB|Q?_>#-^j8T_AmJ!4>onnx!i3>F;DsjVKuQ`YymIbe?Rz4m0d7XH%g2B-;hCs->5mYS z1oej+*L4m~Ik=GeAZV=#y9zrQ&{4zZN|Dtd*&9|_e1DWjPLEECrxaZrs7zv%Wh$R_ z?#}OrN2$pW$1n#Dm)GOkBUHoy6L8I1Z0-R6xfIR+Vx)t27h4$o1)wIOUN27=S%5Kd zw*D4Cj6%(AafqtAI{I=YJ#B%!VY`m+(_jB(AnJEe`@mNA0JYWBjai_Y8{E#R`QIyC zlssXErD)IWr{U37Z_F&kZQs@va~;CUP~-}B{mcc?|MP~04zT7A&kYbU2)l|`juFOa zT@-$2CI`sHel^9LuKrS)>{m3QCKbAB{y!3`-B+Ww*3+YlFd33oa0}>5C>cDkre)AX z)VePvCm%_wPs+Hj7|eYCceCkqu-Iq^02$b)w#<+Z-ipzWO`&gJ2!ISGJHW`8A76Fu z#obCQBC*VpPSF9MlpJ_b!OhHa_ds~DNkfC@qyQf?s$+jPu1I}YqV!6cWLfmj`u``P z4*Ww}IMxrb;pIO`XuAl*Bk1e1(C+acn1RL_T>25b$^}|H&S25Qq#%MozIi5!5*7&bRv=O_e*F0H0K^t(-h8lePBy~tfG-e& zfEgS>!fH;2@%ZehReHRhE-|4#XZFXh^G>%WM~1C2dY7-U7YM9AF?5IX@YBd0(t%i#1QjJb+LTl&UC_C1|zoy8o1~bc$Dqt22%8LxKyD`b{ zJ^O`kt*+WflJDQU(LRTpSrh|#%rH?an0gbY5ztqwA>g`a0&og4r0Y)lcXdMp@b}la zYzPf#+X3Iw-lt`}^d@K<_;W!0@G$M8UP_yO@Qw>KuPZ$|!k-2A&lYrk7>NAofo*U0 z<@#Ec=UTrZ`c3w`ZZzoo;2)PsTbpb<7tcAntX8A>;%dqHFbE^mFN+{BXuG+)EAWfF znDU(R|5e(TKvUVaZErg=H6T+cRH$tpDrCx3NkTG}A!CKgR1`%aLntCj#*CFA2^EP{ zqEITD%rc}56-xZawR_(8`~LO4-&+4#|FhoJvz}h|zVGY4?(;g&<2;Vzw1>qG|Kyyj z^7x4Q-oT5e%T?bf_*x=HW7AuuRkD0K@QhcUk}g%B=IM( zv!GC*eF{dR2v#%`c*}4)gWCuwI`1!vnldS%dt`X>v&}W9yzw$+O#;^rZ{Lzv?Q(G`U)v{>x?QC?`+upAIHb-+# zma=PVR*e+tOBmNTTn>f$Ew4S*M0$ied5;0BIS80+SAS{>03glz>{z z4{w<2xucR_QKx-ywDAdZpg?*?Y*v2Vvwhp?r{h-cS9wShS=p63Oddh4neKl_jfzPN7o z^J~o%8E_vEed~$dWUzHLjI7v8N=gP>vzWt{3Lkpbl1GK(0%6lrVCLcGySK0iAWiTww_}@W{G2Va4t`_a9^243_uteCwFPdNhzrBZGix95G zeO}AOuWdZK9P0AXPFPj*Xmt=^71gUUTkdgCk5{Gc@-2z+Mm>UtIwgniJ5=dgs*&V%vphF#pG>iJ|ajFy%D(q_N*k#5h8}ho(FQO!x9YjNzy8z0t)Vs@C<>C zP$+Rc2d_CD#QA-?2kX{M`;l=0-A^N%uWkos`~m)P$Z=So4dQx24$x)A~as;G42Ev6tHGJlt0q5_Ca2wM1+ zgdITX;?d-rR$hPl?3vveg;}UL=EY8RDBXRT##Y$l6dm*9!}dQ!#aVgrICZeAD+ruC z5pnUyc~yu)D(}K4CV?Pnue!h=rx|J;72>n|!qM6D5VGP3SrcqZ*=^%q?Cfsr8HQ+K zCcZVKYuPtFv43e0%#@XtlT=d-^dK|NH`B(S5~a0|M)~9_@|VtjaPK~3SJC>wz2jB2 zz|}6rpnhHJ%R&rg0n^LTPhP{jHOp&gvRU&9-fy^Y1?|ZF+FN_ZDZsZ!smr+;>N%vl8@CX5wz(vIIG)lI*21&@Ix-9B*V3t~G8iA3&c=Im8#KIAh z$l~(yC(-;WMjyA;w2pY5r|SI;v$s(8_#p=(1Xf}=3Zxrqdy12K?~liVhq;HX|FNJc0dSatZp$blQ4Qj1XBoQ%ik@aQqNz$90@8e-=He+YaIS?*^xWAl!ZkL z@L%fZKgbA(Hzu$`b|2vc1E$Kohra8H0Txy99!N)+4BLRP&9`a$_a8;3gY+7Mwh1XL z81Gw9XHZ0*2zw$Z1H{A^z#-H4`s*V{k8U`44Bi|lHVQvK?e{WFR$wAD?i)AR?@SFx z@Fe0BBZMQ&vHAGa$78K91oA;9UNimzUUQ&7gcW^R=SEXmzI-|O zTf%avKPfeL6qmLhdTrP4t-KpsKe*RNJ`-biqAjV*9$dgs;cP)S>XT*W_>juyg@i@HW5vY=g-4xmt#G+%( znl=3I>`siX4*;EnsXFFA(_*q7K$HjYn2`eHi>?b3WrRi3_v3*kom@Ptkq;*uhT%}B zKK=D=_W7X8^xPL6pPOllC9*f3u3_T+x^#Y2~<1KxL>&jM+jqT}t)fx%+ zZ!4)#56+A!Zq+s0>g@1M3W*?LiQ{aRoLCP@F=0*LKJ-xl>eZ)BO~hu_W9>ICz&J3h zafnPZcn2i^T+a8pOjF~J^$XXrtrv>i*SN8YBizuGzwCey6`4d!N$PKQyEG(4Qi_0b zkS%)xUQmk_Rz8y6^48GMP!}<8c6Qd@)#BEVZe^;aLI?*Ozm%$fez|Y8TYfsvXux3RTY{26Xhw1;dfd?Ri`y`L>FssopMh)4N>t|T zxFI3fxqSNcN$+kB*uw%)`SvsjC!~Pl<$!1)x3T%%r%|H-fg4RuM{dcVy?1qY$wybD zkzofq3&71sVCIZBV!(m=p}1(|)ydzZ8zIel%*c5mACz7O;=KzhA5PiV?Sh3zd5sHv z>+k-99yv#gPb8z+RA6XW&3EJw;Vok|anvWNa?_j<`Q#zMKG2q!0^dB{NP$Cl#3Lg~ znXqnIlve7Gu7?Y*WoJLE?WwmoZaTvWB^nB~#+sK8{Wr>B$FD$qP&B1}?lycyWR2YlgixHdCBA?a0>%-s!sq2JU->}TAD&Ae1aXJtPZ>R@#RJ9wxi`bcTJt*F*kdcCMR z5|K1Xfl)yo^$&akkdij!sqe^t81Ew%kP?+UAdHjbPb_W?6g`2_pIQmc=<7v7ImORA z`zVJtK9hEgBjH+*EhTY4Vc8Z^4~`=T;9s`v44^#*3a_l~IXD0;B!!V_z7!IcMI>8+ zDV&SnpP`cXmfqhtfXZYmwWk_iWMY(^O3{ZGEZt|4@QulFLTJTqZlKh%XUP_{lOz_3 zKLP16)Y&|?OUws9+c6E?Qn1R2!(;oPIKW#A zuQC#kl$I))IN|y8q~We`A({JhzCN&CZe?XfIFI@sFnK7MFoYB;(zkIVGDQWKI7T^j z^^bXdTWnDoZWk4xc|ff45K3c&$^{g>?=N;*vz70Ly z6iT4f?M73(9*6H@kF$mKJ-Jb_V)|qX?w$2( zulnMF*XeH;e2Os_k35I_o3OvSn701GpPzzwgU^C(z+blKas!8u*P~+P= zIJA>`?l@@!Mh6vM4{-#&2u)_zA==vY$J;H(I#=WVvoqS}dx(wjy;Ek|#P;~psrkUH zUoj(d6=#0$RA{+Z!WUrUZpgm^&!yjVn6MS)Z_HhLM(?{#PS&BjqKk$7p!`9LgFeQ2 zz9h7|@A5jKu|<4cF<>0f6Od9qjGJ3LbAzDv$kSNirLdB8BgvL|C!@Bt79a@6hYx%o zhfgF9CLaDDDYD>?2&0CkRv4R@wSv-O@CYygksW|-C|LH5bOu5fmOH$%KWyVQKi9$@ zjH4wrb@uh3ml2Z%QpqRBzl!mK#bILgh*OJp6xcC5gF(l)iE-R+=fMbxgVOcxy_x?) zc0?u~aQ?-1+7&kBJ^H#0Uuz4pOXNpv%p)jS5qdu>i(4FQDJ(RprIcjD zjbEJv#?d8T;{r!EWz?6bFD$ZtZfRhvcxNqQRCxMk_6;*SY$LDM`Q!p(VCH-`iwKV- z6vj}=Jzx8<(fELTSEC~T>}xCC+_e?`uwA(p!KoAr?T3{||h(24qHrcJg>Yj0NgwD0K;kSVU{GoM029qt9< z84m~{k;M5Qj9ZnMh6L+D(apQ;K66Ejmft4u?~BWFgN8y;_d<{7fDNt^BR&6TVa(pBy6Fuk z`ME61bbIYTl3P9v`cDN z$Yl>Lia&-Paav=)Mv1Y z5{qwQucH$4Ct!$Eqg^;gpm2kwu+W(Hp6Y({x6S3;KREy+6bxcNXFzkacvY;4ii9A$ z-zMt}j}^z-tL$4pe;EFyepuqd;Ke4>4v!GLTWX+eg&svxPGl98E8TXzUp#Vpfo;Wr z-BFtdxd(ij)7V_->+_lX-~@`K-mF-SXTAq5Sb`-E7=XaU9y3=`NFH`W_bLurF1+hrc!R%%rKrtE zI`Q{EABIL5lNZblVeiT7;-YfON$AFN62IO$zHGU1x0E##scL3z7q^_c1$qdO?@;oU zriA%UNP3@hH(4=x;?0@lbDE}DXXh33)~~#8!nlQer6Pl&c^;7B;4@`<7YduT0mkcQ zNA0S)Sd^5+e*^xR0|P32M`r^iR|0Zsm8}tc@rF0_(?oP=D(npn&#;R0Z@X#k*!T1T zjCt&07>!wi6V4v$ad8&_OX$;(X>Q9~*{vC_yhrgMXeU#sIckAFJ6xf~<$`~uw^01n zHPd;gRx3?;KSaQ0tLoo#G~;uw#3^sd?@hHYa4Ge%tAj2|f?AK1OEkC~>XP{ThJYQ}^&K+jqJx;Ks#aQPhkf~__ z0_*DSjqkOL)Q)DbOWmAysj9UgQBvqeRP_imyE@MJWLN_$tO}uzEr8&7Z|pZUzKHOU zMM5l5`mtfQ*+PiyFc}sPa&m&!haX1%?(SZ)PZUt{Dygc2foSg`D%n3sBDFFGp`1aM z)rCF@6t|mG0~Oj-Zx@a(e8T5Px+~#^QBhh?wXlMKbSqclRA?Fg9v&|#nh^B&P;#7= zG@=9%YZjC#fO?<*n7*<}c3;b5#fo3bJWI^=>?)#`U-wZCfz= z(zuM)p?$9V%>R~VdG7EkCgTB6Xuz8}YHzHCcge$@yR5s~fB3ciy#3ELS9r2j#NC6~ z7Fc#GvKO`A==TjWw&YhcUkjzDP2ta0iU%bm8Rga?W0=_cjjVvqI2a#w6?W*)xZ-!yYBx5n z`dg1~vXHa+pqvA+hdWmdw0I@Xjl9IH3+l?|(s|G~jBi@6CmxQLcifl5pPy4mXwg+8 zi%63zMz9}(;i)_d6t&+WTN*Q7v%|)@bdUfJOs4y|2%Oyuyq#2#01B3-sQGh|mLG7i zRJVC>_`6V7LnvGe$t{`tLi8ikh@A#1Ua!ailrLW<>{?2$ozjsCEEE0p%VJ%29=Tp6 zvn0kN|5mr$`kA}oLn<3x*z4{ z8#gxw)1xDgVdz%MkK^jF1ol>&o7X*vfF7IaI}Xv6hXS!bkKPzw_;(#bFJs3R_& z;XyV8&xO0(1hmL}X(~D}^?z5^6>8g4ob~{{L8X5def2CD1I+v+uwHg{Kl>9m8aarD za?>WHKfnCY%p|yFgI=U|-CtxP4>F0h{}=CsLkYcw=1JlwhOE0ArI3!XvGKOE2TX|t z63mnKxg?%?k#@~kC;v@Wfg+(hgwqPJdejaDg6z_(;6X(D;X9!Xs{admLn>#3AJ&vv6O>=SQOw(|AZY4U0?8^SnrrYvv(@~C)AX$S_ToW zN;$&sXuqz?CBPU2l9`!NFK-!-iu-pr0vBWO-B!;Rhb1XFkgPv1-5F*O6}z&yUM3tVJu%+5lyZ%W6$$#HZRvCx zZOjDjHGz}Ig_C7D7_N0m@{SYI9?K*w9KJSN92qrX^Pv_i$yQ5u{==Hpj{Aq0q3gV0 z3q>*y54`{0byiBi@h=;Gro`5kJ;|ST3O`lysq=09=0#J>ihDrE7BT+yM&9TEBgYgBFna>;8SWi zYuH@TJ%WXce)an*h9L9YEjQGb4VWG%+*4f=LvoJ#ddA|@twTO4k$W_Eumqzso4#$m zE2EirNN(2d!aoGfX*+e@Z*@F(QpKotq3`TOyiG4Th@SBpF<6LzarA^Nz{hV>v4Z2I zH8e7RA23wkU7XA-9^ho2Ea<%?{AQZqVpo86Yz_$tArx3%-kG-(Zg$Npyzjo%aWCN7 zZQ~_;mCkd`jEr6##PbMp_!983KL30*#PqK1XkANs!HkB)Q`M7rT0DGM$RHGYD*&d3 z!I3955C<5CxuS8TmRf2XN{MPs;U6-gu+buwHZ0l_ufL*%WgT)bzL6jEtEz`VM9SERxj^TqzwL`a@3^f?B19B zgico?d;C(Fg#6J)|2j5%l)nXjSRSK50FOxu&IZ-&niLU@9juD^+zo7tQ#_g`zg*hW z?MjjABiKEIJcHC(GJgg5K+QYV`Mxhbb!!+8vu!RSI-|_vc)SerlC!f)(MIXu^suWS zOWCcJLX~k1;eb&T4SworoBo`b)mKweW$@2gxMb$soHO6a4fplUmnTU(o`L!&+98r` zp=WF{lte|sNg&5Bn4p^F-_FVSn!Iih_!N`aY|~DTvcF0*`)*gnV73@|D`%SKx4@GH zz2h>iKk*7?d87N7H{P2qKfAzk8lu2Fg>LR6Dz`wgBY>Z|x%tdbcF2X0U@2F!-ATMf zy~&LfEc4l!)#x)|xnZ6fj#h8~`<)qY9KIw@o~QT~ZBbVm_uZiSLY0&Pj~I)EIJ61p z1#xW1`?m%ROX04<68vuE(XgNYMkT4$^Xk1*-)onWmY^EyK=j!hLpw%3=#;KXpjKtb}vSlqGs4s1Bx~pAz_R`p&j#Yrkvi+ zG#XK}DFt&Dgg=e>OoddLI%08(lWMhyNLOW`#fs`s`8_XsuP*~{C_%Bv?&Sl~CTFWC zO-u3{d0xFN_RBF%g80gVF4kKa2uGcz%-fS1*AUdkE*K z{H@0XrRtAmwO_6TTP%!A8m#=|b3AxAq%tmsG)%l`xAM}$psDaw@-wS1H4+*dOemE) zPfn#?%j%ER9P96#lEd4FqNax)%FINB6lgmCu*P9$pi%yfc#)^&P$`3qa*l@wy`z-r zSvx0#5QEe%VtazDogNmxKF$>^>o;$ov6A{u-Z=_hxkb_XXK=9W!wJwlDj9EJ{Jw4p z=T3$6WmGQ8Ys+?QzHl~});d1|o0&d1U|OZRXv_LDX(!AZ_=F|g=!Hinl`JcL0w3{N z1{xULoZo-wEKJdRhqJg@f+T|wHS%hb)+Z%#P+?%R9Z=%jJ-&B`%rhCj*lu-}4ANI+I|jcu~)QH~-H^p4(NE{S=Hm z_;GCT<;Pc>HFz=>Uu;U#6b2c`z7_BJDg_nspzJP0)y?qn#K}%)^>cDAt9c0}NHnse zWcsbFqF~C)2XGKj8Mq-;{rkoAziq=NCn*uw0$1plvuc5Okk}wxTr4ZS#E3QIs!WAY zXM2OEpr5tE>xVGH+A_eG=Um>+V$X{1gdf-z#B7JYw&7m(R7)z_iKpS&xeN$M&Jr*a z!`Ct!G4PebP=}bIqH0p4Gpltgdsyt{xwN~k9{Ut*eRIR#zw~#YTAm~QL<~Cu{h{&i zxAnuMxqgkh`U*HM=)>md@2#3t)7n_lIjCspKElxfgC^^AZ}c(3(2MK>1`}eGD>+dG z{^mI{;y^r}XGQ=k2{f>F&HqxEOr_tOA+_Rv?<{(c3d3O(UK72bWK08eAOlVCdxV1=T3sF+yA+n>*ZBh3>6es= zOZs10hibn!!YKf^#7M!@vj-R5|7SCJ>?hFXHU8d(trc!y5^Bkq`F4a@3FEX|UdGJG zNEQIxcS(yv5&W}do{UsbS66?#>IEbbw1j74s@TUAqO^xKJzoHyUVN(fS#w#DHl7|$ zF_VmIx!DX)kIx~JuoY@ME&flPz%}CHm=w8o%P9)6CtJ_37dbva@RY2N&CNx58Ou!M zLDvpJJ(6DskI{`ZUFzBdm*-BJo7hA`^8Sj!l^oU-Iy$w`qInb6<65uFEyk2gaH_{MQ6nTGOiYagYdrjDqn6 z5wIrdZ`Y97h|*XG5*Jt*o<=ay5syy@NZ+~6y$KeF#N;jAcx?-eISB3ChZ<;LQr+AE zA`I|k+hI>WF&E@vXupVH-Xvkdfg@|+%b;W8umr7YV%LSiCICWe9zV|MTM(#^p`nm7 z7{k{d9y;pf5Aq4u-8nTK2PTcs#Sn04SerFqg46>^m{4~GGphFGOH-dO?IvjCMuON8 z2?CXAWW|^~ItcGU$e>T>g!u(~vY|LaFzvRrM{@Mc0d&N9D7rwH43rHV^&-HqYa|0; zK_1-<_c>j>ap5=;6HOn5##&_ zC3&~CWqg`IE9C}Kpm-nc^xJSZ;zQ&^#0^~=(9{6~osihr*g?Q4U>Al)!&@?n%pXNM z%93Cp7Q&%@{dMHv;GlxwB=Gf+n>TMl*}<*N0t*9OV7Yqu-0ji>7@rY=E+3k%EmW}} z=Wf!LT{*VACV-f^LuM0%@gEct4>1x2-SbToUpg@r6sych>FVh@4P@wZ#{;QHP?#Jc zvo*$mJ-s2rLOdaTFpc0N7y8Nn^9oojJTo3CQR3M!fDc-YI1WR0sKhWMM?C)F`}g;n z9?ybmhI*CQzfvgZp%SPFJ4>c42_uuvfDlChZKh#6UJYyovZ`vBBZ+|*pZ)Y{A|e#f zVGBC#|rHUjDL+ z2l>O+2qb9C2`)9c2bnQsG2ZGDXjZ(Pqny8Z(M%y&BYUm9<_HEQg<)_5%#>`nL}uWIjT7J(_fjk@XCAluDpgO*-@N?Y^a?Eo0jB-#koepqK@U zs)c7$V*l{;OP0#5hJOejNVbAad8z3E^Fvap`SH^KE!@VLT}(>5gDD`yWuEwS0o2{T z=CLb}*Z}eBg(!@uNw=$2f8hS{JLP}VFiCdAI+!>RUcfk{Gmh{i8+>z9@aw0lsO5?- z#8Djl0h5Twd(3j?7IASV@XbaiF+-XP=PwcB&aaO278H=m)Ltl-+)hD4yK!SVSJe7F zCJry|pp#2*D=7Q)$>2K$!_}eDDj?}#^PdKONw^rqDH6A=1E7#>FAM`LZK_{H`A^EH zV%=V*NZv`1R9avi4Z1EL_#O4|Tq6$17=$KtuGrbrUYHJ z)Daa-gsl8|3OgG!3wJw|xJVi_QHqa_S`!q7v?$>vVxUT{v;$UjMA(SoBw%dde=yn! z;XtAU38Ax$3uXUb%~W(xRBSABkm)wVNUl=tjHf2v%^)7aIzb>h=bCn)=-+h{6u0!> zdkAisHe}=(o|Xm6h208zv;=|Sbm_en#>ik_wagFjSf#iyt@(A2ynL{5cMA0+$j;@pn zAeay`$!6F=O5p^MfzMTFbaXVK6)t)L3rks$BM-No!bYq8^vM=6mIZ<(d6Y$vk~O+F zAx3QE?g;$l2Ke21!+>k@DhBS%F?pDWeFK)N1Mgy11aW+ZEC%P8xj4RPYU0K_%K?{W zzb~`ro8kS3i3HmgHt5 zE?L+{AkE5#vUtFJ;au`tnFplh~aiD%v`ftUy%2UMFl{A_2r8ax#$@PgyE) zWFEuD^uLt?$x`_lSB0r@sPJ}4O*J+G*d>wy!sJ7}5(e!Y@O*LvXxqS+U4_H~Ry|;R zJWN|CtQ7LKkmY=6+t;@aHnbEDVc}RPpvk;1bQS!&M@U%FFRH7nBktF2cl^eC_^Nkq z2D<~JRd^{J;9KB4w8w@HH8=|W^0VhMG+kXMRUw9J0R+1tMm=O6htIc9D-biZPhNRK zo+{o29XJqK-`*b#LY_d*hSFG^FDrLkR@#hY8am4t+V#C~vqt{hjs8KH(*gJh5&{SA zMc(P@d7&&9QWRid;35c>2qzy+A|;_Km?{^uQk{(g$cT+X1_D5?wZU)(u}~1XH{<#B z{p#rB3wgpw+hV#ee&?bhOlUd{$1k7@6o_~0fec&cO%08XMw9sy$OsVyDCqzcfP|4H z#T7Pqend008=Q)1kUYR&JJ;1^UpJ+J{Y&KkxGl_&4JU@4xvzL=q=Bjo%^gLn=&eq^ znLzce_!!dCd~IP@5BNwPbYNn{M|}Jy?i=CeiSs6&ZExLDOn_#)Z`wQLbHo`Op1KL^ljR41$Uv3nxC&W+D|M^`)+!9>zjp_)8PyB#w{I zJw)c6kP&?Pfn=ZrnSxL^f`mC7b-AD|Mm8GbXl1F~D-*)ufS~CxJ=U%N7Cv{;AcsCx zj6r;70d<}XDJ2sFqp;D~z%d%1`JDFIKZZjaq+1(|sB9ZM4()0WvZ0N`WY!kRa8Z{m z_CPCxoFfR-0Y#{Nd6q$*NznqVjSpH<2TM;kiWW)((%=E|vsvcSYM6;(^jM`Wao9vS zC)83h@0+}nsASRk5u=De8HPDu(_qchM@8W0!=t11OiknVF-mWQcng9;B6`OdAL1p8 z;kS79jzcfA^#ieUBC(KE3K;=`ZcPTV_(5>O2;&Vq{6WjqL0H}sE?^shp|y`|QE?Y-3|x4lcI~tiN=ku1mWyA6S_f_(r01`}5Df??28= zUhOO%>)tr|r?s2C<6_&Q zO9cfqGI;Sxuhs49{QPy|5)%GDhIznA%f5a4qL1nhSiVMq>saHlp;r=kIUj?f><{|4k#VVq;DgRI@2h2HWl$nsaNn?JtO8W6 z`dd;9nVFXh3fA2jO?h%#*7m*#Z&YhbOAR0%;+=qXv;BT@Htz|(wyk$^W^j0z%pGVH zK&yI2@xVf3w&QcNDq;ItUcc@S*ob_5kPNxW%+HU=$q{#PaY0#@o|}7?2(mAWKeRuO zt=4Ip*7+^>{{58h?tKKz4$xFnGxYT>o2^9Mlfet*uHoTfB4!1z=fwf- z5|2%;4?qsT|7*vqKGe7mJU-~@_BH1&*IM^fZc$vr8XzMz+Qrs47%)L;;lhPaofIem zzkf!9`imEdS!?@tb`)t@MMcd+Ywmbl!6uybipG}Ax_9rr6_@yht@c*D<95jQ#WHkN=Mc{*z%&3JrMV4KAgRdObm0 z#0-biuRdTT46H!E#tj1+d2p7R&dnXIf56@ST47<#5oJRqfqpbynaX$Oz9LQfqPN@E zaAjcqpFJ~x+>pHnbgD}KNpTp7*M6IFH&HqXMX)Uj-aW%mfHagV;>(M zqU^Ho{!rv^UrS+(s53GKKpYgcW5 zSzJ$Ve*TS?LUJD}#gMvvi|U^KR*!Fx)6j@{(ksdpp}bh4QC?mB`S1m5xxAb;*ar1U@v|{(M_4IOda}^g76%i5_WOwlPcK4DK z7QXj?|Adg6r@gQpcl{&y6ax3FcfAmV%o6>BRia$%h#>LZ*VHfR`(_x027ZO7gA z^{wU4oS{<1aO^R%=W&_d=Oz7Q&fEBUlmR4R z*p#0FYaVQ}iC*APJm1W}wd((Sx_Na__Q*B(RZxbkI2VN~J~;&ig>C|e@C$OJosmkrEe=Xl|C5yZ;kAFz`sVQcF{_OSt_w{KB2rD&^z( z!6*Od#cc3@elESWCMl3c*nV~@Ka?dKv9x3(BPW+{-IwThdbn!o>T32nHx7nWE*YOA zvQ+KnpIXaq+;|3YT)k3i%2@1xR#sJfK5D|_t&p?sbW!Wyrn|et%GT439#^%r)OJ@s zT3T9$X+0CVgdcXeyK22Mm~r@8_Wn=mXfn3Mqy4S!4D15h*SN|QvCz??)>Iv;?80p7tE_pGuM?wi^(cWhmjXp zuCr|kadg59xgn>Qw6%$GiRnY{*4kP2KBDn|-4yUg;NRYlbFu2-i+xFpoe_94UMs|# zGp%t<(yr_xBIFa5=F%&D+^|$AC(m7_;cUR$p6iTQ``+9zf3QCrl2mQox6r)R)}86r z<|s2$=Xk5<-MfW%2~6(y?|<|Xt}uv`x;Hhq`Mo*j(WCH!0xsl*@74@@vmQGO8WJv( zRUOPtYF!$mPW3YGbBK`XTkKN(N0$>A^W0|Js_N>n5oQ^81jfPP%d5LN>o;-~2#AP? zuyJuQ$im{H$I2js_m59F{QUd}zZzzfv$EoK3og(9UjDH5rGm-j-o4#vE`EN3;v3nj z-`?Dt|MA07Ciw8TEwfS(Jp%)S!>2+5TvBHICKI!zRd!BJ0ntnPSYIm5g^`#DJhBzp z(+|S!_=we?pX1TiXUDrq2>Z($*+y$8ZD*%}SSmqBzZz8WIr8)Ku@TXrgYDw?46Lj| z&!z4OATd+*&T%}~pX0-=ih3?xRb#TZx8E6(-&$&ZbMM=mg(x~Rk(QYTw_Jo>>E9Zc zrK2PN^z?LOYiny`z@IXN-JrrKZHtwNR*+n;RA0ewTLsqFjbbXd);~`X_UZ56HBx!5 zM`mPXIE>~;#l*(?mkn#Gt3QcT>#&i4MF&rM4ykjSopC?j_*#pE+UNMc9C2>;`9+Ax z_->lSR`OrVp)(Jn@bK`E2|kvA2XOy2CE3&4J73W-Be476PK8m_$BQ3t|Soz14{H{4AxWtv)JhLw(7 zGPZP+`vRrCTL1klPgi;%C*?XFGdE{}bijJIw6>1mP>V+T4^0(=4#+<~m+ZFBeSo{O zwb-PJZ_?~T0#oC=IeiJH=Yym$R9uA(tU|&+<9E#Gmj+TB{dPEqa+Q+;_c!N@o|%bJ zOC!Y2$BHxZe+#F*n(k?NUiT0a6GIRoAtBqgE0?mevVOC8-M_EV9(+>eziWrj@nY1W z>cNo@F@qTPmoHzC(7HMaq@(*GnaAFmF0;H3F%-UTs0}H}$;tLsgcKB`V-{FfFE4Iw zCFv-iP=}nINc(I|TFT5+7)$rth{3`s9&z>>{sWV(azi+?zW#p71U0YkfsB|~O}`H< zEiIIs!^Blm(`TPyUZH`6L6u~JvUNpO6>~X}*-<7}{>Z;06l=0QBqU5(XGom~HW(3Y zsEs~M$-{;Q>F|h%yoq%zq~2+~>q2EqxOvD44gCJF@5hgs($ztSo)T^|%n$zUVIfdM zTmF18M(fg-3gbI-ff^bb91;?BBZ5sI#-M`a^$*U>%p889Y6(7(gXR3FW%JrOJkrRB zh;!%!B``_n`}~@U4yQ$6myML&zOXS_eeUbmuSIXAp)oo_BP`N2#;IxPhF7C1Ez? zOi@Qy)}jMBKG~l=`29hcf|WH9wx9LdNZ#R>y$gv^Q8;G)%QWac!{X?Tq2OXqTR9;N zh8EQ5yTzIlxG9?@8QSRyKIFJnd#elG}HpD$emmlEVXcjg8%^ za~M@!`xDT;)7U7p^KZQpN)!>63W8Rez4ZwlllI`&j{Sl6?Ey z5e@w7lJfMafz6E~J^mU0RTgM}u8m)&r%eP6t2#z_6ctU0=|wu+XWqTLj84hOeMBc$ z$#m@~TfzU6dv5uiO4>=gt(jJ|x%w+5Ra8{aD+dRq1J=$3F&^{^ z1Lzg%&;}V2a;DICd~yOS#dVT19zLr?uFNM@MN>djlp-uF%s)|9P7Z@Se*Bow1XsOC zZ}}^wcI5=x2w_-?j65S_-ajPA{P^*s1kgmAMty8diM!+*zhh0*(b1s->zZr0 zIysrV&gCoR)2B~y%&aXfv51J`g8F`KYydcAh$Y9k{c4Opa3K(6RzO0NEXXO+^y>W` zc*Mo2q+O>wU?&0WW>e~cjZV(SMuwzIyRkyKw{uVq*mIa}_9cV*kCj}@z6bkK)UpeE z@gZ+MrPeK{9T6VV0IbGI_do^C{F)LeoVi#k-jTvROB#X=~ z^v21AoVMgWh`=S;UQAM6h#*r6t*sTGs&kB>;JOSoq-<$J@Z%ia1M*!wspzOI`F*%e zjf7bunF|+)=I7_Px3@#f%biPKU)R!#Xl+&0yLC$zTifP*`|&^dmQ3H!>@;S#U|;6q z71BB1xi_%EHff1A~REtkwQ1^_9Bsr_095efClqQ-RidIMQc0A`rNqG?C@4sXS=&$Hop0h z2BdxZJPOPGJZ&fqx;!{JF=83SP>sWznq=(-Dbte4F;4Z29y>b+FA7-f*sew2c)mNG zdzp96)-AS~XXvWBK20_9$^w1{IvW(=n|#zS6V>#W4e#E?q9kDE-0Z&1(OsaeSco{u z^H+H~a2*Uw-dE+!FDsrJ#Jt{UyiTM0!|{H=T9k@v5N3mg*~0bdu437*LY3_oc04z( zsO#Ua#!HS7;O4;2e_We4`qN@{E`D&srSaQcRjZeM|3+nx{ECZ2@>=PFL)^_YpLt!7$SPrP-kWWw-g7n z<>{c3A)(vb?&o=VSDnAr*lML`X0FN#Kl`9te1iq51pSm^@XYiy^ZoTN7k5YH?V8iPW-@eak*z{=}MZQdE1f!s2C@0sQxRsDB3`x z7s!zC@NoAZpSb&%J-bDlOcJjou`&#q1F$eKFzAOuty$CsjHTLU;BnAuZA}dT0uk$X z#DYe3C6fwQ5}7-zEW3#-;TslqcDP=RRyj7324P9C8b4r zinN|-W{-}J>IMOdDtdqOW@fl2e2{Lr!Nr~R%68fe%bpmD{5zFq(Gzq+Cgh2UiB>QX z(a@|}s0uD8P(rCh=W789I<=#tWArYHxB;F~0Tii+_8XBd;rMudy0ZOL0PV7)Z|^(r z{4B401kH?)Bl2J+(=GDh!-o!^OH$~iT+-1$SGBbzOd4Fj%Z&nz8U>^wYBxyl0d0>{ zxv$3dgSv%oZUbn+ zAuB6u{&Yc1VdiBCGf-Gy#9}~oj`WtDzQ2_;3;4keIHSvb1F+%t{(fJ+Mx2Q4duo(R zUAlBBdKX<{b&g~13q1td*>W`JaETGb<@;M2uFLT%!#RpOy>#X;ph4mj69aq2hOP=l zF)W&d$qGiAUe3EDZ(G>Tic(sge^z&HQ>%JL)%Qr$hd2<0(V2XK2eEsVb}*E zUMqvDUTI4+=v9Goqa;AqYvlzzh94{jkNGYfgioZozKie+tzGhm^Cioh?_=52)oCKt zI<55N1zhT&;WuERRz}L}Yl|$-#l||A2}jG5ZTbvFaG;Knkmw(r0d!Uto!2A&gQk zF+f|o1_uR)4*{QbfB8a-g@sl0o{o``Fjn1)Zy{&U&@g&hihE$RNQ>^3c{^)BYn%SM zEDsOQ3d2m$Z`lUGW*rj~bV;m=;SV3;AsxNFI6zz^HfReb) zPZxBvDwnTfuS}XKfgnY53Ou`9aLL_Wg!ZCQr0?tlI%K5QUI#Wj9$?m9_K0A&$IPk;gK$iBduF!^le|!H!?QIJi zoAZDX-Iw3f1pOZ1C0A9!4=XG@U-=*9IXcDyx?%@n(cvuT zvk?R2iAz90Ku7e@=JluP=3B)#{LLoH?~sX#iXP6$@B5}?6sa57@tAy{COUCZSKr$+ zL<~5nq_VH52Mv)Ms|WG$xX2}`-DH zhCxiedcHB}P%J1Yh`3MKye)pFHIVM8O@n_pFf$|LQqefa_0llx(DF3wr)NrDtL7Yd1GCadGkE zKNIGNXMjPmPOjO;{TnxK(2H7O+YP3NL04f+G=J+oAktX~brPf+=7oiYOpcbwthZ@Ok{p-7@Tl(RrCZ>ind zPoxwS6;a649lyBn%B+h+ho@W=O=DXn zpP~L)K+*jC`Lk++=q-UXAbX*em0P#|uxEUFb+;C%Z|bVBn{~Qkpwvs9TvA?M-h#HR zMO3XuB|d1ehdhcmzdF_hOh3{Z{<_SiNLue4*lFTw<`9^s7Ylj|$AKYcp=QreS&ke@ z&dI?IQLf}{j{rH54fJJ05CPCeL{3L%|9RiE&LQPmoH8<5V@srTcI-tPvaDS&p(c=` zg29qE&g6_!28kzx8S~N#v<8mz=X*YjYFmNG{4(+8#k=oqw`&?y-slnF8Q;0p$H7_V z0cx`P<>K)l6lZ+6o~Lv%G5zQN`w~ZF2T+trqkgPbTEybsN3?Ih><9^=O3^K}b54Fz zdfCR4Rzi-Yh4Aj3l-f@*F#@cCNNhi!%f)4P{dBdAY@F+FC@D2&iXwpzu)efWs~GQ| z)+Q9jyO93jz)hbs|4|26A@QpCSa=s0Sl{t>R_B@_6MVxKzePb+TClPudd=*1kL%!S**&3?ZaRZ>GpzN z81?U9F=-Tb7)V8A!wS2^S=rg607F3XUvVtfD-{8_dvJJYIo}m!*yPC#9seOH|EtcK zX=zcT1y>57uBFR*@qm;c@ytA!q277o9kk%M!QIoNtpeCN%crs*euA(9LeS8y?MEMF37fPryCH$6GFXu@B@5f_Rr-afdIzfZ)$7-L$II_{fbbo(-HGQv70;&3 z3UyKA>Q(%%t}gd~dydo4HwFd<{N|(R0LzfvyAn?iWrlPPpjIQG5qOj+U|{oLd+^ur z$@>33FJ#sdGhr53(WT_<$f6v~oXV>cTo#CaFqj8Au~RP#3+F&5K1`f#@u&I^lqrH9 zDdIk-5_Guytmyq+1EXx#5$6=@qvUU`6co2PK|JpPKjG1(2;60UL)YoXFxZNmz(;|& zL@$B{Z`k077V;2+qWY~PvAfmB|S{hI=5sLJ-%`$stHGl81k3$&1UH6lD5bnz8RlICYoz7ZrmT-e&Kn;FddO=7Rsc$O|89PdgPlbWif?b>wbUx`M$|I7wVqmlo#ywW z=-KvH``pgKL1JJDS8v?FMNl1C-e;o&etie-6J^aYadGF6V49SuIt<|03KTH_ zr31TP*|t)SKwaJj%-9K%8+ak8xQ-GrVkRkKXkvX(89;1|hF-_;y6OJ9K~A{WTt`^{ z`}bX7Jw$^u0R|g6^c{CEFEucLECAvHGe8*^uvQAh0(cp!AtNf469pk>rw6cBM13|4 zgMh5z#xxL&8P{$Q@=wwS1iO{CRAE?h<9YgiQdL9v)ew z{U5w%WZe@k1&0;j6FCW!l;HL;Fg{>mL<;-UUMNWKiu%t>1I)_~%MoaLcPQ35ph|)J zmkkZ+K{9?wrhH5ejHCnXNm0LT3#5NH{(BS=-3U|)polMf?!uxF0Ua9w(S;WXXth-@ zVaw5GGlFDjM}u_(qo5}6@n}mJ2o!+o#cyuyl6%Rp1SZ^-zz9`7*`takWieVi+WOW& zhWaTmTf{h4m1eEK>#A#OBj8hCn>2+3iFk5QoA#tAgPPV(jBl_gCe9zfatdeb;1V=4 zSagq`JboMw)qzu9o(Tq}2X^T$HMLmAtNuLoG))}w+AL)|z0x}E?!>0n`+xubJsi3Z zb!xcE9j;Vm(TTCKw_gO=x_@x62QY^F>9IdP2RkYdq9qLr0dm@h5^;cTd%wQXLB&*n zI)fl!U2)f=5B2 z$U+;+qc@c!bIb8-4L3+TBuL|fBPpmYD6iGdRboK^4xK|MR7hy(ri|hy3^nSkliX`? z`HD%?Oe=P{keHA_g0KT_o|U~&-l7!+UJxQ%o3OaJ$dPi@!r3{qxZzjY9WzmCPq-h| zINFOq9JCf|*q`*$uFTMdZaIAEi>sgB7hFrf zQG8+hA1o#-SXl>P#fUn6<})-hT0k2PbWOrD9L3A{mIo}<++1AefS+)`wZBHd!Jb_E zH&>lAtSF6pW8*j7FLiaBfFRst%~w#f(HcQ3XlUU_`x^FE@`vSv*|XDUl_xNYD5XWc zLL{1)0l@98H92q1qMDAy*RNl@ySw*``*Te|Z~WcT2If3q|GABgcqrb$T-zQTSwT?1 zKiE?oO9h0c?e?=1GWfd-k1Z%PN$Fp|`)eo$2YX{Ws5OpO7O-dUMG56`KKp<^(J_3- zZ+i}_rL`5c*pSfw5vP<1X($w6o~j!d%qP*6j5{d=?BN556>gXYup@0fmXe+qeM2~z zd>{WWY2va^2p~Ok=ui5nW(b0$n(o4nAF*gPMCJ0fqfL4E415mv?YT?Z=^|Ka(ZrW> zl^!5S0;6OXtW6R7A?Bd{@4nHT+&nzE(CjaIJ5oXd0qxHALsH{tV| z<}+GB0xf`ci^?O!sqB&D_yh!@q3nc$;)YDquf zTJF0m*VQsX(NMupant)acD4WJrHXMb{#yz0b^85gy$8;=qw(clq|_;_x5ypdB1^4+3)O8~FkWkG#A*Kd81u4`!j` zS?+IsKiecb%C+o{wghY4-NPdcoKo1m+XKA0^g~vy?q-11dGV=1)@F~$nHlPGOgi-4r9i>1mR=_E-z|m-daV~FX4(e1GSi=~AW*QBB9xvio^#Y^>kGHV2?k5Pd5Y#8bvTeS&n#Ihe_VgM%f1vztYF^MEkPRbPO= zUlia|{R)jL084LdZl*ghvAq@rmoL)GgYQPKLdoGq9}t!t1HdAI%Kn?q_isAme7co7 zH@AlE$ZsF8`snK5kNUyy=VYE~mi9oUwfM1=VlO_AroUS`p)a@-@TVRR(; zI64;_Bf!WTMy{JNX*@9h%K-;Zi+{nI?Gooj|9KunZO2}Q2YX43U_)?uIqOMGOimB0 z3a5Z%EBVM8e3}0-<-+`?F41E>g#lhH3s)XV>M%;gQ{1s_0GOY?C`t;sUylCp5ayt| zE5PC%fR$}PLPys?`Ag~dd0=(jE-tdUSm!y#1R%PmZzWo)S;#LLbK_&QK1ThD#X0`UcW76`q{T#d!faU#F&`)D76mw+08e!@D%QEq^@Xsaxyb#v!@Pdvp}RvGZsQ~ zY3b@1zsb9*go=VJ+3ftiuVzh5_LE}z_heSAQ~|0BR17&N8)dg0+)M((-T_3*eREnC z6~3-ryQcA`9e|b3=5#E`?+f4_YP@*>br(2J6oB}J$!gS~>s^5`Q}^-VuGSxhGE_pf z1kFplXu1YDE= zyRvh5m<-}5(f6hyWnnlc#MU$ua`qseS+*uVx9z74B-s#)JA>p!hI5c>hpoAVwts?ou?F(gC|p zCd6K>!GnR8aS4zj%9GHPfUGP7ih}BlD)N3osKR}&11n4JJ|Wsn0ab0UjdBI;ew1zm zl{rrqVrQ{vfDY#3!gt~4gf_0OiO^>)cNThk-(0`r!~y6FJOu<~Tvyhdq5$RBN8n#J zRUs0hz(T!hADyK<>n8pHrnD76p8v$RzW2dwVHGu!3& zX@=ESQS*Ob^2w>GA#o6bhN(hM4~yrg!R8aWH&v$~ZVTp2=9b~5H*T|uXy-=54AQef zsjJgHu~dLRG8FpkhO%NG9Q~#7AMV4!!I_8d3^71~n(X3M?&)8G^Dfqj2aSd{7iu{! zEZ2rKt)D6$PECAe9Qv|S^p*|~q#~3w0bux1wY9bL_g$-ZAzc9$ZQFxD3D@b#n@@m= zlEIjxWctq$>;I3SxvUOl`~CfDKfk*A5a@?hS0q79e7r;!n}VN6@Y#v)V2&aah4BoE6Si8RWD$vW)zdh#>YoOyM9$cG}D=9)*29z&^f2R>eoK{Xv$;1)-W7ZY}X^ zt$hLD69lO@N&sD${nW}#y*q}iu-v@oSZv9 zy%Q1B-vcIpik_aH`|qV|C}Dz(9k`5q0e^nl$_S?pJj&`U*DEE~h}RdmIO;OX%gxJs z4goGh(ubNwAhHp&Dl~RDgBCQmzV6I-io5^=4eVzXL&Nku#AUqfcFsaQ46IDx-&ga0 zz->;1m4<3F&?=Qr54h0Cmf_vyJ+r9DNc2|^mQr4x4O z3XIWWrp3QEcm?_cL$F&@)1%D0rnD&av-2h5AkTiB@Y#h#?6wiKBhHJG%d>w;mvh3P zizTUb=og}?MSy$<5H3c=05nGjc9?jU8yFZc0HEF8nfrrYmfDhpQ9{MW#wKTVTeIsO zkA1(WxcHd6;QnD#*Bf@g%!9r+I8!>_zZV#OAb4?i$RFQVj#C#u5ytLooslQ2q7tqf+BO+)l39=uZI~ z!`S#6WO@XbMN%~_+-ylXAR<9&;cS2B=Mfd)=pMk)|9`A0^vM%yMCI)CgyY$VUG291 zdi!Bk^~;y7`ja`3P?W0|j9LIf#+flM)u;8F9v`P6B_;LG+1lOPLvKmQr19pQWN>gW zTEBCwwqPHD1{0l|YaXj4i~vYpgbXg4+N=iE1mGvVx;COd<=ezIhr3wQz{4lU&(L#j= z&(SzG`>KDfeMEvX4)w^xR;<3Jdx>DYgA^}OFohW+osfHe3QkSPjg zW*0upeK{61B+XtdQeR!&2|NR~;tPF&9aLexmdX>2d0mKFjK^^C|KuL0&m{`0JUTh? z@PLeXq|74BagQE}DexXb1B_>sB!r+s2MQrkbOK=~D13UQVhW|u|IrN(0k{{i)km+e zaVRRb>hE8@dbI;Yvfm0xC3Ia?bG5KH!De_hIH;Pt1JJlE7UxB*qjx|_JUprD)9*k|MS>P&LBQ82gYeHxKYIST3cGk z85y0@4Rw?M4{h>~mW8Sx2c?G#q#A%0Rd3$BgIa^NM9ky{DFjfz!U1T*?72hk9C8Wu zp93er#MrH>sp$fuyGs*_MvGA+4ptZaOfifVYQgOVC_XwSX?H{*&kge1 z;7#ONFK=#8ICzsCU%xWIUIjo0c*ehUv)Xw==-}w6KqHP834J0cx!GgKu9i{jS^$xY zg0+XXIe)a&)zhA-KUwbNz$DiWW&JM>W_hQ7R~PacK#;co{Q0>5_9qTE={VgdHq+jTvJ&uK?==y0u2zcU6dfP|(oeKwi@?V8!%>A^7ZY z=OW_bYA65xXepj+D%2OC0Tb~Y=xRWaI;L9|Cf9p9D^DD#y&wOaB{%;P1m2uo&&ptLbHn+8U zdkF$;F~7?VYD1&QQTrNP)X^4yFBlTK!0XVW;BWyE9UUD6_lriZ;VggD=FvDOovF7q zxFcahc`b@2L}e&`j`x`pf4n*;|9GvRot>TGTW|j0e?N+Ya9+R}0%jH#qK}_JbERz8 zxqH{p@CBS^pgC1ay6|!9=o;t;VE`8_?P)+z04=iTW$B!YHEH&ZxWV{%&x@y!mi!G_ zzZXUo??6CA)w4RMaYC?T-!*zH5)YRt@`Ee~!=(mT5tXVT7zSF#2DE0#h>B_2iD%UP zJ0`Qh29_nbe}CJl3^hW(N~#NE?*(*xonjV?#U``1n(J5qygF4THH^GAtj3_SB&db% z2ium+U=09S?E)c|(B%x2rbQqCsLp-*Z(SJJZ~^q)0|=QWWM%bx*U2eD*>`}HTx2L9 z-W!z>gM;x@$`ISDcDjW?rJ@0oJrqrou(Puxz#h7R@)Nn70S7+#_pj^QHzt)Ka%+(5 zwzuci3T%1A>L2od#ZMYm0dGr;0KvDhwS&b~+o%PUkFcB;=Y?5iABc#%io2^@Tjpz< z1W=aV!G^8^rwHi)zKgDHP~vZ2y*yN(_x`dlb|EFf`Q#2gp(uUMOM0pp3C4udg5}-W z{bDPg9de3siSY%By1hN`lJTEGR9G-^De38kbCMv#^#S}40htz}>tGxOANxVADjwO_ zE!Fq;sqQz$E#iZ6i9q4Iz4XeE(>hi2yn91!Xhji&;IbG#M{-66)|On`%fzQTZ^W1| zq51|FPg6D2Z9K;p+F$B9-ng=o+UlZ;-`&K^q8LE!)^^AP1M?76aazdWcS6WWB;@p1 zb>GRf#ZPo)IM=+)1;UT8qoON5Q4?xJUDQz3XEb^+#F(OoIAvoC)DyaH=G>&K;nMOS zarXQhZoseghPHql^Yy(;PhX#!o#VM{9JBTyie)?LB2$x-DtR~AAs;uqGdXF9N)3J= zfdY;;xS4l9H3jT^$rbWIauLbWk`w*~lWYvW9lb{x5FmZ(GDetuk;%7^p|-m`G*yE~w+zFcHP9SQ&h z&={(ZMG{aE_W^et0bdYP37KxyUsLtF%wF#95ZVd5T)l$!x6ZNH zdKnCXu&dtRt>;6qEZ}$(Dz2hB8l2Lx0?P=WgrpY^3jHsa3;d7x=p%^1EFdHG7`wGb zg@*n|bD_te@wljqArMK>Y$ajP^{=VJo(X)z@P)NKZuR5=yYw?IZdrm(bHRtb*7D=} zPa0okT_j+e{TKm2s1mZ&m92jn0k4fTdD%~b{|vhraF?Xu&mbuHATrZW4TD_>#noZr zHQEP~pFe*D*9N3Mpq?9AvH)%AvxkAj7q0|MXYRg;{v$&fUs?mVNvEF=#7oWzn6K0p(6|5_|8HEZZZbZwKL7h#=OiPnq28~Ez}M)aXR zXJ_-GS>NXjw$6#lFkR31ukN%+Rj{{3({xfG78OO>_4*%JgUcHm#1Mm`Y-p&j*8mQ7 zL4+dZ$Ah|6!lCKwJ%u^J_$71F#1Y5Nd5N_cMW$wk=-`Wj7e(#5+ZqpKq63q7GKK+Viy{=Bb@u>Aid1$?LIP4@K?`DZuHQ0=rS7Ft}n&U!tQork?rLNI^=u zZY}z2%ov`sg`ruU@a76`v2mj{91HGY{=cuy+G2n;W!SWv!zy9p#o;{rh4lne@~g1p z-)Pw7VO4eYLv%O@wFdO87gmVY8ji7tzH3ECaM};hf!j5#bO;f&E}O66c#;t&Psgb4 zW}=?|Z2<^SmvwzgGlI}HyX>uqm-QPkgdrz~cxHr*Sn`2*skXZwdM}&T-(C;3@ z;Zpr5|0!du0j-M^8BcJILg<1LlM*z({mq_p2}hG0`jYPW=_Q15I(IlsOEn%yGj&(v zc-eEx@>4uk{W3E~q&w#UM-64swS@Da?nvyXoN@Q;H&&^qcF}pWwHzVccW2?c-##MD=B>wCS%*j1gC9Tcn%z0> z48SoCKAWHfkyuW38t7EXc!l^IRX5dy!2*1p$@YeH<3~n&&}5ocWMwxx+S* zlKeWnbv&du7o5@IZ&LGrs;RE012io=2SRaLf2Aea4!bPV(QBpfv?#&hk*$|(Upfcl zv;U%5&VvR5U2aP1wFH+0QV{SIh?Ibbv(Uue-K9(WmlMFje$gt)0tU<<9WYJ;2B*5R zUkI=BE-J=NC&}gp8+;hKxNG!aH;>Pf9rMiB04(7O*#wt* zQiGKmg;n3P7M4`ybknlHpHV6x@b_5vNyvp6ks7Rx_SZA(0lU8aj>CeJDiuMMZgCy? z#wnvES>MHffStPWL*?dKa(^`^=VJb3H2zt)MA-07!Kc z(wX``Q1QgV(jK~TExA%Eot!XIulUmi4ZR=ifwn5_HH@BfL!)Fi7&qU2HGNMhxpA-X z1lyU)`LfEV7Sr-uozv4T$>pHX=OhjUB08YtLiUjr=q&0gAqYg^&}cq1xsnAw$$v zhNP0|@3C4}-s(kManzhNS~1VL{9)d=GKDfB~kYd zXi{(n9FPRnOD+NPKG)uY{hGz}`gJjhDGY7UOcTp5IiIkKitJcQSmoC(KiMOoX2$_R z#Zqa*n}PFqz{0gD;!0Fa;x(}lhx?esFNgN~QZApUVP8vn3c#9+)t)-H268C)nwWlL zBnPs^aIhWp5gyIU`ls)_U&rAHOLaHChM~m`)$p?K{Mt+7*)*;G1ATH)N3uCEZAZ%Q z2;11&a>&Us0<=89rXWN=ynbNFMwfxkpS?l2E99y$vT9 z3rt<6vDHE8OLFiGrP^(z7C`bnU>1M?Jbz9IdC^-}I0dBRP8-ASovAN)`*F6>Pl?Tr zYz=>t?ry)1n3$Mee*#O>i8EE{97uI8|4ZNIU=3b8eWJ+?b7&0(X4$$bHc zIIpyZL!Md|nVqHp_uV93Z0T(O(C(s91|L-QaT^|f1XQ;K2nVZjrqD-+dR;5h`~2FJ z$^5~eH2!=F#d@lS#huf?A}!y$$u72TSh}V8I?{nk3mdfO=O1J3|DIkhl{%D8*envr z9g4V5Pma*EPqdd_sl;sli2CgTGG4Ca^wM|AzNy>V5yz?WuT6-1%L`^gE3#V&VE!mF zO3>4R$(lu|WORM!uR6`o4|k4t{^S|cPu3W;<;{W-1&8&!h$5oX`B-4WxeakIR~Rfp zvIPySY8Jisas|zsM^i&zO0HGKDw^<|Q9xH|sN@;#@EQJAh{!i=*kduLuuMcCDGNMS z&BsRyvadHGz0lLsgRTS6&F!$R-o6~I8CM{^IP#?r>sp4B%-vPtQ`gxREc5n%+s-5X z*s#mckNLw3dvf&6J!3RZ1Ug|i2tyQ1OmSdOP(hGO#8x6-@9uHmeeEg6M>-+xq|QWl z;VCv=3HICQX&-KLQE|h|G5#f8BkBNU-4a|Zc=qH08%Ud>dJ%+gb|Asd$@OaXT?!$6|9;Y#FKlLi%bHUMp(p&>!_bc(KZ1gTg|M=+Hin!j8NG2K zXfh%7^74Y@WY@qzY0o}5-{6{nPoWNPhL{KPy@9@Z0#Zh5ptwR@V>C|<&(LtmyzW_v z2v9uXhKht}SE-U!r_`;WjRJc0>86BIab+oVr{o`N8zFC8zcYfoMTVYS+WRqvmmBn( z0K^{<_X%6glAz?I9hkwjg~l2EEm8@M?#@Up{LhS zd2$|720;6tmGQblL`hURC`j39=n1Jq1Nxt#+_8rkGO6n{NK8&^kX zSj_&#bG1sk^yXE_i!04WEyQrnnkKcMn*YoWf_Hf z1Z|{F2}8j{^kYq~ZF%MhxD7pbW`o=g@Ni*A*;+ov+$n+SVu=ihdtm7$$1_gTEFYw-V$g^6ui8Jrq!GXIAw!Mnh*zjHL`yf z^bgebP@b8Y;U2m=9(P07!jY#J9(3L%^-MPkIMsaZAzSD8_wU%y3}PPHJ?5B`p7A>e zht;mY?06g>cpSsggmf`mLZ#zvHPD7E!F_P%4zXa#3 z;7uk70s$&G!}ksrrlsA}vpeDt`B#X$Ra{h5jsMCL6tDAkC6<;v{NA1Ruvoc?R_5bq zoc}l2ewT$2@&B2~sQU*m2naK(xD5UWdO{ryJVAWLt#r%L+WH(A5|fjY3Vqhr*7Igp z$>KpK3wrQ?1cKh)zoux=W1O%R;gJ7tQ#f+m$!+D-IQ;i}$M7nfMVI)Wk>*n4Ftv6# z+6oQGdJAC2ZKKOVeffFa7cR^2;|a1I&`+ z@y7+7n2IfEJ8b?BWEns(>{jSQP_LM~ZPmH5HM*)w#Cvm^!NqW<4-HT%tx3DaSHG=rNm~?k9}?E@L_5*lX;DQckEEMF ztFiFnn7NpicfejwzFI^t=F*rl2F)}r;aWpDSJ}oMW^H3No+syxJHJJzJuA{WoP zPka7xc$}K`7!j5u_WtYTz?_udD{{~(`^PM@$5c68JoJnqXl6xej=}Z z6AeK9L0Q!JtUXtl;65yX4HH%!B(2K?3NxUEGB@*jo?83r89`_Bm>r|6Y3Isj)1#6? zK}5E9t}$U1d|l>O+6)kU5#Rulp>q{f0v$sMy&B1w;hO~-zrx#ju8^^H$lp>9ZSwDI zjd)i`heB`}gxgJc~Rn>JW!!NggG#DZ4J% z=--m%8?3f3q4hO@fE25YaToo5n%}bL&^{7 zpGdWW^E#1{*tdG}8Tqs-dXK(!Z-0_5-d-KQ;$9`-=OE3+#gaSt9GBkr91HArPuowJ zkPdUR{YKPv671Q~(MajQfva5Q-cQC8o96a^t$#Jli{jm6=u#pNgeomLVK#*2;794J%_wI9wwUyL-jwiW}%NQM~U zxXSzv!@>L(K0elg%!QHGWXUrLMv}Mt!L&YqN#BteVhbH>tE=mD7pAI!ag75|q~-6F zvyAr|xxgj+^W*HnucZwC>1nmBnG>0=H&agu`TZq6-_zGU`0BSyR(DixY|NTtdL42+ z|BwyH4JjNwN7HwJ?9<^OyyYc_{6|mVY*$+|$;`%r@!G4|s$KiMamUdr4=S$W3#|W* zdrcYjFoKaC9)lwXEO1l;jUJKH)5pO3FmCk;Q08L2dcN6X+wt)WrrJ>xq}e$a(*v_M z-Tkf3sduhk^rd*qOs11IvN~{7@Jg$@}Na zqHD(GS`HWQ?imL&TaxMhS4*TGw3CXCk_p_~K`XIAT0YVOrzhboSt6QkL0=#S1ecUq z#^R@;K8fPhp>U(}hnnRN8zOE)McJvYK3Ja%#;)74`ENPW3>WIu1L_<$tg^sDv+xkY zvVxP`X!63v#RW=CS#usEDaj{P#>#0%6niqQ8QvhMSPXp8qCu3Xo zK50$X+LHlquzt^{uLh9d#it*mQ{VDNq>6P|AL?Z!u(lpC3Ij7sp~$F1Od8$u_-AvR zl5bzxe9@LkqOc+OBKZR$%fH*@b zB9fI|iAY9-6tY5g$tp!gLJ19u>>VPNWFw5ZHC|7 zI1VhB^1XC^&EB^Wu{I~)@MPdN`SLuYd@gq3!+i-LL?)710@lsoEOJ!`xRcW3eJ3v2 zQgw&#J(y<3s!_o#2uj`qzM-x$+Wt^2{VY}^yqspKxJchXr@qV z?DG21tVb$gdDb-jq279ybXP{uhm8x>&6Hn6=>`1!`RD!Eg2N$9}iY+S_ z?i$F8F-R>IJ}Nx@x9(h&uXiCU`;C-a%T2KBV&4QEfkz67jg8H++s|=cOo?imO?IN` z*Cm$u@>+SSm(aRKT`rg=_FCvoCGr6pf-FafCbtU} z0Z-%bZ!Zv^Z2>k$5!|L(66R{Yp_O-HSnLT`=@&Oew!Z#%>4vJC?ujRtdOsBW-jhb+ z9NOnJl-9HPGWHVa1_T)x6Ux(iP_&2=!@Gw^cCA>sI87-7q8&>n7$rr5Ag>ua>6v~! zbi3f9%N>^xmM0!N*QNR{M6<@mMO%gYDEslIsI7OT_1b<`&WQ9$vhl9Z$JHBUNVyrd zoMp^%amU3hG5Q7sC|=fiZOXN4>hFluuJJ9KdEZ*h@k!b6=nAvV$cwJtb9=3ti^!hn zlm$%p4eN)RC}MGXcQZ3V@R^?{MF=>=)c)am{qqY#23==Z7Y;5)KXI4K-O8{u9SutR z(&*>Q((K*RN2@Z~|A|{c#l_2Q!$f&x4Q6J@Pu3v`1ipp{a)8mYk}y()u9ZLAu1>Eb z#D??7u0CDNz}9u8>OnqF1@p9rkJ4TiXNiiMmkf(Q(}Yj7s|D?P?pxD#q;00mlrFVm zJqHINR}rl(V03_yk$mie>2y>=?$i?&_ixuS+WQW>i(#@|+n)CB{6Wc3+ezk;?3zdZ zhS|f6s;Uu;yD`FwZuX`?ysj5@1Z8|;A}}T4If&L+QJO{dhC)|J7KcuMUnP+5 z-s>ZAq_jPp>_aiG*oQRSKrCU#%xkrTw%9U^j)^Y}pc?kg>DlU8&9*PUo6Jm1DGMFj za>;U>=jDYzr-ok_k&%pXRo@v~Ok8Dl#Bv4zn^_0K1cd@oBTta&dV$eH69gmnBpF^a zR*ObW!R<1%;>5?jEZZKW;nN$9eAZ zzE=ZPO=u#wq6|+0=lntA$DonQKpKKc1Z!nu{2N>7*@5c>bmLvqjFnA0+%CqZ&3r81 zR2QXj>A-{NE7_i*TYp&IL<@I0qTWivk%$HT1%feZ#>Q*_?gj$D%Sxu>p_njp`kUT= z_wv|w_mbTPk!%NQC1!G)kB`47V=r+2?V)90zFqPM0^Pl1=o|u@W{2r0L1}R-oE0LJ zK*|h6B%ALWZGyOElFSA(V=lqiiTB@4xMvqsbq+e&n$!d}QSxoOc6#1(9P=63o5ag? z9Yb~PbO z>^ySxaPPIjx+bdI)k&8nyB7H*mRLTtvVehXJ>3ABLyylS6GRP918IqT^7XNA)+Gg# z^EBm;gx3zpoG8$!P(9TdGPrV07+S(QWEW(w!Oei$ieidn&lv$=NR(4M1%nYhj*pH8 z7_A?v?9LwQt_UylIQ{iYDkvp##{c?ko1W*s6UaUKfFB97BUA_o0_=zQ4cZ=+A;b4& z3bx1hRuA&tF*E_IY0-Cz9(i%4zZ&#nIjWHJ5XCOwJc-69fDd4Tghxjc2@X`5uCI@q z>fSw;W$U_m4^|YzWS`^0Ev8w%CT8B%B92^}NOvsT3(FhLi@wZMzp8(Thz{l}?;#X! zlg(Kx-g;$K=$?!(ZRZ5Io4e_JlK{c$IHjefc*DPdyXVwG?LQa4Io9+Lx=@5PwC|=o z6@XvmkXA&4BSbW9zi{!cDS<*c#m}DCFWUxo*B1AbofPR#Qi?vQ!-i|97NY&acd9%P zT^9l_#kb$He?LnIiziT82CNswvUq&?s*D7*I~6b2u36CPs<=3~vYehyTVzuPVsQ4; zD3w)0X!;N)AwEBX;3kO-BI&GvDAWGI=ssJ^2x6<*(9ods2gwKH#a<1`3QS^g**@JC z;b%*kNms^xih3OVR6Lm7KtnUt6Ll3J*?D#`n5iSqjx1ePb53H@O%#(Ci|ncGuN?Dk zF4C5I;_a!@=B@qzM$O#Jr(~RgHx;nSFisrf*@`j9*^y^=vR!I>J7)%t%m1;8suQ6} z=GZlreCt-&LuIcQ@3V)js;;3&C6>0hbxtt0aGPs?=}~X~)C2B%=R+$n;ckvK__f*w zWf?T`>^;{bABSiaDeX~2)m_%w-2S1O^ZX5mp^qP!c5v1%P0as@jT!$nes%m5-;C*4 z4ws;HOsdww35^&345CklR^ZB;`=hKVpFV!PgYE}(#$LIVg9bZ$+30Oca}%w2(7b-D z`1y${1s$PlnUaeXHLSni>^+71o#R{MSpAKuYVslyNTs)e6tv3T?`> zsiS3qd@=6}7Mz9F<$kR#j`3X^%&xsAeTkTr&0Tz)(j64SU(_3xfmm z{JQ%3`VC7z^mQ`k`w{$2Ioq77j|i;5iVj35Be8XHaZ&jB4)j!kX@W9n&Xa)aF;-Gn z9yIqxOP=dJYBJC1>d(I`=SOrpAqH|9L}9@^eFK9U0H#nj zFBST&5DSjGIA(*eY<_-xv&6STHl_s!dxtLzJeU>RoeUvGX^0`JviAqj7me9>}=G52+yS0Q&Q^yL*G%XYlQC7SmeA-nbD4J;9@R-1%a? zDuu{V!bp---`QEF*^D9t@csH)@&5lj@u9s<1i!?&LrBPd34wCjouLK2YyNP%{EAejEL3LfeE& z3v|7NyFa~x;0Z_;%ZiWn7*}+4DO>*q6e`!EWDU@VmC$l#-ssq;i#Y`$01@^OC{B$Y zDNrtzkchO-4*7+1^xjx`ICj?6D|f0Mt1#)icfFQU)%e?ZB=sjCU{etr91u~H8W2&j z)USXa%_HjoGS7?C^WWmF>p(ft^Wg`c6M(IdkPsUHrNjF12#3I2L_qzzyp=8PO-C8LuKKKe5J;8U zXTAu=8#b{TUQSNJo9yxQl!w4H(Fv_K=zjm9{DLf6P8abx1Yb<*J*-k9Ge*FpnAm7& zX|06j@Ehv9rJ?kgaiox>MJ4RlgjD@QXQ$hyIktBrwBTp~ln|2hz@Drw`SJSh%uhdE z{?*^$KV51Nba>4k)iE9*{*nBVF?_?AeqHQ;I^D92f2=s_;1EV6vVncJe_sDT_GX#h zlo2Kxxc}d-C+O*cxN4Ced^krNqqoZplWa#yya&&tmk~GX`&)gZjHq~%bo9d+{}Gf| z>M>dm?ftAtf>VjE3Sq3`ATt`8MSv`7oi;Eq(8NFijdbky$?X%7wHqq?w(dI3-r1zp zJG#N|c>kz*S_Hp3y@9`@l8VJ5)7M{p9`vFOL%$uF{wa}YcSPAXS)Ho_S|F`ZdRW3n zN=izj$r_4$@A7Rm5)u=8kt>f+O-ZyUBOIW6a0vzKeNU$c8~#32Qn!4{kaZ}Djl-XE zdiLm+=ko)dnPQ6+g2;MluMn&1wDgzs`dAY^>A?)`}7^g+Ym3-|%3O7IBrM&j}@m7rr>~+)a$N*L6$7#UWjUP1E(_>hK zUI>}lLE;1RdHam^@6x`5!j>_*)kFKvZ7V<0-DSyOaa}<`a*ga}!%!)-2qKKpp9v*U}; z$_~qH!we-D)Co&VO9PJHtkXOR^HW}d-VuqOSFVSCisA6wv-LHgOjel}8w?KoyznI7 z?RTBM4f-{8$R(|OCiXyOy5TzO{hLEm)avxON7(8?7Z?1?e7{P*o}a1MewNFgQ+?yW z3mP4LdEL8@pXAHpll?ZYr*=h$2|d`oJb|xYy{>TW|5a@o^&d&YPdyRZn7xC>F;G~AH?MeM>Tq$xFqP@D;E1LNv~^!*CDjiz>^ z1!eL+%4=+|zM_?!vHXzMaKwA6E>;1VT=Z0P7m3Z5XEi+0acu4>QFfcGckmY+P+D-Re zd(^ruR(E6Qir-z%;}bv}&3W87g)u^%i;|=HpwvNky&aYuGL{U=F=xig9V0(rp{`)( z3;;G&w${Q#;Y>ksWxP~L)i*lP@w1O*Bqpwjd!$s+9{*`?{Z-LFX4l!%s^90@v|UmaH|wA>)hsnAWDj5Ek(!?Q_@}45pFB?> z-K#_S+hTb+eI%VzDl8$~KjZgy>5Exs{ZJy_c8gT{G^O}NOIVq|sS#=N_BADgOYET9 z!Tl`xDPQBahm&--D}6nhme_+l?)g;yUXLFVqe|x@=xBz<#oTK?DGw&B##Yj=GOUqh zI-=*(^>(D=%cu#R9}};c4Js@Qd16;nnY7()AD%FvIoL4NNk1TLIesXwqo0gJ8yoK& zt;TINiU3dgXl-WB?dI>S=nG^VrnAt$5Rvz6+>qYu&oJFVkLf->?69jwr#ZKA=%%;W zHH7(ZjMLfnJV%Q6N#~83Pj_opJh|X0cv~Zr!GIWZWYlg@6MO$wdpKO@Wlh(Nfw@J( zZb|W3{zNHGzo4&oYZwTQPt*PdUS(`zxXWj!7^NevWqV753 zB1}0UF)t|Wm?aRa_by}iE5`*VG&B@;_4kMBi*3V+#Tv)Ks3!IfBhN4IgV!nxztq43j{iTvMY!P>ZNFLSPa+FGE_QRo9(xV^4 z_MdPMd*-JvC@#zX`iHZ;Vo}cWH=lZJPPrC%AoHSu*lq*89Y5XwOeeAYSfgelRpD5EF=q>Wd-J4VnRIum>=~OS+jEV>_)Wd2Fmsk=vP!_ z)dj}=^(D8ink;|8)8&^b6yR2HW9r@BDpM#x1@4x7llaQwZ;vB|F|Eysb-UAQBBYik z7D8*o(js9zB_~%u4F~ zm1P{smzz~@)>bYpM1L@~&*B88i$kAlQ@(E|gC1Eu9HDsY8`rbKQsQ_lof~>bugg{+ zlwwHzF(EIoqTKg;+Q}Fz4j$5s7o&&-w%ROquQA{7l^F;x?Gs{vLCZBg^$%rLx2b-5 zY8x=yS_UY3G{2EI6%MIPZ*@-4%|OClg^{)!~z3tpUJ+vR|qV|$66RsQ}*KlQr)lkoS_D#EHD!Urr zpDq^~Sqx24y=14orf`O|0Qx@Am{$WYm#)|z`pm3*X_(MQ_uDk_Q+~|a(>XNE-c8$t zPJBc*G@6kc4ib*NL7A=k7X*A%ep%<$0jsV(PtoFtyIge3W~zJnxxSK%{moRo5WuN1T8LDOa9)$z0h-b!`!8% zslItbMm9@Ic7vN$`kRW_`dCKQJnJ%s-J9ww>*|WDCUNCgC-Uj?ljat`9`QLh#CiT! zOw}*jMPaKUg?QAL;+wQyyl8%<6M?h!r8#cpUfR|(AtkXKb0y;;!Rl6Np||*VE~K1+ zQ-tLd+N}3^@%-e>>Ob;cqALlx6uk}yf+nN#pyJ~tkD2yU6y~PGbpTUoYHHO{=O;ls z50ec*wQcPLf=d%~O|fggbmX%tsiE|K-!Zs&;1uLw**4DKcyqQxCW1rra=@Ysl_A{fn8zd=pnw=xY%nRS$6(x?0uez~# z>Ig0Ac%{9*f0!dcogOOA)admS5GzasE;%oO8iwH+6#y~h&ywWCy}Td4*2-$`wLJ?| zL9UH})Ix5Lx5wD+r7L&Pdd~@1jxC4Gk_BwAz(8cS#mLya!cQ57N+E!Q=Dqs^SZ5fN zYX}QS!tx0Vm~-mr&ABV4u$sib?V4E~wJ;$esU^J0!elC_$xDDi=@tur%*+${)l6Ow z(vFf#7B+KXs3c|?AaN3Q9HGvm`mzJ_8WY<6fup-1Y5@6UqO1w5NEM3Md~nmqtXgZI zl@~w}wRc9&%>4S|^5GDt(#TE>kkUI+_l()sOM5LG!ocdALWO&;(w1EP3QK6EvYPp} z-J^Vl1A|r+Hx)*~6e64exz8}@tZ{wtLoET>om;)i=G!ts68e$l;yP9`>d&sY#vs&)Q0|x8yL(BcTiJp@b)I%7z(~s6Zd*U`3b`_X#tVVJLS=$Hg!bLVK(F?2| zjFf?|(2uS%E&})<(m^gePqs@yVwu+uL)Kf8o}#&`=a`>WD24Iw(^8X+TdO#gEdEc$ zMtjs{IiSOWhqp0BA)3p2jf~bYvW@O$*UD@I(DrdNweDY zi-xGK>j)7XAkbR3NH+n*up@Umh+Pqx4UAPRU4}tLPc=d^^{m?^O@E1gftM3~NAqLxX~fg8o1?0Mx5T zJ0N_C#s&dZLEGsC+9ap@>zDw#NEY(9g|JPA)fb`NrWhZ^jXd*~+7-6z3{O~xgYl~Jbr1B;#SC3{ej;{kyu6&%I@i+T z;cU2A@IUY>vzNrtLNRBDazH86j(UImaQ@D1xF?hALZm9?-FJQK%np>)>$)9p_j0d0ZE{=g8@VBJFXWnoOwF9XuB4@MX~JF+Ym1rT-azs}wP@#f@HT8{%0 zw>uW+O;?P}#A#v5aL+I)Kx?nQ2e8QK+x?)*4LPvBG`Ma<@pyhoh=JgXIq3}RG>6$i zM(M9{2gNrozwDd@MLf}>V3-sWS19B8j{1rfS>!ZVw52lF1;F-b?^ws_O`DmF zbsLShWfb*xwgE-9V)`%K*wO?M)r8vDS6n(}sA<#7zthI?&>Xeo)MwQvzWs^~Z{M`L zk##Odhi{T*p~1C1$Nu8(#Uh){;tNX>gN--qrW7W{Hj)~^Z09=hT%p4qXKKo+_P%NT z>+$tns^{+ zy{kEYGdf5wQ=4YzN%`xx17iR{PrT5c6o@Olfl@sU+_2;7XnLx2`qLl-F7L>pS~=Sx z*7m!^)v|uP`BYVV`@`kHZgj53brbt4tW`#F!;PXQOm2y5qm}ih=WhWmJARYLavaG- zxL&k!z-AfSmJ6CSj?@(BA8kIxyk{$2j*<&q2I zD(ATXPMx52*+29cxt@ud5YN>-JJ#JeK+AOzuhiUw?}-M+heJtF3a7myyT-axH}H2l zjlTQnXXbl0X!aPD+_I(>Ai99B=k@OKf}Z={SfcmrNZmOlAC}Pb>&r}+i`MK_ z@++K$P!MBw%cGgOrT4_Ch?u`SMJI~X>E+9wd`bV(B(@FX0M@p(Kd81}Tb10n2}4p! zxUSjJU&Y%Htm210b?qwY|1oTG`kY7J%WzzQsRm?>f`Zx?TE6eOGcvC%DJRTRG5?tM z*_^WVRaUYKSN5{xvjU#j>hVaLNOyG$TTUBhnI8QkatUdwYZX0N@U|aljtlif9jB2! z(Ri16jP2oH578ggiz??=?6r8DI|QDprfD!%5xq*M2TjqBt-Y>}REegMOm>lDvn|8! z=EYmMt^Fn+urB9Ad#kAPgF@>aZAK?f(^G+*SZQ#eaO4^r8~Cirr_YPd@$AN7miE4n z zR$ilZYtGkgiDV*apB(4K0C62OXo#Rc&b;xn`I_Um2ZWzWDl0RAC89QYW08XoNWgF> z37F}8eaqx{MoOBIGQMq3L_~5E4aG^poWm;`f&*E0+S|_j+Ma%lJo2OnjY=X_7R4Xx$!9EMCA78)7vr{*( zkb7o_*9GNzIrk2J5;mWiJ^O*y=g;q*S9J8`O+v`tjY49+n>Z8Mo?4Y?YW(BIDeW~s z>t`Q1zT2Gt?CN{+X!auCzUjhH8uK?I5s=i?Csuh)hOm4no}iPkF1yo5`W&o*v^J&2 zPVVM@Lp#`HOt0t*Z+Uh6XL`bMpsJW;4y`Jo7r+ho((_rFzb^63-Gp7YSAmMyTRO0z zwz$H3kdyOmN-dePg-1my2Yk~Ji@P0NvgxzSR$Dt!sp5tAp_9_yi-MbkaP$k#F*8=4 zz1unjLJD|X6BP&S&+p*$|E>CAmprckIj@@iyMM}VQt@=;1ZhyLG`mh0@LH}HOVdE+q@JaZ}q9e zt**vZ@mQAo>4E}@!UrtW)mD7bVbRIlqGW*>S^c1rpu2Ha^wz1~hNUKA^;)EblK33koOqaZfs%<6;#KdV^|BC7qAxA=}>@1A_Vim!KE3wwJi=!a;{s* zZcs-pw+?kR)~*BXt-lrPJKq%_p_7+a91~R9Pl)tpVtCv^mh#>!U8q03c+*+mYJ^J-he(?Z?S9cX z^FJRmeSVUME+&j^@nzP!gyeHb}!}pwtAxn%DE);x{DgzUA+Kd8|;T z2MPk=FS)b#Qr$n0(@X#$Fi|94Gr*FJ!z7C1!dp<(V3ZPo=_wV)ieO|Z6Jd())6cp5 z=n7(vzAMtsE38A56O>7UF30~*@q-^uH4uie1$cve8DhPO?@Thn48K!5n-0%RUCK-S z#ZE4dN4rRr0(PpLu0E7b_u4wg6F8iKa z)>sY)|BRF6pk=ysb0GL;me0I6P>?mceZ~mXf8qDRzz&ozt1u>={X_?U7Jwjj&`R{> z8fQU?V|AX1i3t_uS?Wm4)YRk5`L&v+hk1sFkv=a8BZxyIgg^;eo#de9F}cpe-CYxc zS%Dp3nh+};Yj284C5zH zo~-qZULHzH{90d9Qj#a*Z#w{6NgPa@36G$q0JG+e~YZU@a$TaZ4`n$CO(8HF9|pdDRM5v*-S-EcBhhAtFlO!X))^vx)T&CSV&(XL@Uc%Z>~9e$Zf%c4%($lB(-5c2O-zN9j- z-0(GIKrq`>Qc{ADozwEXUh|&WCeJjlSv7;GuI)9Yv9 zu>)DA#QO)7E_kCv1K7rWj#}f8%*BupqW+4?Xg4bQ+xxeOsSL5BfMfx2Z|?U<^@|sG zKK!}22(v3QuONmD$O%*$-Hq03{rQRkPEt%U@qp*uLEq z*kEncJ4FA95#AcoZUY9Jge83kz&x0M+$25ZGszw#-etI>nh=L;mO0g3e&|VQ=_(3! zz)Z!`--@Go(!WUoBnCT{5OC_$u@J)(61W9I2ripLCeZ-S4EdFRAVI`Qslk+0ID|z| zTG|LSPm6}+olWLf^;0f@QzfXR^m%*^I(F)k@t448;}Ond$!NMME+DYm^TLG)ppf{U zQ6yXjFmW~lZF1S%6NL(Lb%+f#{d&)_8n%;8Q0!m;cQC}y0(}pk(dg)z-2JzARPIGnr+}He@&)($L(xet7?Fu7x+W&h5&n=_ zK1D+Fe>oaCKWrd&oMM}Y>|S4+)g?+}P@n-|@_uA^g5e<<5Z`QJO$WObrrg}zC|22+ z!eg+js{=E$0Om=Aa}G%`0y&s~sQ}NWvxzbg^xHtJXCSEwG6*rqN<&zJ=J;i4!T5+Q zV&P&&>qy0=F7`Gnx|V(97$X`r3{UUf{u9%aCm1I@*-xb8z*_9X>6Bko^x#UAp_u*v z6jLcsc+`Z{yqJ>p?$>kP`~DZ&-hl$^+QMTh5RB~hncRzo%1i|2AubjyYI4tJaefvy zoK~R&Tg6TM$y#DqIQn z31Ur(ZBluXnudnaxd**J$ig2mZ@096wVFbF$Izghz*hh+BtOk=!01!MKX{aj(EbL; z9KXOn3t<6u7(JOdNm&ZsjnD!w{Hm?3r3x@&h%G$Uh*P;_;1&#vK~UMwyLZnXU$K7< zI-bo57cA|;OVh=tMq;w9O@H;#u}D)fx!m9#=(JJyp%O3 zSbAX{anh66i=m+X0@BS!jNIqJht9_ydyj-B>iKGe6S5!(F#^X_fTkKY(jIm7AUO1` z1+6mcaiS_QCqH#cs_~YxIL;&$6)O+`58?Ya9!~@Zv*!0mM=h2pEoGu&X@OV=AAyTF zM?&d;oF1G3wIu#Q`M&Do$3xKMCMF}ijR<2ph#6ZA|Dx4K5BsRzuV00}o-HNX?x3jW zJx(k;H{xJ^Y7QT2RR$9*YxL0(!{`yLMSbaZ8iO zhOXz9yT(~)<)y$W_+Im`pPeOnm8z-Bno5sY;`+%}{iqw_*%xu*wTQGdEBqs|wL+t# z_ZE!89Ft|k1|p;W?@g{Pq1XzzC5*m{yzqSTkiRjQ`vSTe+SI z;JmoXeA@x;4#c{HdEP;tViLbKH7S(4#-cFTf~6Bxgr>3NbgJA*POm>dB2;|m)_xiQ z2v;3;W6&=&k{mm91xG}SJ77q|`PQfOGv)-<7gQXPMNf_jd*eqSmz-_cowp6g zkQ($A33QrpwgEpm-j>Y)QB%|Gzc6{D!B6CniHGTte7Y+X3QTJ10h=~hpS~ZCFq8lo zQG>lqOe8^X`D4;E4JgK|$vLcCn9;p-bH-6(xS%53J1`K2%c7zn-y{@15FqZE*1EzB zDDLAP)Ds35l>w(G89L#uL)syjm?hxE*y1#qfP3$2UY4D#^27kxm6>=o`H9UM!{ofjuHnAWMRai{90be4|s&D;b)Kh&lQ7`$o*-xNW&o>={ab&!Dt?j~sd zF;p}wzm)X&iMI_-O-I*+T#na<8b1tgD8Lxz&zzj zuSaS^LO4*C0ucXG_L{1MsUn0(^y1K!$!6vZSV6&&gM%k5^>bQ3iWna;CUXf!wx>mcXwX07n!chq-;UGfxkb(uJIKd{hmEjF<= zRZn)mG-DhivRGeSCa)V8?|;uI5R{{E4Nxx$f3^m2u0P z^^-RTJsLO8%QqZ@g>fYaWDv`|-1PY~H=Syv-at3}0N zomF8@v}~J8*Y&u#6E06ICE=W)g~=2J6&*2$#g2Q7v7)YbQu)E|Gaq$ z<5iT{>f(+L4%wJviDg`$`}OS-wJBVHq*9MO_bE-nPV0o|sZtv@WlX`hfdMhKuJQ{e z99&#EH*cc`1z^X?fgBoh=12E4 z3!c?0;}R3I@C;iaZV;E6nyQGHQtx=(*a@>aC+yb47w|79RJ5+=AUBbXGQm_sBlvvY z-MgBzGc)%;efo61lS`d`!tt710CfNm(!YNFdR$mhp-K@J7Dg_7<@Ia5@87@Q&&wNx zU_^zpMqUT|`t{LmPQq9nNSxtWtd6pH*-d6;FnCqluN!a4@cjE{D^hRpgqc6B{*)&H zg?WB{elXyJyIe)!92)f!VG4=rR8ch2&pDrp%Rp^&bS zas4chH1G3wtct6#vDM(}&-@wX8|$eMk&wvk@jLZM)f5Vl=T?t*h>e*P6G5|97- zrVm%-m(WFTF>TR5& z+js2fJ6nn)#`PQxH8t)u9nk=Xt8)yB*{kvK^?27q&%DmzX5gM1rm7I9G!?)3mtgyM zvB_n&L|El{j5q=lhV}ipxY*0N1Yc2p-5Rjx4eafO_hq(>%8p{cg~!B*h>1nw&c~*v z8sg|KtEg}C#30y035PLUL@r@|e9lRNY>QjRR_^z7$Nw5^W=A}E|C22JE=Mwi?Q*Sm zEopi8PR-PGEzAYiLF)Zdt-6iPMsQ~54)(Q-{01zTIDg#Rmy+G(j}ii;vi8>qxiHI% z#dRC+->>H5ql8d(8&ARI(-gTcx-{6T(C>7EM))mN|9uF4UEQY&%!hg^{4?ixxVc}V z3_yly2i;8g8e9X{LE7ch_L99@$n}*X!aa`YIa)A|Q^?=tb0{uhkz4|*%KKSachb_R zXRewTl~C0TyW`^n-h89Jjde0G-~ja%S~cK2QQ8PfNf~zP{%}`>dvSy63GlOXBIZ%%tZhCNNsw7np6!owce}Pi;|L; zuWr(21BDCk3RRK~BRhBOD1@aJ#9AC4B_e$R7p4*qk3x));L~i2;{n|$JY49=c3ifd z6#+4TN7YXWTrL>chU0jTO-j?MDmDw{fq&9v?4zw1$4&8afzrwL0weo*LQ>$DE7( ztmM3!i7_5s_kHsURfjyBPx1qD_xdHvT@yW?e5)uZTt6O+f zcV5S)I`1ia$v84QTP!IlXYsue?%Uq+N;%8C!= 2 T = True F = False I = np.inf # noqa: E741 (ambiguous name) +N_SAMPLES = 100 +N_FINITE_VAUES = 50 +INF_PROB = 0.1 @pytest.fixture @@ -21,9 +23,11 @@ def labels(rng) -> NDArray[np.bool]: @pytest.fixture -def scores(rng, labels) -> NDArray[np.integer]: +def scores(rng) -> NDArray[np.integer]: """Random scores for implicit tests.""" - return rng.permutation(len(labels)) + values = np.r_[[-I, I], range(N_FINITE_VAUES)] + probs = [INF_PROB] * 2 + [(1 - 2 * INF_PROB) / N_FINITE_VAUES] * N_FINITE_VAUES + return rng.choice(values, size=N_SAMPLES, replace=True, p=probs) @pytest.fixture @@ -37,6 +41,9 @@ def roc(labels, scores) -> ROC: ((F, T), range(2)), ((F, T, F, T), range(4)), ((F, T, F, T, T, F, T), (0, 1, 2, 4, 4, 5, 6)), + ((T, T, F, F), (-I, 0, 1, I)), + ((F, T), (-I, 0)), + ((T, F, F, F, T, F, T, T, T, F), (-I, -I, -I, 0, 1, 2, 3, 4, I, I)), ) # Compute MANUALLY with ``scores = range(len(labels))``. EXPECTED = MappingProxyType({ @@ -45,125 +52,188 @@ def roc(labels, scores) -> ROC: ((0, 0), (1, 1)), ((0, 0), (1, 1), (2, 2)), ((0, 0), (1, 1), (2, 3), (3, 4)), + ((0, 2),), + ((1, 1),), + ((2, 1), (3, 2), (4, 4), (5, 5)), ), "thresholds": ( - ((0.0, 1),), + ((0.0, 1.0),), ((-I, 0.0), (1.0, I)), ((-I, 0.0), (1.0, 2.0), (3.0, I)), ((-I, 0.0), (1.0, 2.0), (4.0, 5.0), (6.0, I)), + ((0.0, 1.0),), + ((0.0, I),), + ((-I, 0.0), (1.0, 2.0), (4.0, I), (I, I)), ), "pareto_ch": ( ((0, 1),), ((0, 0), (1, 1)), ((0, 0), (2, 2)), ((0, 0), (2, 3), (3, 4)), + ((0, 2),), + ((1, 1),), + ((2, 1), (4, 4), (5, 5)), ), "thresholds_ch": ( - ((0.0, 1),), + ((0.0, 1.0),), ((-I, 0.0), (1.0, I)), ((-I, 0.0), (3.0, I)), ((-I, 0.0), (4.0, 5.0), (6.0, I)), + ((0.0, 1.0),), + ((0.0, I),), + ((-I, 0.0), (4.0, I), (I, I)), ), "tot": ( 2, 2, 4, 7, + 4, + 2, + 10, ), "FP": ( (0,), (0, 1), (0, 1, 2), (0, 1, 2, 3), + (0,), + (1,), + (2, 3, 4, 5), ), "FPch": ( (0,), (0, 1), (0, 2), (0, 2, 3), + (0,), + (1,), + (2, 4, 5), ), "TP": ( (1,), (0, 1), (0, 1, 2), (0, 1, 3, 4), + (2,), + (1,), + (1, 2, 4, 5), ), "TPch": ( (1,), (0, 1), (0, 2), (0, 3, 4), + (2,), + (1,), + (1, 4, 5), ), "FN": ( (0,), (1, 0), (2, 1, 0), (4, 3, 1, 0), + (0,), + (0,), + (4, 3, 1, 0), ), "FNch": ( (0,), (1, 0), (2, 0), (4, 1, 0), + (0,), + (0,), + (4, 1, 0), ), "TN": ( (1,), (1, 0), (2, 1, 0), (3, 2, 1, 0), + (2,), + (0,), + (3, 2, 1, 0), ), "TNch": ( (1,), (1, 0), (2, 0), (3, 1, 0), + (2,), + (0,), + (3, 1, 0), ), "FPR": ( (0.0,), (0.0, 1.0), (0.0, 1 / 2, 1.0), (0.0, 1 / 3, 2 / 3, 1.0), + (0.0,), + (1.0,), + (2 / 5, 3 / 5, 4 / 5, 1.0), ), "FPRch": ( (0.0,), (0.0, 1.0), (0.0, 1.0), (0.0, 2 / 3, 1.0), + (0.0,), + (1.0,), + (2 / 5, 4 / 5, 1.0), ), "TPR": ( (1.0,), (0.0, 1.0), (0.0, 1 / 2, 1.0), (0.0, 1 / 4, 3 / 4, 1.0), + (1.0,), + (1.0,), + (1 / 5, 2 / 5, 4 / 5, 1.0), ), "TPRch": ( (1.0,), (0.0, 1.0), (0.0, 1.0), (0.0, 3 / 4, 1.0), + (1.0,), + (1.0,), + (1 / 5, 4 / 5, 1.0), ), "FNR": ( (0.0,), (1.0, 0.0), (1.0, 1 / 2, 0.0), (1.0, 3 / 4, 1 / 4, 0.0), + (0.0,), + (0.0,), + (4 / 5, 3 / 5, 1 / 5, 0.0), ), "FNRch": ( (0.0,), (1.0, 0.0), (1.0, 0.0), (1.0, 1 / 4, 0.0), + (0.0,), + (0.0,), + (4 / 5, 1 / 5, 0.0), ), "TNR": ( (1.0,), (1.0, 0.0), (1.0, 1 / 2, 0.0), (1.0, 2 / 3, 1 / 3, 0.0), + (1.0,), + (0.0,), + (3 / 5, 2 / 5, 1 / 5, 0.0), ), "TNRch": ( (1.0,), (1.0, 0.0), (1.0, 0.0), (1.0, 1 / 3, 0.0), + (1.0,), + (0.0,), + (3 / 5, 1 / 5, 0.0), ), }) diff --git a/test/scio/eval/classification/roc/test_roc.py b/test/scio/eval/classification/roc/test_roc.py index 3ee61aa..8501016 100644 --- a/test/scio/eval/classification/roc/test_roc.py +++ b/test/scio/eval/classification/roc/test_roc.py @@ -7,7 +7,7 @@ from scio.eval import ROC from test.conftest import parametrize_bool -from .conftest import EXPECTED, LABELS_SCORES, F, I, T +from .conftest import EXPECTED, LABELS_SCORES, F, T def test_roc_trivial(): @@ -28,16 +28,6 @@ def test_roc_rejects_nan(): ROC([T, F], [0, np.nan]) -@pytest.mark.parametrize("sign", [-1, 1]) -def test_roc_allows_only_posinf(sign): - """Test that infinte values must only be positive.""" - if sign > 0: - ROC([T, F], [0, I]) - else: - with pytest.raises(AssertionError, match=r"^$"): - ROC([T, F], [0, -I]) - - def test_roc_sorts(rng, labels, scores): """Check that order does not matter.""" shuffler = rng.permutation(len(labels)) From 028c9af24c956912e7b25bac08bd76064d8952a6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89lie=20Goudout?= Date: Mon, 24 Nov 2025 15:49:00 +0100 Subject: [PATCH 2/5] fix: mypy ran without doc deps (aaab602) [skip ci] MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Élie Goudout --- .../visualizing_and_evaluating_ood_detection_algorithms.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py b/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py index 2f1ed57..04b86e8 100644 --- a/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py +++ b/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py @@ -24,7 +24,7 @@ # These should be defined by your use-case import torch -from datasets import load_dataset # type: ignore[import-untyped] +from datasets import load_dataset # type: ignore[import-untyped, unused-ignore] calib_set = load_dataset("ego-thales/cifar10", name="calibration")["unique_split"] calib_data, calib_labels, _ = calib_set.with_format("torch")[:].values() From 71a3a1f9da4b2e5695904879824f47f2e637b1a2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89lie=20Goudout?= Date: Mon, 24 Nov 2025 16:02:51 +0100 Subject: [PATCH 3/5] doc: note on neginf scores [skip ci] MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Élie Goudout --- scio/eval/classification/roc.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/scio/eval/classification/roc.py b/scio/eval/classification/roc.py index c5065ca..ad0d086 100644 --- a/scio/eval/classification/roc.py +++ b/scio/eval/classification/roc.py @@ -19,7 +19,7 @@ class ROC: only depends on the Pareto front of all the :math:`(FP, TP)` tuples when thresholding with every possible threshold. Per convention: - #. The thresholding test is ``score <= tau``. + #. The thresholding test is ``score <= threshold``. #. **Positive** (*i.e.* OoD) samples should verify this and thus have a **low score**. #. Scores must not be ``nan``. @@ -39,6 +39,12 @@ class ROC: :exc:`AssertionError` If there is at least one ``nan`` score. + Note + ---- + If a negative (*i.e.* InD) sample has negative infinity score, the + ROC curve starts with a positive :attr:`~ROC.FPR`, which can lead to + undefined Discriminative Power. + """ def __init__(self, labels: ArrayLike, scores: ArrayLike) -> None: From 81efd8c8f169af997fb2922cbcc661fc93882166 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89lie=20Goudout?= Date: Mon, 24 Nov 2025 17:06:15 +0100 Subject: [PATCH 4/5] doc: polish/warning neginf scores [skip ci] MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Élie Goudout --- .../classification/discriminative_power.py | 18 +++++++++++++++++- scio/eval/classification/roc.py | 8 ++++---- 2 files changed, 21 insertions(+), 5 deletions(-) diff --git a/scio/eval/classification/discriminative_power.py b/scio/eval/classification/discriminative_power.py index 9d1f223..3045148 100644 --- a/scio/eval/classification/discriminative_power.py +++ b/scio/eval/classification/discriminative_power.py @@ -55,6 +55,14 @@ class BaseDiscriminativePower(ParamClass): Discriminative power classes are `paramclasses `_ and hyperparameters are defined as their *parameters*. + + Important + --------- + Since ROC curves may start with **positive** :math:`FPR` in case of + :math:`-\infty` scores, subclasses **may not** assume that + :attr:`ROC.pareto` starts with ``[0, 0]``. As such, when necessary, + it may be appropriate to return ``nan``. + """ # ====================== TO IMPLEMENT IN DISCRIMINATIVE POWER ====================== @@ -103,7 +111,15 @@ def __call__(self, labels: ArrayLike, scores: ArrayLike) -> float: class AUC(BaseDiscriminativePower): - """AUC for ROC, potentially partial — in which case normalized. + r"""AUC for ROC, potentially partial — in which case normalized. + + With the default arguments, one has + + .. math:: + + AUC = \mathbb{P}(\text{score}_{\text{OoD}}<\text{score}_{\text{InD}}), + + when sampling the reference population. Arguments --------- diff --git a/scio/eval/classification/roc.py b/scio/eval/classification/roc.py index ad0d086..ed98d61 100644 --- a/scio/eval/classification/roc.py +++ b/scio/eval/classification/roc.py @@ -42,8 +42,8 @@ class ROC: Note ---- If a negative (*i.e.* InD) sample has negative infinity score, the - ROC curve starts with a positive :attr:`~ROC.FPR`, which can lead to - undefined Discriminative Power. + ROC curve starts with a **positive** :attr:`~ROC.FPR`, that can lead + to undefined Discriminative Power. """ @@ -121,7 +121,7 @@ def P(self) -> int: @property def pareto(self) -> NDArray[np.integer]: - """Ordered :math:`(FP, TP)` tuples defining the Pareto front. + r"""Ordered :math:`(FP, TP)` tuples defining the Pareto front. Returns ------- @@ -133,7 +133,7 @@ def pareto(self) -> NDArray[np.integer]: The following is always true: - ``self.pareto[0, 0]`` is the number of negative samples with - ``-inf`` score; + :math:`-\infty` score; - ``self.pareto[-1, 1] == self.P``. """ From b6f6653f23ae81d65a6f9f5564b08e8008fc3319 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89lie=20Goudout?= Date: Tue, 25 Nov 2025 13:12:03 +0100 Subject: [PATCH 5/5] feat: revert decision: add (0, 0) with disclaimers MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Élie Goudout --- docs/src/_static/custom.css | 6 ++ .../classification/discriminative_power.py | 10 +-- scio/eval/classification/roc.py | 68 ++++++++------- .../plot_legend=False-with_ax=False.fig0.png | Bin 31425 -> 31843 bytes .../plot_legend=False-with_ax=True.fig0.png | Bin 27329 -> 27543 bytes .../plot_legend=True-with_ax=False.fig0.png | Bin 39527 -> 39880 bytes .../plot_legend=True-with_ax=True.fig0.png | Bin 35164 -> 35361 bytes test/scio/eval/classification/roc/conftest.py | 80 +++++++++--------- 8 files changed, 85 insertions(+), 79 deletions(-) diff --git a/docs/src/_static/custom.css b/docs/src/_static/custom.css index 646df78..0fdc11f 100644 --- a/docs/src/_static/custom.css +++ b/docs/src/_static/custom.css @@ -133,3 +133,9 @@ div.sphx-glr-download a:hover { font-weight: bold; font-style: italic; } + +/* Bold small caps */ +.bsc { + font-weight: bold; + font-variant: small-caps; +} diff --git a/scio/eval/classification/discriminative_power.py b/scio/eval/classification/discriminative_power.py index 3045148..f66782a 100644 --- a/scio/eval/classification/discriminative_power.py +++ b/scio/eval/classification/discriminative_power.py @@ -55,14 +55,6 @@ class BaseDiscriminativePower(ParamClass): Discriminative power classes are `paramclasses `_ and hyperparameters are defined as their *parameters*. - - Important - --------- - Since ROC curves may start with **positive** :math:`FPR` in case of - :math:`-\infty` scores, subclasses **may not** assume that - :attr:`ROC.pareto` starts with ``[0, 0]``. As such, when necessary, - it may be appropriate to return ``nan``. - """ # ====================== TO IMPLEMENT IN DISCRIMINATIVE POWER ====================== @@ -119,7 +111,7 @@ class AUC(BaseDiscriminativePower): AUC = \mathbb{P}(\text{score}_{\text{OoD}}<\text{score}_{\text{InD}}), - when sampling the reference population. + when sampling from the reference population. Arguments --------- diff --git a/scio/eval/classification/roc.py b/scio/eval/classification/roc.py index ed98d61..1d2589a 100644 --- a/scio/eval/classification/roc.py +++ b/scio/eval/classification/roc.py @@ -13,7 +13,7 @@ class ROC: - """ROC utility for Discriminative Power and visualization. + r"""ROC utility for Discriminative Power and visualization. We recall that a :ref:`Discriminative Power ` only depends on the Pareto front of all the :math:`(FP, TP)` tuples @@ -41,9 +41,15 @@ class ROC: Note ---- - If a negative (*i.e.* InD) sample has negative infinity score, the - ROC curve starts with a **positive** :attr:`~ROC.FPR`, that can lead - to undefined Discriminative Power. + .. role:: bsc + :class: bsc + + If a negative (*i.e.* InD) sample has a score of :math:`-\infty`, + then the ROC curve would theoretically start with a *nonzero* + :attr:`~ROC.FPR`. In this case, for consistency in + :ref:`discriminative_power` definitions, we artificially add the + point :math:`(0, 0)`, corresponding to the trivial :bsc:`False` + classifier. """ @@ -83,11 +89,10 @@ def _compute_front(self) -> None: TP = self._labels.cumsum()[PP - 1] FP = PP - TP - # Add ``(0, 0)`` if attainable - if scores[0] > -np.inf: - unique_thresholds = np.insert(unique_thresholds, 0, -inf) - FP = np.insert(FP, 0, 0) - TP = np.insert(TP, 0, 0) + # Add ``(0, 0)`` + unique_thresholds = np.insert(unique_thresholds, 0, -inf) + FP = np.insert(FP, 0, 0) + TP = np.insert(TP, 0, 0) pareto_mask = (np.diff(FP, append=inf) > 0) & (np.diff(TP, prepend=-inf) > 0) pareto_idx = np.where(pareto_mask)[0] @@ -126,14 +131,13 @@ def pareto(self) -> NDArray[np.integer]: Returns ------- pareto: ``NDArray[np.integer]`` - Shape ``(n_points_pareto, 2)``. + Shape ``(n_pareto_points, 2)``. Note ---- - The following is always true: + The following are always true: - - ``self.pareto[0, 0]`` is the number of negative samples with - :math:`-\infty` score; + - ``self.pareto[0, 0] == 0`` (see :class:`ROC` note); - ``self.pareto[-1, 1] == self.P``. """ @@ -141,20 +145,24 @@ def pareto(self) -> NDArray[np.integer]: @property def thresholds(self) -> NDArray[np.floating]: - """The threshold intervals associated with Pareto points. + r"""The threshold intervals associated with Pareto points. Returns ------- thresholds: ``NDArray[np.floating]`` - By convention for **finite** thresholds, the lower bound is - included and the upper bound is excluded. The infinite case - may vary. + Intervals for thresholds, to achieve the corresponding + :math:`(FP, TP)` point from :attr:`~ROC.pareto`. The lower + bound is included and the upper bound is excluded, with the + two following exceptions. - Note - ---- - We could have used ``nan`` to help define a convention for - included *vs.* excluded infinites, but decided not to in order - to guarantee real-valued thresholds. + 1. A :math:`+\infty` upper bound is included if and only + if ``self.pareto[-1, 0] == self.N``. + 2. A :math:`-\infty` upper bound is a special case for the + point :math:`(0, 0)`, when it is not attainable via + thresholding because a negative sample has a score of + :math:`-\infty`. + + Shape ``(n_pareto_points, 2)``. """ return self._thresholds @@ -181,7 +189,7 @@ def FP(self) -> NDArray[np.integer]: Returns ------- FP: ``NDArray[np.integer]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.pareto[:, 0] @@ -198,7 +206,7 @@ def TP(self) -> NDArray[np.integer]: Returns ------- TP: ``NDArray[np.integer]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.pareto[:, 1] @@ -215,7 +223,7 @@ def FN(self) -> NDArray[np.integer]: Returns ------- FN: ``NDArray[np.integer]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.P - self.TP @@ -232,7 +240,7 @@ def TN(self) -> NDArray[np.integer]: Returns ------- TN: ``NDArray[np.integer]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.N - self.FP @@ -249,7 +257,7 @@ def FPR(self) -> NDArray[np.floating]: Returns ------- FPR: ``NDArray[np.floating]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.FP / self.N @@ -266,7 +274,7 @@ def TPR(self) -> NDArray[np.floating]: Returns ------- TPR: ``NDArray[np.floating]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.TP / self.P @@ -283,7 +291,7 @@ def FNR(self) -> NDArray[np.floating]: Returns ------- FNR: ``NDArray[np.floating]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.FN / self.P @@ -300,7 +308,7 @@ def TNR(self) -> NDArray[np.floating]: Returns ------- TNR: ``NDArray[np.floating]`` - Shape ``(n_points_pareto,)``. + Shape ``(n_pareto_points,)``. """ return self.TN / self.N diff --git a/test/expected/test_roc_plot/plot_legend=False-with_ax=False.fig0.png b/test/expected/test_roc_plot/plot_legend=False-with_ax=False.fig0.png index d8aaabaf296cf964f527727c1a4ee7cf54202650..08cb8f7af64d792a2ab78d4585d2e33c64c2555b 100644 GIT binary patch literal 31843 zcmdqJg;$kr^ewsx>F!3#pi?@e1q`H9NW4s}%wu7|{|F6C zFT-DAE(*FX8urgz+)SOGBJP{IIM~>`*gQA8?)ucp`MJHF05=~mw=m~*D;F0BXE7cg z+yDIvZhI$79<@>yP52aS2W35H1cJ~M`3EIeI_Eh8;n{aj{;sC`hpibmce0g9j9pLR ziMRK6B#ExeW3kBuDC5%0zYbsyxTQ>aJ3vL_oeRn}d7`)6*D)oTa|Ov!*dEJa*WX}$ zGwW7%cz!YerY{*i?u|v<%&D7E_0O*5)Co&!)15kj9RYr(AOtb|O2MxlzD5N9P+u`a zurf0<^9$hl$-}Q_At-Oc!ooUxc@ZSY*HL50z)zV4S`o_dQ;TO*h;aCEFCN-;_-Sm4 z>Hn|ZtgB*#AWlj8JyyIFBYn|%IXgH=Vr*<|HSv}0!-o&AXLz`{@aMdb>A8*TuJWQ9$RnJl^J+%^~IXf77cyhYa7@L+xKuJj{aXjt3Hd`-VSXkJ7=uJ$lbrV+q zO$`<^KO?QMUE3Qbx$8+iOz~YNf;3D)evk9oex>_HGs%UJOBq6(9|x><;aggIdT?13Bb&CSDsdxE&yVN!HVTTF zMMS8^il1~;JO6T6Y{Q;z^ktOvJZc-x(!XhF9BO-7S85%hcPWJnx9k-`N zhl>m)OS}sf}B0;iRa3$s&$sr5&gLeivUul-kXRF$EDhIy$2IQSq8IX^gzuU%jsm3xFbX za(Wu!akzo~;>8O-tNx5LK07-*v)*LB;3M17!W8#~V9Gy@mn%t6&=GqJp^P}Rw6qKB z>$f2o<<-<8;TwzewbrO$SIC{J4X10}9%3;CHJcD+DaBAAf|8Pwa&?N+O1^y~!>7GN zcDys^n}4h#zZ#n47q0B2m_-cXf{Bng-7Nb%^)O8W8(}q7VOx4y@q7pa;jl5BN3x?4 z=V9!%r@+d_w$K^N0{haMt(x@a?c1P%ETyEsRR!8bEe+nMZ<3S4-o7OpF3=(T@lL2U zk;?!lYUb-xTrrn5gtW9YqUp~{PpQYDwb$R3B=_BU6mFxMptUtC*nQ-kKK&9N)=LWM zY^X5sX@dIuA9-D#A1B|jrFkd#JWl!s8{0L+{K|^frej@wJ&HtK@4voF z?`f%rPHX*4hE)zIWtM$E36l}?YinV@(mcQPcF>Evax$~9phy^=bH;b=ey6p+&d!b_ zY&YG>==Nv%o?*QQxqaQ9;zb4AQYIWDDn2v$iwgK&wReKp(r3G9`~m_!hLpr9j1~S& z%=g;b+nG2xa3>}vs$92dXoReT9GAY6Q|;$!MLfviI1-8RIkK|3cl0VwsVvN>#^v@t z-|Ihp6F-!UJ-3AFj%Pi`>s|@0_NJgAkpI}++8W4t$cP}kEL>b#BBr5v4Y4MBwliwW zgbu5No;45#86rck?AeMw4{-|jPXtLUtJL{{2A#Mo-mjmjt?NTMj=z4=A8bttOHU&@ zclM6^CQ5xh56YCxRloMdFE2x}nx2{I@rul>s;QxvTwPf3x0|Uk{XJSlBrB6MWZDr; zzc!RZxVgEBK`%FfUG)2vI-Trnyko`N3M$n4LZmuCp`tpqQ^k_>?MFj_T`|ahvQbD@s(Pp^!=@I$g!<~dq zdHEP*#nEaBBW58YBJvY;UTv}xL`8Ucdk+*pkv=L`j@|Uh_&YRIRGdT7Iu92{zC z64XiDMlD~AYX4Lg>z1OHzZg?Ym-6QIJhG8jQd%0!R@JTd5Spy8#SNDA=Q5~}xe>pz zv%lBDxK#ZstrbcJugy3wotO(&63>(GaGdyFZfFLDge-216ts^HLefWOcMk2srb4|k zhpkB=R#w*eoOB;{B6j3DA=gheiM##Bd*M?1IjOp{KRv-7|0Ki9%Z2_O{titQcQflt zlcW-HxW4=+;8KD|{~MOu_H;8O(-_DN%%Y;y$ghQy+TZAV`M92enD`VyqMptEg)oCi zHh08&VQGnl=8ny+NJaCDqfeh$_g3HA<3Nr=kwFkarg8Z_df%|YtGaVc9hMtXMaz#L zT)vEmmey7|wfA@KTReR#S@E;3PJ-`QFO})jrwNV42?+_w;%;^q$(x%t18`W+(x;}T zBBE%8DW))YPxhAD8)i$*JO0Fwl9FmHCqv;0gX&7=E=@o{VAd8!9OKO+FMs*{razH- zdF=c55pX=3On5UOS1WMmpHwPwSPTsfEo^MOM!qYV%Pa1~2Rh^t#|cI)w;lr|6e({pSc+1g za}VS$LX{0w$<9A9Ln0?u3x1Rm#VDGS&9XisdU~VGJ#}^UWNBY1pT8@VXGc@^RW9o! z$RpAoL8)W&5edmi1X2*=H7{S(9ZkN-HL7(D|8753fe)!x4vr9t#Ag5HsDVB5Xp`&R zK!UPmwHt`U(ZBn@h$$$vO$>B(sqAL!QZA`(U0t+=Q-q8PyO0n$y!2W{byXDtF*rE* z+U780zzRp=sLM)_8Bh+Cp=@i8yYTIU#Io1L#c3NF8iL<_d5>F$@8?uace(AizjnHK zVXj+Zg7T~{&1j(irJ8&x&6AVcoZ+FH-pQ?*nv za?+a*dM~8}1W5h;{gK5!E6Y51R29A}dw*tKgj3puJ}|Ao|2sE^TAB#Kj&vZO#%dNa#^CLIF`x_hU~1B(+XX*7Un7DJdZ_YbLuq7D`Gv zJwG0f&E;>g7R+x=@9bTf#!SL1M;TBMWewgv7TjLHR#%Y_1ewzj*QKNwbiNqgb#mfI zm_V*h7JUBr;shYf($7?J-Lhx+exdjug>AY&43wX_s73iuHg9;_+ z?Q)h|IutQ04NeDoxUetMxE-9GjrVkd_!$F{e(cXxMxYdu$3$SEQ!$|N8V z52ZgWjD4WG3a?6Bw{>a&L(iI?d#0}~?tH92>!a|49plj9w$o%$Uu+v2TimVFe;chL zQe`=MzCQ1_B>iG;C8!A6j6d4ohe*y1O5ALG-RIlr-*Eq&x9~of#jkaff|91Ut_>xn zr2+ZI-gUeya(O+4gKDcJybvBKH?q`aEO}88-#l1o{)*q_M&lnA%Pse)x>e*LwSjdb z+6PxGm4N49o5itRD}AC5*?_2zyj*+COtDoPpwn_bP+Q6q_f^Q@tJZvha4YdzK6;Q$ zntrgk?^(!812>9ST}e1gc*wp)OYfLpvnuUvV3B%hRcahAO4H0Nj?m2J?sX=HR*Z&# z$VeBp_mb%g#bijNDle}k>zYPjkYzT&+D{#Imii_!OCdLg#n_%WEG^1w-p)R?@tsb= zh}qHb@$NvK!tS9!U(PED{Hx9=pG5n@741dLv}`=WvUg37QNNz}=uV=0f!3o7s?-Oe z+547DBV%)I@9s}c%w|WrV<#h%0CD<9#mCwVK}4P1Lm%bBFs*BD?-|+(>l$>! z$=nUT$ArH6BN>MYomt$~zr4I0J>fmWf4BE2XXo=$ncP^vR2yl1t5@uYBLA!+w#0@( zELbR0CZ2zf?KV@VN;GfncE1QDdMy1duHcSs9VW7eWFHPb!K15B3n*8zThM=eXILN2 zaH|m3ID35exF?N~*ZhyX3|2@ZP7^h<$7C1w2qcy^sv`8IWTQC|WoFTd2x)lW{_!KB zhtQFKXuZ&Kj9%TxuAV^c0)PGNmPxL;mhSF+k^*7I4=B*VW;&Ifjs2!-WTCsoLy9jQ1b%XrU1>B7!Y5iQk)hxBxnE4jBZebcUv|5Y=a+v_Cg0c(MRU@u~b zZDw##XMfbwN!MXpDiS4~3|)byF@hpD~B*Ra?e?WHBcn^{IV-0p7Oq2z{qk}dz;st^ z-sr+f5gDsRu8HmK(9pn_;jN4a&JX*AJs;4VSL8oa8vYA1<-e*O*YQwvc`B$1+{y zv=fbRoD;-y@LM{ri>kz+>u%z@`knI@1u`9$5~|+QZ2Ok2gDoUGYVUe?ZxW{v$toMk zzl5rN?dHv!7SEow3=F7mIKh>4M-ANSUmuco5ErG42?)URs|_T7i_;T2_cl&D%l|=6 zaM2)vQ?-lR#~D?%_M+_KXAhmWM^M4xIv8%x42~S8w8XhLfvGV5o2zhPcJKT$P>@s{L}>)ZR9H=jSY%-{T)= z*i3KUeTWP?5h>KICAQmUAlDL0AhtyEA-&Tbo;;>ou?AGtD}vkEdGl80*q*GHZAW(v&S@6BJu=uNz`^rc*Rdwwk2Wk|k0f9_0SV0rfUz zVftn-Tk#dXyl+^Q6uwM{@AviaM0|IjVe{_}cklVKKuDu?SOK!&s3mLLw<$>*wk>+= zIPw@pP2H|8sZ^hj*P*#vGzK<;};jD;n1pu9gb>bYBst zLVhOL5M%i8tCA$6lCEAiY)gu-{gZo^7u+AjBZAAM+uo))fBaTf(D^klfDc(XQc7<4 z|6HToj)6EA+;wKxh@ga1OxkfNZ}Q`M;Y1ZaLG%OiN4K?Z7^B_*_KQg|tEr;VJobG~ z$2p#m9qY<``KtdK&4$tE-K2MMk$m>`(FSA1&0~G(3w`nq$RpVqq;|S};DycZb=wTVo#!KaJ zvH9HH-D7bJdx!5V<<=~+fN9>BwB8%E{Y#A82v}U;XmZ!>bUx1?jSWcit`?0Ek8+}( zV>EQ_TDDy6bpGw4<}hjdPuKZW1JC&g|0iCJrfXdmBz(@c4LDC1IWVLJnpB(M9FDx5 zHEHuS+F-tOKREiZuKQcJPVt!eMy>ho-p!uU-7+5b43+%X|9viYmb%FyqcHLEvrt(7 zu)asF9TOCNCnAaK?qWq0_reKzoey+%_4!GXNz-g0XoX@-U*K*fdUMA(=X{v}1-km!Y$$a*F z9*0{xC?k(wHecPV*6^kz-}vq?`p6xsNaXp?dei!2v}U+tVBJMm%=gYPJ2{PTl*|wP za*hoB{0INt^euZOT13;inh>2Wr|DC@f4FY9@7*i;S|K|WW;u}U+4qM#HvjfjoaM{n zDWV`cA3fhQhcN}vzSwnkG+D!9*|n)BOUWw3ly28)%2h*n{um*V)fKc@qW z60Uu)AXU<$?`-2gz01%12<*s@6^AaRaDA)>%$26=|icuAbJj zlp$WXE+==7S2{8Y7VKAd$@*um?3id{35!zvMO#h*5ydFuO6*Z@LbMR)9+h82sGrjJju$rD(IOwiCF{Y$_4MRoOBZN+9TM7DKP>W zpig>YcR`Vucy{tRrxjWFGjVp$Q#^G~dY-aczHkt@jfs&ZQ~bRlo4|MMi{bY$VdM50 z@ydbI6&>n}T*KW)07aQjt}AybZfr|nB6dqE@5;ZyHB^1orGte6$t>OHgdp8#Pe`J! zjy+S8U*n3vUnvYJpvMp-^wYMNkI?^;ZMPTqK0Z)S<0epvr;9VU8564svWVU!eJ#G8 zf_ar|oQPg>kRN)}n+oEzW#{dhk@{BMB8T^(A|j;I{2R`nC`D-7c5ABIyu%T2?YIs} zKt_jc^?*RZgj$;}e*LOGd8imvEc-k z$*-iOZmfl+5KwPt3{k8Y55CfrJ* z``&({Hm%m}uVOC4;+yk0v=ORt8)dprz_T9)Z&gn`EgtMVy2Z&b>$!H>=!pow=(2c* z&?(gQ7qI*}4>ZK?(b0Ec)%!CQa1S;oNK?gLvI|}SQ~e!D3;zA{6dfI1rg$t1c=lw8 zSNum?Q#YH%uQO+EK=WlbGhhH&*&K;gMsMT}a~Xf-7jXDBdOt||l+KuX7i0O)pVSy^ z7p>K~sg4wB_SbN;cEC0O;~rF5DU7%-AwdUsh@>N8mv%q{$jG=3Uxz?&a&Zm7GPHGc z=;;4|)O)^$kE&5C8K~2W#{1QlYuq5oj(Y`g1eK6GB2tmX8Z-2*=LritcKk{4PoNxb z-1yut>1%3g+HO4Py`G)qu=G9ZY@(soZD$dfJf+KvbB-EASixt}Mh~0QoUtK=I%B1Hee;#ZzcG5&Jw7rK3Z5h_TOz= zf_0@A_J9m^$8(shYo-!v+Eo=jXrw%RQ77HDL!^oc-19xgmtwjD@1Zv-4gFet(uj}E z^g2~v+UtZjgn<5aihyM%aCTLWOBl1>$40$rlC-d&oKET2a4C?&&WeEqbgs|w&*%mU zLvS~3In{?|zQ6_@ct{>y9@yRIYeq&F3=?4Y|tVZ(5>FDV{Y8UK*0+R`R{}oHa#KOYjdj?dEHqA0NwC-RYn;&InlWQ`0 zo~i$R6Yg95A$Rq$hDPk0H-2!E#;2yF9lan}ftQ|NUDe(^4`}b|?hc5LCj~WPVQo!! zG%h?$S+?U#&U}G+Wl65R9P88P8Kcw-nVLS_q&uEbl=iv6O5B~^Bg?P09=T*G@xJCQYn4O;nQS%*-8h84@+-~oL8QdQ35mgmAzd@FCDJ#D z&zVtGMi$#mc&~5tWntwTVLq{&M5!ftAVH*c?S?QCtR9E}7GS!;L^|n_^LLZpo*=SjH)Ald_jV8Wp}1OyBB7AQor}8IfRFDVv}ipKR`8~68SN(7KFT&& zd4Do56&Fvk*Q~_IBC?!V5kxQk87ATh_6+x`b`n^`X@f+ zs0D2KbjSj0@fDeYg6#XuT#Fx}*RX#ar6%57d6ci!5b7)GXEaq|vZC{z=|wYng9S|$ zRuJ?)qYV+qv2j`LNlJEiEqN1b+I#+%!df9}09oWeL|nk$qS?|7RDw}-&+hy7k0@CQZOLaO8!cE*jb zZ~{#~OuK{lN=m+2oUoL&BYT38mh2$T1LMP++-w$$&zuP2%7mme@UO1~)>z#DQW{*NaGDF{PO>~SG(T?qEUrP1= zK1}9)B}Vo-?)Vxjzruf4BvIcS7H+g53s6&0VKe~pPWZ9b%BtD=nW%1^6aMtHBzuWU z=0+eg#x>d6EptnE7QJ)JF{U4M1>UDm`QKg@`5sE~=`E-mo zX$6nm6amT++(~q(Y8FAWWvIforL4d9EG)l>wl5Hc~`{c7(vN| zUSV$>^N{jKaCUaULQHPZRdWzGNF51b*__*{4S>bI{# znLT0P7O%_FJ;PUTq6~`|?8|Z3uPy@*1C8LKj*?@{HlX0WC!404g~tg85?GjprG4uQSz{jpXwdp6g!RV)~gZC0-A%)PGm_p}dWiiGBebZA>2bB9Je zR)@Q#9V-e+_eHF7>ltH@kfdND`^ik4m1p+Xsy7$dX4^RLha1!(nl_*BpdrMh=dxNh zSooEY86(rlk{3s}^JzbIWap#xUAvqbhjNXkv1*F~uf8-f|ATLuYAJhsjK35$QLYwx zg`=)~4!c^#UXU366<&}E$2-S6Q}*eE)$)#JrdEUR#h&=j4`TkM@i%n5V&xCyuaYS|Y`@DOg_oS*OW z9I&6KU7PYXVbe6&i&RJXar(&s*XPVj`@T)pcFuFq{yC4=Yd?=f zda8;U$YVBd@B9n+vNO(4V4{|-dl-<2Ufs|cKGSt%N>|wq(L)7x6OB{j4 zWn7b??#lXTTJ~{25wjpE@6_!RAjtlODsU&sWiOJ66RSV%8d&3VFe2k_vov#@Q^a!6 zN`zpPJ(K+O`LhXtkz8WU0+Re938xf1|1aHVJq`bh?q;$zm4A45kh*EI{KeAlLMs9X zqX~RXce4gEz}i5fr6_OVvsuVFzmpl1n!pBP8k|5$zO(1$`n~C*`0pF_14E+TCma6n ze$wZ`-&%IQ9Jkyya$-sPdzOfs_umCY(~HYyKW1WLLOD7*Ispe8pYMeibh8XlXCEgj z$y@x1R77dL)ULSkbj4I=A8~-Qf4AgUyg}WXi`WOzzrybnBqF{@dg#cO4_>v6&d@gU zUyH+N0viqiCLu%H+uIrrV7Rd=*RQIrHJ`3>OqTMld7BNLN1a*%0jZl}>(~T_oc=W? zQ3EtfagLL>CXUS)^|gEZX^guQ?+zc<34`Z?q3aY;VLgHa9eywoYD!89v~-CzfZxi9 zym`q zBQH4LT93=0c3gPNE5y5C>_ThZ+1YvPn^D2YBJ|}6PXIz;53S+r9!}vS>t!_!+P3BD zM>kUGaRceUS@Rp&RGk0ZF;;#4=#{4&qIFmLGJ5XB-i~EOq)BR4~H9x0s53;a_^UpHUvR~>#NK;MsYp$^cuSqZ*Fm3}Ycm?^IXMcQ7Q!U^(4Y}UY%nhgeE7q3P3 zxu6rzlJfF)-1^f@ttr<8ja$U`WCsycl$4>Joyy>m0h3Gf+#DmgN<#IE6ytB)M^>J0 z87%)z3CSBSIEsK-p9vYJxxe`Fh2Fq%K8F#h$>RCSKa&}h@^fD8y<7I|2N5G7>L!&OMf3o z+MJ402)I6JOE}eY_y!uMZ(~7{84}6@Z`QQ7x6|CRxOa?661)E9fTScLfgDH(MAOt1 zEg0n#vJ|7h2x;>4X>ePcJlM+;PuxMBlJp=eEiDBPBT7q4OIlToVpcQQ#r(lM1pH8j zLIg!gh0h-xQRdA2PX@Wd1jZ`zAX|b;aok4114vHyaN_2P%MT9`(OS*N3G$j+%3^5a zpYD-<5OG9B^jAAu_P!Ist##dM0n-E;ke{$>2`9SxMHFD;kptsZiD@gwH=7BPrH&Zi zO)2Q!!5P}jQCt`Bv?uW+m~@kcUW^Xau>qS4Jm+R~bm#;7w)4o)B(DxPJjI-U#xeN5 zqM{SY5q5ND4kaK7^m!>?=&2V&it8BNn!|;lEwqTHmm1 ze@!mpyo!hP1cTw?gV;+PF8yyZu%k%ltL#!)SsD199=dFf6TcYy5)5kzure+#u6yeo zA`hJj{kxrXL^}7hl1l-e3+^GedPI^$IgLFbLm1F5AvsBIY+9=FTCtx{c)_3B+}w;n zfDfzCsJ5cF1Kee_7zA`!_B)}Mxxt~KEd2Z=KzDNSBkU%=UK14+)vb1V>J#dTi;H`5 za`LtsgE_PNI(Q*%xOC{M4iI+|oq*|$vE5@1YC5|Ad!Rz@X5s0obls2Ouut{qh9AI$ zl>tswHU@h^8e*_zt)(@Vl<C0D}zrhC$ zCxiS1`Ug%B)Mc@N>hACC!{+!W+}!iy?7!%}5zP=XJxzD=50m!{9J=AC8O!k7q8EQd9AZv~eku0)+W%tE#RG36*zxlaP=&{5yEw z`(Bu^Px?|KARvI(s{cBtVO7cam>!T}A3l8e(};?Ss$$4OtgiR`07LEk0`*^!X!QFo zQKU1Z+AxI3KD494U6j!qWBqv^61<1RP!m?ysa*VgC{OZc`AJ~qtOqWm*DeZJYQirs zjvK)y%azEf7XVJp`4r2vW^if&R*EKJ+!>IzzVs<9C0Z=KoPTOzVFI)zm86H@>d(}O zi89M2FqQv&l5%DbY@EWgXU{HlfRGG-!OF~DFigkg)8N3!hpi{#etR#R%Q%Q=yyOVC z@bpXoYR*T+M_s-jZ!qsaT0cgtE-%l&w{K|XX*>%6Uy@wGNG5o~kVaXbi@%mGTa)F( z9p5S|Lm%hKo0*yUZ-Iwx_s<`8Cq@WP^lR6e`}%l%4c_0e&3K&WaJ+3a3=YPADX8^z zUb6BDKebK$?}5_y&{F=CD5m4fpC7%-pd%D*u4GX?$E4yg)A7 z)6`9^#(q3?yQun=b|98wO4Kol0Y?m`wrdqi3JT<)i|?=gh<*1CCu<fk+m0zH#IJySLI8 z;PRF+HfEsUF~(y;2c`{)ZjhG^wd$c3F7d#S?s><3PEiN^tcnlc%iCeyS)`qNd=J-kTNfD1I@s z=?F_ooo~N2D}tTn<>RDqqQg23v6y-6!*=UBMN{k0U9SU$s0+kL##7=1UpyFK!6 zdh&f$b`ZOqg#^^Ak!)YSJjndN8s}sT-{I`I;wZ{KW8hro|Ay`3b(&Y6?i)fo_QhoN zjO`im1+*&3rQ#TX^?~C9$b1XcDB*FEf(1Xa$g>Y*pX!}#_6t#6do(vj{3FoNw4mgc ztCy1*Gs)r-QgcKfrn0|NfBtMU`YwD`Q!B5C*ZysgCll9ov8gxscT_F%-3hM~tFz@V zd~P!+3gi|0N})gE>S=Rwy5DK4=H*HC*7XRhklNzTLf!qifi1^mE|egd-_M5LsF#`PW_p*o4UZPNi+JWye4kk`Y)>|tG-wKPx@Egp#q z&G<(sy@qdJo1vu|7b`hEW_A(dLXuq-D*H7Dx0AYv*7D^yFP|Y+5NAdSHcPUa(a=3b z#>6NoD`QpI&AcAUdAI~<0)a?S2^OApm+Kw`KT!MYC&lJx(N>X@9yG%7PB7ClZ>{6y z+t`MA%(wC5qRM@nbMob;nd`z%tZ2R5#}fAw%jGLsEB6c#i{;M`;S7=<^T4OCjTGoy z93k5V$XPHb;2$(XOe|U7S+fls%HF>Pj~^2yZAIHv1#ia!WJ!n z7D!{KVnavLeC@jYirS!R6VfN2sStt4=(lf$)2@8)o_}R!B^fjx33?$a;I1GabS?*{ zgzjH`(qRV;im5BkcPN;#^~VgFeUwK|Tmc)iGwV8DMp>BvnCGu$m>?n}B9NYSm@@gq z9u<~53@MDf(O7BuW~k$$E4$r|Uri=txhtl};}<^fM~f8eF`}q0!g2=z%fN7o4AT1w zmRDd4iDc(nf^n%tomh?C7p_%RRVgEpSsr-Dc68$30Iho}ut#-Z7zG*le5;A4%0m<* ztD{jTT#JPG9^Dn94+=tuCBtM-zyV|o9#J_!$4J955<9XBmH+e$PYv8VE)qPj-o#an zSmgP-IsO$zhv!KP7-cw0WtlTWS?$pTY$pXH86;^Sb0~r9H6So>pvuuauLroD*vk*E z14m8dlm5*@+%#*Oh9|u{A&1jtylF%y<$@^2^J?WxTe~Z-75@ok7xFKRnlL~;gK?VM zPj7>j*L7K+e|GLAL!uM44JX&5u^xu#iq~cxjN)gs4f^#Yj64@_A+58rtuw#TD$s5Q zY+2lRAqGPP=uF+S>#1S6Uxf-5B0Fms)`o@&554G2bkrg!qZ9+BeZ<2iU&@uZ_Eci! zs+T$8vN8XoyoWXqzV}k+Uk|A8Fb=@Y56he^_R`u%&I$nMs+x`10R{_fcU8)Vh{~yv z@4I)(O*DGVVrnbxO@Z6a7y`%pZ%hu30+lbxVY$5b&@v3Um5#S(O1)2ACERxrjNS*t zP-sG6JOogWEHdtK^gNeu{QGi&TXx*GTc4Ff>`=C1gg+1$YPAqX*FV4<*DEH^7Mg%0K?t2VrPrOW$5?8676 z-R-x89Mvk!nKuhaPvx-$zVY-?pb9Ab48&~&`MUb2IsdL>g@;AL-E8&KS!>whi%i!9g<*pUnHHSYjH z1xkKZl}O#6ZjKXBx*gzfn{^OS@n-zNVPP&i?kKky*VD_W2$ftM)Y^4ZH*=@WG1K{L zEWsGH67kD)b}*scnBoR={%dwg1eojTF$w6Jkj;VZRD~&QvqE%ymj#ezn$M3qB${%I zau%Lh1_yi7wEUQ***;P@-qcuGUHlE5w)Gin;lwvI3JQfj0uo{^tpo-H3{s?BUP@n{ zIeT6F{gq&ZO03QVydW}_(i3`CO&GN1C7+%zZqGIkhwqs5)-uX`ymgT#17WE)sMrtq zx&83>7_RLY=u>s>rRe0uv7+~SyU`F9E9<-0IS9)>}6m=r>Q3G5JFRl%HSml0+Iisv zZH~L|rm|r*8Cv!r!FF02iKflFNG}YDSk`=bmNnm6k3)7tBcp8Yz%aG(kv1Ev1I10z zBtMLXKC-FB6*&Im>24G(k<1Vc#k!uyBKV-pok$w7E8KibM`O0i=5?bIJL3=R$LwNpMp zwkx3go?HfSa=}n0KJu)-9t`W0r>{R4?TJZF-b0%Q$joBw%C60|5{^?;^n*loc@_yMwP8X6*HU^v5l zAWwetHV0wro%8^0`=Ix!sPw;Ik;5{zRF~;WSYkAcpWuhoOMZ#t5F-2^dXMN9=KM~6 zTSzl;%v@|(_xpp>V1ZG63F9ZEd4qV3fHLDr;c;WB*v&7ax}d($;kQ3dSjT zK%g2gc}A}7Q;rP+Rf1vmtCS&eGMtFevf_)&T5w&nKg`B#T4)VLj)5Y0Ejoz+C%3k@ zXE%*y*~-g5C69j--c~39vE?8jidke`3)jjfz(OBC%Rm5z^QQ%k0cE(9AGN-L#RrfE zm=43Eo6+IiFNx3`heo>Bz{LSDO5J&C0)zZm0O%ub74 z$c29#ZL38^-7VK>-7j1999}vnW#~iusk4s4d;K~B1qB7+*VH5fZLfRAXR**1$1332_SZy`%~Sn6HA#(!X<;FfOw; zoJVTxeW=y;{kw`THL;d3xOkgdDR@wuI(Y6hO;ge~wKjk5*M)=O7D5n^osDWdD~0Dv z9&|q~Jf9oNM!+>(hxI`=1gHpij9;yg!@z_Luz4W(Cw>)V&Q}DhbfjzgS#*5mkORwY zOlo#|=u*fh=5`LkZ&_GAGutS9MJ4DWADa}szTO7(vwQ137kyXsK;aLZ!+)TWzPTPR z1K=ST!Vv{=v@=JT{Wu)5&fVg%)*nCck>pWKOw3z05_R&MK}|YJ_DoCyggw6XA@_`A zU)$`N3DT4v?LTxp?%%kD8{WvIpV35~DXdjO4&r7=9oI zzUhOqFrY{ceX(k}u|PPxfpiG-=SLw~BCrrNQS2{a54VKT>cI z_|x1iXU!i!E9nwYAGt{y(DSXE{r^QcvZT|KbRqxjgBVRnZEl_#gAzzeLn zyyx|$?w&2DR?~up0qoB^zsDn*Ql#_a{!a@NXN>B@3Zq0YC8%I$$8A0KB?_jSTPJHA z=D3;pAA))ZW^y@u!A0X5n&L{VAW&Fi3%r7fbSu`()!yB~eVLwj^KLm|rG)6bs-z>2|ya}&S^q)+U24@)LHQf-Kw@u4vK?P+cjA+x+5x$E@JKe%pQ z7I_L2R4JIxCVuhyuB(LS!#FhqYdxmJY~3rQbBNop$`5MB0*nbFM`=Ma2|+=_P}ZX% z)*_}!C5G^PFmpdpB`Xv>8y|Nu5kof`0%7g?Ym6|l^PvGUMrtoEYeW>Bx_*F|e%U)a zIkiwe@j|h*v^1=B#eeyGG@(S6IWA7oUWSWM+^b&*o$Ezyb7>fuQGGATWwE@@x}2m2 z0%7_GKIv`G3NIC2a0MU<8uO6e(Pv&Zs8sK_>d}D{fJD31M(b3TXp1T!brSIjr zu+b-(wG7JB2AT3(dUUb^Yf5(s`MmeGQF?#=go*IF*h_EddjLJ)+MxNtFs+X3b9v3XE*LB@a-<*|LQ_wB z+S1xw)1Um~iEnt2r(?39?PqlI#1H=)B4CB*=e@h?$=l>$DlV4_R)e0N9!crI0~8vY zjwrbF$tD%$M+|@mKzd{iL&cOkd*$?_DFO{fIYIh{sic$r-JLaQE9G+c%uvG{av25u z(&+!oavJn47=rQ4if`@!?(`o% z?NZN=Iqllj9i$HFIW4lUBtH`MDJFo0c_{AVATyI3KA4nh^Qx`Zc7h&0!Iz_d7>c@t z^d2n~9|s0cqk=hQgc}Z#mfM+55-#TG(oJe@@(74;2jyf5lru{wWN7_|ru(hy@aZ z9R<+Fql_!3we#o37)Wuv9%r5;+A8w$H%JlX`dl6`B@J{%7P$6Ae9lBdfGC79acRf7 zOW>*3#)=tbWn~>!x)YGj1VJn$k(41oWy*^hUmKk9xq!azgAGpPkd>f_H#1KCzlPU| zw#;n#iNI#Xo-s5*?~R=Qmh?Di0tFBS(GkPgK`4FpD1WICCc%NxKvKec(55WHQxkN{ zt;wOQJs3X+_Hl2!b|+IQCjaj@l+1i~?)$;WO$?vP11dTKqVpYk6&aSVEY{}PGty^X zyePJlZcurd^O>R6gFjE{{NJJDLd!LP)66iPj4*leBBFB6r&ja-C;|5N2pKRU!h;V= zA(eM*3!Ao}jN}aBjelHL&;+T10=|@6#44dTUS?CS(l5L`20Pz zl`uMwd}<1U%!45}HI*I?r>e^bfX7GyxvGk6e0y;*V0d_#`52s$Eig!5^6UrA_+;Yd zs{~vMPQUngjSC%^=MFz&;lD=B&gH7q!Se99q+PW}C6w?Pvdfp7b5bYs zXfA90D9GnaIM)9!Dt|0XbyWT{w?>g%OhN~*kCI?TdYFP!1qQduH5;-^>9VBMgz!F! zA9AfFpLNT9IHsrn(&<7As4|EUf#(3gV=&Ml6U!;-0LGyQ z21=VKV?{yWlkb_d1Bek)U(SX^R|m(n-oG&v38};GY>BrF4t^bfQkPG=)aaAP%FIt5 zSK$vvazc1i%I?MK4htI_o9`*ISq25|?TH8w%?k?)VXt4eKydF@0>{4qPc+~VH2(O= z1P1jHexRu%{EUl3iIDmuFHO`_Z&mplEDtRa2rwa4rN@R+wtDS7CY5#U**fI$r)l zC+{EP8K}2iUD)6x_<+wEPm=VxWoqujU0Xu&NIM1Z5Wy$fgG%iE9^pI915;U?$4yQkVGBd_cS}MI^FHWoDI(Bs0n^NhOMgD1{KEqGV?m3Tc@YDO>jVJ`a8F&$xg0?>nwP zdR*6)^Ynfn^EI9$*Qu}9#5(Q~JN2&*0T)j=8rs$L9))0oxJ@dzBi?jcbT4a3hbfXk zrMjK=l1en|M#R|F)r;p6iZ5MahbRv(-jV3;1O(JhT=LnnWee!xIc4P{m)F;Tc|M23+@=HY4tp?-zq60fI{4)Rm)R zgKh#19m~4Bd5B(=T@l~CCM~jBCAxznT0L8QHKK)cw|mu9erTN8MGf;K3#vhd#W9ikMsdGekhIIK!q`7|>xh4`LM#@UR-gA%qxS~q%oC@1 zfujJ!Z;62+P<-ay+dXA^I06ezYA8OCSh06>yfH2=A-4YePnLXlIWF8j9?mY+M@mK) zY@801iwA9TbJ0_*jOJt6y?b}S6}7eR??Me4N>WuQ$S@tNtFA6tn4fJz zBYSFkTGxdC@=v{*ChOsFuKd`Pvf2-cC1y58X|Hz!%O-Ilfcd>cLqzP8I=hQHK&+C8 z6k7>!3EAQAKy8cfj=$>PGuv`cg*#-v(jpMg3p?VTnu=sxCftlT0b!lJo z0Byd%U!sYfBMQO05UC?U;D9nr#8q+jghG}$9yix*=N`p;ed{*TJ!EUSYEDSqdl@#_ z^#belghNs;!g2Xr>_!S=N?w%mjpH@!M^6_GQz9No*nKQLO8Tz6snna9m?>;>)2E*~ z2@}d8+KE#$)4NfqtiqZ98sc5|q|a2}V-Q8g)Xul!Gi;J9nQ6=D*ceN9dkVJ93(7SPuAN$;Qn z2Z!!A1mj1@(I6t_yqNjYa(&k-r0^iu+ zET=ib8RIK!NY57qr?GQAINv3cSEls8aaytKO-otJTPEH8z6_%|<^5+2x_agopZIGs zWLi9?h`c=%dgs8&HE3BzW>D)=--(OkmN2|6{dzZ7!c|NlS5b83tBsrDC)uac+Y znEz3=Fv1MHyqd!OeU0CJr7b23Dq4U@G!@-Xxd{cP6>#q`%53l zUC9)tS*wVJ$%L0vo9V<15Wcd1gE-n1H0qAx!uIJ#9aS9Ot&5B1zIdeSy1MdNk+%*A zhEl{#{V2yi<*iRz*lwa@HFuikvtdPdXDYqLgdU%YP}Z2`QhW(mD_GPQ49CIVsmd7F zX~eyym--mdbM>0>7zS-E^_>^aXD%0UyfODrF@k)5AAnmqnz(>GO_8j3TA}2(nl|fK z{%TbCMiN}=e{wUe{a$Wblvt>8@BW(d(o&9J&j!DVTak8&UJ})slq&$Yh9BQ{Zp(+H zlKaKSaZb@HOGV8MpPFq2^5>Pv;FqGX)`4yEbMqmWC;7QJRCxf?&sYa;=k`JGsWBbN zcc#Gb%`fg#-RSG9bov{c^uYyMx#j+EP0QL&jVba+r5NBJ^iSuMSbJYNN7 z?&KD4fO>+aM69S`R%MmQ9-W^1Z{)3q_ona8^8D}p$ZG?>Re$@D+9oZ4=bCc(ZliG+ zytqC5K$LUC2Q6D~;bYu9i1x3lJCuJi?VHh*%NuCaEz^4_0VdwO)s(-s{cL^UptDicdV-)YB20Uz@ReiC&i= zLcP>%Y?D{g{8WaIuacz}%@CWr={n+V@2Ve^EPSBZyN)gBmzm5?=uGe_dS0mDHVgcF zWelt7E-rp0oRTo$xOa)6xeJm-vbmiV&gWMwo3^R+Fz);u@zD3t;iAxeMnN{!)e1Rz z->h1$fbaC9<2jIuVkzBAA3YKD;=+#EZ0m~nefhChn3rblxm&|=>09c|hh9vQC_Kfp z%8*Cw+_-ap1R-(n|3EXy+M08z?ow=Qbn&9fc?pg;O$GjJB$hqo5NEf7+A~3)2&H6f zf_#^0N}CBcIBIWO2?_7}Q5(p2u<>~EXIC7ofEq!0dnw0KVRDi4#{II+OIwkHr#%FHMs3f7^S~^0@%78DA%^=6-uAhSv$I(`~6#5-_Ku(Rb*SRj*S8T!ugT3 zst)y+Gu$6~V&-QfBX3^-FClK#?yPcLl})*~c|R?CS+2P-oG$#pP}`=YGnpZ1Vr%;D z%y*!?MWzLi#X|x2d-~A_o2*NK#jAg*+gslLiE}_xWfc@L9<_GP#MNDYXtT3>$Ee*~(pe9`?Nozs-6r7wBo^1`~@ z>XfysGZp>O-4;^P?(_ZJ^@-aU_c^@X^s}lUE>GRc*Lvx7Y+fYkX>;pmZ7ON4rT$rP zU~21UTi-=_WVjTDGq2PGBC0Rm%5~`3tfaI}_mE4NZ*$U6()nKv=E8r69>DRqcOZ+a zYggF~+;KoBP)qb$a#74`Km_Fj-znuef8dyyV3qK#nM_)GOTX?|jYz%qmUpYN-%lcR z2s`v(sPt_u^~GmQUtV}Dr+Y;O>4MVWQY{0uIaNhqA6D?Nbx6&Q;bLY35MEL|f#v#K z07LedhRWRra}=A3-a4M1w^;%f!#^c`e0+5e*{0eCsex|_(n;E~B2|87@Z+1uPHKYy zQMBh7!yk`O2|2d)HM+y26P4Fbb!@q@Uma+%c4*`DF%pJsZ1Kxr59Jh(iR0U(zbgXN z+%=WEnopt66uJjpaa3*uGiLM@449O)P9oiBuvQw|I{2xw_1e}+Ujm8DKd3Ei(~W24 zpDK0wIg^+Kl(?Ychb_e2RU0Br(eTUW@%ZUd-)98<96Hern;7ld{e+(BiT{v0#F%>P zRz+O=A)L3U;A=lPvJ=;Pjpo2X=skGhpy;!T7kP29;qM-x>{~>!a;d}Vl&vD$vy78>)NO7# z9p~oJR+11|js1OP{|Pfm`Da=}h>)7H&TM(d$<^8S`@-gdZ7HVq{sd}*(h`JQ9C{}o z>P8xvimIAN3FvN(O#2yb<9gP8yipFMA?50trAu5awvt~%QA*jc(q?qB7n}>>4gM_= zuj0f7vnaRBq9C|P?f^g}m??evvJYE1ebHIv=f`b9 zxgf!rJr4#=LT+DH2;$=XzT47H(n$|~W`C;kTl5;$*fqJ*!c?hF5ewAmhz8bjjMzOg zVy(ug*F+FZV@NW#ni7BOB+M z#c{Cm04XhJAW5x4<)2i@tA8gnuTB2%l=iBN=oVEW zwFP>QD8q(^j~ZFDd<1T-@af2!PzsP$8yVeoe$0Q~Rb5j$tkBc-ePH#;b3{+#?Ei+g z4ze{g@F?x4XI%-B62&4NKo@P~`9NEjG{nJH$oC^c_Rp)vjV1iW1M{pz{@}rLHpKZH zP3qV6DF<_HY2V)58WP1T*A4RQYY3#}xU@(@-Y~6t1Zdb2d?VNv5o5g#L|C_EvLh%4 zU2k*G@8cV7ITe#zS6+&HP@Z*F5P*TI>#YmbdIfBTZXy8%)0RH7Q+kIWYiAT^t4QSz zfl?xBNF+chqzZB2LIskHC_#0S9b}kFEzUv_H5t7&CBXbrn|B)yMLZetac;4?K9%J3 zWmkPTXr4NAG8cruh)nhjB_Fx5t9=M1dXr_b48hotK>3CZP6IAm4vd7J*9BCaz7+a$ zHK>f~=c44b9D2M=0hhf{La~--0-n_}vckdNe(th*gH#wlH zBABW0&^%D3C%fcqdQVe^t3RSxlYUOD*bEhrldsl^6fGCkJ~N;hIhUmR_5%Ng9LEM> zB8Tbj?!M0Z3lNEyQPWuD=H;FA3fq@H=Pl0h)m-rPn|p#^cGYe-yDi+%;$1%R$10`a zAq`QQNR_<|EsX>6=lC_ynLrW-SyrC5+t;r%pz2;V_|m$RTH2~eFoIP`6MDBI%B>L9 z1zObbkX+nt$imDeWq0a$vc?M)hTCKvwO!24YIND;&ZNt!gbXe(R7f#kFWUc7aDT#2 zAG^L?>A*CJWq9k`(y>!WAs7Aao`L5b$c>i~Knxh+-6*!wQT|oySx>QsKB5m4WOF^g z>w$Oj7q*5z`#FYoq~=?QBPFor}G1276; z46mb||6hTGi?+nVE6;@kK=@vv|)7 zPF>N;yoMaXsI>i;Mh;FYNgR{w3vgb-&A#NFRiVdA;2` z(b4s{4btwrghjp9aUKfJQR2kSxdhw3d&(@H3p*=L+=JE2BJnuDq~N_&JBxt0rTv6-5^ z_7_Z;KUMy>Y{U^q=Sb1@L;~|E%!gDpyiW>poak5jhi-!2p#yO%`ZDT^dt)}>t}x+Y z30`w4WVG(~k|k&Sy%xHb{EQ;$VUUjbwS z!*3qce(`^#qSD_%wi6!Oq-)Pt-SS3*2c0gCVYGoO#a3_PS3f?x5==$*0cG#d%=1>p zfzAFyNw@D$9`?0fR0D-_CHWZj!K-^Ms;$>w>naP2YRmDGP@D1LK&$eeY?gMLKdw3b z<+BvyFgzJW_?b^lQ@_GfONLLDhj)yHmri-UXANxz&i~inpJb$2755T@*XaCFWNJW9 z?6`PuXMdJOX5wZ}rUa-7tp1(RWj7=Ir~M(|t(Br22Pu$tX;~>pwXfi_=bY@|{fr#@ z#Z4^PauLPX=p`Da_)0|^b{!&O-Dfrgo4iH;jgbC&wO)0eJRw)qG0Lr?@`_xFks0i7 zDev}08JKo;e%CH+RiSt|ORl+R-81{ z+T_=z2OBg_^=|Zbo#C_!e8POPzxncuLQb1l)VLJ4umq2rKq{$E=toG;miL`vk8_9G z+$>&BTcSXud+5NqxV)MTH{`fDE~j^@2AjAbNVo4*y*ctSHZe*fn~pE&P`J+10EMGn z#%*n8NtedcYR1$*Z{z*&E#b{IT=*ss4Ac8=8z7-`d~390fS`QtKKX7=&fH^_YwGup zufOW;ZG6q#1&9fRWsw*FNnlvc?e~p5*H8g?O6O1es6U^JcSheiV0_KY;qQ+@rC(1U zdH>h;m3E((X?Q!WKd|ZOGDqGIE@Qi%cLOE?1em~K>ibpaF;?YYc@-Wy27=!>mp{8R z&-wjI8M6RZHaWSas4Yd&nsToyaqg?HU~$}eHt$;@uRCsZ-pSkEApG@Vv!oTMb4Wpj z=rknbOV{wYH{?aQO2K#>Iy(b3ALPn=|&A_m2ukk@PmQHhe>{gY;(8Fa*qZPXx;4 zJsOBi*w;~YM^q~pbWyS^g#QfD04jp`)7YA_(az}kK98TLc?KObMtU5ry5E$#-En^6 zPEtMusFf6_`v5DLJw4QEE2))(8dp~S{ zD-V^domG7C+|5)J5bxR|$!mBhNmfV7n^1P@kfH?va6$6@wg?N&+xrCdM+|2KR~6)L z$Fv%?;CJchctGN?zVP^|@t&Vk zop-nPHL5+M1KpY{W7?@lg!4k%EyD% zlb2T*(zJRfDc*4yhTu^gw5!s)7y5mBoBwU?8r z%-q`OPMPyAg)=EGkyJS=ch$ZvNBb8bE_Xe>ve4v59&vJH#qiTu0}mGb)F?{!wq*0f z$(;?)ghXQ%mfr890>x}QruN5T0Ds8sf1eaB-Ez*?ArE^dEw(t@9k33&N|HV zg$S+f$r-9&?&a~Pa-315r1lE4DtWj7d3?o554LA7^e^;J3x1+I6?*ep0OmMN(BnWl z6Ns8`UmpRKz3uUs|J+oP(3FdhW!}SIr9>Y_`}@TW!JPY?{}8Q9Fh|A2hBj6fsWOdO zo(hdF)9eQ{8h}d$ie5dqL|=aE_nkb@%or2;GGw`BAtbVm!fYv5gW0JyDSoe5t+G2V z7+n^+bYDR%C7$;me{V<0w8!h+Uz`-n45O67&!S5BkQpd zbfXc_xq=;>JeKdyq_x$3`^53f08lC$;pZs(VM-^I+5u*I*ftXL{@53noB6Tf&Pka%k7R|Kva{*` z@l8iKKdgla6__JFvcR>SisLWqi^YQS61EsJE{v5!shfVxbwadYQ znqu7*PgOlDQy3v^m7dzxTeO}5RRB=?Afz9IN~UMeH;Y4{wI8a zF5+&Cdh!T@-GUvoCI8Ur3VXITlb@QBzc0SqpiPEiv*BJg`p#)ih)~@xs zL7sNFX5rKoUSI|?(*n=0Tx{r>|BUQR!K1rk4n91Jdx1{|)+KQuNW*l8nHdjAib#>^ zkzS-`>vM>hP#v9I27%1ftY%q>cCUkxZoB8x@Rev5N zg)~cv7YNX`BIoi1 zX;TviB=fMs#Nk)NLRsQ2DJqUu(bLo0fz-mc$z{cT!=#It9TtJjnI=??$Ucc^+UR3> zQ`y^586mwXE?v`U+k9j*SZ_0HNa!D1?)A@(x5+oX_Mm;~Ci%W&5~vuUUSPz?O-zk+ z>%LJ#n+28U+cjU71i-b$|I6P<-+^P-4i3%EzNWj8(a}4ABw$ii%U%ayh&B>Hf=z^9 z3^Q}odAVkms}l#Ich^&&umLDp!hF`$(vo_xcf;QJV%``42ep#-4hLL~eSDJ{a2WN4 zDH>f}T?PgQjVKfwE6_`6+tdgq77 z#<+mRvZhF{O;zQEn+c>ytO}=p+|UGvQ#2HGD=|^gn`8El5X z+w*|S^-~@PQuVC7M1v-%k-WycVWz!6NiI0;JtkaI)%IU3>;J@7*;Z{i+R6fN2YLzy zs5|RlwR@uT%p0|h?z0P65BEC;;Zn8#4NDk!_60L)XYot@9YuR}~ttq5JhN1wQ&;An!3!?dde=y zz|H~xt71cg%04RY#F)poqmqIa_=yjNf}IYnxsw`x>h%9i@J|4-Ln&sb#|tF31Z+1^q$W>|ZCd(a*T=2j|}Z zqnbv1a9}&aZG5+2U0uOcX9yc~8R$Xa&n^44VeOH5e_#;Kpy*UaI2N6qoy44`^VMW~ zNUFFxXKjXbFVSk@+vc^-0o+DH60eLF@R|I2N&((5C{aBrJ9j>MBU2VBI|xOw&Z1U`Am;~hv|(7j9Dx$A4v?u=5B5_ffN7_WW%{6^h-h+ zx!i#rgIyCaV2t^wd>x59?pZrJSq2#N_U+rJyVxk7@|8vIQ^j`>*}U)xQ5NV->R&v_2B*X2k%Wy(#Pc-W7pHhHy9TnO15zL(PR(>dVUoY9mk3vJjP~( zLC;fIh}pJen07;ZVA^VAWaLV-o1UJ(?1Jme_|IcB`}W}90iO!Jb?X+KPR;<$CMGUU zf`Uj;?{^y)r>`HFo*FJ^3yY17Rq`FZ$F3O(v#};rqMN|&u9a&Kg%wjIjM1X7baBSP zfQJ`^F&t3b#K z(@b76_R_hV3y%eZ)UCW&htmcci_1BWNiu)0O0wz&ffcIP|99u93DIiV}>mg2)%1oDuB3)@!_I$-T255V zCZ=~^|LnMhi2T7quuF^`0muKf!=T}UM2hX#qCf$}TVc<(I5l>ji`g{;lq$JOu@g;p zx#Dl~17{K3u^pQn83F5ei@oCh0>K~{74`h`1`tB@jMTx8Kg#B_kB~;XlE%6 z4Aj^t);2a&A|fL2^ojdCyGCrR0z!L|tzfZ)0?K^{HwA5xFzutN0@(Bb^4iPv&=pc2 z*asRUDE|xZO2)yY6gcArpB!{UWQNrQaN_s*CKI+k9Og`AADQ1oM}!P|Uu%}YHt*jI z_>CKnf8iq({uYn+pv6FPP@K(JlhThmh4#1wm|^8W;og(IYXQ$9N-$(q$T`>7QLLVA zRlLw#rRveGeP+nc))sJteb%3Gg(uCN)GGr`jZIhuW?;n44|rwZmh`y2d%C-)DtN?d ztH`^>B4g+Qc}^PvR};XI&uPRCR{((w;o)7-z4%mo+!s>c>{Ji>mG!(4!YnF_ zb7NDmh0-&PdGKH@j<^Wi2j3!6zrH+m7eXhbI1Yk|xl`*gpqBgEa#th5yMSF|hpjlR z?vG*j=q#b4lmNj?p`a(Ag^tsh+%#clGV{tV8y>zg3Bn6g%TvI6r4PN>xHyaM5y@BG1Z~*l9%y#(6L|Je@#00`@9sih zY&vLy6q7ePbAl>DZV2i9kC)MfB%5sFF#1Enz?dUoD8f8%@y|Lh;v47#YGLlNkBY=) zi){9hkB&*){x`A1gmLg9m@9)v7jAqRMC#N&K1r5%8`02`vM^?1RaQ7V_!1a!({z_W zui_K{norM->?B`BfwhURUw9gB^DC}HvtpmdAIub zq4jU5wqyf#hKAl2hhwT=64ot2q^@A1rD)u3BKp#NiuMeMHNrsv>jV+55*A2Q6w(w# zj}TpmVf^ME{Qq!#3Q9!4ntLqF`4W8|T;;E^;-evy^T6Z}yV0gKk&)-gNkes~#2lGJ zl;BHvA;Rx2adCcaQh-?ErlS&}>|)BwmK1i(;Eq9M_=OR)IrV1}NFuI`%5p{2N*%1^ zH=YLD$w-Um$8Uj6#SX=hvp8(A>_~vi)Am3&R)YAx;gCndAPZiU+3yi8EiEE`G*(Q% ziUgY0^`NQmz)O!6yM2A})CU7STHNu(F$UR`n3U9R22pKzn_W&W zJcHGt=(V~Xwzl1NF^1YL0x&~KsdB;O;}sJZUu9* z1syqU9i0>qz6fK12sj~pMtN|_Y+x-pw2)Qdr zH00i;iQB^(Cj)T{#4wC@IO4uyDr`U{pa+*GyXK0QkKv8f4NW9$K-__Au&an&91q_K z#3GrN&spI-cSbK&6ZZ!-4ULGU8|n%$K+JXTDx32Y4m?!gNsEih@J}za1b89G*kt#y zt&KRlORW7R1)SyN*alWu14>YYY)sJrr3c1_ z)^>I@*js365(z`X4G0T+ZTAb2kFc$s9nx?{Y1rZ+F8)U_Vw^55--_@AGHjG!vh;C= zGO)2#;YK!swvGOE`L6VZOq^*E7cQ^}D!Eg@5NLz4)0sQ*H*aF9W~qlZY}~j4RJOBC zPSO+kkc9@^Tx1whYlN-`X*XH-gb8d^a-I-^5aEjhjm`@Rr>VBFku>2{tGeSf_#?p4Dlg7L%YZcdaafgO_D8y-rL=_U5u zj6|wqgBSy6z1^7|>uPFhXeXZJhFa}4I z_IogET#1d%^`AW6_s5SCyypQtp2BY25TIBi=x!?t1gz_8V(}GtnDIlr&o$vFkOk}F zWe+8Ga5~`HAj3?=+bJb*BXtKIU~UAH_?HSRJ?gW`rMU!%gi8qt#K-aXFIe{7ARo!W zE+yO;&*{a*4a&#AD53O~pVB`4AydA6>9F(kBL!`Xj z_F(|LX#|xxxu-QJe@62uP;YRk*T7&R+N5A&m(kPny2u~mB+3^>vxCY9UwAR1b{USl z9+fJ{37un8o1!3y@;)Po}*oBxEjSS zz{$ZEt+l!^vJ0wC*vC{9&{9I<;#&4W1QHaXgT<$X%*@O{-2oPBY@@KuI)#$;xL^Ld`fah%6_Mcz|aBEqM|N1;$e%6H_oP$={O6bfw$ z7aRW1jiK>5_(jZBLErVh<0DshbLWSsyXLM=_KvRhk1ejaJ#=wcMM!mC=zqzKeRmQ506nOFCJz2+u9!KYkxeA zv~|vLHU|j#G1~e6M%k|?%<#Uln`?Ui*w*%S?t)?M%cKXjNrt&OxwSgH`Khr>C3i$WHcl#Gll zz9UZ67zMu})8WOIVS#@L+EI7p<>jr+sZo&;5fR*k7*~+L7ix~W3O_C9Ck%j}%2S4+ z#lcUz+xSuB@M8n&|6hGLx^ftcH2z_&->KLOM#ta+Fdbk2|&v;sCZP?wd5*xaxfcvaJGRK}=Iu_4{R{^O2Q6J)IFXT& zHP2QleSCa2XJe(a;g*uNk|QGu=uObsS(Hyswg>pB2?v*5Z$6#Dl#rAZ@H_DsuY2~f z#jpANOgxN`Cg^B)br$}^B_ZkRN#r1-q6%;FJ+>GrG|;cK)d{qO7#J*iAlhvuNH6Y2 z=)N)0G3kFE)7^c?sMZ;)wY9az=g|3KlQBy+XQ*U=ymmh04vJCAhuXN_?d#-O2bHPW z-_f!IxQnfSy?l#~j>CCmGqbZ#=f7O8sjsK9={4hj`>;1TB05^$)m1n>BLfWupX`XF z;2>pWe1T0wd&!_HShbDBlAqdXX^=Tx+Mm(6mL3fa4b}_C{>c+GR5&q1P;4v-ItB&- z{eBmdzf8V1%gvkAsJK_JBH$6}7{pv<3=L`bHYQ_-hqa^WZ;?~+8p+(bgG*0OkN+t? zAt6Zm{Dh*&uu?XL_Qt(tC!9~bXAtfaxHlw9k_c)U*K1Yxp9@o^>J=Zh!tsE?a8zCQ%*j786edBke zj3V7=*nUx3S$Ua}k+E%PNE1#XF3RHT>l>lJJvARj>6 z&CMfXW4k_Yy zJk-?kvVpz0iHQkn-SpAv{<+lOS4xNTDW*=-ZCKp;rB|fQ&;u0T-5#rY(mTFB*ON#_ zPL4ix_SZU9Ei9f@iA7lWlBmOY_vFTK{{0%ST~5Up^r_8H4*$(B{VZYXjAeS$%)`%5 z`u&4OSEi(QTxO=pLS01nKPMV$mINdy1qB7;Qd1-0NwOY)&wVBMP$kfpk^4tNN{XJn zI7y~=siX1>&zCrj5r694`CRA}4&65vF!&la(IRXN~f2vx|(^+goICjOmw7S36F2wgh5qw-W`N+&DY?Bfe+)f9|2MkQ)_{mi8cZ?Ar6FDAlYd>+9=F zzbZJYo{V8LWB&X1uheBxosgOzwYRs23W$y-M9HYB5x$_m6$CkH22K>R-3bW^_-bm* zESz|d;S-Fu7rt&ycyCO9j-(i^w9`A=i;E-GH!v{Ym}u-^Jf5oU&k)C`ne2V!=y*P8 z$vEFSKbx1A7ry>Mn=|YCGX4{Pr{%i$iqX`852_uI??3_vuD}mrf3nEb=eIsq%}2~A zp+7g^Z_PqMCW#au9lY7D*zh-Rm?(LTa1(nlQJZ^vol~vBTkRy$Q}Ao(i(1%4-D0E2 z&KSCP@Wm)pl1iv@BK!14^LZ!4<8z;)r6rqmarfd;Lq=|m3eW9@@R7fZi+VPat-UFH ztYTtESzV_;D+Z(pI5;?voq;b2Eh%yIdy9o4At4dA8zHQBTa#5+SI_^=&cca*aZ~uA z=t7VBT5?oVO1<~jPu4!_7RmmpdnRDkf`TAKL1@>wE|ZTG8%KS}^uiYr5kZc`mBgNZ zv7Q@^`-4?a9;l_?B(v;#(ZSbz5(M`#d$2Y8>V_R9q^_sCD?cpk9z)KD+Yf`|WPWyX zSmU-vYhh`*1!vBad&>Ez()Rd)87fAhV_UGcjv4Qe$ql9ByHyPB<{GcFb& ziyNPq$Z9*B$NXCOF^d}e{j;1b^H$i>T_Udfx!9P)%DJ#(aXu% z*=z2MiqAw|U!S_6v2oj)9zi~-LKUf)<-W&m9$sE;laowP0&hCcb+g7ofhG2bC)1?5oTbcmX%;Mm|5k%tcB`shfQ&Cns0tv1M_x^IhX$t$NZ4 zGAxv30@W1WqET4{hh2Rnf>tUQPV6xqN_DT=;Sc#*vt<|YC)*$R8Dh`So%}=31S~tv zAm?2+U`O!UTpv3sdE{_=aj3y_8-47xsN;(?QOAWz?B@tRu-1*=Tr;~M5d;u`Mq%=9oRA&8XB;KRHKwkOeD2N z#G<0rEU~E&=Mx^YF(+Ni%gdYl`$~{lg=z1Gjv%YUmXetm?x?Q7JUB+ibCTh-WqWlZ zQ;Nu-$RtSj8fk@_cE017jXJjo3L6K<@@KIzR#j+NST-bMD2zP+sB^R+Mh$H072jPz z)&kj)^JiFgXAuf=C2GRzW1&*PVdke*#@!-@mVIHCD6^sV>b`|GcQ-eYVx!t1$m?h* z3kwS;fFy84&`}Ft)54d(e^}g*wjI7U-sDTSI#Pt;q43yd%DTdx;9yt$>o8P{D`}d~Av{|ak{#Ov3aEt!*TitzqpGV6qX%IwSkouLw zVY-ot@14eX+E?SXQd*T>>C!IbOe8kXUlOb5J&=}JA^%7Z0Ve6a$1R*cJGuAw*L|BY zfQf_6{{Bd^fYRyY?q1S@4_}wp@JbEcxt35dQRa!LH}zd~&Fh9&AK8>WS?jv0Qruz9B07L;orHc}Ph&Pl*)lFA zCEWUmD6X!Lb700BdC)xDFG8+8xY>#_uV0WD&7`>0wD9+Z$JItZR){4;UlkD=bINSab%S+ z7{jU((G7iZ%him@_GeM-EN}}1TIlWdJKd@US8;>sNQPpyvIH6j`wp$ z=qalJfns7y`UKII)svqV?UNeEduHp=q9|tSGfvchdp=Gb&2FSuDBwhmLDc)hjQ$WOU^D?KUd@4{jg})o0Q4Ar){yD91K)LUS6BmulaRAe{bx} z>1hgSN^&sQzF^i5x-w5~{ztoB=*714a_y5v-E`FZGiKv8ZkI8_2rUmj%KSwGVw>%3 z&X&l`sSstKf##d`BOoyY-N9BNGTBZbRc*AwjzdcSkcP^w81sVtYTI7_<+@w+7X0 z=}I-7ll#5w+>iLqsf4yUH;$?|uj`02ar;n7W_nU;JX<%sous9C!N8ZYqS*t*dwvbl zsNrt9$~-DY<2gwmYMaE%K$n<$`zbIZdvoS1$@U*nakD3u!JbjlGYpbfTP}87p)U1R zD4uCXYfK0?O2*QWNQ&kg{o~&f-Bv9)7_VD83wE}ZQ+P~Jc3gH1BEHz|Z{)3Hahacy z{m@ZV#0H`ppP5MFE+j;3O`K|E2W^Zuux5Y zqJ~&p+;li!k4aZIhmK31OiSxKsf5M~=lc#uM8f!DZEcBF`HgnO`PR{m{lH!6YTNB+ zn&#%s-~J@5{p%oj#qWI0+2vCn)24h9uD>hOMdV#GEzpfEW3bKAv*Z)refBv^bqjT` zAXAzdGl7DFjE*8khfbvZ$JfT}FFAr1h!j%p^x(WMCWMe7OnN!CKL1u}WtpOo^asJp zq}0?vPsirKsj9Wjwr+v>2iKD5F4PeMw>@>vh4mN|s^-=;QlnlhH<5?++IGUUTi;10 zEl2ZG$abv8{&6RMp+O=g9_whI)}Qu)oon7km`J7Z+frWN0}5HQRjSqam#+erD;9KR zDzzsrVuZUdW6nN$%!{^~yaEkHQ;SXiJVHs{UNOtp^1JiYn$`Z`Uem8Cny?0m27&EA z`1vVcnEt!O;p!tnb_em`o%9CuF{0e;4T9-4t8jHR1&tY8X>ZzQ2C<08LJONO7=K*I zK=D}d(`SbMBD#WeG#lYf<%L`BOD$4=kNrd^&TX*TO>cZg;?9csUo^Xi_%HK*A&nN} zqR*@KZSmHZatvqrcy3@FH=k3&!IP^t@ufa1xXz1t7e3G_=)AqTaNb6iln^tf{43&a z@9p|J2b;MyTt^P^VOJgV?Ip8=`aH&8BcYov9=r2oHY1$4oZjAH&9>1ONB_~^qVv$% z#Rw0hsDaPvCK@d|MIlKIuB~6K1gGarIi^fMii|v&K*Nc##L`hsLX-)4`A7EOzVF`a z)d{6~vlE^sx7=>(ti@u&u+73!Vj5f>%h&!U^&;iQr$*lG4NU2z#7nL17J9we6ZgpJ z)BTrq8Sg_d0oa)T+ex(1ZGa|~c2vV>!J6-3+Fl;32D&~;2w7b8uX)R1k=C>z2E-68M z)<=C2p?x9!W^Kd8yF*#UTytAi=3o+`mC~w z>p!+Uy(GzJHq0m9_moyWx>|ZwVhq;!$DQPUR8A#5tjM2X`i8;ZOzNC;qsbQK;jLyZ z3q)^Pe^(JT_@3M=X{ETVFQB84j->{9{I2{58v&cOH?K}lvBuT< z4}Rgx0*s5V=lo(tesB_dhtPI8%D$28>GG{5nk6i8g&w{`cDAcBS=w(OZYC~G)H`D7 zs{X+H?-H8Zei1D*7<&BcABAet3L5>bW3@t>+ojjKcJ#V#t6B?sm*|3}r}BdcIkTFV6Vj|PQSTqEnp^U8 zy{0mps-=`-%lu2`yC`DfXMV-`lVQVdKl-(#FVDGC3au|Vkc#dym*^#J|$4GyG5_+ zVNGJ}z)RWZM}W7rkA&R8(a*vu+x$99Bpnu@N6VV2Z-h~k&xPxW{|HvmEDsd}je-B^ zFuyDAGG_DZO3tb~f^WU*&hGcnhI^7D5XSV!~n=|ipcam zYVFLmN_ig1XolQTLO@C|dEf*sL{Lyg29ePZwzMMe?IWGMzdxvNxv{L^NNBd|B-CCc z^Mb4Fi7248Wy`hHf0`)mpUgSkA4^_3*l_oaIrVn4-0J#BbGB6W--ZRzHmkxxqcsq1ZRw#XT9)if7p;sfDv!kQPE_}@7Jc2J03R)03PO%(>G^EFb#A~Z_mcp zTuLOS@>Ym!n}l2-;5SD)Uh7M6icMsG@XopQ9ARgiw^x7jdX&XTuXx{ln^ledPf2Z$ zRJH|DS(oJGOyWROK>Y`6HXW7Z07Qe&3!<-m9WYX96qh49Q?241lvr^^*VExi5RW z2skZ8*?e!ZOf?Y)L{#g|N}7}%3QtRLjMX-&pp#qGEdfd$V9@{+AC7*{!+XEGvvdvH z)y;PYPeVyZ4}Y-V6uV{F8qOp=VmI)IE)b|uz_Gd0_{jH7w{oseruK&F@nbzF7vGUY z!Hj7oNb|`HLxTRLzDVA6+T)waOZ|+h3tz*c(&)k(ZmyKs^5X^O`L|7Ccq(enH31!1 zx-@mBU!wFQ(Ev+^8S@2`^ozW_Yr+oW)L+v?{pSR-va&!y4oOR+6LVccB|SHugQVg` zW%*5DBOI5TVf2z=BU&vs#p?qxDQCioj&1WAD!SmG)=dQU&IiN^y;hstvS*-hz2{0{&5l)1I<4RMgykJJ&@Va5k)mUKOYK;R0 z{#55?-LKB1=C>NPY!vx<@a~@(CEDig{n~>8Q#siPi~5mRP*GD%{b)chmD^wc^K`b8 zsNw8rRln2>4Fm2U3M_Ky{M^@n?E&E@WrN6%z|<8X6Y~OAHVwI?i0z>6-f823KMtRQfyf_9~|> z9JdF17?1aTq9#esqp_HHOG@jI$HYlJ*yxM2<-K)_rmU*mjq7f1s}q=`I)< z8%Htl>8FDle^X41MN*Q1HYT@_4VLlp_E?gK+Qd`h#?wh_7ooxQyfzlVbp8pt^c(VfNSVb-7Nx;XCT%hM_WpCo3h>3}9 zhVwM@+nFFm@ny7P7EMH`KBeJ*&B%DxpLs<0ojvBZQ<_`p{d`V|6S5>6_&fs57OyYIR3MLPkJg+r8qgy2dT#K9cduyEcp174d5KM{Fun?e(HlA zjK(Ex7~L05*k@X<7Q`9(wV~S&#=AfRYykbi5G6YyHBWw^d!Ck zUH>NAc8l^AATpZ3)i;-1K`5DyT~&4}uedI9k|FJm-OMBwF>fd0>`5iab)h#zC0GlZ zE0&;)VtVC2a7dW3@zMXa*if{bSBff|OT1z8J39$ehg^pn!Eb`zN+oP8tV*$N&;F2R zWQQ6)j^QPeeE#=Gz2_+>WuF%TL5d%GZ93JLZi%gCd-(fyP;1O~auZ)QtxEVcrlV@r zu&tA_?;U(!-PNzQz2$RiXFj`ko~4^nN3Nr$y@f!&?!p^;Zt?)fY##i?Ld&$xdqQA( zq7oh3bwGvl&Mm_WT9fcExweY7=Y`_cr~b%+@$co4LAtvU>O&SY_n%F#zYS=s+q8cJU;j(yIZN9~$bf><3pBZ9jv6aE>gXzxZ}tw-biY^*8i#^7djZiREZ0Ki&fLL`hdM2KJ^M zbg$ht5;#@)Dr^Pi$nNI-?jE8mn;yM8t~@gHv3Xr4r!**d?L2l7^o0HXCkXu6ec+z$ zdxrz>BU?e;e;Hn}-hV8DHSIYmuK-g^FmpaBb zk!N=5W`GKBIDlsmu+i*v9fZI z>{aPHmFdk%r=+H$;R2^;9dVdIt4;T%h1QKf4`i2OEH)+--kf3302GNtqyX)QRtpQ}Uw$qQW;M~tuGF*MdO+f+Bz~=M14n`x zGg^_Am}xXtL)0NK>SNmH%M>~qhzh9v@UJve_+$w?3&^TBjJ5NYZQn>w@Ucn~xmY&@ zwziwLeWG!>TKqE43yJ=0&UfCd8Yc{?(IU@`G{?R+waoOZPNs#&^J&QRPI0gm#&t_v zME!e2!`ypj6rcTL*1?uovGOBU%%9Va48YY5PkDTNPB+iWlgRZ{tfX$*CWG+2y)|t| z-MD<|k*`0RdqQPtMcEe;e^ja2-UC#CL*vmM9hP_lq;pKBoSRuMX@v?w30IBWJ9Dv) zb@`yda)XUVXtAkF+>2BPg~U~Yd~$z)SEenuchmLPM`H6Dd!zpj#nQ!n$v1dTL#AW% zf;P$d;SjwB`G2!5>>d#Hr*Nu&)nW_p*E5}IB_xu9YLU4zjP<7Q6rGq>DZiIZ@WI7$ zT?bJ}ZHy+YnI&;+x|NHR9Zj#2TridJgWUP&xu<-sor;0KpRH28I#rdQk4*`H5Yg&J z^{su!O#_)t^U21*&W%(x1nl+o5f+a9yFpJctd*i{MRrj(F0((dZu#Mz+Wl2%#;u%^ zR-CTkSdFzN@A4fLwa@Q0+ntU!ng{bAXoN{;t9(X8!U9q}np*10PGdCG7k2XKZoext=s#DhkOks-0+Pq#pzo*#Op zf@HH=LasaBF=mPHK)7VKGe?Mwt^;GPyCVvfw=s=E9jx>c2sj9q7Jc>`mLW`N0 z+Vk#y0J4}=cQw0<qs;cg%KmLD}PRLl&$rNx_Vc* zA>+NbW7*?d2~AQu{t0`iV*N7o?ZtsEFis4C@#SRg*~)MrDf-aR5V@|BygW%_yk!9B zXUpRGrOCZ<89pSlN`$u+6~$~lj$hq95CVdEiRW{3)jW+t*|8or$d0b~PAQ+T3ns3v zp+O`2vt3CeHY#-e_*zPD){pY2jEFqWZ#2;!(RwhsyI38DS2oU%5D8Fj9qOlz* zW_{*4ufm(yI;oK4|4WY;^p?=O?}Bo8qL&2j{Kn9)b}**D<%}uQiaJ0%N*}&wIsAcQ ztSB#ke)&y&)UQcX8I@$>>csN+m-+4Aca1lDvfayex1ZU3D-8V=+KfZFM-US8<8>7?@aqias8ZQf8h-BVlr7SoMeHIo9Z>?$RYeW^0(HJmY+eeci|>jWVo66b`W`78TZH~YC}Ay7!c+`p45X|4^kCDxFZ~w9 z2lb2~lag?t*12k_LAP8M?ikRLk)1}VVXLickuaV5T=q@#n%&uuo^EN9)Gu4_m6h{| z$XiMDVQAS~8$&D(q_S54)qAt zyfyS;_2b=x*&|Zky6UM=nllg^(Y_N)v>nh4y{c_%pepN0+c=|J4 z#>16!J$K>CjdfzmujxU_tr`}4K^?$?v{DZ57&XV{*+8&NKx-XfeQ4F{u9s1RN7+9D zXd9qpUQ9%kE@_YVc6YoHP1L-f95NrZFnb!StDR;d{nqE_#_VrzEA^{*0YJKML%Wz9 z8UtixXwc9;SyW@Ec)=i!?eFh@T?KmJys(vAv0drB-%M>4=U7GL*? z+`H6ovRShK$k)g_wlDH3niJq~;KBiF?7htZ(!mT^Qo<*7I7fkeRk=P6-$Zax41M6l ziwO0eFr&1fk_C;{-V(K9$`tSOsMUS4%NpzTsZE z{-3RjCo?N6#)}s(?r3O)E53`bqi4w$JYG|g=(Lw2@(#V6Olb4`6@h;?97^aj2j~$w z=J#?{;H3C&N28ye7fvp2WGB>dC+Mr#(gtCia338%NMMwKMt-f)ix@glm92mB@;gjL zcC~LKW3e-B>3k~fiNRPnm}93m`tgTW%AS6WACuvR0HkCm)P&5 zbG)N{nJoUW_Z!VyT|>E#qKM4*?zQdI>UxCT>p+|H;qO{0O7fTQd_z$)FvNfq0p#oo zJPi=eh^Qzzb#-FHPc}%})4t8y_0a5Z@^|VV#gxB?pSGSiO@vW2)3@b{<3tPdYUOJHrOQvUP%c{6BXk$Ur?-C9;g z`n7p~*K&AcA~*xzqivoXZc|J9Nz6IlDl9CFOG_gV7Z>+ATK+Iv{*XXROY1#%Y(zIV z&0Tcg*B)7V3=ft_ctgYAF|gnDrO?&Y)k;y6Pm=$J%DV?bJ2eUgjrbauMPgJ-XD2rJ ziGa@M*lOSg0^v1>Glxq+z%?WwmO%`j#x^i*IqfVB$tn|-G8AD4xI&6~3~ zicXnaLB7_+H0`GHkv*FXoZGty0mQ6MJW!D%hO96QZ zDRuq4@C#E7+0ixm@!$36LX)YnKi)XT*9o&EM7&3H`Zw1DQH?@1?ESVwOgQWsnS`RE zqJPJ0DO7UGKRhmyH> zk5pDxw)DwZ6${1`7%fA=Du-<1A=mf=1A{EZ7}|%$fpC!_IV6VV+Y5@yO=gMC;H2SgA zu@R^{!x$h*lzHvirb~E|7Z(@55_`tEGEx*}>VJCKvH4U4E+k+x_?EmH&@f)335oS$ z5JqZ7Mn-&ky3w2fC=4}VVg}FV7Wlka*x9kcRoMb6sesEuA4{x3xfLFmiSPXrRgu3M zxRWkXC`}vrnVX@CzB%l%UkSsesoO(oRE#*tG#}p6?-}~$glBCrD_}OK4^A>wV{$Sbfh0y$MR|EC zTm*4QEsYe>LFi`s9X&>zp*Y0!GN68`{K>tL#yCIOtNHjyKn{wM=mZtB((Y$JK;pqN zOC_j_*@$m%V{O*jpqUl*yXa+rb%j~+j*{C!v(b&t13J!j8Z(g6u$Y6x_VfT z)tAXVGwf2te7SOkB|%o-l@{A)k3-S^gaRWhM$z7$8=Hu}Wm8GM1FjGb0x~$vDMugK z*?|M`Lzk`lc+Jz%S{DxW3^A;!v%)E`(3*p98WjLqsrk{)^5HS)i{!Pnwfc3g*Fif} zSMP)(KLoyP5RIgCfdeJwCr2?z2;=L|=T4tK{5Y8X*b*$;`Mp3y)Di>&e*OC80dD1O zrZ-Z)v;qPGSXF2(fSgpv7ozx@B1%j7KRHe^(#Bwerl;TRC;9q@9X1La;Yx;vhG%Ct zY=>LU&-SIGX>Z_1QSyKP@k&pKCq|fv;r>`Si$HI9) zm#@m2Z7aimChn3Q1jiarE{xD~&JQ@i;=mieXU9D~JrOZ63TwYBvvfZ))%u&5FoK5> zn}j4*i{xd0cXzn{*w&Z53JIG1H ztg3lqs-)X0WKy}U&Rt4|NJ(73$FnCTLgj@&FT^6NEN=SmJ!aZ#-?kwckEfQ}hA4_ju~W6AQ|)l zsblU;-#vqn@NiZDZW@xiFNf!W0@hjT&6b_*+byjn$B>LX39W1+?&qY7G8i|wfW4u4 z{$8kgl#j8tQD&?~|tr5+`cwtmOsKLHRJFQ@{-27WHu;A!8R>gx1 z5`eKB?<2&Z5j1PU{eH(j);MH&A4rFdb7=54LlRaKI#6E$2g`$=gIjHjQIb(pj0x=$%4}Rm+mWw4OwNI{9u?r#)0FgXd z<=+@LeGZ(!FH3NCb_T;3q_R_Op|&|W?;l^3~Sgu?~Eium~ChQfOQ>#GM8;ZNx$iTCNbf& zFZn6@YuLM@8@6@7RgEdh3~+l=0#hZuMG&Y6oQYLHfNXd5rxK)NB-`i7jz=_vrkaLZ zoK!RpS++ODoF z8YgB*%WTh-<>enHq@_h6)r^;y*U5K9fm)5`=2KQ0hSl2JIfa5u_3~D&1)n*FLJ6o! zANEp00>?;AP4$3ASE<^h0 z(!x#d+VY=3_XVNhwJwYNPE#^}|I|~#F1#$i1auKh%49|nHPQ7%nO!{;)p74c&CIw= zYw|B68>aK(Jz89fXJlSoz0aXwGS7oBm^7k?y&h%s!ZFRPK?LY2i;}oH36^XY9WN9i z5s?CPFEahlJWn8R)IgywJ0_+RDg1}e%EFmbVLf26-r%WU^-l;Krcak^ZKmb}F3Y`^ zd-8xSOrL`6a{f2ztfsRgJ9;r!T)2{i8#Ez7mY}SCqs9*MSvKc&aC?K-ylYN$BIsvJ z?W?_Z9v|U57)28(C2>05bv1b%lN_9uBrd&$^Yb4c^(?^vo@9(prkM)pi~up&i*Gap z(_=WTJJ1R`|8rV#6BHY9U!3We*XFr%WW92Bdi)f6KC)v(*ci#Y#+Bsw5q$F|Tl?`mBvJ}Va9MYE`D6&srWZogyaeny^Zg_fThUFOz@L}I$ zk-uweNE7+$@1Jd}lOgRtOaj?3Xxqnnh&dIKPN<9i{l66nfvbmefa@uWO&Xs=g9=&8 zlEyv5GZ*$myzAGmQ;WM5UV>;xtMTt~hh>2*#9!q&`GS~1?8+_GaKqv~oApIpQ|rt2 zwKXoOU;l4?`%(?)+h;wI*Omeb?AUb3u66(Z)-UTfSpa%)iHXn7g9?i@D<0kb^!U3X zl04u3T!nEe^djA;B5}92e%(ND_Ti<9asT~^dxL)M=ER1;s}PxC>FJF?3Cn5K*8kf2 zCI%153@!oO6dI7gK-mmsV@XIzOs)6(PswZFK*|P!H{B63FhSHUX0ZM*myf+vpE}j6NKZ^Y5l8&iWEjaRKl8_%m1rD=e)k>G|;6=`tS{7 z3TAVrW@j-_)RJDpPzR>|{xzCfY!zY2{u1~4^>Z>-#TFZ33t(|hPoD<1+O%zQoC*k! zl5Fgggj77Qe#WJ7#>)vFxh$}NrYYgLpyO(?CE{t;x@^9C_YQoQFJP91m6H=cKR>@? zeGKxQN@3v+Fovn6r3lzt$Vd6T%-Mq7U%tqmpPiP0|6bT(guH$L+zdrNq>0H<@6{MK z{%Qs)I!a-o8g^8Zc-d|cwW9e^o}L;nTcS=+PNu*zfP!Qi-rVf}FhxcllNl44p;>(6 z&j^4zAgPiFyZDsCeCTma(yLI$KogMMoyu{@QrVQx3yBB_+QB2R&2+vu=D75`k_#Ce z1e}b=#meH6`+a#6d=TxxX<=O8-nDg{Mw6Jvw`G-zU@)&KpgCitqVi-fsJluOfHc8j zfCe>g`uH5uMtFU_IN*91^ScTq%qsWnWLpEeALhTxAA0Qm&@<=912Hl#K5ELa|G-tB z;8V#W_AL(Ymj-}i-ic(${)~+^AI`lWn(V{OvaDPe;tR7K?CR;br~~-!EUo-f7?=Qc z7p7ELU;qSAY+SiKV!lhngE0#@@R-mp$AEdC!h?C*vxfL+5^Ry%TFH!@q4a*7>WUsl zYzA{QQ?di{S_z+U24Nx;AO;GVLUi4jU;q#cAac+~m?Yy0R6{Ko!$kH5=GUqm{@}+b z21AG4$M1wveL}r;!li6*)Ns4XVScKWW#GK&;K4A<0E)_sJt5)!8@DIFKeZ|``G&lF zdFk)(N`ePf_7^Y-oQ4(qu@Q`r?7K?MTG8!COVL2V_&T{>Sl-%af)=6DbNkJs8#gCP z(w*Y1vsZ3^V?@pg6@YlizMTHiey3ZuPJ~31yqt6@r*-OzDa3!LLS|$^lZq+MV7e27Om@L_&`n?{s|ya~VBIr2 zR7)hCvWI8y^_q`K9?kw&gsbpx7T8}c9`=DAd%>3);;$NfG{+ zr}+*Wk|f#X%UJI2?ueiOoFNgU^#VnBB!pr@PBUu{BSNi*-%eG-&S;H*+_NF^owU+O z=ic>?pC_B-{{EtXPbWfkEqDY6F&re6EM%}O zAf(TT(Bz!Tubw;>e5znX$qM`ct;Gmj@_p19;1qoz)U-EjUp9Xo8X|k+yGH|=!D;RH z4G_I$+VCUu3dCKPNWpAh?Z9veU*T-;nG(y>6*taxKYy|}gpY|uD}$oMDacNttboo8 zGn@oZs1W1V?M@Oq7O#l?32zc$^an6r3VictI6*;CSbQP zN_v@r2?%i(!0aFv3Sozklc(0!Vqo+V0hc3*4`b@iezlmzTBj#XyTR?gWl(y z`76AvRE};W0g`-&|b@1h43P46pctJ))a%=Bo+~KIMdR zNEA{hn{xEhe)KR%i40hRyu+(-U0$0A;rJBnYAv8~4Z$$A?7#;YTu@@w7TMKlIf3;Y35MlCj{T9b^4VYNZR zgR&(fBZC6Otvyxyo}0ns_=wwiTMfML*)Ya)k1MCPB3v0aOr52`jZ+de0S{nXDJFe_ zCIbkh%>VrC3vVd!KfpKH;5maqRnx3R;VO|=6Gdo{Q4}WGO%l}hz)5L=G)Zz`S|+=# z%`Xr@w2l`8;8e}!H?Ki02wmU)crl2{S$~P8Ajl1%B@AviobJKo2#57@ob@HAPZhVd zRYbrU2dt^yDp3;b>N2j+DO*nYZ#t|#hJvN6rK)o&ExCOXNAog!&(%0k>43oro8YYDJ2Z)~ymM|)?m7}CqF{Wahqv+d|AqkX z;@&40d;yRH_K+Oj;E3m%%V_uB4ZQ_b8X}dev=QWm&?>U{hlrkqa1CfJQPsTb!cei} zve{JxTU}%-z{=$-%Nap)f;7PN4w>)$@4gG$M`$Ms!*IjdFGEGJKsmX(%6oZ<3Dd?5 z&y(t?9`A2-fwQg5@6_wy=!nv5!iKyiB{P^pG;w;(=D|Z=E~%QoY1Wruszv+j`}eub zH(Lg>o11HY3z8|baB$!>!{j{3&=-JJ|HK&Pei~0xHjN0FYDUMdNXdnFPSB42)>qbl zdK&>I{9iJqSqdC#w55PUbLkbob)0M}EiZ?mb&V|X^TLx|+9v$QV7#&ZD`IRo>YQnu zm(QU6Exv~$*UWhibMd;mlt@W&blhOsr`dZi4F->ZMMIBwVTn9Hf59=cesmcXN_rFK z%d)ex2Wy^M3WFZ`xhpI*v=u5cu%63$SK_gH`};dzUcY~@#6%L9=*Pir&=3y9#+YwC zi2Y2+FtNb|qgk@wdKl&97rxl@qCuYoNs2J8+>(1YZLru_TrESaQoieK!~a|k_7~Vi z3x07zx8Sm?So+PU=A$}!YCN`B{9q^)dC`E~NMS1|_5TKE6A}}*U}XIr z^fw;*63A;4GGjI!%n%?gMwqx(f|L|B&L=29hn?6GZx>mrXL$RGoh}sztRcNJ#uV_} zp*&4iB;mv4VZ@6U*r?H8zowJ)Os?xZ5O@3A0+ak;w!}i=;^WK0TLD0J-y58TXAT2I zhlu14y(#3i3*q@@CmOv+VR_4r=ayoqVIz?K=+F9*MJp1PY?UjIQE&}rqnyS#49oiiu>7aAizVz2|wo0?ti3W$#odwMhYaPF4Y||NEi^MSbh zJ5*b)n}>qB^QMTJY?8ccjbUEuxq3XEpR95SfXK^ew9l*z{bBME2wMsn+b z#}C-hb67O0TVZ^xq9nm1XOY@Z7O^)zK1y>k1IFu&gHJ~7aLHie= zZX$K2-hCsi-g{_2P=~8fpw5^F(?jg7F@s(W&{;AaF}N7$&ryiE60i+)@nB9Kp)w}^ zr_Tr(#6Eqlw$}Xk<6gctyjg&+R1%O1ytyNEPXnqTNEZAcy{M&$fRr1_0WUOoCGvz8 zAYueZrbqVRQy83v&cu%6%kDnoW;kZ(GX6r1T@L9w$jJ%7 z(CEn;h{iTR4zf<4*xMrpRFsT^123w@j9&&faD3e8m0E6j6B|nuOUMP;0m3rve}2ql zWMqWDmRS6?{iArltfR2G-=t!9w?NA;6Er%m9xCQ*x`2dT_7$&iD)b(oAh#5GZX%i# z0J9b#`NzW>FaXHR56tnzK9= zFTiS;%*MsVz2-vq|7goR?5#(XNFJV|bWZkidt?G!@m(uYaz~0DNV}SXiDP1g3>!LFKpTK8)$s{T$KP8KNlZ*6qoYG? z&T>V%((0bEU=}GCh6c^Q9uB0JhGgDQSGWm(jVm`717=I=KPP2LQlF8 zQ^J0fpAZC>!99381Q~dM6W@Zq^aWhN$aVt0-;Z}+UjE%pvHD^{{o+ZX-ULMUi%D) z?`9hTpBY4Cs6*L-X}!7UU`$k*bmB4)~BKzbbVyBJs%;1mf82@%-4JbTtr{;+p* zCW=o*`*QreAZ^US(z{rGnBhhkL}{7l!5k3`x#-ERw5bpidVg#FeHUP1xi$c3NbHt? z-9Y$BEGJ|^k4sDp&XNnyHf{FX+}YuFYix=hmpJj+VmuPrRs?Kx-B7aAEe|8~SrWab zEXYQ2I~4VR*lv356Fu&&^4X7uy(Bl$Bq(uvPZG(K%n67V6I$LI$> zf@TZC05o=XbeIoiE1&|f2q?`!{6$!AJanLb<&YYD8XeWQvbIL%2ap+sDB~Hd8tIV% zs|%dt5F@eGGxf;Ecr5438@erJc)$lG&3pjd*8Uv>;V?} zG^3>97xD=1=dES|V4s5RE`wK8Kn0d`J*UGn7NA z=op@{ceB4Z?XMey{TvM-M;nww71!w43WnTgMI^?Vc#x4@8kor9Q{%28n7p;UeK!6W z-czG3dqaK!y6VWXbUeSDXWD!ww=e0!fhDER`M+BG@^Gxzw(A=urA!g2ZKg7X1`Vc+ zB@GH886ru^n6W}ALy`(f$&heoj6#$lB9S2?^B6^@BC~g0?dN;;@x9OY9>@E~xBuDI z!F~UR>pHLVT<2Qr+??8v=+N`NCCyIniyisx^`Sx(QTA0;_oY<=BSfBW2A%yrpmH?b ze2~*CI4nID95I`?<(SlaF~sHZIR@mjqr>}DEv^eOdV!H1(UTA$UJ37%I`qz=3b|*s zG|OY%yd@Rg)=s@z1IcCpl5I2zx@2P@`N-?tJ?FlRMMdDE0sZ%GahG&+wZM;B|4e@2=6gFLR z6c+pU?N zqs~5f`F)e2q)&V$y`IB*HW??YljV)W;NynHm9@QQ#VdtQ$vz!tk~oBNA%(@u%Rs&X{`E`i3_ zSOLclDKuR`#fVp(TVmk}I-YZE%rNm4IR^5yu7k?QVU)04OPTNc$*Itv> zTG4_%0DtNoH1eq4sE`EEbRqrkacQu;#%E>Cq#i7T0&4J=Z$7TXL+Nks7%%Og7FzRm zQT>(@ggCy#wEWZ_g2%(m<23FjVNV(oe-Sy|6<4A@D-CRttJ?GLhM7sr)WTU}y})6) z*vX*U*Z?7sJ)B=i{`2{>@LZz%R(Z~sI~|(!-?Ki7Q`=AHf`(hw#pfFKq_U+o{(CGRwEL8g7}{B9L9n`qCbFsER}G#q%ptiH}1+NX2K!otE7 zu3Nk8x+w5#(cHL5G3{PFI6Z5@PL$Epzl?IJ9F`jvc~ZuIkLoT2p6m?)=ZaOH8#HDi z6eB)J6NwX+6)N@Q5YN0THsqk&`XY6uOK^Qkc^M!ufw&2H%ILfY@Pk7DnSTb3wqt*7 zhzj@NzV&i{RXsma`7=HbO1>Ct?+eqDfX?nTXwenhRzdTl`s+T{jOZ6{x)ngwGoiX- z;}!HRI*YTfKfP&u{AYDnY^L9%;Ehw7A7(aH?ZC#Y3~^)PLV)o=wIW!)G+lO!R!FKf%Q$9Y(vYFv0QbNzI$y1?~iGlHVR8}|4p0g9v= zRRsQnNG#Pf%XxB!HJo8(ty3YNavPv)H_T7oA_vpyY0Z;o0r7F)(4w!Nt!i|g@5@U@ z-A~gV+?CgSrC{RL#q9~oZ2b3A8c>6wdLr)`rFsuc_B3F;q}hHw$}j-r)Vk7gR*8j& z-A||wy3@B0{R~?{o}i8bNWwa|h|v^MZ35Rq{gUvi@7XpkGZ`905ajgaMpdp|j-{5| zmCsc`jXH_cFV4YX^1CiD|acLT5k!SbHFjbhiLK+U4$lxzG+y6N4m{I%tow4yjjW<6ozrlVfC zFtven=<(@hIJXj3c`7qpSQy#~8UP}xPwV?HgGW1qfl~U5E~n$uUJnN(GnC2AS!bDH znRoEYe5FacIe?>^9ZstdjAHfl_esNSG!#*wTJ&W=mpL@w+pvK42zBKEgvELKgyulj?q5#)f? zPjX02^|lfuGv9W*p}5L8y`OP2i>^KRQ#!to$RmaALLY+7t|`NKS=ZFqAfcyl)Zzn9$RS0M#oZeCtk z@*3a-a`ueqKoR#8+erp5^>fERhJ`b6+KC7}zW`N^=sS>~kue1k@D8l8GZ#12Y#wtC zq35ctUt#NP%lE}1WT}VtqpE87GwaK1S#|kIasZpB=UG|fNGc=Fh1*)cw9KQtZ$EC%ufB#|-&Fw)G05fP8-2@aL54)i=)`EwgX)M(o<`Xpt%Db|G zzxE{Ei5GD#ZC`x+{i{qGzun@y(~O){8e0vq>fUY`X}tT)EwS*ZJ65~oz!|y|9^}ZU z8e);JJCfd{!r%>9iL@?(uP0noVW7E7v7kWt1e}-?>foZ*$b<3FtTnzxZDSQ08cHCT zG?T(x>$h3n+cMw3{*de08nvp$McNUev;3mEj2dCkVW9Ljz%vRG_ALU{DAVjMeFIhZ zS=A3;wM4V>_nVa{)e8@6>pPP*Ng6FMyOmz)`7UGzq!cEpd)LnzMbF_W+JcQz-N}0p z*ZGp3ZcFJSy=GP24Rm}4?EK4&-MG4&vV{uB(aCUEZaM~JEC^v&%XSx( z+(8g}KCmQQQ=ovGlxqOFuNX_vd6ig_&5R2>?s2Q-WHoLP;3B#Uekgt7QM@p>E21hx zb?m42ObwYeD_6xyv&bksW#Wlt`+9O6{J=i6-D06d8z|3B9a?Jrw!)R%ZhMu?Y;iy^=i9GE_>817y&)87^*963MG4+DgnzU#KIC-uMsGQq)Mc| zM^nqk z##AnlrCq1KoP`BuFuq4|3L)k|SL(=`F$)_`tsh3r==Xg5g)`l{1}ay`g+ULGmG%U3 zq2cQ48qh*au<#d<43Dtqha65+QCC;@=B0A`vea6?Ab97$n%VdABv9BnY9}MC*val# zvD;0(>PIWXV%k){zBGJQoT>yUmX?;v=}m9Zt|)SbL#xoHO%X}KusePG{{2cpja%Z* zk3n=Ts;iS;DzB*-&HVm!A~Y<_51?8XPMmTW7yk6{{ve=XTY6t2QQCFEq?wl|s5yJ% zu9h!FAFuZ=z+vt3eKpFx52J-^_*K1sD8t>5$8w}CuQ|sSMOF8TUAuO%=Xav53)m}q zY3*NsEx7s}&(qI5y_{?USoY0lwjMM55Sx8xpX6PBNr@F{*2`^&AP=xC7Z3OTPkf76 z-WkV?ex8Fcq1J3aSKk*qCmN;+7l`t-2%g6*v>SF_@H(9M7A%P47k@nM?=!nlzGtwm znNec?;jRv>o~kb4!MDXuORZ-&;azB7_6$*ORJUliIRbjk^>m{b$s3A_WD z!fvE(_vP_2&Od}kelamdP&-yoQcmVDkw4oI>ogieH?fRuib__O>T%tlI1EAEJoSPRwNMW)70gbdhFh&%0D|6x(~Vb0yZ z_5dHaYKGH4^?tRmsmxYo2IB9F@P@~46T5@wL!}ivwCZoGeZ?)ltv)ld`);6-hz~p> zw70a(g%JF!*$1IL;k2{7m(D`MlP9JXxA_5yY$kT57rSdrw?og#l;tk(4Mt+BGe{t) z*38T=6_(fkeoO?NstLtBO4MW7h7yp?ZzVk{AoA|RQ_r2~#b?LajNM-GIMJ`YljUS( zQnO~&(D%8VkisBQ#e(MpSa_A!Xl_%N!EOiE2)#IFu`$l%y_lOCvD=ty$4rbM5?xes z_2Nl?LzN?8*4gK_!A$oJ-Wa`SnWxJF9c)}Km+u*K%zVq3y3lRRbXQ*M>yC5LsCd~u zC|3fd?dK-?BmEBa6jSXWLSSdi23s< z2$-Ub#4v}Ol7^!V|5 zqG)o?-+z!e%!%s4Q4mIpYf>PO($nkrXx;Is*jM(|4yD0ri(l5q;@d<#?0(2YGb}qy z^F$LJ=S+FMYlW7mHf88N7pKdOGmY~U8 z+pUh~bvTZzE3dnLk-@Ln>e@$B)omu5a;ahcpBD@5|9sD;)m}QW=uj+!)hc0K5)pdd z%Tu4qnA*AB1@JJvcWg%&a!b<`EC8!G==gMr!#0i(L4JN3WJ`WIIWBqGQSq`REt>Se zb`QTVh8VspMz1950)}(0%P0@5kNwf9E^KQFMtEwLNUUpaW!?JX zS%CN>8Xl&X{X08qgqHQmbO`(6+hB?n_6+SB0uwcZehHra$ut|2!0Mue=GAS7s`o`~ zYSV5~S!1w!*-ps`$l=4`f?jzD#5bmmyS&i5R*rQo*lRl{TWQ|&lbC=k5F1c-3Az9iTd~pq)g_7B+H=bGG zfxxCr6)#q%ZfKIASO8<~yNbLWct=-It~~hc1tq!O;zu0oALQrdi$L=5uc*hW(Ubtu z7o5y@zAM)fUQ?RQ&}wy1F(3p~F_S3&ZYI$+bm2s7mLvSI;Qh`$MLCu{KlYYciaVId zU=VPQrr9jHDln1eU*4dOs)%K=6+61o_UG0StG#!W{lalgL(*p|*-6!j_C16!{Vi|m zgfd134-wt}Lfw9#65UCnUmnS8#SI?VfPJd79UDOdEl}Y9E9jXv`rp2NdzBlEMSNYN z&-tH9jF*0T#in@+4~(`*d9SLobG6s6qn($3u7SbqO=J!c9@7UaD$2^5owAdA9~3fm z!V*RJO_s)irctq#q)t=~_ocZVcn_i;3f8nFIjEbP?+rU#I8c@_U|Mw6Qvjf|+QNqT zm-*ZfD+iR%$?F%6b_Sj-Oc#Q+10Dq%mR=urIyqAaH;$0?IVQMytc7Xi{^E;x50%r~ z#y3tbOx+N*p)n6B=<@qoBH|}st_IP^8$IB>mlBJSDQ0X+uwDYcV+~@y+>V!LtZm^B zLmb}R)QidP_Sb|kltO{`2KWGFcuyH9^c`#!VZ##H8GR!?YZaa0ET8o86)rDmHKR0+ zkOK2hG=UWzT;`GEl;W3I*x7aX)9r^11*Uw9+?kt8Xde#!*uBUeKu=c8!5v*3aV+<~Q;L@jnTtQ@617cav+H{4@Rc5RlF#e&KH z%6gTAjFPwkTJ4&4nyJc(Q=0IM@~^y3Q(JO*ab{o|`c%@ZM^>m)ab9cs`)aU3C=?i2 z$hthbVY|FN)`xKyqObvJaMB6tduG)AP>x-cRZ| z)r4}26%CS7;`G|o{$;W49NDjX3TeS`2$2RD%TX{L2`EXc9QvUNtsdz?3kQ>s_9fPuZWA1 zs+N25$S5(q4fCO?T@61L2ynGf3V;C?n!-ennl6qSKvR2@fjIql^;$r zGk;BA{Hvy>W(gWZwTVY~0nBsD9L`0t6vx)XRb)Mg9G6SZRcd}=0qF_M%J4}EB|Jse zrLdubZ8WTQ%i#YEzT^{0+^Rp7e~O~F79CY`pWsLP>7^Qizzr&FWaf$tZc>aRz0S1j zR^D#YqVxAnJTRxEl%U1Y;kk4L%?WdKg^xuL(@4u}G#Pe$yBm*+^1ie))b79EVVEXG zNtuC|LT@_!un5oI)TY`*7Qb*HMBa;|52fm0XQ3hr(MaxxrAy)C=2`Ix0T?*>z8$8erZX`B1q;p5?g+YaZrtoXh!_JvJpb zH`f%>s~V3Z z&?jZ{Wx(5Sfygg_V#WH!t6Cz<-1A6s$sRN!N*Bl~#Fh&KI?$=)`PqK|2GR?I$n_aJ zzW~TTK;EnN8(5c8eh)C|i)Jx+p&wW~G->DTESb>`5e1Y_YCLxzKD^o0)ulW~_j~KW zIu1&NxB(2J*0Hy|!GcOLd_hg=M^Fo0hSH*YaB%ab^>?I#DAT3|?VfiFSmK&9T^;fY zDi)U7J3O&x7;Ov2)famad>T>=*5cK#o8vvI3$TYqQBhGih?bLXD>vqZj%XF>>SL#fxe@@gS4wh%(x^I63txeic=Y zuNyPcVU^?5WvtO?EOyksq(9+%D9d#KWy8LG`#^7z$dJeM1#~|^Ji)CB{I+e$-qJKe z7Fw3&IvN%V;maV!?E!O-GEy@k?=rFx^&%sMK+R8&JdQ400{7EyZpwz#ibV^{V`Xhx zaE^)STph>uRSl~Um!zR9`d?_+KxrvQLqp2GM-|>*D+pbGuk(du+L&X>r7%nnED+ZU z3mS;~-u2G|@)@ALy>eR=-6Omwv{R8J=T}4)EG0Br+yDG}2<26Ad;4oPQJ5YH+zJ1( zTnYadaNm_h2;=xq`2UR6sj_6-ug0p}1u49LV4yPKB*u1yw9Wq*%ad^xVq(t%w>Hq; zn=(TDBFhU92id%|baY~gM;VWXdvY>^KnX_I^?~?@_xg=6b!MZyJ39jK*w3FT*rnp` zQkUICKg{5%tD*nb*474<=87a8D*0S206`FAAd>L8d-s#z@0{Gxi~Gvzzd6Mrl`m;* z)O8wZGeB210DD31*L@&LjIjORbLqPfRF$OnsOIeKEUbIsji!erWWD0BiyxbulzJtmQaYy_zb1<>N%9aFL36orilaX<{lx0D=N%-V%sq!W4fLu7?=-RUI6jlS_qA_gTuFYQ1wc zWk3kZkR5`|j=ZAe-8*$s_8Psg{mk+5nW^K|fthe5&fy$8+xETwE zLkO?(3ZHGSmiA&M>>D6H8_7Tuub3DW<_QamA7-obE zMySO!gGck_z&kauRS;+kG+oJ8Wh4x!9l5_rKOe7c;OaNbaEQI(%>|Zs9PkL zO3`19iW+B;a<42IConcPCJ?e4$y?}LCrsrrYJo#1c}DC*-gG)hp~PqYh}^j9aviJP zmF|+HKmw$M3?}EASoX#STAQh=QKkP{K8XzHNDHxuzmyz~sN{~?MR^(|5`z2KO%pP|?Dhe1mZmu3U%{$eG1|Q3D zcn4sm^yUpj`=q8yST|Drkm{Jhpg&AoX5sCz!u;Kgxm*r23m3!}vkt!`oVU1JTdbEn zb2Ji8ggcJgLdRQ%X-anJjp78;*&iGpCqB>vPYZQGQ84a^Se0IL=iX$e+W)AUp4Z&` z?D@kGssyfIN_>G)aYIhEgZsd?gyh}`OEV1 z^0%KpWmT9HZFHN7WW?L*>eLeJ9WHns%;E;mmjTf(MGu4+s050C5AZmNDL-rMK{m}{n4Ty0VTO?6-G2>w zL##<0J4jkdQa*9x0xtL0Z)7S(^haD|=}e_@Dx(3*!p&`HO56p(D?8OE4br*VNN4uB z<4{QJ>8E~86Ca?Z{3j+EbhO3M%-q}uz&)YLpz{E;89%U0FeD%^4=7)l?yE0bJ`@I_ zq!--1JFjR|9ydX$nhi>mxz~RgX^ZmEr+*v_IdnxAZj@bhIVklrw}p&I@l8!l1p({{ zOV47xfJ2^~XYf;K83JWHTm?Os086YqfBrmrvxfY>ESM+7!W}HKBpr4Nn-#eonaTwI zDr>}6laEWFMTI`O>WD}(ZUPN{w~SQ(lk5S3ojdiKTU&#GIy2mTPbQM6+Sz45=N=_A z85LC@O|TygXuAVZ?XBeZ-LIv^j?K@BlQeCQ>CWQ}pf`p{W8*w%^ zcr?t9T=k+EW5wAii6JPy&z?O4Gx9VJotYXOfkzN)*qc2uXQiaLcps7^h7B7wNS~`0 zGLwlE&9nZg^S}|O(Vaqu!9q_|+?)6He@)C@l3Wa?$+(PYvvHT55{fVe%y2eK8?ce%v=Bw(uUU*0dJ2=_i zHa1R%_C84N(Qm=B0{sEQ>$-(l$Z`C?oo(l`C=z!XsW&4MGryPM7*2=g?B4@|0Qj4z zVMyE8kk{5}Pt2K^Dm1t;&vD~gBA2$L6hl#ad)UXhBO zos|33Z~##GVhnmilky#QRAs^f&bJpua~BWd@CJ?RSz>2f_@?4n2f;AgNohV~^Z9PNvGj?3u0^oOUr#yplMK zu8uL)9V$R6z(u%6K}GQ&P%Fv1|574cRoAgD<=2*Ia0$P1`gRSsM}#_mX0SPuUIK(b z%P9AE*$e#Pv4N0iwJ6+4q`w?sm4F5s4NgrRQPkrE@Gz(lf?uJaH7GhNOk{ipO#l<<>Ul_3l>ZUXZqP_&_71K-E z{PGb>lwzyxJt#y=@!GU8#OO(4B3-WH$5dQ0l;b#^ipVT1H2chv_9sv$i(S=_e-Jnh zcq~gxj%^6em6DGinMk&PcS8B&ts7-3Ex8wmcqiq3WTW6b?erN^f}~# z@$P9gr>gVX9;`2U9mEWv`7h_ok*rg^Q0+_=Xi=LG6VH5+bvd`!6fPN`&hw zLM@p>$T-{zClZ3}QflKhn8i=MVkf&5{?X%A+iGI4q(dh2-M=M75E&TRNRYpjkYWtH zI(%baVa+-TLw484h_5AR;PCrycD78%=<^qQ}u zIq%>g1H_8g&=&bagY^!D=`Npncb<8&HZd_VWO9x#jv54W!NFKCU$oIJpXbGRDxw#I zuLU~^kVsI>fa#$i5pmjcD)R@Km`QHR9?Vnlt5>h#-d+U0D-8t)c}7mo4dj7HAyGCS zeWoWtawrr)%&DVT_NeX%<~5GK5=J$$k~D;CHBR5X55JClmw(3&4!lS)mIm03!54+Gpr)uusp_#JugKlxW@i+m8E0#F z$iz|Nv4o#tGQotYm$+pPRwu}@0qtjySG;*L|ZhB=$pxAg-H#3Z)k`R2gHw~g;%e@s>1whRb>CM z$MD@rOx#3(M`V2iwuN@xwCJ5gE$zY}MMBku%re7e)R=@g;#mZcit)v{GiN4iZ_`sC z;y?*dj&sT$Q%vFb!|4ho{?OZ|rr((ziCJ0O^iuS_VQAKcVVX*KJW#`3B?6Knp?j!} zY0C{xp5&wglADEhj6_c7URGUR@KoZCIXXJ30MSAww7TnRhI{j}+oh$dMCXcyO2M=# zsFImaoH#)#!i30i08!?sxn{NntX;cyyjr&NUfw&RFhO6s#)R!FMA7fC-Tw$Rh(jXl z`t^~8o_K}GsQ`fnUP#BmL&z3T_+W6}@!_F2U^)?k6`B8sDndzeX({9js%cXM>E$I3 z0R6~RF6!^ka7QFV+%OW5$7^n&7eRjJU=LYzWV~YR?AwwO7K~tpKNZ>pH+dC#kVKNK ze`3>b0-2(W{SyRvVcseF0<;Yxi?RZ!LY6ZA+KU04aHt1!mc&aeKA;0WcvaS)Qvv{W z(^2rGZ@}SYH8#B;-XeVcP~85EFxx^V_z7ZgD%2PV@5RtTl7ERu_@Io0c%E<0;D;Cm zrQ{ldSOaembxtk7W+jqP5a*Gr*kz`-;uerpcHyS{-hB(k)sq4UI0V|46wodjFy^e5 z_LJ~9(A*wEF~vy*ma-6X$|AVTW5*JcqVYX@qPJfN30TTJUs;ZJ%<@ zhSl^&Q2Joc;=z1)Y&WqB#5-2>S`l3bj=Xc_la=K}0!Q&e+j?K@QMsw1Fi5D%kvbzh zca4rdR$TwpUhe+U(=w5o@{wu`-q2G5ikY67;h2?&u^kS2q@B;D$gowI6#svnsXU|j Ya3=bk%AhxVMk$m7YKK+RlufVw7mX6&2><{9 diff --git a/test/expected/test_roc_plot/plot_legend=False-with_ax=True.fig0.png b/test/expected/test_roc_plot/plot_legend=False-with_ax=True.fig0.png index adea00b69b702657c24904d65878a2837c03a49a..3906829fa7b704f735f2433a4aeb75472fd88583 100644 GIT binary patch literal 27543 zcmdqJhf`JCvo*Q_$vFqfNkx)mkR%yF1SBXTARr);C1)f{1`&`XAQF|N1j!jBBM1l* z1p$eY^ViGYcW>QWuipCu-l;lutmE2iuQg}S?lDG>-r<@W%7l1ycqkN#P*p`i8-+sm zN1@PWaj@Y32oFvDg8xW3E8cg$XK&%`_SoqO>ds?l2OE25o2RDCu1}nvKee|Lbk{zc1|$$N@IJ;P8{xTWKs zw*J%OzRr^itSv8#`=LJMv5Jm&v~FQmjCAqzX{+72^X=2fU;Q^va`S6)pT16fU6c6c zp~d&2ltn!|o>!Oit4rQ87x80YR7f|9AL(NvJX=qW|9v$C=lKDmz~BPAsr72rmN!{1xe zQu!m7e5T5K3Kem%;a)71@f`$4=OAOm7?i!YYd4})Ugt}FR@&Db(=%_WKA%V zUc9_b`eCI_^YTzmmUh8lwj#cmgv5MXI5~-&$@k(1$&wyU;Xdbw3&aGp0++@MHkH1aEK27W_x(;EcL~`ejQR_InXjNP%>UdfQ9kn)6>A7BtABAaatoI zBb2}0&o6TaGk(hOKyQSeYFkH7CIxMFnDCn%Z2S~+oWJzTN&Jn7?Mp@}&!+BfTvVyo zf!!rcOcqJWx^dsev;E8T3=E_U41}nzuC69yzq8oLqu-gBs2jFFgyw$zVqYC8V3U-TR4_HoMlrwUexN;1^L(k7)TzeMu+jGs4olFG z6@^)6G$ksiv9ZzWdvQu>MFly}!%B*Rf`WrRBRJA_3mhipGzr~75UO;jt=T~0H&sm1 z-ZZGKF1DCgHTHQL=_r(PH2t*$>Ba7yk$ZPpq@)cE^s!_v^prNRE41#jil1z{OE>?T& za3c3OJam7Tn>&}NZ&cvS30dXB6isDxH77>8C0{Ft-)5XYC^U58WV5mJ)wO$rUtFH; zB=`2Jqx>5i{Zcw{ad1$Y&MAA17hY998&5W;>%~0&vRm}MdBV$&*7Wly1F_VuW^T+) zyD71@wl>sNgEQ`gZhr4Whqm_iISA$@$53LXj+*Dck^i?-8H`VzZ9mfh2O`qrp}V^n zr$$;B9AH*a(W>DZNPu=`muU+1VD~f&bTo@b#r)1C4L(~3Z!dIGUw&Sz8(~z!w6fe%t`q~Lm&tn=d`lElY>_4mOd~KQO)!oyBfjT@s);p%j-QM5lE$bT? zAcn)(cD(n8CCJ~Xr1Slq)WH&Cnd<6l6iSDS5;fZqb$PtePlkwI%pU`rXcmrmS8p$O zC4X>O*s?DahKTUU$TrA)|I$aQsJ)1N3>+M}tR{HKuTuy6&mMhoM$;7PS(=}B8uQs$ z++SRH_wHS7^mAwDAiW}MfjG8ZifE-@`fVwW*qlHfi`oYqnwp zk|dosrx{Rhb+~T0uH8S~8#BINW~x~5`?iKg2kcZ&uT!m5-y7j)8*jwf+21M1Gz(hx zGmDEKeLVSDa5qzWYj?Np$LD8duImPuu(4C|4N&>_@`xZ~mwN12P*70lERRD8q-;iy z<^I~-jF!N8r)A|^UfGi#s-6Az25!4TPL(mr%*NxbcBF_P$BUS7oy ztB3?rdg}&|^+Rd`U*o9&k`C*=phl+%ia9Tnn3|c9GBQR#|J|RMlB*a&1$hF8iq9xA zMbL8o^k_##Rka!N*GtMo_)N!U<3%(??fh`A+IY?LD_8_Hn%Q|X^-v~EXPW}X>pTQ2 z?PsF1*Av#+!=LQq8)*U$3_`H#gUn1O^5s3tC2dL>hdcf>#h}+*n=Z zf@*fpf~iU7;HN#mWA9wpNZ(`*cidYAPJe-bXX|P|7^ERhi9Q z{_gBJZqF;yL@AAw7&ne6Qo4Pqm)nP|v$emkl%o{&vX5$7&B%zcKm8^)tiF)dAnN1C zj~pFP(O89rDet6;2=h(lYb5a*D?tEydwY|Rk(nADsVgWrH~ts&5gEhghdT81=~Jtb zd{Rj%sZH_ok%D_+F)_+Nzqs@jX(7nSCZ&%XeWLU+#_8D^DIML*USTu)12T?qJ&M5VHLC zpOVJ;-IZ_EPK$U{-1jx>Zz12qZXt+i(izRLy;d=h4Ux7;*XX#Q^vQOTD*dJ#mgeqm z2(^(r+MltKlKx}_sl`{MpqFNAq=^MU=`)>VWn*((8RpnwYk_-(*~InnpkFH~F6LHH zR;Hd@T3p0Lb@li2ekKfqbGom>4|QQ}&F1j%P$z#8hg6r4<EAS5`~R zA{%Sry0tAD4Ff||U#ckeBo#GvsNM&I=I-u-5g(}VbIZ&3O>1jwZvr^Qw_cfzq!|;U ze<6d~qJn3@D^E$aK*D8z?LnH1A0x_Pp@T3@%8QDYmKNntD`;T?uxe?WO)0Wzv`D|q zWF?V(_gNW>E9rK-G_&w@wnQQfXJoT(ZjUgf|zoT$(0R6j_P_^?489F-p?C;1=Z4LM@9B+tQJFwUR_20&{)xFd zTtnqgdhn?I6wJjpH1?Bc8aXnaEd{Bah*m7(lMeaJ+iS6w-h`nUORNtXS3v2Deww%fGxPE zp|P_T02l7)8n6P`kY1U0!?Uh9K`R}ze* zaecEKCamRnGYs|7y!Z!Z?ae(Z_nyw>ehTHM-Cm7oeauhyE?QZ^{2mSpauF}UNTUbaU)rv7|ZalKIxV~)$3qP@&5|&T5 zC3>Ayb$;{u#Pa855>7uivN8LovrAUk*tOZls*URxNSaJLgOKI~YNbL(Jv@4K@Uo+{ z6tTuWp4g9z$=Qj{G2(@p4A#dItgMqAUdTm1Q;*~yS;^M&^Hqyaq*n1=?3y`mOp|~7 zXh-&*jkVksS@sCk{_k%!?G-`{BA!jqIotfgxNC{M^G8*`WcDzwaj1F)gX}#!Yq`(A zYpY);#su_SDEKf@M{W+|Z1nGIN>E%-zIuNBa)M=V0A&2D9Hd(7O~`hIjZDe?qFRoN zzlTC=YAK_%RThvBjm!ZrNb#aG#9LY5od*Q*km?$iCC`7h3vL*a-oT*Y9C3eW#~?U#U1 z;lj&^6%Q1O)}O?lLoX(bS7c-UsN!%(lQX1#yhQuAR*`O4ns4LN@Gxtpe&pE?%^ld+ zekraS%GD(%{}ino|5GDg^;WNdf35w7b{p*Lzb8(--F>ZTsA$5WOrN=_6?f13)qOz$ zx~%E1rVG+<4tOK60u`>oEk%vcIkUNh5Ap=Z9a$*{q-gLwXbIE5*}ZSE5@IbpYo*dq zR!~484~t|9v5D@i*q%X&5%SzoKcyT}4{J)~^hNw;W6l1z30#iX*ogT)+(ce!%grq) zDMG$rq2b(`lEM{F$YyG!1vflwSp=xO4u_F}8%5IjgT2)E!}GZ=%4l!L@5%iAJ97Bs zVBpY+E%We}0y_uta3`-*^4i;XB~PoqWlmq!9Q#I_o_d^8MN5dq{iq(zN!)Lbgj6-W zF*tm=f#-);*7$)FD(hnR?DDy$4+vI5Q-_RwDg=oUn)yuQjpN_s~9?;_$$Umnjj>EUc^zy5J>mp93*dH#vR^MhD^4pP#e z9UwVy-N8XiZw^W=loOk{_A=whHS}_~YM9R%Ob}SSEO-5SBC2^d@Lds)| z_1tOEfWQJlR!K~4wrXiw^fMh#@>_87WJHby!@k(|@`p=wf<484^lV#wlgMq%NW~z&%O@uG%8(ME(Dy*ddCqr}1pk_p#O7$) zUqXqEC!S8;*fvMU6QZm3ayJlTASKnMfcRYg7(|l1`xDps;t=J^F&(5#i!ZakK7nc6 zIBba(9@g~*=tFj`HYJS-nLmkag{YVzOqx@rT#{nHW0E z7=fiYTc7vvZ9|M&_*g}SK-sSx;@M@L<9}}^4R5ym@$Y9W^It1lvTwZ#K0Ffn@Gwf$ zbOyLcEHm;*SS4d5S_SdtLgQYXgz0oAa`qHk4!jR$IUd!&h%++^sL;N4OAbgCH*%y4 zrhhupRrpCpVb=CHx7Pfcd5IN>_HEjmP$FILg)>Bn46?DfayXL1{(r@2~Fo zirU|gXu!Z~ZvCeAA_%z(+2Gr;-RADaH8L&Uk4QAXlFN(~8cGVAkno*Bp43G0BpIHw z(v;5Axj7qSxJO>&8J70Fk2@ZXfF>v)WCeP9zabkxH+w`tu^Q#z$n6m~JJ?{Xd4(B8 zcv&=&84igqCLB!Gio5$6omu!PDv)R_2P%2DzYJL^6n(cHqwuY^FKVwqjx40(Ln9w`I-9)IY$b3jN3f-DqM;2*vs=gSo;o;lO_0!`)a73NxDMAA zL&nH9;8o61PA<7Fspc`gStFR|xS`H^yzBM8?V0KXo%+n{uy;0ua`i~Mo+5J$56j2f zBIDQMae-u6h%TkAi&>h~W8&7i<9mmbd^+xP);I_bM#6gpmZ ztgK)BU<(U_0S_wqxm-Guz%bhUeo1Su{&r+{uZnV}?*KD%sa^P(x*YRL=KQ8ez1G`| z7&6G0x)0&Qg>)jiC_EO2B+cokyC z+dtKOD=JqcniY^)-X`TOURCZWwm~ep*E_3ykkn(2v#0kaLRQ@08lDbL*|YGdz!p&Vs|uBxc0l$uzx zJ{8(>Xrs5(QkcD_LqOwih|suXL_1s>>Hk=9D|Tr99-OhW)s;Y-begThuMLx-+SRE zYc5_WhcRNn#wsVNR`)t7FC?!@G@H?T`C})%Rrbd`L6pN1z_O6C6xt?0&Zf(QSvVl} zpcE7pS>P3b;_$hg?)@1frJ@Rnjm_?;bai!gKb#A71Y95SgtPq9JyECaKNHRX3H%BC z10QW0qd~3gJU_<=0I5a}F~i-$i6;vb2ZSNAgHuH%rPm&+2P=7*9l+xIDttgrZ3WFS zra4fp@ppLsd%=`T@9m_5slU^AjQL$@&UuyLclo<_z{smVZZgp%qm*%Q$2Lx0w4zb# zWoHR@4@%?iWe|Rgi;J}nJhqy#%PjinB+qugk;uswjhgl*-$<5lu}=9tWc_*2`t#DJ zE|>0T9U3eCAnhG1^40L36_4eqcN*cp&sO(5>7!3DB3_s9y7=t_WGrV8xq)#tiMpQ9 zv9mXbq~-KS`u^rj3~VSV(Bmd1ztaHwh9fLQ+(g*elE+eCDmF1O@y^(KPp5)#Kteq_ zpDRvlwj~?M+PdNVUJo^&$@WX(C%zWr2Qgt?uHy=5%d4w+x!NG+eKMW=HatALxoNyA z4LYrS45Jjk$6xbLPrqS-Hq@3T{(NiNYx7p#x5O`ZZEU!mos7|b`pgZEuDv&T3~cpd z3Pr(y3yz?suN)ElkF_VNWTrMwEYBGgi~RLt!aBA>SM~2X!Rg}_(L$j&0Us-S`i+ww zlup^9!r6t+7_*Ult^dITW2BF-Hk@qSq!)L(go;f`2?vdZRYHP}mzVdoABMuHd4Eja z_SyF3L-S1!cd^8}by3mZRIfiw;D}b$UfgPJ@KaEzY~`d1Ks7xdkO~DI$a#4XZDV8O z>eZ`Fe;0e8X@Z7=V<)Sj5$$mbYJ%h9SISS%#)vX9GP?Tu6k#ENWnUS($y~^|@I^?; zB7>^+$Jq7lx|u(!WBhKO+^;`QxDPCp!s5lP$A;h3*BEhl@ZbSRL$~hVr!jo=Xj9zi zgB~KE1I>6c&3B(F@ir!ez^|pHzfSxQKBU%QR=>^-C@GQ;_d4x}@@2GF&j=|EiRy7F zj(hgfV*EocN(T_H4NcnsGpQElL@&XtE!=5qd;8jfyQrwBko|NW9XY9LtBKGpdkU3% zlr8OATG@w!Gz7^4f21ybCyYm6oNBwp2Glyg+yXq(oo3%+F?U={1GZO0?HAv_{rYXT z7G_Bbv??2_COZe9Q4y;?CVfY?Jd{j^dT?#|FLD{_i(eQ7v^NTSEBO=@%qML&fTE$1 ze-Q~W)cfSH&|k@i8vLxx_bHmIUJ=?<6Vgz|Czy4!&|-x4aeW0Wc6OopGCkxp}I zzcGP3P(lTth<(RRi02F?jH+qENNe7sakBA(ijYn?0CXt@K*n8k08+|HYcM?}&yF@} zswIg;?I?lq{K_>}zH%kfdxa7ym~p~TFwNOCj0S?0EM;9Ah;C(Qa8S8(Kdd7mmic?t z@&fdg2-z^3_EtilQcs1O>`#8Tjusq#ok_s$bX**6_mbX-f`%G4^2lLn=u*F&-tIBr z%b;fGYbxBIt#adPBi}Jkz^p~+_RCttkYU|~41FKZBRrU?*7ejs`o^Q#hk4Qep7#gz zSn{#1k6hk9UUHY*Ua=Q*W+C6uXuo*h)7#b5A#B_-IreXr&7+V49S8;5YWWXd)c3G_ zPa_U0U-}wFu2QuA1_+~t zTX#uaC$IpIpiA=)$?CecO)coirzzh+a^<+K1c)&b5To$mT+zhgnH=XAp`AcOBC&DG zi-#Lyk7TkgX0sd)wq9{U>+pdv?7MK}5IeuwLspHvLI;lPOeL;%I%|88pM*a7Y&|}7 zn8OC8DF7ge1D0^~qT>TjM45%*clm4>+iTpbzu2gH|@1PKh%i>rt}k z^yV0u%T)TydRMUxw@a9zZymp3v)=|1C5#3*fldJ@K=K3H%Bq~Z7`5M2YGo-&pTQ?N zg;c9>*jcSR&?Qq4ZktHu+BNXTkx5q%?q;90GOnwd8CJyK9@`9^ot@R}AcYNn36WCB zB0cdO%~E^xaATa%ohyRcL!ZyMCHT4J;9^-P$G`8yMQ{wsrt~O!^uE)sHL0e}Tqp_p zIa+}GLEzo$tw2Eh!N`II0phP1%Cgew{5-y&S!LhumMYRT8ER_`;L96A_d!jsB#)2; z#;{JX!}Id%B0YI}MWx$CeA~T)b7Y)AP~Jd4Hjc8^S1nLubF=l&OdH$XXZ{uP+rdl% zDFoks`=XSUmBYzk1Mjqf>hyA5CMf{Dp0s-cbIXONVQax={+iAG&t!KPtvIznbto*T z#tG_rNf=EOP?Uo%fFg3e=s!#Ft8C4i0bMF>?s?~$aez|b zT#k_(!v!il9$Cx|SWLZT5JFV+DOq)OaV)Vhe_cE{bi95OA1R;8wbGoA5e(jq+$iPY zkwm1C*QK8_(qU>V*3}YJnfVtE8{7(2e)qEhgPY?6y6*b=uITfYqocnTj?kVP-~Jn; z66FMoz9EUibOj(_T~x^V6^Qy%ZQ33Cz4}e=weS1w&?@X1`?GbLpTwaKVNmH00ae_~ z6GdeGA*+pC=KBW&w3|22`yh4?VlISP%E=njR0F>Z`iJ=PI%sx5{SxI6$1SUvPT+^U zHh~9Gt0$WyX!7IxJrIG~)MA91n(}8&OExDf$nVXh^C8PuE)1u{9P^g|?eS+^xv(Tb z&re%?`*kxj#B1_X_SpYGkX!VgXl9$k8%H4P z5-^1>RsPpy%e9QJ@(i|#`+i;VcqAO4p|g3Az;MreZ;-R;Uqt1M+1+BnSfjk~Wl#8M z)O-bh>2@*@N*ja*hvTsDyLHm8-AoGLQ7&oyS#!8HlZXG?>~EwvB1C0#b)v_rutK0P z5m*IBM|t0<^Qku-IO*&E+LlI4o#PuAg2Wi>L$C^{$k}P^(~RYk0-5Zc6goPh5k2LOKrd$7)UyE|itM6RiMVBSIN<_^q1C9BwcQk-7{PKI*0Hi^w zMCt|TSd54BAF!~p{$X1on7xwe{Q{aYrp+%fttQHIJ-h<32$_Rqot(;pR>BIE zZA!4Wlny#*CbE3XexKQ$xsv~o8X>i_+tBsZNFY)9`d#+aGIjduS9;^uaP#G7uSWw$>W*hAOqH>6m+!|8;if@5OHT*uJ^_Y`9qbjpSgRLI1U+ zZj#jxLdN@v7&!ZSrh8$_*5XW%T18bYQI|z*!p=?(Fs>S*&Y`CQK+|eGmWRK~mHzIR zV2G*VQG;rU3Ca`Ei|O6_hlj__)6?g?%GELzCn2pyTF(7IECBkKR6d92a!GK;asZKh z`N!w$LUe@M+S;?Lt1qEVPP18mzzF<87@AJEX=C!g8us;ezFl<0*>~;uWYniQGuD3k zBYZ(QOM8(Oh|y;YgtlzXEc62MTjzX=b~q?c{21s8xETb9n4}5PHL#71jU$<481Ln2 zBnr@JC4PxdB);M$K1II{qLI$pXXr}RiMza3Kv=0rd>yd~sP71&!eIeP93QY^0UN1q z4a9Jnsr$oxA*}Jqv)Xc>p7(oUHsqj16h6G)EDZ?FnJ<1CLkyZ!r^kOvP%k&o>K>g^ zQc-0?TZoL4t&3>A*o z1pJ6qMurJm5Gv~GK_w+6N5a5IpcBU`B(%$`%v|nEYs~}VF}jBVhQ+R3wDOx%uatu> zW51TZpA2(6Y=yrJt4>bO^q>BZdy=v#G2ggB3Qb0D+(VHX!|2&r6YtaQPHhFYLhbZ7 zhjUYRD1QWdq*kpsOL&)?@V@>yt@-5l<4hUI!8odTP0&(KR_BDKKGj|6BlZmMzp6XW zoNDS6?pbBO>6&Z@_$90q@`XfW|AO~aEYX2}fXENcZi7+Rvth!g^#-uy<){}v=b(dq zWWR=5bP@+^hTccRYwauH+^jc^Lm$#HtX7{*?sF`93Z$i_A!3%Uuk`*AB%r_Xb%c=` zd9Bd?Mc}a2=O3me_1hhn$#Pi>>ppba&$jK+OMahX>L+>$c`04=869Vxlwu2%1qCu{ ze_$Qp-?(+_78*3M!AcSL=FLlplTUU(-(WJ2ieXByEuA}K!Fuj01&|Vt2{yXUO+5$_ zwh0P}O1+&7bWmkp+8;b9N?^7?I3&_5oUF1}HZY(w^4?bbWIto{)k-08e(i13TEiSd z(a>yP^d3}DSqW)g{pId6EEG;o2AJ0nl_BPcZq^YQ0OwXNOZM?&mbCQrZQzyj&=!(& zb*+509mdsbPG)7;Nmy3@rnzroy3S{1KDgR@8=YDV4w`Q4CzP{;gMYIL3U%qyrCDf3 zqfpSj6cZC;=HdAu*GVpiH0AF%`by0&EcASi(JN{PJ5HJJnJ2xN!`n8WFonfjVVbym zZr)z}5b}Rs20=UzZ>31Funt|C+w&IfwawevjybMpgD!ZR@ts#Vt>pz4e zp+^ravFK%$^5?FGik0NbJqjh);+RSnqtbg6XSN(c{^{uq(uOURn^4)L*m+Q$QI|v8 z+7$lNGJ}ryj;Nt(M>CXvP7a%1 z@qMioGux?ZQu$CKMOj%CikXWG@5YTAu+%;Un6n^k#3m($-jz9{fGHYii00 z&DaRrn8-*4IXSt4leNhz;`Pa@PDrR>(mux~pm!WX%HH&3{Gf-Qcw2WZLInrSC5zFA zZM9`=Z|40#bhO6d;SOJ)p9!Gf2l%RZvN=OxASXSBPtwTvO7cGXatU>~m}HFfBoX0( z^2^2D4|?)>-BF{GVP5>^VI&lf-Ek6X12T72N%W1Qa*n#Ee*WElJWDy{RW&iQ6pZhiLY)8 zUBvcB5D?e}2-8FGLv2BRH5-1XN+apcFJd$9kIm@*cB(U>=c0b@yfKJmY3z1FLP8+0 za5iwPp=OtsLMAFK7y3kJg3=##Gu^SVu_;>`;Yxg|Xu{(vxk8n3eoE|Y^(%1u5nXHZ z$K{zf-R3PX#09sYJwSE^APQG{JAPALoutipDH<3G1i!d#55d#~OM`xgXG zF`dI?@B(OZC35`e0RK^QV$<0C{{LIxxV~f50@1*7{W?BpLU-NzKAwrO@yzYTw?CdZ)M|3m(TB$okBQ1`ir&0V z{`~zNxd^?u;Se?uAMqoo{V_2y9h{uFD*M3g29m*n%M@}fzrDXB=6%TTpRL>68N<{G z?kN-sQG~!R*tY;ar|6azIqv(VC^;P1___LnX?d{E&CSg@8b8Q)?b3NR_j@VKgwJxP zl6a}V?HfjBB0nV{%z9NPViR9q>1p2++nodOf;EF2_tF-_9}}PI)k*Sz)B!!Dp`k2! z?CRRuoVRaLVB7XNjk)Ndp-ybkJ}Y;w~uN07I}9wJKo+3+z{6Q-yysb zrL?b}9u>e45-KVzef=@7=&?V0h$9PJaTqc(jb70geE+R_wEX;8-}0bfsU|riG$WHf zC@`HKKQmnR8%h)fdA13F@_gSlLH0gTr#nLghpVJR@k^x?pACY$LT;TBkdf-fwp*gW z>J*)D<*wf3wvV^>?83sm4KP&g;}8>~UVQKwYuO-UANT+*&W3dhCDVIz)XG^>s7d+z? zUp4|(eGif~bndgJZ})Coj@Gn)@;NgJ7yvQwUM~=8OwR`_vxaE5m(1=A7Cm`;^f||` z^YK($H&yoypNFjR6~d^OFPn#+#k~EP_q^=JHE~RiN;ud*!+|etG(-6Zb{_OSD`WXs zmSJcAtZ}X5x_upCl2frrqcJB-?5hvWethSvQ5<}jV|&g@zu!|n?1P5?=a^rD{??!A zjJ>xp$;iovz&{Dj7HnKxToAhuYZR-CBx@JS*;WsGy`^r}ssx2HtaYNDDSjB3%=?ok z{uXZn%gDp#Lw@4f(J;K2N143nC75Zn4TT)iFxi`?az?HM-5sD(MWq& zzZwcN5x@mZ_+f}eIVUu9r*Yuq%;JnrJ>y2FDM&3Qt}_nf*I)KipAI0Zwn8GyQ#3KN z4g$%eUkS*)j(1ngrq2PKvVdhp)PDLEKf|c&483ZHV9!NcW>WdAO$oou=0OVxHtXvJ z`PAQ=vOS=^kpE{T(o_0&F)eK$CNpgQ(|9U>cvB?zpU#ey4xuB=UZ-0;ajRRff#r{_EfhNzeS5Dpme6f`wsb%yd^ zSAc`TQ-Q)$`I4z@Dwya#8l8(9F&<#ir>AX{i~a|%lXeYe$&-S~W^hoGh5!qP#Q}`0 zb-TlA?(^YSz?IDLM6$45ofECbFl281Pjh=WBPupMG5khJUB^5?RBK69{3ZlXa&Tb6 z`UWcH0H*op!h{Y*vBBrtU#)c1a9LvCJj7AHDGtq^Ep3V9sz%`rj@}b@+*L75m9%)k z8s{q0SQcMjU8A|_%8fXYA|nY9gE54ac4xMMwZ17`hmQ}zz$d~EK`oZ0V5W=7Q(+0o zVOp2d2MDF?yYdvx{c!8C(6jFZUJ5n}uRHy{onp`wjVaSe-590$B=*7t1Puq$?ugjAiPCUEVu41HLK@c!xRbS5sSyh|yrBL#)(5h`3$Y3pvieqy;C9F)20< zTm&_n2i0dUo0V^g*I#*%^`k)Pw4uwY8}OM`(G?_+Cb9@D~y4X4(>SiD_0g$EHj#sCI^_VUyHkT#j?D{SNi-l zMTc_f!kdZ{&0B~cJ&q*<<^SqWxBK>@{@l_MuPt~1vaQXx(YL@=*8yO8yH{`k!G7a_ zjS3db1!(bQ3q{a2G?r&LX+)jy1_in>P!3Wnbi5fd5q46Uu}FtoYcC#G+Baty_{D$B zSNLvj{WPQO5`nm2-x*wu+R~vC_F)vY7Ml+9!G275SuO3O4ci#SXJrE^R)cx=@3%ha zv6Me1`RB-DUm@#+mmme3{nfIcAWwmaK*rAc(CuV1y|+#-AD>|9{lHVvdr$_y7DfO$ z%PwSnidOx&6)R2BqrA-(-23C>_i@SMK0G|_QBaD)t=;nsp#fjMQ2V^ej!5S^^yxS=HX>wvB%c$PdYG(S_!aUzXkme3pT3V7d9y^rY zlf?-rO5%HbekD_l;lm}+RF3lwYwy@oIknB@c%RXP6o$BU1~mSq*V%|M1U^{a@`>{R>b{6H5p1sQ3nTySh2?w|EtJEY1-$GK<}|j>3$ulGuZN>2M7ENADYW^ z0KuO`Lz|)0r2M5B+wvQh>vtpgh#qw$d{}LnxD{~k%6yscC|*(B!KQ}IskfWWr8^2b z;#7^;{Os(Pz-x{2hq@6I5@H~MKFX?;fOI(?r5?3TWLeF1hCa8PYrUJK#sIfh5r`Lg z5gilL2?G$lGZz5%m%o3wj73Nn^zI!yZi3dGD?v^6)B{ikijur|apkBDX@ zT-Y`4i-`DgvSzP>5F}1?WZ{ChxwRui?9BxqdmO z)rdDxj#u7735&B%XxKUe0X|B_(vfyd3~gbfp=zH3K%*<<0@(Enil_V0ViFn(8j3Hp z3);Zl{+OQz;9KCxh|VP}tlPA4*7@q6sfh5zS5L0aoe!+dz`M;Zj&a^jE4HyY1p~}$ zIC)lax-ZgiOozz9eyOc((Fg@J`cfvXaizzeC_`IA)Of!6iJEH>qw zCkoHP6B47NGNG#!52+6HgcxG!L)65?1metYI9|Pu@>j~a1sX$yOd$o!B~bRaTphs< zfwAi;HO+V+AZ>6QJTmmPtz!WAg({Ht!~UC_$Xo+LWJ({m4p!M4qncjxJRJP=^xi)D zJG_U!vt$}SyA&aK82c6dW{Mwdi!-ha_eqjleHcFkH$8XzybsD2_XK5-Bu_2Czt+<@ zXH(Mj_xBIx!_1EETE8FB8!<9Z_b{288vH2Rr2!ZvvaN8;PC{eW0T}eJ-@g&d!18Dj zHCS$QqZNhK--eQB|M6-b8zptAe@Ug`E#}7A(I}j&L;;-W-`XW-X2#qK#G3n^>8E63 z!fa@082jqgB`}EF{P=_m=7iE$+xa25``V_~B^La+aCkxhScY_)m#=o#14>Z6HSC2{ ziHHblzIhnaK?aVH90Yhg8wQTR9v}8k;@OP6JdFA=DYK$S5}6?YQ_? zac!~!AAFhGoxs@2Z$n)~EEn%o6C8GzwRS4Oab367f}j7eikD8*j{C7hA?}+I$JX5| zsX6*RD21^DEYxX(9~0+5a;pq8RKKsxumh0p5x?@#&=5>01Zfv2K-9Ffw3I?0`&y0` zVU}nLiS7Wtt(+8?10A64wYz#EROjQJ8x4il{4+#fdRp2RaB364wcs`vtqKT-v5oX} zUFUq3>$>@(Ek-QLA-D1WgAxFTmMsT*96Bwy{pTI5<8>auS%h%|X(9%ROZxiyk|%2w zG!oAF6k7Qq2D?3&YcfgEAgn1zFcZV!uz}I1NCufWDRxj=Hg3hEZv|5uH6eZq$nXfD z29+~}1RYESuULsj`9Yp*kcyA&m1ICXLzVi>M?Z8Wr%$fAdwQrb02J+7ec(;10#5#h z^W$f0KR)BjoNi(GUYxlhGBJ$0eR8HK%t~XRIJD@Mr`dM!aelgr4N@v?!WFrqQN8Z% zJKhqk(6|u;?hL+;z@nn-PzlVZzt_6i8`gV{4#PVPU%oR)7qxs@i+bM`Z*97aAzi{P z*iUxWhe7n(!$8s^;+#ok>>H+gkJ+C*E4+FGLD*%79J8%4E@rCV$#RXALVjhoubs}??3Q4U6~|{JH0!U1T<;+v$E#c&Uws3Qs7urGFPDQ zDjh$Ck*`;D1DQlR08O|Wd^BaYs8Se2QB!8SzCX&Oe`E8vAOcZZnF_Jtm>db_&84uk zl1zvkH$>Z#Ww%9UPFo$RHA5a6swv29AAk|O&k^nTvTkl}&THeOF!t46Sp@@5Z6eth zUtYywC!o9^G0e_eg$9`^GbeO!)E;7>;J#2&YH(it-*&=@40!$HKF8rU-<-a#ma7eV z5JpW+jf0z8l0krh7vVlX{HpTX z(RW7W{|5kSv+L1eqq&1F`W%0-ZH5qR&&5XD;^^pq=C`Ns>Q0D5ky|?16x%_%b?U>G zXyiX5y4g!ttF8llV9t{z2K4;yr+RyqPvcwgXCppum^Lg!u@~+CEc=suw(ykTY@Sc7 zYf-c72}mU^#YgxoNjsT*0OOvFkNDk!=_>av=Ipg`TeGebk?f-bT z_~QT?T8e+Ze;8`?yRg;%_E8{nI#;Km{57{1yX||L7i^BGii}bed zhnKs)ersv%Ch8vhXnJx{$qWu=_?10uii;EHnzCb)Cl;F zSAWDf6L2Bxfa8t3Qc6I840!RAje~D@WmtH5iN59Ch9Hpn~%2(`LMog~z*3cUMR8Q4qT?>tWvP1&o*`{t*MI0df_P z#r8@s4-b&oibi|@wHx^!J>h;>NzlLO9lciPu`@e2_xKzS7x&tjug;D2Rj-Ak(A6w^ z^G88PHOw+H#OX|b!a>4$_b-8x!>gU0ojINr`L8_lrZz{9)-*nL)dA|MQ^=+)q!Z&k?>fQT}96I{Lq5%&lQHzLcs? z7^KV!W#qasJw43`Z4WdQ1r-%K3Wj)tNPz1Fb(tNk1T-VLfrk`4nmZMKP%W%6QmS{p6kLK^fQB7}$OYCTU3KwQtjKXiVhd#D zu;}OxfO0orJe2;XD*=?}KFAcYrKYfA)%z=dpoP(X+9!|sg?uMP3G&dwa@7C<&shSt+-K4Uw(&G^_@f9P#--B#D- z8CMH;;rrCu-uSc5)UUNAW$!+f{?k!*WY(jQUR56r8xu3d@*J6z=DhQ!slT77)@>6InMrQ+3gBTt zk$PU+%DVEp`O088gH{=sl&i(K90caXsC*mB4L}x0ytCdDqR9vFy8v1|tN=?`q= zgL71Fj+bFD`5tCn3hx?5EHN{TsvYg{*B*(Gym{bK5QAK#dMBciry1(;H# zkBcf`YGrk_2xf2*PK12oW-$Hr5al_)&W{Um9SvP7YOS3;db%gM#*n*yXbht}j27yO zIsH;8vxT@G|NM*^x&qNazry3=IF<=G&GYd|8J42biq-3c&z}@e@79l$LGrZ8fF2RF z@J6g%$`A+K;Z`g0_SAFl-J}m(BbUo|M(zMwd+}uu1GHr-}28rhNzbIik*+k&wi+2&S8J?@xpou5@ z6^9+o?TS~m*wrnQWKjx!)86M8a~pFk|4N5}{4i}3>>zXl@4$rt4RN<{{yHl?x_hPA z=nKvn7UA3rCdiQZ<%a|&*4A80{pt9qWZ`F2(1#6wROp11d;5%GWD%M@x>6e*tif3B~WWVF;Q78S?7|5fS+G^z<)%;@0`!TzYRS z72a540X!$PHbIKBUWAHe@6U6@uN4=p>WM2RB0>eO;8z0Z54zsBs@`Wx3bNh4c3+qk z4|{(jDANx$HFbEZ2hXXN@Cii#3YoiDW~0GnaMu&xxN}OfR1_2w!A8%JzV$Vz>Rq%V zl=thZ+9()O%+g4gIG|6;$gm3#GRMuh?G?HC1E=5Bso1a_r~X6=!!lPJ8Ou}n9M6vV zHZTwaR*Jp7pt~iAgao}h1d@iu6uz2R2D2>_3; zQgR7CqwQ*_EU_iKVMEaWoq!|N`oQ^=&8pniF{z?#(-7->Cr6g7Wm~hcD@(DK*`?6$ z2{0yyT%?M2H7IuellkNI%kE~rjjw6`np{0izjNp`VTprBlqf-kTxGef)@1wR)7&>1 z>u~U45nrm#dJ>C$F0qSm80=~ zJf1y96^H%o-s#WxqOWaabjJRT9X;TJ)r-?LfiEia8pcZ%SMUF`uxuh07SbV@ z6dv~ZMyp<3z@<={L>4We?0q!70kx9E{ zW>e3k@~|PN^fSm7%OBy(5-V*kIJjjTXlu#8ZOwfnMlLcr(obdYxo0o~3Lq<2xS+qz zQwF-D?5s@u3_FHP)K{>3(+*e+4IgnJ*EGILL+}2Jbc3%`!G(7)ruYw5UR$jecPQ^z z ze732-pLtML{dLj&(Zlb4s4{~8jM+s9aigZvvJyF24!rj^x` zHncm@x9n#c|I-fnFQqE1n2ZnYUa;g(P8@x~9hL+%W4;R<2D2|J3{d>TxWXVH!oHix zRV|%6IBL#LlJ5-_JRh@`$y3GYnz#>(mH)LA_0CC)ay9FdJ~K}hi5!lN;b#I6+HwsB z9vB$Q7=7nJW;D1_D;Yr~?vM8#!$2azGp3hq7?UjATc4takB@))R@y(%cEZ~b4}tqt zF0hh($*T|@RjJMhJp4s3cJpei^PWIRjAsqpQO~&1>oKza*;#NsAIr(vvqw@~lJ|15Ii-2sMr0Jzib& zD6LqKp@oNd6P@H=paXna2h)>A9lgPchpJu%+e!SQ1~z^IUE{ZA0r24aLRZnTdClj4 zC+=*2A4wV2LzNE+!l`*uhI*$>xg4o-@6YU&F=p2#Lr}5wkHp89K^jt_<3<%EgU7Uz zp)sKU&L7!yWB;cmjge1`eID^(nt0GjRg}R^v_>I6w0oEC&^L(3M;Z_0vTd!}5ip97 zf#9L*n=u)caZ&V1X~1R;q%)np`zY-jwyPed2P>(|({0#1H>F^-Y|~nt__7o^Xgi@j z5(UX0`%cRaC%%uL&as2*$J+L|R|)hkh2dEO=9H&|N-%9SJKij1HCTNE_@UmPqyK(d zTrfr%og9m0JiSbCH&@CaNK_u=xPR3`VKfMn`SHqm#Nnci1Xzm)xooc-6VhC=JEBF!p zWBVs8wp}H1m=`*9>AZN$!!7%BmZZQ8{#r|Tfxv_(S1@_2ZGMJ?b}c}8wRSet{`=$6 z_nV-U!5dLEp_jh?;l|5A{cR_<;5+N^C@wkYonUaD|3e#H=IF^&x4I9#Fxg(itcxQbVUh7YA}@~O8A~0ZXd$04vXM@PX@)Z$Pd1~g|TzMAmJ=qr1t@;J8s0UM7h{J!3H|osIv7llH~%0qAn3_ zWq3kXTo`(>5=eIg+hrOWXh08rld4z5}{P4a3n)0GZiH&>6o@;ObL}Cq=cj-Llhx0q-4spjhXKI z(YfpX?z+Eq*Zt$3bH0zN@@>>eSiZ({mMsp~x*(tp)BwLqoE@0seK@?pv8u zzkL<^QHiYQ{D#sxACl?++)I--3W>1y2x(^`&qzOgUcvj9i(Omc8j|#CX=!;Uz>AtL zN-%W8vu8(U8S^NiC06zt*HN}NFK<=Yr8=$@>tU6#(4}^1ZO&wCtgq*WC7cvTZto>N4f-wQGx|{e!~^Unxv#o?;klLNxS186iF^SS-!Jbllj{57i;Bd zx(hLth|ujQhOlx=k|jVMH}fZKYc|NJ(WbpeYjvWwo|ie--*}?C|QqD8vgy-wfL5vDDryLmKQ%&#n@F9T`!~vpd|9Gd^08*M+}6noE1w zFX)O_HX~e`JC6;4wTpeP^;HrKk8<3Wq#o>wzoKw&-1c&1gaxPGd2cv*va{l$zAAc0*1`+n1JsVdMt2KLs$F z{$ZG+WL`6(0o!dz`?Vt3j^xmZ*@Cv9(c$O(sIug2;3<-yIPkvzCV0TJrMUteoT%kUJmC-yUZv4xW@0<+Wn3PDGR2FZEnF42IuTZ*$f~D-0(V%WHoco zO&947aR$b5FaBLEOt|^wq6{WI-rivd0?iwer%`82p#NZQzsj{3O-#)QxX{wL$g>L1Rao}A4L(eQJ&e&5b8ZMUTUjA2h_*ry+Z)uJCT2n{}wXcN}rL53%1 zSJRqyP4zfm>z>z64sm+^9y{X^j54op$1utk;^0(9<;6D1q~oZFJ4&x-cBqPC*I~Z0 zM=+Skp#!^%@NxiN?#^=5xGX)zSTy%c@X(o~ZRlJ-(7AwOTN=-;;;6m`Mc*6NcRO=x zLk!CQ^EC?wn}A>1ON2C(m|4Y~4=L50>{Z5Zu(WVvZDhMs6n!mNhr_(GxK&RFxmscV z(nU2vA|gN5?K22O*=Un@{Fap?o=SF`uii>?CqeeW2ia};F~--w)&I+JU}lTdq~(lSSr&;NIlpkoEDAMh z`7Y&ke$#5tWiuCO>^!et?mzTswy_aGXrM%}f*%)(F+@BpbMHrjS%@jvSi4zLR0*SgzlPp!4XfX8Eim>Q`uq|!fry@$HDlvrt5n({0G0owt6nSP*c0& zzU-NiV=0~0bKa!sw%{*|%lq<;p8gPcbY_0(#)xGM6-8-R~ykqPXTZ&xwxjtPTmr@mChUIk3|0@KMFa^PATg%Eat^Va3V9!q!3eLC1TW>d2H4^niWL zt*?1W<(!(J^;t{D?YZ%38G4(;S4n3f6yppJQt&gdY-@6{n;cWV7@ezaWVE<( zgV8a}FrlvI;d+cqcdoFq+Zym^oXFZjNfKquT`taaE%toJ&Pta6cB@z=8Gi>W62&faNuFE@<9t`EbM-{suO>F38&9Wg^SLDe_H_l=~ zAkGWkn?>1;4(PCmgxhhbeVdeV))LQ&0clq+6B7X<%$k{@zn=u%&Iwfzll-%g<4UCr z<$v*>ku&RB^whbYbd7py^I-~L!GEV{r**>W5R6LtVhW<5;S%PcH@_At`r?$*aX;-u5Kw}v<1a_DT+@=d({!Di#vswT3U)&q38p__0wn1A{uoN zC#Tg%7rn2lVx(3TlnniProq|$S5rk1N`0K|9ZPbKo~osD83(K8@M+f0qV@EBV9HMY z$2RZI-8}H0w)ygR@3dT8T&@m7mU!p5?Seq0GFmaMbez9p=OXHnzQpWo{?c`4pDhs+ z%@Rhyjp+KO3KKw8W-yeSoN(zGt2U;D{HJn0jBhwI;~R4RKBmJ0cuKkkozI><2=*Fe zGWAjOlPUTV{{H@;0Ir5fTd!;buT}1~=%_79O1udP34qB(sIcLx=C~?K$H23G`0yd< z%z?doFM&e&U>aOlD6M27Uo|x3{evPi8etVg%|WqCBPtJyK80*X+3ZtcV>;bh1+$=nvF7)(dIYa0=-5_43% zP52-nhH|!b;#4vG7P3xXwds=(X|^LBZj@`c+Ar~P4U}d_sLf-!BGQkc zJ^x4Sb}uhg6_;)bvK?hqX1Z$=S|LgYk(AQz7}XgZjQT^C>o6C?mEvW?DevYg3!ZSn}$X^omgp3A%HkG^z)XWAnT}POF5Ag?X8P zriX_LtQ9qd-k!lSrYX8zXlD~ZYJr|3`tz_or^c9HY=>eB50l_~-8?*6oeSzv>=8~A zOVK_0@QCVoqeV$snT|`(haJjWw+5r(+g#%|9KOeb2C2=51Zr?_BZLGZ0Lw{-J^f09 zokh%2p2o6l84tm%vIS@@<=eCi(%ZDEnUm0~@KD+i>8EWuH9d zm%=V>{S_HhK`_)sq}mV!Z4)rF*jw@79{QWI@7E1uH-Dd6=QBHIh*vOHgq4+z@K9gr zg-XV_L(N7Il3jzo(?69^N7{&@qFHExmcA-3M+@tH0SPs?1zCuWznr8fcKq%!ymLO zfG9#)7F9G@ldzbuS67JbHxk)+aJVvWUz98Zeuu(@$CJB3Rwwf8*Pt9Ygj)i3l7T{& zVmVm8IW&MGZ)9Z1Vz^UOe}DfFDmoB?^7B-*K-Ek{EjEoAX8CW9y|TU;m?CP*U<4+! zKl&io#4a#GgoT6>>bxOiKGZu2uBQ-0d(pS%(&TA_caNkIwxa4#@#6ZM8F$}V&Ecz; zgHZ@NsG)PoEs4L~+X}sH+6vWtW`=c${vCD0*MI?@zVKv+#NShRHzAK?I{(;D73Z98 zSjd13wZE)illS579BHnVQd9+`aS0!LpxrjGdmb6di?O%oix??z|DGe&w#_HuUZAg5 zMt3%!9O|g&%=CX}dE|jUDF_p;Av*FgVJo@t@)!(SWO~d8TJnhnjDS>7>o=R5nTiNB zc~FV2v<_6xODN>?!Qx0fx+>=fu7US*RQPQ2u379yQ#U+id%EUav)eFh0_HW4&7dU`0+(2~3IG)2CBS7SY47OLqR!@u?1V}-w;p`3`3yNLx5u>0YZzDkhQEQjjk zcgRHEo{rxar+$24xg7rSK8_cJ9rK3K6a+-uaEaw!6k8m zz8|v^L{Etr6p1KO@>Ik`MvCEr>)}n4paS2kPwRp0oU4;h3SZWYrWs}~b_g7blMMN93^pSbZcq?uB`4+i-f5K)Z1c{HCnHez8FMhZo z6-(v}%yd3JK0LdO^mZs5yY%^{@#BV0fPH}(-hX{651Ip_&k+=i^K9K~E1lkf$=$LF z6aW&=$(t@VoX;;-WbQE1&gEEEyn9F9 zKvBT5!m349ZuFvCon>#{B$9!O1R>3$aH@-+NQxikwWi*3j_3kYi0CjWtjz0VWtW5Q zYA~*jIC>7dH~;gk?##r?2!{93{=Rb^u1dtb1>c?inI__b1RZy@zi9=G2|57QlZ-Xy zA*l3xF-4gVW+UJHXY8Mz2x~Dd2^yR&%)(G-B7K@btzh+pY!|`ABE+95HBPM_ebOX2 ziPq!d41I`_0Ry$xd-PEMm*RjKr1-@S5s2NVHREslC12>&jqu;*f$pV5icZuN*S`{5@DD& zR2B@HCkkw2A^^?4j1>}*KM_Mp$(_!{}L&b3!u%hT94RG-Zau~_%(Sa}gz(H9Av|2-d zyYt$r3m_7Kr$qVH+LWT_)n;2CfKmEcsS{GU!LUrOfLrAiT1(Dt$dvwG9da`)v)Z5% zkre=n-Q_!zGPST-e|rwB4ayIGRx`7NslIcy!?>T02lr!3V7ByUSj=P!lKAv862uaQvl$$HvGlJtRLU4o`=D-jpYJg z6eRMCFEX;X_xE2zUYCUG6j>sPO|+E$UL%Cqa-laU1+Trb>=y{iMA}OgLtDp6kzh*J zw3s3R9pwj$J6Vz_qM7#k)pK9jwKr^P6=;7jOZw&IDN*f+nB2M(t{l9-e~lN=U1WKb zbLl>42g-xiARUr&=zXrdc%eoC<@FW4X4RInB7|Gv(p$$$sv-~vQWPE_$Y%t|1S+>5 z8iVAbLAr#Yn4DQ)RULB`0e45m#-dUxZ zl4pJL+A29MIM>Mpo?hwgzx-=X!-*Am`0~CQIB8<|Yw$)M{%o9<0BW`b8yj0?Got=50rue;e=Yr-wbQKfT|k+B3RpreHKz~O$d92AX$osW^ZCF+XF~+In-zfx}Pmz z(Mj(yZs7IF7t*Kg013~Wa0k!;%NG+gf`;S0E-EAn!YWMcx=0KRA(ZCjhgNNEx=B74 zZa)B~04V#kwr?MdR)RDVy00h=-@+~Le?G>$$Qm^tp#Pj|L4ETxq8`h_TMn)``UQ%F;+NEQFV)Mg5-BEEZ z!S;v~K@C2Tgi9lYD)F98XIdr@7!xBv+(IbLmW=;w4(7JSLXQ)3oqvpcqMnX0&RHxNir zmvlL)!HzT_4U_b#&v_1lU?~nGQ9{f6*_he+Xqqtbzr775V-+2(2GKrAsUVu%iTJ+* zIfwGU#SC|=qZ5&HUa%E|jx*SO8h=}xVYZzyG}|W6&;5aA{&jU5_yRadpsitgbY!H2Kx6P97fuCXBKsF&0zIrV2IJ1KZbcIrhA5CIWK{xAkqTl#KAIZ!8QX>%y@TBAZ0t7j#x%OXz$jKep9o?*$pB29j<^A3WsSQV@ z@BPIUEoW;5Jron4mAg z$;GwE*Vh+DLk_G@OQ_MG&Ai0dL0~k|7vW%aneB``mhDg@HsX9?$}dDA#eR{=bibqR*F>B}d;haRT^+qIU1tul-2N^x}U229V|2 literal 27329 zcmdqJbyQXD*EM|TknToWP#UB|K#&jw2?=Qd=>}<}L0S-`1Oz0Ml9C1yR6;}~q!mFL z>HgOC_q^}(eDCn(x<5q9ZIs5E=?RBj+*PL_hm^+#(g!pv$C=`lN^_G$j3WXkm zLZQv!V#9Alho^qQUy`0T?|I&JvGMe=aDRZhZQ<$a=;G=4(DJhP19y*yF3!Syf&zSE z*Dl+6db)Z@^7A|W?|1OIxZCn;RI};AQSe-E8G4{l#1_bZXs_f-9->h8ysAn!bbYhe zryt$Z9i_+F+9Wus+PwUD;dwy}{%^X{OdGz3HhfLR>4rv`97fO6{q>ECo$S?Y>Q9A4 z$3A^~;@*vQKuKX8MN1PoF}O)=WpADA#YZqZw6nF_-?TJyLL{-}J}9%9jK_i*4L`32 zlhheer0`=%MJ~_E%32^9iFXpw|BoN9PLo8{Xg=e+-?iC(;q2$+;BYB8IM{PzigsgTgCqA@W@Ze$ zz+^j^9co&slFE5oz<0}B#O}+B_a6B8_*GWDM5lXWW__PNJuWHXlJr^$Zwox>nwe=+ zo24ctO%_eUV+sFuBWcgDJxJz5JUvd62~nm7cHuBC3nm3VmhAB|+Y@@RH+>Sbfd`D7 zn%THTIx+gMjXFC!(MmLP9+RN&{2u7;&lHZ!_BhU@y(XV^-RatPI@~aOLQS;0b(5|BV!M7aaE@EO%)uSAv&?YrU3Cs){l{nf zKU{oQN=v@HeR$X8ohKfbR_^=R;EVWQzpQsRXPJkGhwnAH7fncPZ*MP;mQz~`(GoF; zhh&MlEL66ica4@CxSgLqQc_l4m}>G!4`_zas6$sll^Rhbpf;wPsfp!It4hz}_}eZHesf>Sq}7iyCMITUcNY^SeY(|s z_%l(?_3tlL5r^*;eR%r!Gk@Q}z|A-+UIFtC)cC|i+OaI`flnGFdSPCx z-|tiYw zYJPK*-{`F!i=&g%&DHO(Z@Rm?7tLISjn1NpmfAxTuN-i;H--wqVe;+x7WAu+6x9(% zEPHREY5JWP28uz(?`{9mQ;uAS7KYN&QgPQg6d5_W+y0v2%i?0ozrQ|Gwr!N@l~*~8 z@x6Tc^0JH!BV303$^Lq^+s_ZIfe@F`Ofr6#AsSItmOc0trmb{&0e|tFXWQayZHHL- z_=w={X9zt|i?D(ubIi{fqWgNre^W*yLjbK%IbPx3J({4yd7S>|qL-Y0)Qj$^YH8u1 z4o^;=`R0T`cJ?VYyf~TtI@t6q@MM2}_s>X%m`g5qCnicvOw4oTTWQx=;C2r+DJ3P= z+~A6Brbgs&p$gme>r~J9&93iBx&OlDGieNg-(^jv^P44vV&GVQeW_YpUsWZbktfS2 zcYeqQ%f-V0n^v18Jv84wEh7UqBVL+XL>x8$!uiQ&@3+#s1IHBU_QQWXIZR8o?pe&% zWP9*O6hqY@4R9E^7_M9a4l$I5==r&nq<2G?RYc%t_rca*zkj2n0s;bf0^%2ZA3dUcxU;u+Gfy^< zgq$3M1=CZK@w&^*lg==l?uiLn)C*l6G*pB0bl3UW$u`99&x6_EURaN$++62+fe5Gv zLK&!(p75xspX&{?ADDwrLwSwsGbRfQ3e2sn!d@FUr29J0SHrzVH41xbMtaCuN^uMqvDX~IA{%1sa-pRpc;{9fC$`h{x zHEXCzvF7Nvs6-!rWyi$9u{u9J5}=Dmh4}5QSS)|ZKm1dY2cLh#x@6Mmigs1MLcU!8 z^_Ox3epHA;eg}m9_Ly1l{D_tu@4hLd5^=W$rI>1p^b*Lqfu(|QM%1NTz8g~#?3|qG zelye91T-jOVq)aR&|i0yKRe#LjmL{RJUYt1oppV@=E0@EJ3F7foZzJXA}960#U&Ar z&uBZ8+v77EXlrlQD}u`|eLYV1ywbT#@Mqi7Tg z(Wj>Yq%<^Fj2fJIpC}iW%7}{UJ)sp=78e)C1z?o)d9gq%PZmk`Ju@n=_2ZV8?dI3l zog{HWw)XZYYi$O|)QW1piHp+3!|sl)YG@G4ad2_rpLw*zc$Ya%jpO)W(?xP)VS)8~ zrJ0!}V~5-F_|- z8Wq(mbCM_Ff$iqz_R63#_n{~cprK^Z+UGYfn+5Jso}QhNl94@zLbEp8ev!M>pDRNT zZ@Aa&&8z%`CKO7b;%j|_;3@<&k<~oMthy0~4S_*SLQQQ@d|q8$eXr4##d~8a#w_@Z z5{W7(%2l3!zOE2Hg{!`0sh^7ShQieyMXd7kL;UA&!6U`D?Pl9#-uY}2%?)l4{_IUu z(a_NFid2O!V3#OYMSWg{+=NR^Eaq^Dn7B9Xs)2@aIGhowAzQgIrj9->Ep7CZCn63z zNR73&v7s`?e)-}>hoiaxB%c0$4PSr%XXU?eN%aU>Fm-t-S75DPzPe6InpQE$83HBO z$Do5d;Qm+s6ex=p5b>i-^rUH8mX@q5W0m|~G*JGPb8e%~&d!okQY^oxr=*|*%3)^C zvmA;^NceEIvc=LbCp9%JDTxGjVAsIFYonhWtR8_g7mQ*lI!U{K-n+YeR#DO&8=b%u z5E3FYu6Go4h>MT!IXjpoR#EA-9CCAY4G9ZVO!kIc4_K7y<=15rZoavCbw$)18+`ww zwJ7nxuf@gr)1#e6-)&aZ-1pbU2+)AgN1;5H2791h+&=3~V2pz-YBlg&6tzJSZrb3? zm>aln_!&n_>EPuk{r1|2!f|gQyu9EhyveC+n0^!&y>ze&gZ5+{VK~GEaP`P-K+Q!^ zo5}+~sIvY@hU)m3%H_5;E_nB%_;%L9Xa4s04wbFg5N2;3#)#Nd60Fg0=_)!M?nrv~ zmdx#KYRzvA|MYd6{HzlNfZJj8s5NBNUKH8aP~#4dkJDF8py>Gc`270y%N0N4)$>Jr z&y4eR)y7w3f=4mAuor3SY~+ZB{tOLWCe@ZO9Kbcd$xVU()_MBf)JJAgz4oqlEm27f z=LbtaZ@7rQ*_iE0;a5^h)3v1zCD9(>4DUEyx1FE2j#4qkVKsi;U0*pizbE0M&PYe9 z{kj*r0sEKT20~REiK{47u$YSPpONkT8e&NMY) zxQki_?Uvt+Z6GJr?r}v9K*54Zpd9*ML)33(3CD%n|Jrl<_-D3lXvW6peb8IrpFUJm z5>?h%BRusI#TfCsenUBzXohdU@9v_x-!6kVH-%1=ijuXcIF^QzsDitu>~9yTIH!`7 z?RIk2E#2`OG=#qMnZsY`cmKUjPaHZI(Z}uOY%@X91UURfg~3_!;}amKFDKP#xVRNuUeR!UQFl9(*fSNM zeHGkIm2;b~CsUO;a`kx|*1Dda4^2g8{7Gx zX9jaC<_>D-MC%unfan;`*jURrp?|tX=6zl08vR!~?STNne1|IxYv;UMYwJJbN-GCa z1SDBmS3khHT`Q}~@OWN^@~*$``&!GRQF0G+MuL^k$=;ZC#}oz^KHNEBf07d2cPt2sK-fzlCCgw%keD_aj6Wh;P#CPJV*_Z z@pS4GjHKGrop6d}X__vOJ<99)K90?&nGW0;>i$@fD9KN3R&j)TQ0K^T6IRfR=+X^x z?YhR4^f){-rk=W8>BDA;xq%>F?b&X;HwoT1PfXjQmr7dkRk%tl-$44(i-%TJFV0qs zsT!HjkL*z9-GFpp1sAw5}+e+)oq;HaZvf>mH0#AIZsSl^s6`X6au7r5@FhN z?)GmUWnF1=@iXFaT#rq_Prn(`Y!xvGOTUT)hTfnupCY*&^&9q+1>ZO-`2 zq!Z+Tiw)P^r-{o`hoFK#HZM?-53 zeYAF(WDwgWZZ$#?NsR0@r;YxL8IDD7Ap&d+R!Q&r0BEe=bDOi484-*8{Sdj$D6p9S zp(>er;2hrIuBX=0x`y!?M@2~q_3wIqsTuL*PWuu-5Rm@*6Ww&y6}x`0_sqe<$|3B- z?JQ$)1y)ubB-YE`3$G^5`9;#9T(7E!ac3o9giO3)ZffE=t+C~58{f@g7bGJcX3R$C zEKn1siQqoE`cfG8+m5Tk!SA+<{gKsbziES{&qsw((YMr2xiys1Y$(tZ>Mzd4lQD3Q zN;YPfH3`vB!HlxudYin9-Y!Z?qA1`7%0#5-B`i5TLk8p=WLIYO4zx-}=DQc;win8U zIbvZw&f|t)MT-6qC|_Z4)E?@_b8o8XOJIf)qi*mfv^=X>i4;yN*bT0Lr{9j^@Q*dw z*Qaz>M*aHYxKG@#3Zf13Yu#vlaZIKJd_@n!T2R)Xc?uN=1)>*@F@_cfZp&#>4F!{@ zn)-gM2?Zoyirj$+JeIlqD#d0J;zmh|zyc-Q&}wq7Le<(6_UHsaLS43~m{(m)4{1?y z2L9te#^pJM^Uenh%C`rzgsaVu)M5(QSPN2++{Sb5wjQcUgGkHvgtb?{(joFtw{UnW)&pP1+vs6J$78`yA&$!$F`5*LEoa_Qe&rUr-22fqu`939Py z2ODGINM*4G&KRFwXQCIs_jnnw_ci23FS0(HeYC%+Q-;5;ARWtKz@2vI3dPM_Ja*QC z=V7p6(&7?pF-(_-F*BR6sv3ADk8K5(1%p1tktr!FDLv?cfZ}jt`&Ze;wlE?3j?Ci?K9c@f8cMXWhTw+?QL>%2R4H8YnemEiej!ubECI zLBA9%8|4*j()%pRrDL>od4#QfeVUNjOb!oOmA{s7vIp#`9|h`c$=?!qc2`B4_ifTG zo}3IR(p;=jjF11Vwqz}sL=Kjw8ix|=|1(Cm*P7iwDJ=Z8dZqP&tE=bJE6D2bpEqeL z6_F{(7YeiL6@|uG4fD=kcQJ`FD3}e8zdcOZ3Dr^Xx z35U~WKn@qb{*5HF$;emYNB6|=;M#b4<#qG9q>{OfdG7zb3v&1?CCNhhO?@<1FM$i~ ze4XEO+bmjcE6<`|r7u7xqRbzrH5b8u$s?MCR@ESSp)I&nXONWbnR+uXCfc4Gx$UGQ z*Yo5}L(#O9G4mh1Xr8DJYd=G84?&4IPnr}UcfAJUG&wWN(Eik&k5ZXM;B8=FE$=Mk zfDM-)MC+`~NdmC5%dTmnktb&!=i&$KIC5z$)5WIWaJK1{4GN|m%!`kzjf+znhM3ob zrbWr-tsmQ(leO>KxjY=m*`ztvW4mNH|1LFNA>6mJ4hRu+)H0#6_3wuk6zKM^(Pa7d zZF(6Q7`H$Ch-=yki|)fmA|8dBWw@>Mt>*0B&WRqB2A89H{}cUeNjHMM6&!UM768$d zP(d(J;;w>(N0JyQw1~6zRE$SWP2-Il!b*F~9QR#esf&~w;L{$ z%}N;mOwK69cIBeYZk)f8QnSNLCJbjzL@r+-xn|_Y6d6nx*DH67@d(Qg7VGPXj-dHg zDu4omU($snxB7GyPfKpwlDt})58oIF@W1n^#OgiFG&En zZ}i*afmZxWorA%Z#wM9j7BQi}a|?Etm<@0+ABks9*47HSvF{5o1-sv?Ui$bz2reXP zYY6uRgM1)A*7x}Mw@Tx%5UTpZ=&wfYhfB1W37Dj5fXz`{8q5)NntV%kvb40s#>0c( z>VNQIDK9u7hMcPa7#N@lUSbt;rs$7x${t#JVsfg83jO%&bkudUMT~oGZ|Vr6+uYV; zDf>78J1P2=e)V(G4rmk>4!3`bd;BIqM@M(vUDozo8z((GIq2;smNR*IL2VWgYSo)C z51k(_5m6-2pNUK|TgR)FR%37OleJ*5e*Qc-c7q>NA@F>9l2^;tB43iXQvPTkIBi& z0s!lcUaRRnmYgY{hF3Gi-DSudJVadIre!H#zDmn*Y1_xp=sZUd(weiaDsG%A!YZN6DIZ7n`jhSUjF<>@?=SZOZ(@ z)}~U2!K$2!`_}=TAu)XI6*oBKQH3S`y&|0(<)d9ABO?{lBO~O{J@w@7bYKvh15-dF zVn-5Aa^=dEj+d&b0{;7JWSe*I+zEO77=6T{NXJmrC8Y21UoY%%tR|M5r8k~&$`kB98@?3KUI;2;4NIDGIfrYL4?!(_% zE>(di-u+o(mG4ik8NI~?GP=03>yK5z0eDyC?wc*x zMtWUDM^{AYv4;TT1SR8^s;Z!ama1xKdwX#85^@+MXn;;eh*tteNs7&u9U>||6WrJO z#%mJ5`}TeOC>Y4W$*F(j&r;?L`{CsxRmbev?61wO&e`h4a{k+ep*~jAasXQ`De+!t za4N#Rw6wAsn6$F88U_Z|a!9*;bZcu%z+q==D@3y-Ota+bJ_ArNjZICNfuy5UnU9RF z%{(G{c31BU?Gx9US~OSNm#4LQSGT^da>$+Expy$MOXs7HR!L7EGn_-G@9_&Z!)OI7 z8fFN@xg~V-;y~qvNR>a<$`%jBBj-e+eh=ov{TV6AI+ol0qId|TnHvN$O5V>;5+VAa zOBa`tGCn6H(W@m6ZVeZ0H|wdm$O-)synizAaj@(8Ue?@-(J`|~#R;?>G8LAjxG3qf z-4S4Q6hRc2`~5o-=#hZGAGz#CiV0D3z&7;_4qo5Olkva)=6*BKFOnVI-53%Q641MM z0P(}&hodyQns3u~c&0#y-9RYhbmT2Ok4@Dd^I>H#YvYmZex8z_|jua(`jxF^4u!nyZhGil!z}Nm%KJ&-xB-EH|;VxTMA>r&Lj9 z+2Yuh{Q(&H@mcAA=ze~mrM0N!#(SYwq~!baau9Y*^rw&Z%BV|^{QbLs{Alh!yMO=w zaLt3y_D`a3`C%8z$Le56HT6F|{j=xS|Ga@Dbnh{H0-&L51NOO477M~jeD{8&j_-~U zT9?(io-Iwtd6_bCCNd_3boh~}0Q%B_Dr4P4WUAKd)9Y+GQ(xORFqTyxaB>*-fJV?; zA?ATubadZ4!)YjxXIE?TsUaOHK!Xz>aB+Wnrq;*oZTyusB~Y0R<)Aet+IwA+wovH(DgGCV+5)(`M^u><_(c!Jt9 zB0U=PV0V76Fi99BmVG}AK@D)m+KIu@sVc~X{dkr+y4MH?9i^Ek9qM4fH|x!;9Hm0x%#}jyZh)M zA@7T58BW0I>AzLB$44$Y=I|whr^(@^^z}9rEvBQ>uUlH`-Nk!m9iMwuR<-~YU<1On z<_HoGy7b5h<4w_0=k%XJg~YJ-_3qsX4-06@-4Gm;3TUTKt!1V};&hsUWT7-9-X!vH zglo9enBw4sgSCJaxo(b{zi;jC&SKm?z5in5Pu1aTu@`r)yd;W)^n4i#c-_?AuJkX; z<)i|hkknSfUqZA&(`UlDG}pbP441Sy*q8O%oK&wN;4ZT z2i7|CGJy-<>1EaeG5`&)sG6Uq#7VzqDnpl{^X0yr`f+P8JG1Xoe~1QWs-!fmVLqIZ zZd@I{dv7rwBk8jwEG=7qhL|&q8+&2HZ;t|Xq5#E;(m-`K(kL2cF)LAN#?HO+#qLYN z=$YLJpUz4ZtWD%ksQJ8}QYvAM;n!Z4;hR&0w7zC2H@Mbo7R(Ud+S>YU98`+Jy)?D+HyI?1sL%P?vs=3V)B5Ow6z(}(Gw+|qss zy)oX3H0AZcBdlBo38Q}}Oa(VnSDhvvJ&(C1)`9lXow7YwueT8zoZZ=2pFy~~>;-YG z8;6_E!BdYM9?^<9bDKKJ{9>@3`IYr#0fqgqjR$0rJD(DsKvdkP1tar=-^t@a09-fQDV~a+;~U8`f%hwpQb@R zT}4rZ9p{tNyE>bvY+_0DOQ66oF5QlP_{Pc?I0%&$Ty0pB#H5A7n6e%HT4(~{^!D@^ zy`W8($A1pOfW(skjp zNor#LDC+rTwt3d{HzpXF8l3_*`)(vM zn>&h$C#PFSpB`jL955z8;nz<4iLCAR&lqEXl~x9)PBfxwEjt@(B97ngA$P71A9~+c zku<|BG?HPYO^=Q;BpyhAcRJ7e22eXW?cbfr=Mi|Jmn5a>a>77fq7l~G8dx{gdqt_v zoFJXfdJSwrd%oZ zq_aPH#lKuTb3k}gcuHAn}0n*a-Ix+iixC*#H6syrNYVUpSA6ck$ zpl!@ejv|lRpAQ|pKfkh~zjz>s9~urSnAB0Z@Y7(P#@s0KcVY*x-*o_gPL`5@G6hkY zzhw&@MZxXG^6YcIzDI0qMb@)gnYO$s+8)Nl#oXEG)aJ3=V<5cMtcJU)5nVOxK{dwFQCT zQ(o^sz)XWJl_ix|du)o|&rGB5bO8F%^V?rZI{=#$0?U7=eDs!@8fX)jW`ZvQubDKG zAgc#IPv=SX=vzCZFLCquO8xlRm)xG5SFRv$-fG`!8~v^OM9D2A zo&aZ%h6UQI)Km-*z)BTa%e=?Fdaz(5`EfAakTLG+ZCIhwr-=y3{?QA;%FP~#?fSjK z@DThBXj6}{s|1cl>_qIw-sFTQlj>DIV{(p^XnmaAa&c9}{%eKWn~##gkiqnkM#eRt{8_hlZVP`l*c(TtN-rhjnWz5!S(#-zX8~HH` zNA0U!W@Sxai6EeCdQBfKQpOapmiZal^8$B;Q8^fJcjXQoH6c|54P+iAU0n(gB=dE7 zv_Z~f=i*|MlVb*f`~mtc{rRm$&nbQT%R@~u%JEq*40nDbvVxLV_Dj4ukV1yr0{sJa z2E-8L+IDg756aii#b;)bP#vGSKEP|F9^il>XZvtqQJM)6iW01C?Czg^Umzc}?ccyqKCY z2{@dOD#qfve*HQw0YQZ;fl`F*@w!lbj#}jFGSuvl?~N5#_*nn9KCZ6~PCt;oa@magvZfywUfZZ|M_SPmV5>i?zMO2u)ujS&NzpaZ^i8-A7Umj_+$l{B?l{(=R9 zL;~d!Wz&o)E`~RQnmSRC&8?MFFu#}!n8R8lLUgfaPV7~KHz-ul(IWL*mszGTY(k!~ zonW3ce52P?xw*ME>+nZkU*DDeZ0LZHJ9dfcT1R1`Z0wgWcb?FR;)6wkZ(A00w#UuQ z&3~?ni#PTQ>P)8u>`9ZHa2%^#PnD#A6wAtYaWpKzJcN;5PVpenQ^r zt+MFe8Z|JRZ#&tzy0eF`?tshEKN&$%ls*k@+y@8_5()}T6!?L9V8d*$lvj3ruU~H9 zl$4yT5UUAbX41TUB&#B_SBpv_T*Sgo@h_!%klFz^M!l2R=webx- z0Q^EgHI3nO1fu|HlaP{zj*s7~-G^;UmdCO7B_BgbNXT4-?zU6J)sR4Nh*02+I)Pwi zu{l8z;I@TNC-M-FzDeU>;Ke@J#uR|$l8}&K;{<;|8~^H?7nf#sG?8^-4e~TlVf0bpfoGk*Jr@A)RAm4JHRV|GN#Jnwt8=c-0UmrxUlZGlX`yR?za3!ghiSfO3luBvPK{_5^MKi?45wRb^)AYXnFA6-hQk=0=bbn0r zJ@9?c$#le6_+|6lkE*Fe8@Es56X4gh4#1FPU?GTbFyOcP`eNR-rgCPu9q`g`$9NTm zVmg+85G9g?|7P7xDiB8G&}!koOUp?#3zmy6;c7?s;cB*TpUr-~eXCy=qcN30^B;EW zKcLn8G|2xIx-(BPS&Un{Xtt?Om){*4ycGFE%oX8L=W+xx5kS3DpO0;WcRbO8Wr(>v zT}<0X*8mqB+>%9qrBjOd0oi0_nUKs9f`)-O{XpuT>%?JxDk)uHdA2)-g^Mx@3n}Sp zo80932hQZXg2H;v;08>D<6_~XLiF>cnfFsDVO{nB9^y7!Z{2^Ah4&7<)Za|;L| zn(K}cRjhgSb2ucs8hGrz8SbmaWQM|U%%F?09{wgOS~6RQ8;f*Tk$)j z|J8ONsldPZ5&F@G5F^Ko?{P=n(QN1tarEG;adOdOO8%RP`-5w7Yv=@ zB;tX`B8YE6dVkysY?Dugq*;ZR-f(r#{vgk^XEefo=k^(4D(aw)AdUyft_Xz;ivv0v zxOEhOysh?LH{w=g6JiVRSbI2R*||X3_}U}9#AC1WlmkA>m+~w$Q`CWqQ!DogY!Mb- zUP7=&-GmYZltEuVuw28UWm0QXEnl)v&YkCcEjk9)uUr$Q-mlA$T)0X znUhbVg)!|%sa>6esDuVZLX|qS!l(`(4Gql~wmAZYaJ4;cF<46p%}Bx~q~6T61{%!$ zzH;;eXm;%))#oVK)>L2#3GFmT0)_;fH()@zd&7>k6x@tvu3t)DR5f%e4g^{l3>dc| zrkBSr+XsHROCUW9_*Ll|TxLIHxwOSVTZB087^S?Q3W>0yLh|yMzqcHV$TCe(B@?#( zCoide%a|tslL=zh0y-32Gw+kxR9+IrtTY10KYzSO|7Aj|d-~&y<-f1eYoJR;<$|TO zvhA1$%rJ>1xqkTIF6qvd@rRXKsRBoBfZH|l1Qv@si>vdWkOsCd_SSP$(8071C_Jhl8o*zLf%rQf(N)Kr0-z|XQiL~k_jMCW$V(hb)y?~&SU3A;TT z5Ve04qJjONekw1po>h!{5V6E(b+HK(o8oIi zh$MTZ;5oNzTc{P00h0|hb7)pp*0=dP9E5bTbhh-wilL@+qbkn}T~<-0iaeH6$5M;Q zAci~@PkDZ$NQbq>jYKXCd_L@dc;?oBH2nNpq<(X9&rc?u?>^5BC0zp!4vu{Flk2|z z<_?|?D`8Q_hyNOK?Yd+Uv{R_iuE)E7Sl0n>!#+yC%vu)r&0Z9c9b(#j;S`NiyyuAT zZ%kj>EhOlklp7sgb}zod*?+zZ%lDDn58j$5J~NMSawL6jc()M&N|$!%s||)U*FQm* z2uW3;1#t=dE1`XAw^C5vn=_1H>yroCc7JUmjM~(<)3e`BgjHCWoSai5iB+V`3QSgf z*2`|c3N8t?rnm+t`NvQEbsGHc%WhMKHl>Qq;u)j#BFf59Yy0 zsT@VbNJ4wGiLqW^Uk^5PG)eEZD>vwb6d0qOfr(Y0WLr?hv?0lHwd7H*6FF*gX%!T@1bRJ znk9${avMCEEQ(GYN&B5!Uax6~&MBYE2@sHrF+>brzLN)D08(wrnnRvBfMKkNZ&<*2 zO5E4iw*#b?weqU?SMT7OEk@Fr&7V$O*3&~#t7OqN{2z&!bfG9o5>k2%85CNuhq9Ok zpLwA=zyc}Y@moVZO5ST~`)6;ph1zhlQnnB`F?F(U4(u)7HVyx76)9- zxM2NXTU$d!5HMVFce7pHIo%oh87$^Vy0;OuCXt2iQ}SGR&-mWqQG4_G3IS3e?;U2s z2FeC%2Quw@P#ltAf&v_>bKs4`M1iIW=5g2E#IkS*5pcL}f23Y@J38pT^UxF5-KRp( zxDD;vsfLnLI>#T}IY`@hkc|;bI5@<+0NbOXkU@#(VlIP5A-Wv;7574A1CKj;hKcBN z|AdI0)G6IdYW`+HDHv={v*x(LUi9x+qpFofGY&UhxhU!Re7t$$xitEDg{-4cGRT9hO3V6u@3(EsZftY`hDUZ(18!J_P z_{izGv`FBb3>FpW$ru2QKL1mvwmyIjqD2INMoWvd^xn6-<4qo1a3AK^)}DliV}jQY zQL~n(nrffUYx6ch3jqfGQ%^}sVGt?z38lC7FVaPwkxI_0p1Mohfpv*$4unml_&d+E z#DLv(4h9#NM@opnbjtF;&KfHvC1neALxn=&j*o-b7JE~3Yj@bNTVW!Eo#T&7H@M4@ zX4h__rl@padYTc8-Gb86(g@UrSqqIW+|qh*05c*f9Tc;lAEV7hw)8vHJHZaZ$|}D= zDi5a4u+BR#@8hBs4)>KxmL;h_o($eAqS#^a1ADKD;sTdSvfOus^L`>4rpg6K>{SKeVyC4EG_#O6lu->tz z!~)hTEM#jt`b`gdCk|M7i-iPW@}sJ5vHMt87TQpk);%D^k8EFg5H3%R<4oA|8eul7 zffJHcJDycF9jJtAFnBUZ`;s8`eX#X|e$9RJiuKL5^J53FZ+F9t&JAz$+T)ohFpW7n zu?Kz)h0XXOnH`M*8d7AI0hwn34Ym`S(97W+;N>sEjjHH?c1^&#j|BY7XsDWRM%GKK zbL(A?7l3r|sXhF1%h{O^`G&QbR(iR!UGnq8pTr2ohs=}|DY9I(5TO%%@QDICE{4X8 zNaB6d_wi4p#mD-o{((%^Z;n&bSS z{URT34cG$SH&Wt&rWo=5nrLqDE4QXMsY#_D5ZK?R%l2M96f6V4jlL>=1tIj(Y8&%T z;V{L-(imJfRMK>!h>8%MQYB;-=hrVx+7MOZ>s`Gk{6Ay7Z!ErHldyG=CKDb-ZLo(y zzP~9$Tw)*n&RTWih^n0nnQ(vx5V`?mBxhvx?OPE@^qF;N9g&3e*BI$Wg@kSTJHVN+ z4XQf|#e}=3kfd_;ut_3)RZ^KHX-n&`!7baWQ(f18{l$jE_6Zb{Y0GWQFVHQ5KOP2O zY7G4m?E989?KezsMQU&ga|GMJX8O~FMLD^x$d}6UUfn_seG#?d&t2v0Xss6sDMy#B zFMN)Cld?#c2j*=Ova=aLv{q%*%&`=pc`j1+4HMLZNu#f z5hHDqVROPEb>aU*dyT>R`br;&szihvfWyp>gc-Q)`cZv94WfLLHvX3vme-F-({Ao{ z$FW8eVljlamY)~9Rt^o3U z_4`Vx5Hk2?H_VERqoD+X&PZDt|A@aSUg~^JHiT^cQPC8x5THAd%|BdeCikDQBe4CG z!ivxO;dA zy39z!WWa(+4H;N`t%fEj`a_JXMzf$3U$6G zcOCubI}s)DkH&y!inZ)M^ixYid5Hj47QlC-3|<(G_4)aE0JEK-Tzv9m1j738&=&@0 zvg)E>dImZ}j@*NtAvt6W$>VoF_edZt9E{%#w7ojUV-c|WK(M^o00uGN8DUl;d)Mf2LLq1ZN|cu$&c6k-#vBX+0`RA=sjY=HR_(KC+5!W2&_3VG zZ18q>a|>0-mseAZHS||g!-px0xZRT1nEL(UK)_Dp zX4^?@_R`!O3I`|ZZ@YF`6%>r0`B6;hu3Y)EjKTC0N0Ok_iR)<(+ZK`}2`7VrQc~$F zCdeS22>l0BF38lAeK6QNssZr{nW=E5!kVCikIQ#|!uIw$`~wDf?k1lDiJc+xkPHQ6 zI12Tz4gX>%0=zS2pt^1Z06s@Y$1T|I=#4uUN43N2+lzT(U&?O|zi(^#Z_nDuOgk)w zSE$C6j0+E1t7#$-q?eK2`nibU>tDQyuxB;0#Yu69804+3*{?fIh9d)1kOvV0AF;Ur z&3nzPtz~>?*7ql20Q8VB;}DR!S^6(w4aP5*hmxQplWf?8bk^U!Ie3YoTWQHzzZ#fW zy_#@Y@NRq;aY)WUj&=v6o_k`~Yrc+^td!_*lg@}o=iOi}a4#eEx19hJ)}x)@b};7= zQMtW4qQwT2d-vaYBKHk+i0zMDc^RLYv!x%Afx@FlA*j~?r(Mf^mKrl*H&-NIZ*-}F zXZ-KL6->Bp8z;#yc?=gUM4Q{)Lq=1DfVz3cYa9vl6zRUFaBF!EM1_TflAb;d2imu> zQP(9JFGWSj!XvjxY&YhCehLyO^xD!kGy? zxR1xmTFNNnM^SE2`2lnR3;Wd{k|Z$5@WqZ$@7;ejDH~5X|7L=`RHn{8d#O=8QD&cJ zVPU~_eNwbkk>!$cjWr$>zp3N*^t6(Q*BS|tvV&wdL7lh0Z~vY(sri0;5F@~p{rxnv zKdN=T(DqhCb2jpA6O6m_D|Q$;H{|EdyNv=Nr1X%OUZ1QJ_uGACXzcBM9eU7s&_H1{ z_*Ow*-&dfu1iaVotxYwNqwc&AGe2%{yY=a-x$>sX@@UOp#55MYOay5lUKt}z?ZNlo z>+A6_=|-(3clK6EJDCFMg#dnL)O+83xNEnt`q(6%2`H1sMHqY1rc4n*TZ2ReiUK~! zcHG^UV;Vj+&$=w-7MKJ-U0(uNEls?(yYYLt%_ z1Yey0bB!51^t|$I!6qci58ZEFkac}&z)D;%hSzbk;Kf-erM-1alSr7 zH~W8h*Q@;l>IDVBYH)IJSbR+3K!qS!8zzR3{F|MVV*%4V`!~NkogQw3%9K2Tp2&B* zg>>$BG@8>&=U}mNdMQFF?y)mkBI8btZa-fVgtFIwdk+&En`)xH&f%_E%f(ZS022oG z*e6ivkD+EoMnte&dva3w{U*TN3>p7=!>k$e_f8LF8P*-kJpZA7Aud()jI1mN{lA6m zFpoL7^0I`wurL-kl4dt^WLkxR(l6*j3T({xhw3Kh`+)JtA3w ztVR#)R9UIhQs$4tjq%%#a%tg1Dk`r3Dvdp-Av$yvp4`s2$(lX?kO7}!|NVPYwOFJN zZsag7<~u1h3R<|y)18v^)`G~CIkKs$EEH?Kag6B+;s_$+O+N6>Li}8lPm!coz~y#U zCj-9RceC~23-D8Sjpy6LcBjzoJe9Ak9Ub5TwCA{YD(2kmz211D!ng~1++4iaj6nHj zo#V7a>dUY*4PoJ~qzaXsYnnHn}mXR2P^nZmXtbab&N8_h%CioY#y{Ru6< z<3MP)u=Ke2{0*5h@ZP!&uH{%|`r!Ko_!t5e*swXPkWrSNF;vAEYc4tcfDaE2s-zc% zcUi9-rt1o!DgrJLa1f)zIyGV3(ipol{$o|Y-rC?-?2b@p<`MbEja7f@lEtjC@o2ouj44=jQ_d?R}ug!GH4~TXH!s5k$cAXtogDMJP`&VP6fhCu{G_ zqZUf^X~yBUeA_zbBhLSWP)CZuKcQ6scZ`Tve5whAnCs86D(4W!pS-+2*t|n z$pYHO`?^m`|M7)11}wD_3@G!YXJs4pN14Lc+WQfh@$se{u2JalF-_`Y1<0!O}>}as_z5LZRTD|NMs#nzb z4*5o13V0rY8pziHyTdB3Zf@M}8l}VCxU`cIzWNRXJ)>vpp9U+x`-9bJR9OR6`jyYD z?Fo$AW57hafJ1v`(T7D{N}V*iKGgUR{aLw&l$G=9K`<(4YiFYutC1?q)s2~U1GN#$ zV0^eEu_l}Pc>BJhph!Vb-G|P9-~XVORKAP?Dm*C6`5^Dvti!C>krBodg%=NAsKbrW zkN%f+KSjd*vH%(J9@K)Fpp$jh-ZiJid;8Y(3@uM1_4lTD$%qlZC}|oYTu>JX9#Jsq zN9nIoF1FyEfE^!@%`0>a?mVRj&>8T+WD68g>A!t!HtT+2r1Tdp2`?Q*|Kjhuy1hER zEWCOQ2h!t(heI^su^=P*ExTXUZzco=pK{Jj(IrOC;8!qEnU?a-#+I*ATZYPnL$a=5 zB$wxDAf&%8|5SiyDZfhPMKjww(Y*+DjyPFrgRxChsTlSLOUBj>q!4|RPw+0M{U}m@ zw)NfEh0?#mftNm(j@6EH4@YJ@SA76r0!E^oSWZ{eGnzRS~!?MR}T)`3d#*ldMgP8raR$kfG z1+$s4Z@H{rRr@YUEEAx|Vb^tG#J80H3aVIz)zOv7K#Uk-3y68x+xez!A$B$m>EdKQ3~1t z66w(I<_puz|F*ltJA25#tn?f~l$2WX!%@Glvfu^&q?j;u<759_51Z^_ke*NMM(jrIOQ*nlbBlE-X zcml9;@bCLpJwuJ6^^MWZ_1EyjTl722ibEnuknw#oGO{ma zdRL*Xd^UN3%rys{ii3P%RA(PiRrRipasoD-K)|6ZJSv0QKj3GcSe5V6Bk74Y+1!os z7voOzaOSV}VcbI=M)!d%HHY5k9`JmUJ{wPfh)Wv}hKFasc*h55R1*RCynv1w5i|*~ z!>|g|HKE%=p5Re!)tf%fC98_ps@*aDG2tJOtB4+D4}liuJrL|}zx!#CXQv=f4S}Z_ zL_l4j{Lu~#VPn9N5b_w2m2cdq;LCu3V6Fo3@sbK(Jji&BjZfQNSb;j*vg1p0+)!$p z{|ZjGkF0|8e@u)>os2-M|6iSZ&pxxDB_^Gyy|v$TkvjEM@Wq+9*UHnI3uypy$y!=k zzyhId$;^VOqlab3H1`1kMyyw@U|8Xw*Cim?_8jakh|@*rzG9Ki{HL_5NEZor>CPQg zkN>8u94)o&twKex0GmikV5NO_Nya zpAu*7Rk6^}Y!bBO^dECdu~iYE9U@>{BJ+Zd@jzeU*pCANSW`3M&s9OeYWGm%44u;V zKz?pPfA(yg>#7#a)~SeWd)#=@oQj3)FIM&H*drNgYU=;+rWti5FJC^rxA5`{WJ)CU z17arz(t@w95}qLeCL?QX+ z;lUj5cMxCcwR=@41R8?(!z+rr6!3%P;-|E#I$oKjAzg?3VLI*E)PFR<_fI@z@~8}P zH&(>01HnvIJLhC)Y}2(q04~ymYD6Ia7|+A9q0a^ z5+DJKX{?$VxNxI+v^Y0RCA2>Smvxz&8!taU|KOUZiQ)egKaJ~V$_v2Y5)NAq87$)1 z{|Kd6nzIQX$w~zsJ{YaQl`q z@uZQ>$A{VP+QLv5XAKN>DFAu`)hAu@3Ed6cP+DP|Ie3f$e_dW}7%!)%Q@APbX*v6m zFaja#46_FBoX*lBu7=hom!eJNc@ht7y&&iMpR6~K($N{&=S`u@eDx6Baw`q^i-U5{ zgloiyacZ19v+AANvXIB=y6mY!lO*6VIf7Ono*GSZ-Yo6xhsPZB4>;0b&Y2r{8MpnH zHTII~%Eb-=^5C&i0tU3VIxy+Q>t#TW@(td+=_s2LE!^N<6=0Xe(;AGpUi+C5*XzHW zt6v88S)`PxuM3N?(rl}$NmJ7H|LZzdNY1}E2m#^;8c_%YfB&I2!ocipn|3M~GA#eK zYBLxpeC^_+y~JZu{d?!1%|-9_OPEl0k6Y-{bIJqzTdx+>AB8 zct(PbaMnM}wZd_lyJx4X$Ab{WzMZGn0{0w@%x}jfgNnE-wvieodZ{GjbswY=L7V;z zor9CJMH8O=9QB@0X8bo?NZ|PT_j)(mQ`n7HLA$o!|a(8JFwY-&S_wvH94R^qLuB0}Ye8Djv$l4orm_4=axFQkXKa&JFHh z{ylfzVK`{(rEj`I&O5bs8nm{C+0sF2Uv#6|>;zE^oE&Unxh~iQnkOiw&ABa$87Lsc zN+dpZJ@_q@$4M&BT5lGY=b8H#jTUzm!JR}K%_|h~-8IDbYV7~A28?}1=Y9Gu# z*g3a)G8%7C-)sv@V(QsDcI=Q@>>+yQjM@6C=Ew+z3w`^_oe7^JL{0X@~ zdCxI9;AL-o5*M{`-Ti4Ljvi=rw%1*iO4ixoTV1qJ|E1{QsxxApJwDZ8GtvKTZ41Bf zbcTS4KHlK4d@d(%?V2@waBVpbC?+92*u#Y{dH7CAMcU_&t&DUKNE%nomrZnzu1r}m zy&_KG*o6!3>EGIZ_C1kVuY|kpIqCGGOi8@z{M`^`P9708iL;6VFsC*Mvkc6CkBF9Z z2PR+G6>+(7PyL@1_VJ}0F@7K~{^Q?cF6~;)Jkerrl`>6{Hy&W-64pPIZF)LLXeAd_Mwpn!DU+j!u8 zmWWJl4-4~?i9a1T9{BoQ&g$7eshhW@c42w{hKTJ^of?~zlyvBeE_(Wx@~)oBhKX~V zbModVH{?7pW&735zKL>UX^4MIWK}{KDmnVFJkWVdIO^$xzkEy+i;Un zxGa1$D*t-kg(l_NA;HKr1V~!XofWV_r4=oF+y0IFa8B8jlSaXZ&N`|wmJqT zoY6jkvwZPSae;kc;ArtyZgd;#Tqq%p9gh>uX9`lBg#V<KB!E9MAU@;N0TlFzd=vX>EAN|8lp8UOY* z$QJ8Y4N4|2*`>x~dfOb+=DT?gP;(ndh&<)kZ&X9hET8WxA}l1d2H0`hln{JL7m#Vk zhu0i(i5<-&St}z>HWEwMVgCGmacN^8M#+D;3C*or$3{=+AGDE8vINT*wi%(EStTc}=?Y zJUCAp@P2Ycr4L?-F>pbDxg0OygAT29UMY#O4FLtj9hQOsK28!z8vlwoQ$~#hbiYsm zn9l?YW!lE;%lPfXp!9s7mUyntD~)$mSBxx}jHkrWpEc_^C_MjqX(T?t7zHB0^PO;2 z-1Pkt%zoUYjGk3~nGb`Z8YHvo&zEDUx5mOk6bvyt8PRaz*M~4j04}YH0g2k-$+#FL z^PFS>sA0%dOa`uaXlagBrL1soy164Qbun6R{AO2x*)pi}$?_`CadXe1EwDr*&pPF} zl~y%<=tv_p%3;g&H~u~G%;`d44Ofai6!lR-PA(cN%niDEQm~MbA&D+PT39et7;^Mz z4i?*^qKR}x(YPWX3<8O`4kbLp;O>CL$cFqP@*C#naq#q-z~ISg1&t1ik0g3vo#Sz5 z`1j#jjik3pMH|GJD1%U@y|2qA_e)=&53z#EQvJ~Npl_T0ULSKB%;BV+xOdK-V=z6x z)BwdW!@(L}lWt@CX|s(*mKl00gYB7Z!73Z?yt!(_^sF2=r+Q4vA;c{0sBK2r<;#~H z?!jafjP9sa^OTh*pz#1-)WE~T_yyQEf_1PKmf`0LBG4*tB-9)aOJA zY|t!T{Bz)tDhGn|Yq$NPy2oF4zgnQDC!1aHDeC<`ObujpwsS&5LmdYmo2J_+En6l7 zGrc^Iretj=lU*^(=gpf0dQ{)1Pp7b^&O4T&mjCbm0v@BqFZ^h3_ikmX| z_wn&jeFoB>%g&&!(pW<7mC_|i3ocyLZ^FLyx9zvK{`btygEwyjPvZJJ*o#X4F^-Or z(qdj2@K~ccx@f)lT-&&jB)}j6R7;iGYwT~=(oi9WgWc~2n%|`{qJ+a`b6tlMv`1vx z+1luNHt+CX&&s-lp|;maGMMqb3T&1GG@3nt%xj3tcolIDZhO;nbYmX>NrbOzhJ8F5y{&<-O@>9~7J+S4T^Tj23%idG)&Xbpl_w5IEo zwUwwq|871Ow&If(_dL9p=w7lGes8HsB5|-OG*3evOR2yZ{SNrqWKkGxNxC1@~eok^H@@ySDt_0{Yhb< zjdnH{-eU;~O#_7(uA)_L+7(6S9EuHLVr(?85$F)2v5Fkk-uPCGLNpQya3je@L2vI`_`pVD z8dj^+FT8OqNhIy^5l0eSf!*r)7te#*W_0OaQl`l|r@>~EJ z?7~t!ck>ThB-}8V{3kqQ;v)sW-x6H{gut9zR2Ojb;-~V0J?$olLTzyOK%QI0l$4hX zBJt=hdHZh{j{6Mb?^^hp@CBkrdo>zvxWY;twP_!UGz$2DWnN(8Rw(@{=y3K9h4&k1Ay+vLTIai{}(X0GLhe&_RipFb-zkQJd zg*5`Wt2+qZ6oRSk7BM4hno#kc#~CCz5l4@CMFNXBX>wL=^Yh->DP6H;j@z)WrROB9YrFjR4Uq z8AB9e5-S^47Cqfb>5XvN=-+%mySpT9#v-|p-Le~S28fp@o8mm&uj9EyQ6e*OjI1+ zAQp`Ie`}a{Akzy!C1vI4j{y3Hpg+FeOie4lYFKyx zSkg<$y35X#Oed~+UbujI+|F1i7==wuP5Ti*MHGADElxh}xTLoo1^P5fo9W|N7-5;2 znf8SNd5AC1FRvE?VfA@;vdjQ%G{fN0jCw>ICCK7H5b-j~%MaheXwRuY)Z(DKrJ0#{ zRaKQ6ZcpiUohT?rz;&FD7{AHgJ*Yi)X()7Wa65^>=YkfaVAD>v}!;#ww5HMo*ITl)qE zBtV6vAZ}!A9Eq4w{~~E%V4w`rF!&fqphRbDCPrgs83Dw?UZWXEp!7(uA18Imh&0|0|ukZ1!7w_cEsM9dqqUMd#|1| zYCm+ed2e5bLr)3YQBbXW|J2yAZllC%JSg26f7#MU8z7hd-|gycdZ&E0QKy;^0x;ty zr#!EH)gN<-63Q(vcLT^@Cr+$Y=uZS0XnR2*F~a3-TjY@7tdFt@NzfqMrO@mH6t=Ht zD=P9~>U`zYA?bIZ+1)-kF!!(U+BY&gIT3L+Za1 ztc7I(y22#ln=V!gz8Xlz-XJhUSYPy}m38lw(d{=8I&$_2un79cKF_ zBqVk|(NsfeHuE@Rm0q8E_k4SHbyg6105i#EkV3l zGV`>yyC90Q2@F9|3_}u9V0;$VMex?u1-VAFr7C_11g>aqp2rhefDkV~f5l&^w*am{ zT4Bgs3!QrxYiWt0ZZvjwmIs-ODS?m`7#KZ?ru8LYlL>G4E*^RJpKgr`qFn& zDJdx=t{^99YAV6o5C$z2Cc+a@z%d+3lcY%kTP6f{{9@=m4Q*|IdGEO5Ko1uoi;n^1 zJb@v%rqe3~@aAF{f$6c<$0pgir#g5GWW949zcKWg!sI^qcr@ zZs1l9BfUQwT#daTjM#@#iH`x#(FYSD9BnX#My_C7g)16{yJAr=9Prv^qqjhtLSG#& zI)fkYLSclM(uzmp-<^4@4~PW*6qSf9EZC6c4=gl_b#;LF*Gy92AefOaiii%)5)oNk z=#uaK>vlXtF*XZc(@X?((;GQGwBox&i>N#YG?gB zl#J7{HkTCk0R8eGtg~B}4Ndi2N#U>!Y6)zXB7&!owi}m~yR!g%6%-u>+-1@W9OpQ1 z-du(o$AvnDwn127Vc{@tqS;DQmLlZdb5jGl=0ER-h|Fx|K;>eOK%6hIfX!wb1qBtQ zFVNJq1fc;I%T`^W(mmAcpJBky&=W`NeW?NEIKu(g_nQ56eyER#nGL0am9=$rVK|aM z{MMd=UQ3=|w5f)AUZG@%kUTav47CMG=~;@iLm^G)P5a;p{hZ~v2SGvbj`MM3c6yMI z4jzRC9AHRt_RcK=E2b3rgkkW3<(R)xQTzGhAJd8D27uHmy|*q&+g;1EN}g6QdKT)Y zw81R~l{dNB6VkUQ&F=uakT*F?(agCqqt0tj=Tk*21^MN^0@zeQbz>aP;^XOYJwQwM zn{5W-AF%JzOsLoI|b$ zfh}r-g|d2kRl$O#b1g{Ygqz_J>4;M+oSmI3n>}$90zDFBWby3o*487CYD~j~tpsoe zF3Mxcx_j8CE1?YNY|2xoGen3BipqIg`nbMu`$k+rKgL$>t)*csVd1N_Lq~B><{?5y zf?={0mg^+ZzLZZ&$bjRR|Ka8wqW}%;a=71^ zSm+Uvk=mJaEX~ayEPZ|0x>e@v!M8IgDcFd6U`r4QLmRdiObK$n59%=MacFlC(C)*t z{6)9!_NNSSa}k|Egf%bd#q#chBF}BGt4>DOOY+U9V0|-$N4kNPr#h%NM>f=GIMfXu zVG~d!(CFn#QpOcEYrl8jrmC<7GFQxEc5N@d&*bOoiCoyq4 zG)n|)K@pI}bvy_w{tD2LfbN8#gcI)_>3cBs!Q;mw_)Th`&NP!NB6d8P17U0pb+Qp) zwP?vC&1l?k37nd;3Ys^bl@KI{bfHKkFiZ~zp}zUrIGV$$NCvd>@a|=(avbx$BWd*` z|7yi1-@SLQ9ic$|z)H-1W^QB0Th+$04wz)eo2dZK6?XdLkiIUh2b9v_UY1r=TztK+PfCzdtK3RXopZSLQIg|#N_3j-;5y9V|oIHFrBFc?{ND2|MMY91Hq?1@fid! TUs-|Eq?jL!Ese6+u1Eg|87n8F diff --git a/test/expected/test_roc_plot/plot_legend=True-with_ax=False.fig0.png b/test/expected/test_roc_plot/plot_legend=True-with_ax=False.fig0.png index 4063d192b17e6762abff6a8bc8fd9b0502feaf29..2ec3f50df4106728b9d32fe8f76f4366b6508186 100644 GIT binary patch literal 39880 zcmd?RWmHyM_%HgRq7n+yB?yXiNH>aWy z33vDCEc{QvNkZM}nXRdltAT?FO3uK^&dS!w%EIuDi;07yg{=)I>jQRHUgkUIPEK}? z0&Hy7|N9fHwhm@&vITcl;9D^4q%|B-C>#UiKeVr+nHDHiBG(h~M=EX~SI1nnqxUA7 zw+8s_20iKNQ@@s#>aXj>{}{DMh`uY;+4ejkCLtq6lfOMaXFJxy#IpYVbVHJ--=|e? zKS#cWiVOCx+h~~d6io|9ZkuJc-QQE6urqk6ejYSC=NVS0P>46q!@nx{eI|`hyQ+CS@O~+ z4SP2R&pK=f=Ezd8K&T~^kcYHDf;+%F^-I+F?t3q7(oo?fR8 z#*a>=4=xXZxu;y|&z&hA(0!b%nx>q^P8LQV{3-LG362Y$pXo7wn06SpMKNe}@;l64zkC&YvNK6AicK$hd#)XykgzdVtCU`^ zMhLl&y_EsB&{Af9T#4|}OGILEjd``_GLn*4mzI`J_XhN$ShQlM>fbuTjmS2iZ8cNv zt_t`OI9QNoaiXT@-T3G8V~roC zH*Bl6-dK3%Y8D3u22R57x_Nk*R;a?gg^_Vj&vzvHzj-sgyo~t}rt)Ydua?hqpSdsl zd3#Ct+fsij+PimOS9=~ftdH{dT5|X0s4W~Vq%=1*UG;;XD%W_qTMm3rTB@pli(_PM zEvK)42c@K>L?P%B8pEQ6M@7}OK2{kN5@NJDS@%)YH<`zJcye(uZi%d*pn!tk!M`bt zd}eLUdf4au)ZOP~jrT)jWR}K{`!H6iv~HnoZ`c$>!MI`ssl_h_82t)uCu(FzYA?<` z(G_FZ^lXM*P7m$T74OS`jGNi3IbLQ$S5(c@&7}`cg&{Heap?c_qs!ibYskRh2_9~3 zZ7Esyf6G$W(qejj^#;f7nf3MWp_IY`?d4(Qys8yWONPhiv3fpAsJZHc@n=?6R#6-# zZS=4b+ZscN2_GI!hp-iD&!k0&DEC?xI~=U*NGK6B>a)||l?qourCSXZ%5)@f6FzxhqwTqG+T|Zk4mKQ@{?c}STy@~aq=tW9r~XaD#TC`i zApYUQhcb^n#=Ye}qt(HJ_;B~ZY>B*q1-GQPCzOISmb#p8P=A$zf?{##2i@l61S2zZ=y36i9oTwlr<~4ON(8Jr75?4k zv&VZYTsEVJS^Z4@^yS7^6t5c)rT82(yv3oKUmg1KQNTHPq|~-2M~&@S8Jeu{`MI#b zz8=njun-ULf{?s}0|$zdlJclV(q(jXw9sm2clXP)OnIx}A`A(oKP!7yV-?ZK!k&h< zwm1)=wxA3Q3{GMHQ1IFLUA}hHZgcWcYFZj6i|j42z|nWmI@l|(-XPnAIoTf2^DXc` zap~EIEu(K>PzQy_QRrZ*W`AwuGLGcX>e?EWd*_T$l{W<*-ge8(x7^$(3JP6?XH&T= zqh#<*OKrxcp#&LrB@2s7NpYJ0xzlt0HYcUhd8G+%sPOD~L&lie-;Ds8Q6P=M;pUXe zS4CvnjJU|q=+(Ycc%SUgHBG0cvP1(sWMs!JJLfr`2kT{JWyn+Eu^RM? zh=^eLb1919*&BEOKVYQF&z|i#SyTJBghN{tf3I(1(m2~1S?;uiH{pGdWO4F0{b`nR zI;ODazH$FIjgS0}Z=S}o7I+;wXqMW9Nv0XVW`IiB!%yXNNDbR?rh|9Fc=6BY)rr~^ zs2GWl-`;%SysUyOyJ#jghi~aH7HkrBKPa`^b=Rou_LiUjs;@s<%1q%1XoKy$g**UQ zur{M*bueLzP?BPjeIk$|H&Np~RO2mJ>9S@x`Sa!1zIb2Zt`yM}SSCBau-NPt|4^r< zrXHSb)WYVxdvO(TxP7onJ}%}e3+7yG^^@( zIVZTdxcCyiU#epaEdo7% z|3-DENinIas%ALme)|>`A#&W}B&)3a;cu=MZ;#KlYu8NRBK-SkLLR&3;d!oyn+843 zth!ZkYY*W5m9tfI6PC{S1OynNfcwsR!aBV8K=%@wXINAe!FRpd@H+iZ%IPvgtl5Wo zZ<&l|rl;*39n+u@$4g>S(ed-gGpT+5)NTG%yPV_Z&6^tG<*pl)NF(#uTh0g|M_+>W z0?Q8yt$Y9`p)6BM04`1G|3*Z#-*NPz%H6tkOC?v6keE2OnbLRa7dld}V8zKY-TV(Q z72^H4KAUJ;^BGFg;qfsZ2}uid?xR7+422Z=hYwMDzGvLfn?LDPx|kOazhYBGpxCca z8Cldf^#Ym{?|o9U&X28qTaO++`kf>Q1^y^t!uKKxmXG~PKMN7Fx?+C7Ka3Wq5rpB# zqE#|G7ps>c6U|sI;IlK|0o5VSWo;M@M_{-1{CEZScGjKtf8dV25)U7>vpibv$c5~$ z64<+TGfg*oj6NY4kXj}cuk`x8QbR+->)6=8i#q!H2>k{J2d%V(zhq{bd8|fuo8RN% zA#!y+5GsyFe!>5UK3Ggy8E>vFy8W+HbrF3rnqsc%&csbVoZ7A>(Kqfp^ABG1f4h_? zhl~)Njf;zbii*lH)_^FT2L-()1{%EV2n`L5Vosl%o13v`XK&WCcs~2or4xVuD_-8- z7&mS-wzg(HTp>i@=D3$HV-)R4-h;0i63dljaYFXY6>rW0pH8RzUs!$RGJ6@_u|c6^HTl zQrijB#$dvquiyN6G4S1_A@Ej!UKKJo$t`1iESxU7laqbYcs;wL!SZz@k`X5zdQ0n+ zK?H?&iUmAt3^)V^wiL~@Pt)IvQQwxxjMZ8Vp)|KbE zm$6*##P$-tFa3oMoBW!#oNR-zX{SzLSgv)9qn^e&os^jiQ(wwNy35VU$1W}|y?`x$ ze$S)FBqb#!!G3ee^9HpH85R~6GYiWcn+vsg3DLPnK-Wc?e4gYS>2Nm36AKS3ZX#I= zt()ZJOhw!;x=q?V=UIP9Gwq?}-&t}J031fwMNC9PwYs{xxxe4k*48$f4&C;*xe7Zy zCK(oY1@_%Nua8POcSN2mWV2pY6J$C+-r-gCE%2w!>HnK9rQjH=J^KX3d`B|vJ-}4x zWRGBz<`))z=*FgYc%($&BybxZ=V*m9map%H^2pcc*U?VcB-nksOpdP{{z>!Ur-}S) zU(%O9--q%VTYab`{j|^F@aM+2@gm_7tr{983_o=7%pL3U-j$T<0CVN=2LhX z9SJYil|u;OD`h2F{adJxhHjiS|73 zs7{t}H0$1oR?{f(36affqdUUaLiVTWEus_|V?(mw)OT?incmI{jO8QU-+~4Ei5P`$ z=N9y-$A$BfV265GqxQ(rC)FDDeof%NyY-I}5>({foG={k^6klak5jLyc3(cH{;yca z_RFyRbG1cJ^Np^`&7A2jGp2sSjY<7C!B2@W{AjeUzJ6&x)AYco2^%QO<)46Q14BaE z9jvN7_TVwK73rmQD;5|^XlrW&1@WwnjwXy|eBS1KSw2^_9oitJyDStQ0PCK{H_EeS zA{9hF1A8d48rpuJ=L&@q>X_`n*4|#nwkG-D)X$MWa_t7c2%?{pm#rBp#(J8?ZATRt$eIP$?se7uS{%kS`(QBGRyxWeooHk@T4o zK>*L~WcLjc;v)RNvO$r);-w-|kQVnmSkkXi3h=i3!)RfSvRqerTJyMeX==IeqXq?a{7v6770q5w= z(@P=cG~Jv}w4I)w{$QjNQMr#?sKlBanlr6jB2PN>a;uS&j-m_uVk~Nzj2(k5iVC8R z?AN^Iu!OQZ{SvFWZ+PoCV*A#v9={}wq373*GIrG?NqDBsOMvNwj3JiEcA+OvIf7&Y(O#Y}`~9G3;& z+ncuyryGKtR{C%FbtLj~LRT3swe6xy@e+g1hJlSe+n=ii{C#?EPNLYd50E780xPAB-;O7ryZKY;zX_JvkckRg72f+ClR9O zlS!`Q)b#X$OFfxACDvNHK1U|G|8R>VSKSH{x)0|<{(0dd2~DKrUO=496L!gg|B*Y32=d1 zBqVW5`<8ZguwdV`MKeXl#9S4+u7I;(C^V{oKd^S%q^ z+?Ku9MMXu|Cu$>NV~G)R<#n=Fn$c$kZKrg?C-G=!ffJ|)h=_|n=h|a6s@xv5$FQUU zG|a%=d#9Ucw!bGNzVZF`J$92dF9F#W35Wu)LHfI5$>2XpCrHF?^P4I zL>2;hV`wNgkiBNWDNFFE zVTBk%t>P0D{9!f3fqnHdNL({NUtWd*qa(<%kC=iYG$n-!R0<7CFO?fO5v_8!VG{2= zc<}z+J6y)+*-=I;u-hp_yhy5byIx+thEQ(xDz^d)Ut{BYA;fI+hg&n^5)zL>`E56Ui61f_?(3O`SXYQfqAZUF=;_N$s`V zKg%5EGaIcLp9EF*i>^u3)l<7hh;fsJo#uNpQL!Bist096Lg}ko9wjJz8Aj)ocmj-!ZAE7j5f4450*EQg z1rDZi2QNfC{)~?&&(6+LbhWqEuC%omUz`l`6l;dn>9_2xz+}{1pij)bref<(|ITY$ zk|ic9BXCv1;OvE*U4E-hgY;9mx%z|qJtZ@avT@tGXll%qA5iN4q@kDtcP}pL`#uRB z)_k(PCdkKUoG_41j|q*z1UTu?o6m1g7JkP^THLDlJ?H|`10?ZszR#J5uICyzK;3}a zTHoYlteZD^#>hIXZ@A~q7<{#Na`G}}0s3Qnaeg+mUg>$j3Nzz%Fy^ZAU3*C7WJV=R z8NFCj4hFvjUsuu$UDc3_jMI8&XXkOcvOP$6Kr!S-fD0>tnnZO{5wXpcm!z{M7C0@X zM6jC6@}ehVs2(=W5+9Yy~yUmxHeOKyoKf+&2O>XR7=up z%;%&6rHW@e-e_Iuy9Wn!_wF_9o`KH#L{|25p|+u47;zx-KT+w&)S)7o;H5`2fG3tZP{wv8_ED+<|W( z;j_E5QMGfEm`#_6yuAGGQqNoHUvZMR)BveK zMRGse8`wD$@yqmBTeTz>Be1@j_A7Uh;J&YGI7_pb^q=MOThXsVa^EcJSZ*J+htba% zzn0^<@zJr+XvEZKbc=;^!G~t53;Q05$e!sMcT-mnB}!DmQ}w2$_GI1=6!mZ_QJZ5C zsG&drmiu!P*S2s@=KAvVLD6`?7&YhTx17he)ZZ$)xcalX z@7;hvIHhnKXO~dqoQtV0ko`itDKTUbl$P=mGO2Rq^7(v(Qrc7H?zlXV7xDJ(wf+5l zr`5st`T6W9089@-Dh8zZtGm0q$h-9eEzI83+FDph2v+2MIYXGA-ftS56B{$1Go9By zBEuKvP5rP`c8GeOaVDEWC^hK95k*_8Gq>Rx)bPTYZ^Uv@F%7#!wH(I>g|*O0GrP|s z;OhH?a>4XIG@Zbl>7}2@{&ps`gGWiq?{H5loZ>T3-z(RyJxh}eqZo09Kh11xq!>9) zyggZ4TjR9efU2FyV-3n-FV|m}*_K;P;kOfwHZgDB%z!$nG5<^W`YzvquD%(Q40FAo^32lRpD*-IYCYtnjw7we6~KUQsVJ#&BI9t!r#V2aeqnJPSgX z!)(iY<^^|mcYDxy#2!Bmiil_i5UfYdQ(58QxVG8}yhtZw!!cXux>6BI7-l`sN3M>? z5%T??r|X=)v`(bF_VT*7^tY#b#d*-fSu9tT)2e4Cvys3*uz~AGm5oxW^6dH38ru8! zr&m{Hq0q(zomyB}AdE^>w3d!cf+H4mAO`?3%v9s(*26^>h}>CLUQW2Yay|m1bK7bp z20|(sBY~5;NpO%tO&$EBflC;_G|A**;+Dq#bEmF}jYc5HAMhjTXXXL|(%qX=cC#2L zl7?7Dx;FlbNdoxJkWXp@Syjr|*f^uPj<9G{i0Jz#@0||b-zlPczfy2hdod#v<~EDJ z%8vB}&|motvE%S5#E| z{H8Y5aOrP4Hl@(us0pwn4RB)KzUH10IOZ%c;%2^x_nDnBZC<5x_q;bULEOn{Xy^M^ zx%f~mPwC#T6t{SuS=tvCG}HZMkl&@gzYtKunV9x1SyB!=Y_wL!Z9_;aW6@OU#Dt%urY0D{u z5MAt_>!%d_W$8v$F>Rc8?0IeDQ*~`JTc{citQsfPZ<;erE6*lMtTm4i8 zNYo)RF<4qO{V|r9~vPfps9Nw`v(+j^}58X6nanB#OF_yKyRhlW|)% zKrbkF-!au~BM^(i_0@?mHTrW~m9na?b)+DJh^@xPB?=x*YUS+}U95(IwJilv0bicD zZd>eBpBdEZ>YB-H9!aFuPnrr=fH2d?2xkAmne0s?XU z$=6y}L3nXmAB~64;Svz|&xv+U!-fG85idS~L0x?XV2Ekgc=5OIgNO@02&e{+q2y{5nco7hN#c7KzE~7C zu&hP$$=4}wg`L|37jhayz%n`PuHDR?Z4P!$w0Ck~^^=h>_;BmtmNY=sRH+C`z_6o5 zYw(c&$B0S%MfDI2DUD)FLV!=x&}`8s7rWC=H|uejb*lym&QV}20s}Jb{i?)Yvk#UM z{OdK47c;CuqMgght3d!Tm+kmR(~g7!5SE!2Y{23H^8pVR_a_*Z^3u|Q7JBgDf0%V; zfSbl;HTVuu@Y~sH* z954Er!R1=&%OO5H-b({x1AgZqfY0&Kyu^Qz#KCIjUj6 zFOUTZ5F@{!;4|z#AZ>}ueL0u&9T((*t=|wjY_9^1_?vEZ0>F7to>FjearK9B{y=2_ z{e%+VGP6Y}Yv3i*uHR!Nc(9!J?1Er;>{>-E;s&0H-WMl{S zjun|b76!&=@JZa0>F|h&rPS3)5C`4m0_?8{(8}4WHZQ?u`yJ2u7Q~QSV2cC0gP;Qz zcr%wjL1{#)C#>8D?%T#d-aDSMRX4zYSKe8KkHOQj=>2*N$tiq)u?CC~@b~4PBO{4F ze?ElO+@@t)jqVo^fDXo3gE?2Ks@Zws)4TykK;z(rTa!_HpC2vAom{?r8Gs}?Y_ra- zJ>R1_;+qtFKOt5ji&g+ad3?CNgTpWQPGEa~;E`$9@`9$dqrFymYIh%76vtEBn%kV2 zW!vipnAqF2KyE$WmWRZ&YS-dPU;5NSBO;QF5UYfQHmFuhV3lP&gfg|&q7{UYqa$C- zVgbF<+f?EG{DNlHeIPL9$d(2O0)v;L@)ozWWF%(Qz60g}_~>@ay$qlkDiLsSaFn@i z(V##GGWq-EiFU0|5-hi5V8$SRkfIRkiBLWPmsM$S$rnNB38&uuY}#>tVJ}rvQ!`}K zv$EIF&@j0aUmhDHnKlKk>p~;3-WS-vLKmkyMYa=^Va1wFV)-|EN4gW0ZerKVQu)VxZp)1TDdWDshPGUz=lr9F*S#6w|e=t|A} z{tTK8QqWM^l`dg^ekjCTheCJ5ueMec9=y1uWWuYSS{O?h3?MQ543sZvuxkm1DVyu+ z(EOsJqL@#ttT|o3l>YF{caY2J!y_aNkVyx~{h-HO3mUN8BOBN?U<$+{-3V$2hhf8Y z$Ut-=^$+$4655#X+PMJ;bZ)J5!gMg-05QLsH7{=WQ`VTej9_1VT(Yn+TpR)fZxi|n z;?hIH;SicxmX4q+3n_ubgEMj=8E~}2!^6ufGH_Gf{+N&)*&WdC>sE9vKSKLrLQ>HE zHEZ_$+3kd8euqUAdH*;4qlykLZ1e4?972hp-)IC8vl|;-&=QXp(;{RYrz%|5f?@6f z3v@Z0!pK2~_zcY!1t}hUP(O^QDvFAVtV%sSJP;kwVyo#fJj=G-Gl*Lt3vz7iHbi6y zB#?(^2E`!0hO+<4pA0#2k&9Eu@4D4(l^Zqfo*UI>!)j@gH<0CkIMQ9B7r#OC!72)X zYa2lD1cbyes4vQ&#n5AzH7@z3r_)NNZM|PmgDQjAmwod>#Sb%k>@Uu}!4ExFc|j}| z7u%^no43*}elKHZrSSwh`H}t7DWr6K$U|zi@22^r`(1gsr4Eq_$+Ye`u^?bl8?_fA zU@)11_q^yNKp!7DJ2w^x63T~e&}a0V!X00t4QI*D22f~XlEyJKPk7AT~bLRCXZ=u z8e5Mh|wLog)$3uYoLU}=>{7p+C;6x8A zNeDK>&{b3L(Q6=f6i&ha>cdjRSrz2KQ zz1EYn8beA$Si0tZG=}JA-ksLvvkmoX=W^AGy2&_KoARAz01qGE-o@oUNNw%cUTA8P zL1X>Z)y1ZOe;h*ox(;!0AolhXe$swg<@<~v02EA!#k|VP+c1*qg9`cec@7a^q;!a! z{CrJV3hF;>`d?hiu|3uuad9MIvf2SQhB3$6Sb(d6M3xZy4?G+$J$7MXaMjj9*h5^P zp3%nB3f~J6aPVOIct+f#%bmf>{@c@&rIPi*LRTN|4lJ2@*l}sV#T9a9FR5wzyzy@d zS)+UGeo*N+sG*TxX6wyZHe`^~dcrsXDrSG~@rQaIIW+YHkEMhSVsc^y{XNVfAD>tv zyn{ykg8Y29RmP#WDvX2x)?4?ALCMg7J_{I|6aA;J=cpGC=$o=K9IM@c1RYZS3ow1f0#}{CX}ke{?~1BZW7im~9*eGFYMR?Z zF0XrmtEkEoj)AVwz<-y)EiNLQbw_`dj1Sfvz{!Cru^omg}GBRVn+zC4eO+XjHNmf@vJO zGN}-fO*v@ZTQ)N9tr-l0boZzRXzRVU1k&kk<+bE@W$yoHGT)k;+toi`srFa-XvMr! z+{P=wfyeZMi40w&-Z80CcnweD0d1)t!gpyJ^u6+VICXQ7j=z4 zWjkaou1>NmF1^nz|MWE`YuT{H_9^rDZV{JA@|j3p1WCuXb0XGPO{EVlEc%=+>?BXR z*a_Oy-qgiq4*%bvq*6JmxrPAA6ugoUmkU(yOSoW(G38Z>ff=?r>Haf)YC<`1+OWQR zM0U_6#(-RY>!4b^*OJg?U)BAlFPOZ%Z?Qj_B)X`4RnO87CZr7yMG+NZzkdJXee0K% z8v)xM{bX3D?R>Mxs=pxl(*>m&I+$4A0I1EMO3CTv-kK`LXE>SpgGe14t!Y1RQPuZwBAsNxzESR1vic-TzkK3MX=Qj2PRc}qp2{+Fk<)x{Qg7_qf-C++s?YZ~^7L+OQ8;J%Q-<} z2Y0GvSAPqv2Zz?HdV? z6$zwoB0=tmA61a9Zy$Q&mK)BO8y---qSV<)gylRgc@`>pmy=GRp>-%;UdQuO_pEn8 zApO`ZQGUERbFaDv(dt0Y^|=3=v{WjF(8~98>l$12E*>b+i0t46_&UQIT3yx2dL{Tp ze~K)gnRX@1d3aP~kJcA%pyu}3MqFO=v{0h47=1#dCFv~~-m9LYgu?w57GsA>5 z>k~$se|X&&sx|P=#cPlz?z}TEH#&Avi_=%1zw`fQmWtc|-^|h*Y&xNXQAcnI0)SW` z_!O9v?1`So60Ohi5*^UorZW2(b;#sojAVnez^qZ|-z9Pq3W0@9xCDpiz7>cd*AU2z zxKgmDGaRA+#Pd7ePfkuoK@1=qGETrS>wg7cEe#gjMKlA@D^M_5uVL39s`g}^^!#9f z(Ncfz$lZngQ(&`J<5lrN_;iSS3sUw^Fig#dFA&&)VFO{>DFBM)=e!UPW&{R12L@yN z9=}*%<_v^>oUY!j)vij}AY!{1sR=0O%>1mHvz4cthRP;L4}grfhQGgmK3o&}@O4bg zX-Kukzk(?1b%Ys;ygj-PPmCv^@P9nGg(n?g=lcf)D8aR4M?Mc=Np@#642+0afLVYz1J&wCX#}9kp3jf3_4r_6g-Cs$lv7aPJ#$db=_}V|i2A_@4Xmv@;0LlJfB{n&s#L#g$Aj`1U*o&i zrv}l=v?Z4{P<56@O4$JZp@5vxBD}vh)b#X4moo-#@^Nx-1JxYY$ZzF!+h@H_XPmi^0YGZk> zmQEj&p~nQrTwPtr z$9ZCAxvg_%p1>4Rnxs-v%|a=3{w>w*2l(-2XUt4DM`xQkr;aSQQt2^4%uew+Ojf8p z4HnoVBhao(?S*43l&upJDIh-VbW2fzVuAB;;JZ$@IafT9o=_32N7&m)vKj@lgLvM+ z53i$btGtw$n3y#e1qB5NQgC!^>_E({uI^<|rh=KLJb=tH&`C4$iHV3LwY4b_%-45< zj^I;xFo;wL%G)!DCqZe$5V~#x|BeVMvhf_W?E{Y?r@{muGXZ7v6vST*BB$B6At514 zzL)(%LqlaRM9K;A@Wi0Or<74ri+3_s3~_#Xg6_e~sL<19!>7Jr-OEbLAMe^+)B0J| z*XUQ&!RD#ji`**q`I!iDB>|-3aYH_qi|hsjUC=166o77%0=^yu-N_)<29mz*gotD) z$s>3I?)yV#FR$%%{2wlNLo=7i%}&r2HZ-$l5&g)3N|s8I&6q$>wpz4IBj_`Yp!Ud7 z|Iuf+1NCU~5xcXUoj%Z666~vg|NbQr^%3HJ(a(imHtGQj`w04}Is|7xSnMpah2*;z zTyJ%(a-fI>akmtQ?|nR?y%m03s(+ z+`b(z;LHdv9Y@C#aLoCzh?rZP&LR5p3K%l75FltiI6V9zAwdS1{^8+FgrnD3-RoDdRI}p^K?>d4$AXveI9|Wub2REic^Jvm%M~ry@Adb#h z`x64L>!G>1EJ$EF26fo4WeY1-0Unl8PT$u)OW28VeD*Yml=SD*Banyx^vY*|5QJpI zAtGkK+?z#VYarSQwc{a3)UYO-fBkv|QWo&4Bq1Hp=Wav5*AHC5`JAiN;`=;T#|-8> zv5K}2jAbhs)iu9v+2yzOa0BOGX)5NcEaP}_KHZ$Mc^%@a_jXhM5aZ>T48Dm3BcQ`U z+s(_eWJIDhQ+b;+NE(IX(aA3;82Rp>%hee=ebKTQZXlOkHeP zQ@{G{W~#(=Z=GOZgEV}cZalwgiuhlopKFsaB*sw}V{bRpX$2`JRVRq4MR=J#v zZKKLCk*7w{*wl!xUM*GvnO2D)GBg!}08kol!8S$Yj6a|1jJhzOZGwaiQDsDQ^or=5 zjY$t6yWqGmhzhX$Am}ElmKUD_sZR0r zmacd7Z7v^c+Ec65H2A+hAia8*R1#fHP%e3c&uXM7{BrG@QDvTq1@KD+pInQuZ`={bB(_o=$gkJ!b0?CB{ z_5v>%mPObg|W?L$3u?v5=e!0yja zb42$x>BMcK0xy=~?~uFr&9RUN0Qe&$9Y-8>0XxDW1RJuoO2>tpf-b8_9#o;Y1kd5E zPM{c_s9-8RzZXk_j#<4Ni>}o-X42s{HU$=40tsr4X^{urO3ZpEH*S!L4z+yTJ;YZ? z6(7AMFC!zC*<+$XFuA-eBP%OgvVd4--?U1@V|6{?%nqosNR5(B5fN@4Ku*-`iid!V zOcBv%PC0t>k7aR$HYt;T%XoeAdmP^wfA-j!QbW?yy$4)GmO#v7WhnREZMN{Jh}%y# zLNmvHBrOiv{>1OYhYHZt8RFkyY2uU8Qi^vAMRhaf!nNU{QWVA8evqRT#@%Lan8GOq zaNe7NSRlbdXg+OQ<+;FtjNrgad3NisUzdo9iF;=Lf`)_n?RF3@ZBQz`d9fzV-Mav% zS{-qusFO_5T)iFP>Etz*!x3XSWBqg*%;%}C!Er@68s@k{K~^<83{1g;IIa$r@xAXflk8y zHt_^|sIj@3u7?M%wd*15Q7tlpGPkx4D=v0UUf$l{hsY|&;@+`#3Z1w`CUDDHg}4r! zIs@4u`|yE;lP#~cLSqubw(`N*Bi7D&XFZ5~wD>)kNzt@Mrh^5h;}SMGPpCotn+KM? z^q0Ucfo6l`pP(oIJEAZi68Tua`Ok-PmK))vOMm7cOhf$ zEw7y;zfIbjJSMo*=X-~zqy)WYaiiFo4u#=&M5}O#f!Z5&(E-OPkY34niUwgLWsqKk z-ipFKHm0b?)(z&?ox0NockS!kt^YbXr5~NS>3ZDopee#D>1ReqL3B7yY8?H8|8%da zLdBf8(JX;l-Ox|A`T;`4Zh&g8oH<{wWqhtt?!&ZSPT_`|N>6Wp7dcVgkap_L_C90^ z<6im_ zhi0GmEp=Dwp{X*7PyLH@q&5gZDcc%(72j9QgY2Q@u)|pA-#v^IqP`>Tu8F*bRvlMW zo~M>VGpR6Z&*2h%?}AVsR0t7I%>e0q2!H-$H^+#qM)Z3c1aGIgYQ=ty|c>>1;mHIfmBO zEK>?mZvXVf)IrD?HA))2%x!vAX|Fl_{NRh!nS;CK*7iW1sKp<8KhPNKnoA9l+3Wsy zMnk-Sz=`wC`$T!A`u3pKr0g_KdN|Xu;1O*Lxd5sz51g=cTDgSccbjxFa4H1pOSE+4 zPm2UD-wLw0_hmT?#E=!oyXzBh3?ZR^P4MscnH^+eBqG7og5&&F^ud>e%(o2F3iLf< z6PTB^L=~oNVSjO&oSHK;v(TOfDL+NxJb{K&%5F5mHHRTjr!YnXW$rUFBxU&6l-q25 zc>n&9m>0!Bp0;UUlQrxMLYNu?oqsO{Ai#3;sc0y##PG^r!5enEOnFmPU2}HbXmx%s zr)s>G4%S#`iqP$_`v=}=0rWw}H<2sRu+{4uPdoN0Zqzmvg?ey|dbt=a!5ZF?3H%d6)dKV{VP?0c00 zni`Y%*1uO5h`*m%vwG}JMGTCAZ&-bL>RqK)O>pYwS&8j+uMB=BUaQ6?9@n%0u_&JZ z296N~V2q21gdiZlOyy0{SN|Wm_Xl#kZd|?mj4m|el`XB;u}Z@)ngfN)w^ED#y<6ee zDr*28$9Cc~r*9fDx?$~+Q3;Ru%@VcqwyV9iF0tC!RPnpeMCYh7OoaW?i@lap)^=H^+F`+;#N!y8HTUe?1xa~H4W@c)pgRZF~3(0WpL!4 z3OiJ{@iH*nB0!g-Gm8OjUz5d%Ol&shvta$qxI(#LYU{NM+(urnH6JXj>3C z)e-WIK_+Lj(sk+BkPZ3r_y4|}UPUtP7x{|3-H{I-Lj|_3?Nsav5nFJoK0C?a!H!K# zu5LtPr4+Ravv})WUk*4iO0R;+{{6M+xe0|^)+2r)3J2nIJpAc+_U#+tRA(Vuk(o~q z@uxBVd%l-q-(}MYiA1+0@B25VPtWT&W}Yn@nMI#Od`740G~Oh?Yff+|i>AsbzH|pU z(eoA4*5{MOxAqN4}k&ipL=8NTe z*oE-YJP;mW(M6fcd0z7~(_7Tk-@{NMYyG##GCTEE@)dIcTsFMe19#vCujh?9ZHLk} z-osh@X+xtpj+w{q9}{uW|I6_SJ%=gW)%5XCsxttGwXaQJR^T*O@5igX7pk~}MdkjY z)R=+)-jSiuSAzffBSx56XO}O2bX0g^HKA%u#6?+9SkV0HQe=_Mz)OW#-+;78M`{%& z@uhpn2pgV(fU|3%oh)D6zHJaO?8ZMbo88#n`sr>J_v&*lGN#k)!!%{#a|&wl^HvJv z*p%FEt%_H!rKqeC_Wt27I0666mE*gs0lAq$HcNOEl)O|9K^(8uPOzb;INTCbGtYS*2<) zU&w?aH*0z69efsc_v(oWG5-Bpx+#V0oc|pGbN`TRaEErxFD;Dr0ROMKa%q%{#x0^?CS}nF>LVV^{!v=kFR!z})pn ztPR4r1x`!KC?qEcVp@kbps7H9Q60mBa?j8)hc}Rv)n4N&$MkIurDVkSrphL^52+LHrAk^ludnJRqtQ|C`mi3V)_vtK{mweokH*9cOmbIq3fW zkFS`X^f$yMnm-HC()7Ay+a@&UQV3r@e20e#Ne_u5EDX!0jPq0 z5BW#@777#&m53~~PmtmsJTpP=eNanda>nv)bu{f(mdEI7F5EQ8V~%F>M)e7Vy}1+l z4FR=pO%J|?HBHwoL_s+Chi5O3qlB0cDSWYf0#^_mpaN|Q0|y6UFE8OhS`?CGu^Huq z*B5kXBtxv#O)~A(R7!O2`ydN!bLE%oH>$SSb`FWyz<}$a3-9LJBu(BJPQ%USrb3wM zM?qkwv@bO->jPODEVZQq^M0x!2p<9%;GdBQx-f(0#A{{&_dZQ)z9&2C^TvUdr>g%~ z1W3HvtGSzs*f$$D21x&=;xQ~;U8nuh zoo3)p@r~+2$!_ki#Jn%x>j;sfZ-b%7bvN?bZB5+ULL;;J_0R&m2jSVor`2Xo_5di?$a)Id-7Dyq+{Czn~F0TRR7d&bIhz^ zx`TY*iCW<&7a~j5bTW89uKa|+q}|rEgbHKy64B;k%VIJJ&m+Q~W7K_rT-tuW`!!d_ z0zVhmUISlM{VSF52Uj+s&{iX195ba`KXeL6%iAoZ<;+ z&r8F_ITk6JxvV^;#Q!@tfe4R|v4Ae)A#VTKUeil^El^hWF0%;XYo)rLtu2<4o2NAq ze)l`1Wn>!KE48UrwAd-f_xs2Rye^g|7FJBn)(idP|3|6HIzQ!Uzy1mKQm*O`k3CDr zDmZx_g$^Dv^vsK@{+Urwx>=aw>Fs{hxD)IyV}uz3C4P} zyMa&RX=-~pt!HVl)>jlF9W=ti!aX$zbIxLf9XkGvx!1or^TWsFx}|q+0{zT8gU@TG z3|tF}i_@P*=oXoemDphtip2%MvWB-KK+YfXJ<)Ks9MZ{U@OlLhn?S-;MBwJ^>s0!C z=_c$oX`&ce9%O1x-mAR{8znY|8w#S^L&3#(=l=BQzlX2cK{-X@tZ<-%QSJM0h)f`_ z0t(|D{{-^QJTtsbAUJv#8&Wl{$q?r#Cy#A|(<@avRv2Gr_ggkI2Ueib-e;T^X&m0Aa&4Cvjg=k!!gx!mziQzHB!4%N4;aIK-#2UZp)h5FcEXNo+Abm})nd^l|>WCOR zxm_&|SqG|-iH)}O5Cqv05fOz_9PkhkMI=+v`_uFP_P`o!YYT?(2&$^8stiOQc>l}e zv~GAChy=XC#>U2`ye2u79>O_+V61^|`xx|KN>AivQ1Ak&JMgX?2nit$?6+L1S}}PT z*9ZCH>OohASM$+hS+fQggG6kQ^!M5tqVuYle(_O98!JnOT3pGX|JF|s^BmxPLa1c# zeGMdIguD|9>g(%n^DhwgDX)nE`40qPV3+^rE_MgD^E#FZ``f2W>N%@->-8KQ@FJVT?mf>z&M3IK$ru?? z%iM)+j=W1pyUOjBAK0SEn{&oJR#>2x!6Doi$&%AZ;1e!XZZ~xa-Z}tp4f+7KDsmzj zw9dG>!!KX%LC=wd6R7HtwuYC2fW-jnP|ENL?CDn!^|7_an9tlf;On6QSXAxMH%-gJ z9j)~E>URG~B*U}*oOjuTVgwSVH~he{Iy^bKtPd6(q&2s_bHSZKPO?^2QJyMeUBCVb zf(7s<42BUDc)F4hx78@IiqERAh9K(r`1sNHN7tz_U(2LV$G6$6Ry$FVKjr@Jk|0&$ z28X>_R%$bxPr|>Q&uhic)A+M*uuOhjg?!Z&#s_YIAw2D>&0koco;-keen3uohCvh9pAfqJfej^PJ3cktrne z7-g)Gj16R-Wv0k<*02BG`+Vm+=UnGH`?~h7U3%Z&@I3c(-|Jp$-LYkd{jK-&L})i1 zN@?SH`S65fc6A*($zDEwghFFGv&7E4V!5@3Bd!7)b5@SoLPkaq{|Qrx_2usMn?H(0 zfbtF$4acIT!UVpVGy4BSe;!adrmp_Zs_~8&pWUr%Z!b=?$G{F8fHjpqutIxCJd;8` ztc!qoM?*uScnwW~qF1Wq?6ZeCHESD(r)~?12R;hpVD0FGgH`*hKTq4@9NpmuK)-6e zzBLbyY~1rFoIZT`K=4b@OFlxF{@_gg4)6xc4%79*(-q;2QU)BAa7&d8Lxfvie1EHMkEINw@V0JX@bNC8Wz>@oP+2Gxa;g^9)qRp?0hxcnN zaaPr$zkW#LmH64qnT|hc0YW9JJr5wcySf6Ttj%eZq!b_7{54TwHyVTynbTXTIHk94 z+5`s^{srkAF^9H(V!1h3vw`k-1t zsSt}Wo(gF)Gc+y?lZ!Ip-rcoMC4LI=;K z98F?PhpucVp%C~l)+OS$0%+b45xr$qJ}L5<1EFk%?<(GC*xB?S zdL?_{x|yLfO5NIiKiU0AZO%Hb)Xe5}U#KpBzkwW-*>DU%3z+IHC^YCii?U2jOf(Q&h9~T2!-b4@ z;>3WB!&5{p$!}4J1YGm_F4pF!80Ck>bZt*|h+BtP>6mXPK!7i@zD7S!s!?VkDBe!G zxK?5v?*s;q7rJB;zmB7uN%R@*R|#%mW#!D=T;;oWy;-&63lG4?m4~Wky58X2%71K7 z-hTLSs47F+_Q+oyJTd{b;O<94hN4lPD!zmrGx1Rqk|)_$4g2|U?&ti-Y>$m19!y#`hhET zpQ^8{+wXh2dUZ3@L%-9{9i)0_E^I2!VxxP@NSH};VJZ1ire@R$pHK$8;JFv+HUp8?@%EP_lWd*8 z7jH-Z``oKpiF*SAS{4*SLk<^BwJtK!Z_Z0MV(3f#3;nsh2L*H`U>wj%#OJ2CX;)$1 zRvxXTQ^l*TFB?zw|7okMk1lzA$+i5+6~fWxz=6v?nSWE|nlBBXIt{m}>J#;ur_`NM zT@H9kc&j>V4MyMW8+OmA;i&CT;NXC=Em7?Y>!p+M3uR7wx$n)t|b^y5$`b zIae6z-EcMQma5N12gsb zuoG1x4j(anoN`UsFSp8WuIS6X^K!y1Erzr9bQnM{;HVGY_@j8bZl+Oe`RJuO58PkK zmy9=E*s)mn?L6~t_E-*_d+wmdfFX^RQWZpwgf|dLD^ci& zslR^`C>29I#0SBm=gOZBk?;1iT(wr!xAyZex~M+SPF~%=yqt0EO?2elvGa?xQglps zicobt!Q<;2A6Ed|+dKXiWFQ1@0nK)>pGA!Aq{sugw#f7b91aBP`R%rt@0kW3N$ZfQ zsfUieAG>!mo|v4FO1}tSpuHpyXytI|5d@F4HdvAogd{Mx2he>#MwC>6#;FfB(#9BI`ShslVT{4nj zY9qsTnSBtoZN}Rn`oZY@v&npLOumnN+}!VQ@#mySE(zw4Woo)86I{P-3{u^oR`UL>Am_&9C?|WP8PM)4a0U)%H_0Cuq3tf&3i%Y zC|zG$-YaPz4(?kEl31Hi6iu4xVzw^2bpZlqUu4vLcB`Bl->Y5f>gJC8x3ROjZscpK z0=vdxSLzc&%N$QU;9#={%ymgg$@*A{C_J$6k^}J6t7>Utl5w716h>J5nQmP;7!_Jm zN|n_Av+pC?-t^WXIHGK2I7qSZ=tTQ52TUE%l5CL<;r#F?UKKe)WuBIdeq`*Ju7CZb z)SYDXS8dE^;#)?K+lhM~V~I<+T02Zxq=heI!K<1oTlOa?Dukd2elkO!ViX{uyA6uJ zv8EI`8L;&1-VqB)w$Gl}AB?hY#w(rH<}A?QkHU?&CGFs=TzYi1LBDziW85Hl6H( zAD)SYsg{=Nh#+55KPKlwFB%}U(>)V40q2X)mP$Wd-zooAg0E_W% zI9${>ZgfsvWosu(`t48G%dU;YbSTCgcWd9%;mwdv^iCFdS-gqe01zcxM-tMSvkg91WUnM zbYN%xy?gVHhU8>QQM;`}4r%~#V?23;h9<2VvG|*WY5zavJGV$Z4XGo~tQLez@GteS z&i>jdHQp4a0U;26Lk+5t)bVsM8yRVPztvAmrr^(Dwgtg_i~91Yx_4vw+~{oPffWfu z;xHDzOes$80_FaTXdjCtgNlB&9CKPJaTcR(PAC$Nq0w%?G#Dmq((L;7?c4Pu@0*`u zQ8p8s6$l6S^PReWePNWp?S_j?JN;A+Dp|cS-XCYKU5f0Prms&g2#15Uy%tLUk^DboeGGCNOVa|$IRu3q-s8x?H0TAJ1<2=gAw;2 zn2!~9n2lV>F~@20DQ<_+yPu5qMU%|#{!H5MLqd0&hEM<-QzO5$QPT2WIt$I>2(25n ziqi9S&8W~&S=bAb0O%1`7^rK^%aJ^p+{$keh`(zH?E0)nq#<_oQ);%_@ATJRn>Rez z%MwFT^s(6xER>tPtiEM`R)n?!BeTT{--&)XWWF1xznf+D_VqnZOEXK#^yqL!`NQwd zMI9I}i)aBGoZOVYSOcFh*Tv(UeoXG~^z>$CMG6Z)a^yZ9!slf)s- zet2H{EzG41X9qrz;5ZNmbr0RWZ9t?Zzxe!SEIAmC25f0}B4^4aTQM!;<-+{nfg3fY zg5meOmPw-bse~>e6uM=8-lzw^Ny4gy1gaG1P7HrP<5jkYM5rk}gDL$MnRhMk#Oee= z?XzqPEB(BBu{B_VK_BP?dA$$WlB1K z{yc{7zdOus<+7}{mN*(=n-N<)7?U$Gb$`s3`uw(SimQ4% zUAp$fPFP%@x$(bH^SpTZuA%vF+|K2UL%@I|OqYDiVR-ywu3#e}e>Av(r~T>C5bX#r1AGhwVGhMp?eCe8;1(D70rg zEaTvM?GrLyaIq;fJA#M*(cf1VC$D-V;2(v#YXXMkyCd^Cves`L1|z96H7y`*w_8eqp#k(~9gA9VGlX z0Ac7waO80y7+A#QS%sn8Cc52~?;^J+1eV-REp2YyE&4FcTw@9TczsK3M@_zOy_BZf zvK^fs=_ccLQux!SQsoY-i*P9=oE+gVgj_&eLgE_=RKPT%$nv1*`JBhy^_`}EF0XXY z*VZuMH-Xv8$F8IZ9T^Y+{Gq)lNY*H9Fd1)X^b&Td-dl4%kwv3YgcsH@(pkb51<{$v zkKwUU40ey_ zwqN`}V;AoMbn~g^IZ~Uc$QBp&x_dIJa2{(;Q}DbvB6VehOPN>={6OI|<0UVjY|wD@ zn|ryT&rr_q;j6+X?NX@Yr3Rewui+DG$Egxa7-T^quw@@7r~6EQt=cP{6Uah|jzjzt zcq#SgZ?Qr9F5uoZ{hMhY!5c7KG7u2|$*;QW_vp9Zh95PiMbz?u+S^Cm-2{PhDwsFa zd-ixnMKL4KvV|QCWG(rYKTJP0Bh%EoLLE_(`Mln&4i5v1|ip8Zc#TaYiv7zxC{d z{4S~Rro?IKE$Q1fY-U)<2uSeT^4t9KlDnI`!0N>9?TnI7^I2kr{@$K-_(4(`jQT)2 zc7Y@STk;HqK0xdc1tSyovb#oHvM#8s`>^HBJI^L?cb?p3KSuzs4jr{WmwaY228`W# zP;CwznkR)rjRdg_`Mv7#Jx!rret^-rWKjzFecgty6-2+gMf)jo%0|{L9mz zl#D(z$g{TH-XbO93mFkd;nHNrci#nL;I zivDOJZIIMeHe<<&FHSEF_X@EPA|>}X&ATb{HiMqxeHGQNXP>geI0bvG_u=0`wg#)) z_FC{pfS)o-(9|M%`E;c$yEy=$xm`<-PY)}I0IcoVoFTpWw2Ugz)q~&`P=E*gng{-L zg0)LHSYOp1njsHl+u6==Aldkt=$>sp3W@Gv1|TLND>qVc^ze2FL3wN;beRXRP}Qc> zG0NxA+##s8sF;SK0Veo^NYllCbrKqVY?_MzH2ANT>7YlidK5-S@`+Mb0{Q|K1Ilfw z14b&E#!-s3iOI<}IOTslTu87>JN7pkSDiJA+qj37^%MNh(e*lv;*jj$jwyD z-=cA3+Y|)x*K156rClL%F_7g6W#Z}3Vdw819kc*=)5f8bc-}G!jHDs=2W$ev!^6!R z&nqep5H9l2%YXeoG-($Ca%|J+83(Q~$&$+l{3n1{@v2sGqQ7Ls1WtA~yD*RDm~d<(Ds_8ede?*h+WE zd|2UCmQht)UK@uYbs}_ycM!?HEWj-#1n;8dOQm+ZRPY^i`HJ~Z))!_Nf3+5OC7Re1 z!e4K$Io>#ONYJ@)sPVa_i>&?30%xbhz=_xR+Dj24B=p>a37-LoG$Ect0!la&%#XGC z0C4CZ7zj=qKmOl{zz~4f%?Jt#rfcO z1#eM47Alx0kwl|%RkV3R}Pa)>`+FR_)_EU_{f=uXL~dP?ZlMRK zo%85h5MF!GrX)=~`ZIqWkGZJKUp|oo%yKv!0JggRofRn)TKn01Gn;M_okkKsb`qS) z(CWeO_W0GTlpSQ3_Z5CaMnZ}IaK@zc>$AN_M0iy+lk3y$9e=Fu=lh=DKPSR`>-JqC zjUpBG|5-!+jvHS20}4b5FW^PfOCKGlq9V^AVa6ZyyB_P`JZI+e&Eeb7SMIzKuv}3NLl90$HSSohUyu$a&I~Z1z88MAL5&28D~uUsmrFANXr@T}(K z#uRR_)P*csn6uYU7DfB;O}wnrIR{z10Xn2Al1r}8a10i%Lx)&DCt?6+dr&zV8>zN# z^?=}I6Fk;}rMDzV!S!0(-{V3-sZEkP!T($EZal$k@9h?sSpna1-w=jq+-kVgGp6a= zIe=4-e#Bk^1=UD*6ERVy<^46{)-Go-K~Dzh({8J&6^R2~|FDV~Y!_+c4iL0lXR`Qj0g)m+g_99(l; zbISlNR0DsueMX^9RElWK)nE0dK8WtLuer9H{N%lPlb=C2`V{ZbbsWp+ue;l=XKZCv zBabK~&L?w})CE^H@at(F`J5-Wk#Au>?kGwI_Tf!)9#eYW(QYSM`m0K5b_VeYdrsPu z<3WI2a?syD(I(axqy%ZBH=BvELN+Lq6+5u43FS1QOv4D6(g+^f_yKQaW#jkX`#b&H zvwse{e>LUJ2COMBe`Ce-OT;lV{!jd`0tzDmBJ~m2Gxib!py40u`}d9UJeIV`cwKG9 zjkR|$sQqK{ll((FPzOKZB?mwJ>WuH58CEM!3Egb=i#SAOb> z-9qM^J24#{0f>@ZHJswnCINBrXk_0T1&lxK{RID0Vh&Y7LG8znJS}0=98<`kptCvi zlHcX?*GrbQF9dQ!*!PMh!F6+i(54%0`% z#qBUNNXwJvpl+JMO1@Ah^5^sGTaZun+%)hiS#>#)i)N>rjpVacn_Q*H3+<9JW6Ve%4f}r~;7A*O(QdpL7ku*zhi@Z0*jnnZI;^YI7M zB*JRha%oNBe;$ti23R@OlmQTyV`7VH)yNK6-Zq~2pu2ZojVpoUJr;alD)C}qXyiwa zDWxQbgc`JR-HR0Xtc`w_%H2$7u%+JOVR8KYiLe!kspI03BHhElFI2h6E_iZqC|T(Z zee$VF9t-~^rNr^H`E}cs3twu#-Kqbser@`%8*q0MjtM1M8TNs=>EBPfo~&!X`=_Y(iwh{*ToT_hW(> zE+cKXTU$0SwPK!M#6+w52i+Pm?E)p9twq&MA&o2Z5a}@cRlC?dm0bTT0|*QOk^4F) zXxtxNL`QYY_nOiJ z6^fF7My-aXit4BRxQbX}9={23JG3(KEiXvM=2TD7rym47;A%TI5F|q`H2N(?{8aR| z1SJs_@x2*Y7t-XEmHWP4^SHU^tE=(J`_=H*=rm+FAuDqx<6=a~cEsU!9KW7YbTkPd zb;LhyZesT3eON^HhAE_0Dx+_s|NS8E|||-^<6xTK*_>SI#u}YpW_Z9{6)09|p2h zD937ppmC&dPSk1uEHlcuW#_eknh&xrZ}JZQ%UJc)@2Nyx7g?G$>*?3E-Q^{J23z|H zZXb+JA)l=C^2x z!jU~)#8lVxLTt%Q>hUYu&H2S#fO8!hC|+G%i-JN#@P2A_4Z6XMXp28^;gG)VF@ zOFU`CPUI;ZiO*(iIKstjYI{OI!R~cRf8%O-{Fl+i>7d4X?Hhvo|Ni_aLOcG4;5^ya02#Zo|2Qwyi3E<`C>>AYAcG?n(F&cEtt^*JIqZPR8~a3({kr z#xBVpnyKON?rT9Z&DY$`FKPBX0qk23<}uz{*?N7$+}#|Z`)H)Gv!21@P&v~t|0-R= zn%PW&a&HD-R{ND(6CVvF!^OM~37z6;3b3iOa4btc^8l+08ZhfqA+Fqdsc^8r%utm$ z!ab#5_jGMXO79@Kcf}-IS+bIcv1XQ~kiYV$A^yC#;y)XITb)=Ke#rEq7Lie$1sKlz z1P?x4hvT$0FVFa$SFAgoa9Opk!|QAK%_J2jg|vJY05!aU1@`Mo|J>&Rl?}T%0-iPt zEl##xMKZC3Uw*=fF}v;7+#mJrj9a=Qh26-`c5%=2PCZ9oCn3vrS~u|&QI%3b4kXQ* zdP!i(ZA_;utP0&>7yW^`YRbY#b7FIns~Z}#4I8fNKYzMrkCS)>ya|ro`7z}0>OQzf z4n~usgpbbQgY%G_io$*|o~PNmy1uc~%BhSCK+RN3Kk(_Xvl`TnmME^Ri5nEevM(y{ zMSB3$)V&h+PkLSc^lB#YKH9Q9bQ&Ci_^$*rpEcp?T@|dDi`}(u6qfhC-sJW4Eo{VN zGpPQ zP`r+ua7cdc$brjsPx81%3K#cbQ@(Hh1WzgH4+pUuS8AWGep&nptbXE>i#z?*rWAE3 z8K|K!J!v2-U@*A>4VwC^L$nVgcSI+i$-y%_f@fCcxQBkTjC0QY{;Y!Rx5^3nA08Kh zN?X=d?DDeBl(@)Wubt=0wU3=TztPy_Gsad{`yjTF{RJsF1eF?d^6Gl@EY3hmh;&cj z!D8C{NE;RUD>h+Et#TWUvD$wS$^HZF0FS?v3>C#e*&9azzf70~_fE$xql0cR+1EJQ zm6lmlXFvAB8CMppiz}1Qn_j#m`Sorf5a}^P7Q6h*n(3_qj=z@SF(qu#_3~@xY=f8Z zEe7B<*y-GDIzNR=+sb&JXQkeG*)L-*eO#HJKi9OwnZe?F1i?H3+62oe)v=Y^2cJIK z!-q!=dmGv-A7Y+otQ^l>-<_nq=dAU`r_hohVUP4Bd0#YK_PW41b)0CM8r{oua|t=9 zeEHdz(L%ckp0r~YwU|TGX^8Diy;&Z1*r_xl!`?xD?hy7K*V3e6yB&6Yzf*jbf?Qia_N}0j%FC{|k9F^+{v37E+H4cXdjpd0#l_3Q_am@drJrL_ zsK#4Juu9bhI1V=+4g{BlQ{DL46T9Qk_;aNj*Z@}^NxrTewca^~WL zEpUd_OTFBypVk|bWz}4Kbt{voiRmN_$_eru%$tg@l5b<))0R(xw)Fgt>FeE->%G02 z?u0BRF>xjN2p-ftTzXaGi3c_4*d>5OQlR3n(j(2|55>Zc#B%jS82!ylf*%|l3%a06 z2iQOwZZ?qqK1WX_KwJ_76v3v)G&&GWcIKJYCA{{|N!xY4v}|&d_l9FkB0CNjKDjl; z(EH&7c#Zzqx?My3pd7k#)BH<1|G#l(!}@2SSWlF4qab{*PS^}xD0g^7%x!q5$6fWZ zx@BP8s1};4Ih~Ab;g>xXQzhlbll3OSGw7^gKT54AKsF0gkU^yI1T~VFI|0{>S-9Z5 zhD_W%zzY0SG&H!-&qqh`cF$Wf!n7Jm|JC;)K3w2HI$w%$M*mwhA!wAjr*b4z@_=l2 zf^V28%Du|ElIWtpQ{KFTG34$4CVXc@DM|SJJnD{@p+tA17W_DhMBSMI2lAc$iAVee zW;%p)0^~R#0+sy9x!+@cSoiDI$O6;-bE~)mPxD|;5?n`$Y-jXCPdM&i5+*>gqGF;+ z3mD=VIG-n2|ATa0mqf>9k1xS-#Wvl+7%g@$nDA_IN@{4h3he~B>WvW3-av4G(X9h* zH6p*HxEM_NpfodLZV&t-1Z<~!_69^?W)Luy2k~0fL4r*5@Ho@Dx+T`X-Tw0%1`%=L z`Y17fhKvqD*y8@{1ffc{nV*x`*lM?t(JPJ69z6Gons^NL#nUG-MUrT7i37ksf z=FO2Hdj8pg-*vn0=sxgd4*Z}KpvWo6=VGMZ`E7PV9wSoZ0=ib~uf`Ks%p2^v>-7Il zB9)x&goi-ZjSn=xrn*&NZNO%i{?Euc6`joYC9qv9I(2pE!KI_9_Y7~=$*=tR!Fi|n zPK~1dm(D??P}J4(UVF%3!$Ndw{>2cbR*DqhEy6=#8uIb4DL%Kmd_C95|C{Dnes}ybdbh-2*E=ylf@T06(i@F(Fegt| z&CI^sCmhNH4Uk7z&JM?kB{tMX)zLBv3U?PNz1of%49g&;fCfkqAU;|m^;bi&AoZma zSMCo=3t}G6S#ZBV;{`TIH)8f*8==aZ|7a!pT@E|59&+Z2=1az|R-caD$`{J7lO|(h zi?qI~J>3E8n9o=Es2p#JFz`TfKQyid=o$Veh7;5g8xRsC^!xj^rRzSw5Pj=&CkiD|9bZuO^_Jh9;})7LCq4;9NxYlED+SVyZq5$xf=Pg)qF^BR4s5gyUlT( zcvQj+R1A)be@PJdHY7Bc~2qorUvH$E~B?Z+^$Rd#nQGlJZ<3zM~U{_N7^C2ap`qk86f4hI2b~uFylY zc&=n8%LV!w?Uz&!r&c?H=DUz7IwE)TB!=hF6#|R7$$RO_OLcS=ob!B)X4gFCVErj@ z-=v7+pQ{sY-g<$K{LMRpPw_OpPR}%XEH|fADyVoZU8g)`EYDkGO6*@Zi)1{u*yese zF=*;7;Gx|SE6vA}zqW=b!$J@xs}Hqx~G$R;ezta(5ar@RU7Ts-hA z9m@~NQ;N_-0-j!-P_r*^IA~V3ev|@(G-i4EWzJpv?y{>KK(6o|A-xp~!3CbMewTpV z*A2AorJ5@_8`mwzqt$|pP0Eng#lOIf1#&^txF>6dPNbA2;%igf=V@|=#_+12OL6*0 zKPP8r6(hv~A#wX5r5o^qo>f|(X?Gc{SzEO9EuBHtjy+cK~4 ztia;7OH&a1ygc8M z7}u|vpI%glEFA4{!hTD5Y1wA)8^+3#?wIPnuMhT4n2)sQ*#v409{y(ymg3c0-w@zY zv~7=DWcg6aG$LbN6f53RnpjkKG!U9Ge9#&`C;}Bt;htEz(+4#w`qaLaj5{7!&-KfW zxqPvN-0jr+N9$#sPgqfpv&++BGai5_9uf_jpy*GftRlDWzveh`?5RjpK4$XPU)ANL zTK>JNt-QKyeU>PlT)CA{;00y-w}ZF*^i|7D(|ke1DKoLka{<_E-w5FvaS`X4!!PnH zS)oG39Rr{iOqV%m|H{5L+ifmICol5v*6k+pmw^CZQm8(=pjKDs9dBc^ki@I>Tt>=| zJkDgkdDqt{DTEy|``VFh9|0e*OS8(6c&p(jatoyJ-!vDOW^zJG#cl}rF>MVeIvB|N z1-3aQ2ER-B9PiESH=%DbF{M1*du{hJ!JY*r>;8?MdWUGD;`>o=$|<(loaA&XsPTPw za@0z!z)W>tZ)3`UqxvhHckC3fHVvf#@HmoYptD_N;A4z{Sg^*-r`F%x+N1!Rpe=;0 zk8~3!*=st+uHvIpR;NBSywSEZo8%RTso9e+c9A<3J``J%;XYEM8d2*7nb?kA`@_H__@F{;H-v`lId4t|IdWN`|6Pk}*A0NA3lJH7>urpe`Htd?!fqk!UNremFBtFUe z7$X_)nSalo?DX-LwRs?PB+s-VZPkO$l%@F@cBw1(_XDI*Y7`7LRwpZw2+sf3z3Q;nkGVBrj`_%S z)zf}4MEb8fD`(2hxn0%`bJg&_F%KR3Yu)<8=|)Z$oOXo&0KVfr?16c==&RlF?OWo?mc#DNzRjun^o@&5pqM{HC)D5f#tQS1IvxTRk{XEG^p-+EcS3hqWlS};=D;G`GZ6Okv_xhKvHy$$TlMhMj6`q}2&kV#n z>BpBGaNcC?;eDEX&mjh?Y{RH{LoKfXi>MbVsXYsqOv7Va=^D}%=VB8rCk|+{-Id;C zWlJVaRvWy$D&c4w-SXb4fqdg9`%{fVj_D#(CGA!X0oPY!^V*kp%D(yO8@#UN9luN^ zVDO7eK-8!hQlyd5toWNQLu+@)I+O?d-bSSDG4FSBU1Yr3?Y~h1f1hIanq=QLwWfRileR->|+<3q36}r7AzdhTUY|D=M&V1L~o*S;)Ebu!V588Tmqn>Q1`1V-` zXSGu5UAqD=XOUXt$Hq*5%AJ24bnA?HtH9##?0)WR_;<}>3{HIMxUm*5X7UL`zr$ZF z-wxWTl+Jw@kW=#0Iw?&2j9TgMuN6s-_jk_SGwy2(D0}?EWxp=lvFK_x;@Wud33B9Q zRwqw$m`-1o=Kh&pf4uzf-{7+w6v>_ApYp(PeDn3*vrTV&B#!w$+#D#$AKe{*JO92Z z=E0T=R)3by8e*!X(BR-_#l=i82b3Sr$jD$1t5g3KST{I5Gh_0Z)z^#oB0{q`;@O4OpLmZL`)%-^hbJT^p--#`KBPuhham&!z%~gC3Q8z&JZ&L!`?erxf`L&{l&P1#fA1X;8H%^K zF8O`uQ2YdHRx%wO9X$hsmhaDVnPRv}e7wARMn>+BA8$xp*t~f&1`B9>tL^I2HGBx= z42TIYe;SyZZ#OXL-!hJ-)S{u~{udVy*)+)t?6#nsYr2PD&Kc~spLbT?TjcCaR{G{m zU}$JkF7c|t73Nun$Ueoq8?=3pKyt67W6?=xC~;AoCfN?h+<$G+aSR546mKh4%b(C=W_nysBMBcnCabR> z|FNUu#npP5j(0k_eD&vuUs&ol>+QQ^zCBlm|D1z^Bos30{sWJ6?Ceft=j8PE^f-Y> zV!|$k*A(BLXtQ}A7XL00CF5AK1H>PdyZ`-@z}TjUGyC{t{_6(a;UK9T^56F70Y0`A z)(fJ$iD?BWelO_i?nDKL@jTimoyW+O%611}H}7F&6l80V4$`@#uHFj@wI~H8W$(|Q zz93PLE>uo8oDZ_cWZqtMEWt670nhNdkx~1s^O$pIrw)j+&oC+i3d>5`j`1Hw+7}XD zzI<5)rjrb;I8lE;6A%%h2ccBy7kam$0>_Rqz>KW|O8}#YP6vmCm>kmok!Z;eMe%{{ z+qb(01qBhK@!X_2cI}t-rOwOC)AH34HJN>5djq7F4NfE2@090K*@Qn-LqREnh3R&Q zhaOa?ikcc(jHg#q*foCa?wqQwF8`LDd%0g+OeH5Lr-opw;@!J5xK}>ejEC6WZZR=2 zq)wHZ1AuGt=(9gv6x|Kd*Di34yaxemDdAyyLF;IGQ1@z*B|mG?!{4tk^S}q>3uCgc zimeUUKUrX8(*OxzP*+#S7nz!w$v8Nawd=PVjtv=LN=5~qE5?xGyiQ3?-Gz2HL4wor z(cH~)%0b8cN3r_*8`sM2Wj@JE59%bG*0r-li1i-A+~oTii>OyNJ_FoynL~~0g&(y z9oTU*CMG6cDY8C@p~zIECvpd1r_-ucU#$4UeqeC$U0WMHM%j{_fG+ihXz0EJuOgQr zhkvZQ{M6b^fMX9B=*tQd3k$@<-Stm!lyVss1^xLpwok|-n4GHTH-7pg3r+*2%*$oG z(|&n*`6n?ke&wqZR(#aY*FFpH#%n)|e(z9yL`%i4F)AhN+fe(=kAI#N^43J2KNDoewr|;akqu`<77@s+8$>8M2edy2`2<+fv z64I`%t$mh13@U%b(EP1V;Hu^+K6`LFNJrcflZ>#cH$v2(5lXIVb@QoDU!OiYIDFv8D-^n$TO`ZneXktW|slr)sU0?q( z2(j!q>cE}*P9CuqP!?Nqf}(JjyE~Pc!OU0jZ~r9%2mZn1h=Zy2R?Nex0Z;zAiODw( z!7)lDYl4ZqY0DP4_or0%w{S%|93e(9W1?C-RxpVK4FJ>_Y+xy$Ex9Lt@TPo_JqD-I zK{J0A9^+f6SbbqO+Xr9uDkvSEgol6a6KpyA=fPzAkNpqj85kG@goMtXIpf^?2T}WL zM@QOE11qb{>^IM!vttZ`Ht*%D$>;f5!B45ctTy+JTXzy(=H?#+79JNDJ*gYKQgV-P zY;260jV%CU!QlQt?&jtOyYX6}d3p53pPB|9BFK^Opk!vY65O8ChA9n z195PHB9EO+OBnaZ$H%|cd$$3!E%LUuw(sOo&&vP4LjeH+B71<3MR0p^V&c0mUo;G1 zU&0nLu{=Mz5kM+~kNOvrr<8wTKG@KDLcdW_TbrC%*-AM!RPp{jIT9O>qM{Q#hYzc2 zYI=SDu0_s%0l)e4=YfUWD;wb@T_{nc_`?oAn#A>!p0#j^S$sagh8$(bQ1Up|g{i6O z1vRyni_e=4=6`kmpx7S}#|WsAffFM^K?arb^icEJ!^FfhbTbmNyzrxj-tnuL+$w_s z6Vf==0lFX`z!CcL3TH!VluvLl-E}yKU=A2xc6K&hCd_N||LOVM}ZIYl)@?QNjwp`oJ?shc`<@Q5n=l zld8WT&KUEOqQZ)cVD%ICIwyw~3rmV4kQ_f57#5a1m~uBvY$+urg&N$&3e2E@0U;$) zg5L4*!x)#?N)b5jkI4vWE9<9VjKIFB@khWO@|mwe0j*B|IW|EQovHeTH}d||CwD|Y z$RA#~kuP`@7d;ED#5p@Q6rYr|1q1KhF!o`b^5nQ1Vn(=BBQLAezuo0y^ zjdPVlqVmi>B7J!9@ALIKnH>J_3*##!kn4AiGBP;*FMr*8#F17t0fx6bi*&m5-jtLq z(>ijPAmqZbsuHpc?E}Y(bo`;1*=W1yGJ(lNXtX*xJD7=0h(=lSy--HS#_J&o|pdPr9tvaQN<3Ig_uMDtj5GI2^DFF zA|fL2c(3_X=R-7zTxg%LFdckQao$j3qS9?lYcl$_hKZ6d??fYk-{EjXSV)Mr9K(@v zer5_HD!FE69szY2^C~x;J9iG|Li;2nu4YWYQI`cnGWh5Y?vgOG-TcHe5|-Ng2y=-H z7TJW!t~Znw6Pg!V8sBI8QzO{D`r~ zNa8&Z@whE5Bp*0J?=U?(D}|wb`R3o^FN?#LpCIQVDWI=zhHR3WhGqj56%}TrixisX zgGP%{1MiTq;i<@-Kd)L!jFVhhnQJ6DZKLHRk%-7JGIFz;uiL6@X$zt@iM4Ci-^a&{ z`U~dFy|!PnuC|730=7omAOkCf;NokJae!9s=*WmCuIV&q&~q#?(gh6-4|vX^&cUps zw0HMJExx;AgY;m^r>DQa?43KgeK}!ugW>R7M+%EWnV7-&{M9SvjBwA9ZJAy=*JW|i#sQ=;#1Pn2(vZ8`;$6^rkRRWoHRXs zLKNC&a`q?D(Y_Ec5SAjarO(sKl6;`s)Y-ZB)apDfKB#wi*aMvRx2>&oXcoM0XxL1` z<0RB9m0-kY!I+||rlt>Vq6_9`Nb>&b`uB;8?n8YW4Q;j6L(%Gi4XPW`k4nVQy|Y!;ZV-?OvE_aX1umdY(VOCLlG8fAK<^M13?u z(Xbmc1Fqo&<;hS`QlbY??^lzL{GaSJ=Ar8BJ$X+NCezAr2|r)@>$@2ODNKE;UYrjK z{sRG#7tEp1a)x@98dfcSmMAT|h@q$6hNM1ZBk~q&3z?2yIKrx}@er%QQlzWH3C>_- zWE5Xm2!F;ZjDb0X6_uLnhgE=e)hOE!%PSi2Mu~CD`ZImi`XJ87gQ7`9X}@2P&cjy3 z2l+5}=sDj#?65LQZiUT*4BCY71*51Ii%{g;zGH_B823RPT=B-tabySLIhU4}U`C~$ zWo~LpL3;Ax#v&%$!H@hP-R|89>FL{Xs__(HL6IRMZ)ZHZ3Dd+dcAc1&>g(r6Mv%8( z=jK-7S+fKF*npoV9G)hBlq45EPLhXr0=|$aR^S~~A1OkKJe??g8F;TeYdwbH=g9px zk}yX@4>QP#Y3^`0A*83zQ7Wh`X!@~AFk#lo88Af==%8aVBL=l@f$ke@tRlKe;9Gi9QWPmja&sh8I_7%wH+e(UJyhf-n>loANFS?1r4 zns=A609}wqTAt8x!ghKeZpW##RNQy(2^v@{RADufNHQ`q0-~ZG_!LDYB@{yLL`nw} zA{wt39~Nh4XP*QGxnNui@fu%eXG<9x9z=eRpG#_O$5u2nG$cWyw}ogP18b1QKuz%L zy%4*T|D+??A!K|+e8RMaQ?C)!6QwdzQpj<3%GZ7?xo=e;b8L@u z{NaP7?|Dj!+~~0hWQm9y&Oks6uyTkkhvc~Bh9qmX0WN?p0Qn9BpOz~QSn)RFGtw5! znIxLP@0jwm0eLWTEV(R8$dr_R38Hp2H|IsP#;W-HaUgjw;<9>&hPIfQnISvN(d^54 z{n`nmCBUH#zyV(U2l-4tQhqgF_>M3`JW++5I18>XI5+iR&NYIy(5H6pRqOxEEThQjE<%l_Q_{F>xA2k+_WTQCaW48g%WOlCxL_=PZeBJMQx z8j>ics;QwN_m!0uqvcMok#Fyav*Z|VqqFQ0GnNjCmEp3|4ibv?3LFa;kX?{aOc8lM z?6=5C;ld^~WlKZMaOB~UrP)nS-wSl0?RX7gGKm4m-iNLe7JE3l^fAqg+$gAc}Nk5$RFX~+5sV0=NFxGp zvHFlhl8EMbug{UPx5!b6-H#^*5A#Dw*PE)+HFJ9U`&|&%-@!`>3#=M{LXD!Pr+3bZ zn6C&NtOo~QVc~JifO+0jG>f68{!m5|lWmZP`c3|B)3}BNkr+kDES@atuwskxK3kz0 z!Pa&KDWJ2nlSxrvRRew(%%@hSHy#xd61?3f4Ib{hZ{HYkmSev0mM(}h5`Rs-`OON< z1^+_N#Kfz@2=ZSzTRy%f<$k zkBUS504n)H%sU`bDKoQipz1mH>IwF!l*HyM{o!n0>2;8GA1sc)~beUY6_bK=Aa z5}{jsj`*wcro22J;Rn8;XHbShI3K@f`0;LgPGptMLcAm|EcE&9|IRXT)&pK@d`%+Iod4gyo-0qCnviD+9k(FiKj&qX KrC&+uJ^mlX9REB3 literal 39527 zcmdqJWmr~Q_b+^dbcduM-60?d3W$V&gi;F9A&7KJr*xxI0wN#+(jtv?C=wzmodP1= z{f_1Szvp`6!})%^_Ol;1+_mN!bBtfjJ6!F)0wEqP9twpbyr(FqfkL7CqflrwI9Tu# zk^YGV_`h2&cXeDe?JZo~Oq|S7swOTDHuf$y&rBJgn>#r_v$wm>FDSq-%FAf!;^N?Z z>)JKj|Mdudd#9(@RLWSi;8k!P6dyaIP{bz4|IqTJa-X44DFgT9q_y1B{!Y5-ywX0w z-n2(&B59eDr3=fe#?-c*^cprODqq)iOMh74`gwSAc=BU)(VpwWqOoDV`*+%JNlQ!b z6S1;-`1PODb{jTL#q(_|DG{668j3Mw3a-$ldj55JaM zB=|q^>4Jl9C^@YL3ExxdrM`?2$s5ALK`&lhdLv?ug^wSpUlJJ^*=pZ-7UFfVE?x8} z+iK|J@=yU4_oKq(RS~5evc`*Z@nVCzki$cFoyU(epACFio~XGV6%~cI=L$>6&MZxW z;e#zLx7fMAHZJIW=n&R!8YahVS)mKJCq*TM!S9r`HI%sTc~A2TY(c9*PF6Oy%tuAK zaY{MW&PzlX(oHSF_=48Mg*GGlHBOk9u!-7smilJr=Fq9AsN@tBSXfyx`1$z{&km;5 ztL!G{+`q}mu@Tv$k;faJZgn!K6%46yCscbM3DMEf33%>W1_cE@d3JCx?U(I$alW~^ z*)-o7OG-^0wmMS6!pw|5S?k*R_g8tD-DEBA2nHr*ra|3vl5n|dhgo#PdiMb9kzyt> zF>2zg68^EV#OFs#8FSt>@P>E_sPH@;^BC0Io6cCaWdp{V3V80VFMusmwGDpeF?+D&Kn?_1NpC-8Th z(Nbx*zsGy4=qQsvgZVZ42RnUI_^2R0y-J)wMjR6p6ZpkUQ@{qr(m?KmV5lfO6o$68 zcBXtZZJ-u61s3tuLTfWKGZt@H$X~^_qotWYa+Iki=U;I=z(WO*}SEiE3b03~eZ zsnrTH^`ln3Cb{=+x^?=uMrkqHV4=Ba06(cZ8LOBZ*u zuny8qd361gQPe|UG())2zc&(FvWzjy|p9Bi;KGNR(+;}1`F`ta$ zi_&dlsvS0lD=s@KIW;vKwjJjBLFBcDJCT%psCvUQUb1k3CtpbpkB(-)z2c~SE^0T? z1lvpyel}SKw>?WC_A0fc=jZk0q$H{js;MFHOBO-FvL;7TSS=v|x%X6X{}h#!WSpFY zu1b0a-E#e7Jl7Wfc)JEz$0IQ7&$iD9m^pKfUKSy<@l?@`I{-p2j# zAcM%r$cR_>GY)EIbrruxKL%C-&Hb#-^Jtr`zP^5Qt!i54(CtqpBTlv7#qH0!d~YQ@ z0z(L|P+HZ?X+3v@zPxL?_h+cuWrYm=(j~{$VLl13eS$Au2g7WlC>N3QDLVR-lK=Y? zynp{5g|e}=#h*~PUszOBPG4SLF54MHUuHeRj}z!06-DrOyo&gX=U!lbJ{O9SiwhUE zxxJ{IChkTAEwA%vXUP%nbz588lgG(2a<8e7JG1d;s36q7;Rq|~no&o9PCV2{QRw7UFL`R&SL+g-6B3 zk?1#g)8yVymr+q6Kx$q*qvp6qugXr$^^aDJ)P+H~irnrEc+WgJxFf>cT6z9=BPpc| zhR{)I>FNC?MpAT=o|obIUC(>qE|ooB(;fWy5Pxl~;u7lX6QQUpqC_Lb2Cct)Qk}hv zOG^a~PfnI-l`TBptc_PSiu}f-;C@oTao8ty!N|+|w`k-{`(S<2S^xIu@<$1Ouc z50ieN`+xZ&`DeH&68bA6A0MBQ4>{>#5KPGg9C>;9WZ3lU(~Yq&u!;Y~l;~9vt*@^m zLx7TBKg{1BHPPtDaOH+glLCVeMz~xcYz7%tvX$ba->LRLK0nipq8F!RQHW{#RsM7f zKE=#jdt|bt*A1i!HfLM)&GH`>P+}3$g}JT{&#smBL?WT-| z#!tO@l?M-~ZeN@_H-G)A=vD+fz0`fn)F5?X;YlXk>)IWs8vW4*AFpCpREgo2H>*1a zwJ!HY9;m6Q#n{Hsi?eGL>56<`6}*0(Tt4>d+3<*r+^*3CZcvy~^x&YDgvT}pZ8TN_ z_roqn^>#n=;<)J8*wBg!k&lmx-k5*hG=QcJiz%zfN~V>sf$3Bup_dvKh69+TX<$IJ z$|0K*6C0Za`pJzOH}cdn1ML>Cld2mE{tw#e(x-2Nx{;HY&w}Y*`uVf>(-Y{EOwh1; zdwXjsLJ{y|{y60^#wV`>J25e_rk)h9{oLy=HXC7I=8=V+vu zk8>0~ima{{8yy{8C@91L$hQ*9h@*J_en@$_b7j`*;@uimRJ*C*xgHwFj-%ZLbt0c$ zNH9JXrH2i?xYjPr?U_G+K5hu?W=*jB6A=-GMMZTx@xp8{Eu*fith{M>-D}@QCH>aJ z12I8CQad|49DMv2H8mdb9mwiX2vA@DpenD_nyH2(?_Oh~ z(@0^Kz1MhFIsg0j?|(Q|DNa?JVJ263 zHg7gLN*5RVM@8Qqn=w~ZKCNujs5cs_Yj3wm$a!8|M1%tHOA~A}6zZB$LmTXB5_)<< zluoHJ8cc!@)>1a30!X*LB5H@RSRmi z&tfBnJHl#@uXOh;I8;;xMhD-VC^UEY{MF-Kt_0V07Jr!0a?re7VmVZjQK;k_wzQ85 zbpin505)0f^>TMNhW$k?{+#!BZ+ax`mMFTLFA;dI&Q*Tqgwt?z#^6#kA9PLEi_tK% zC0%c%?4ve)n@CkqU1)BDEUzO{E@ft&Hj%fcTn;y9Z90)w@>bGo4lt90i%U>?x&f&? zg6@Ow7El0Yc-N1YXJd^Q{pgNm8hZadyuV|mc!KeymVXA~z8UeutLdl-r4YdQ=Kpk# zDebRY6e6F^^=XNb+nRuYz}V7Kr+8_JM7`HeGPd*Mb>jZ|k9@}-+IO@*k+I8T>4?7L zr(>lNpfrEy8U1EiXqCq&R5vT(1f!HQUyB<)gM*(*7JA&bCk{?dfzTluWSO$a7WxaG z==+jIDwJrbl?1Xyv0;_Iq?tY6i#%MF z=OOX&qzc!=w(pQ&ZvHLx!8r?S8APKl|STtgl?po5!B8z zY}(tBb4*mFH9PW$xg#DwD{yw2Nd4$l+S`ES*CTqx+*(%N3nuvDHKg@vJxu7vJfea6 z$DY2WN;xepzXk;DzqvU)=gO$_s3(p==ve#|{k~tghr)WMk1Do`l_p_XzEa+x?x{pK zw$sW*E)NY2jZTdV)3M*J%U9g~F7AFrpVPJh0Qi$fn#9=FDrmt)1i5M7F)-hUn2x60 zD`)kCmO39wEH{ZYmG^hOd0|7+;U6E2c0V3`0wh>aDh(BVlK7%qmXx5+wz zqr}2~%<|azZST_nFruxafANpbC;cd%B5leTQd7pHtM$Es=>;Q>j*#CC4Cyn z_s(xsm(^iH=cV3Y0In(#)j={Q9rxwfG8l0-@nc?;$wfg?Dyn?H!}rwr^X_L^>}%Mg zT{!|IOWr)9yN_`Q*vNLzo(M=-dr~+rn5W&rOiWJZM3In@lb5F}D=U)&%DMJFCufD} z(?NE>C5EV|=qzBAS~DoFK$s$>K!WH>zDYE?u0EP9V^dDVK?T8BvstRpEh@F_XGZgf zVFa%SdoxkUdvSm^OOm?_XYkal1u=1hm46mIEK6*S7$lVe;_sn82;9 zH3J|@6+%G6e0X?>14M+%qBo5TsPIbfHN$$H(K@%1Qi~qi%zLlcTY_-OU6x|5N^-mW z8N8Qg)Y!23jUxjG6cJ!TEx^Vw6%-VjVeBtYH#Yu&JHT|~#v`{$fQP}9e7ZP*vM54` z8TesE{}z>)4SjqV7#sT_(X6I@uebqvH7`Kr2Zt-U89~60@PW!*2Hu`4eo;I+t@Y+2 zBy9P@_6s$yR+@+Y^3gmS)3SNs3>6*AgfAtBgl7V)M6^=x-co0V8y-WY6_0+s&qdK1 z-u8gYY?;1P<9B?1^h}%k8MmXMQjrhu_7}L7;)4eYXUBWa_3XJjKF7Ogo5zoy{XX*C z`-6s(VSExe}m#?+TGmlchm(9ro- zVktQ*E2|j668##o@k(1+MMWGe0&4%q@kU>N;6{e|U`;wCw7 zvLJ<~g-@{I88)Tn;37GB6WRJR7rc(Y^}!tKTzOX4IzKcM&e~~z-pO5`tjkqS7Mg7E zxdLtAF{LuX&P6{tpX}R;iHpxe;ep76XjQPif}qUaS@gU?ct0;M? zzjKNG^-26IS5m#(mo_$HVfk8HTA1~s>?4`VL3PN3egTb-gqAh}nF_SZrl!pN2DL%J zUel!fu7(mbbbNeR;IfpRl~rmr#I4`xOW)t$4=}80mGoOTMk#Q{$5WSqg93~V0Qin@ zsSrjScz~m$qoRsRw@4!N7#1cbH0V1c^w)3PkcXQ)yRnfmFQS@yqaE2KrKP1dxW7^z z7jrk@BFsJXp-Tg7S)dgqO`ykOCY71L3{}}*R7}pR8fBas+D7btws^1^;B)wV&6Dyu zKb8tgxmr-%o{9B%kFPRrSu5(72maICO3t54QL(XoiTY4s^8*j0+C`_mv&Hv+Q@Wj> zpCdvP3>wB)-_&ZH%z2F(=s@5aO0W9#sRcx>xYw@{8fOY^ZyBnkVSeY}pl|EZZk_4Z z2XrYVQvCeuMYuDQb#8*jO(+;t)ipIh76|`o8{U8{)iY%R|qWp7xT(RK(fF@QV*0J}BP1_ie9sqMktJG%%ikas_;&a=n!2vLbxQV3Ff*0h^A2tQh@BP9!2y`PaC;e3zrBkh{klk@96ISTT~`&KSlSn z?`_Z41T54HlolZREU2N{(dqWdNqYGBs&9m)W3Ng&*_c^c;uJkfUDR3ZN?;-jM+8Aw zu>ZtAm~B2wI}NHP`{|m0<+P5|>Zt-;{UiebEmGJ%A&HcWQzq;$Z%}SHK6>6S;j;Xb zo}t3G@qnv~fghc#nV^kXt0Jj&W;)aPQh#G?q&xq+&`@j{Sy|WE43Ks}qS2@FfAZG; z$Gc{|zDAF;chWD6ZEd4L(Xn{ub-erRGjy4eyZBJj?nm3^NRyZKoyQ?04A$bl8;pmU z;ca7L0yshzVT~xm*g_a1XXzu4_4Lf3cOPzlzealb@_TV#Kr55zub`96!N3FAPDV)y z4@26&rsn4H{#qm`J*)DhqV`i!b#5D`ZDFLCzVs-(ij6c=j;xoe*%Tyn>4ARCFW(K} zDQZ1==ZncR=vLk~!%ktsp3wA&zo*RK*^X#!`bBoAZ+l?Q^!1~GOYHt^6VNHtfAwBQ zslmTeu|#>dmu!B0Vk~vTg6QQPFIAwo%GjM+zW77b+y9L@MS&s7^zwDm=4oyj+K}gfqd}r&oZ@3gZj|Pjx ze3J;T+;|5wCQq-5AH**cE2{`#YIBR}8+u$dI;RcG?dNj8oI((+ z6m9P{BtLTNzJOqt*BmyACy`%nxtzph{amohd4PNhoqu*>Z9z=D;%-?n`ufxtalj6t zAlV=v4-lRLD0$9&BhYJziHT$NBTp>eii(KzIMu`a9j&mY0v_$cVyj)O-`o~X?yOpW zdUiGox~DDw1nhEqx=HZ(Ho&GSHOoP`+&tq~PL|z?H2s2$kc-!rP30ufZK3pBWf#rT`**)Y#toGr_w| zLR<#d`t)9gVNCgPmA-$^s-vUB2&(Y7-1+XV3m6UWoEEz_L?Yf_D}UN24}G+fcq8iu z$h#^Tx9Nw6hue?q?Q5T}(R%Lx4bOd$VWGEsr#<)c1tDpI1r05qU1&%41$(2-68G5U zzdnLDxk$P0eJgcy2@1&c?aUDRsp04{}aD@Ib-fJRR$^p^EgJPQ4BlI>4}{kk(5-Usp`2>1VBiWuW?MrL@&Y=uc@$N zL0>T8q|8>3q@q3-Kl?hQ8**22yNY2$>R{cpI}T0pfo4-{xo5cI`Lf7=OzwWYOmKV; zPo^fH!k}YC)5=LaDy}46N}7b^3Vrlul8H{0hq#T+S_HQ~H{(C+Z82?Q=xLaehN+sF zXnoj&7iDcEt~@%Fc_j-AtjHw4t(rRfifKbTFd~8o@#wOg{_gL%cS~*8{?02(A@$~d z+{((ZcRKaH-_l`w`9i>9^y#ME#Akul_c9#_<;$bfy*KaJ z_BY0eT;;Jo^uEz%-O`vfL(E037=0hw$g(;+CP6-y?~WBWmOeH0CbC;DrtC1sG>waH zjjU)UOE~kp?Q)v`a~~5}nCpx8I0Q+UWOr_@@F+$%0_mI`y&y8(I?g9Vl9TXLKIep>R<+8{#Mpvlya?2xMeip%V8`SlaS zxlXI|kFP6};8(xs#-Ky7zsKhIZ>lV#T~n)CTYi4zl>NZmf)V#AS=9b27(O8|zvi-I zZwE$46Cw}~j04`a*Gg=_K#1Jj+;|^!qRuI z&{Ps11f=fOxk=StS&r?Kx)N1O_=V}Z$l_NcF1Y)jj+V1yNyy1xw6)2BIfz(8$%1C` zi8nw@>i`vM2J|@)#Pz>;QZzR=gX^Y{#BcEKQGu&1HX&^g=-2bmiQIRWNsIMs5H@WB z#K&G$34wVahYq~RUv*7ShlrhtHVXDpz=onq|AiwZ#njv ztJ3Dz%QaoV>oDUfr>3T;1x+y!V6X&*fM8~z1tfc`BMJzZ2VHpb2pohgka&^7HdbjH z3H@fJwm-5sl9I{BZ+SxGJY?EJ8Zl@Q6u*JFEwoT(Az%8#(;)LYn*e7d$t$9 z3;G`I!Q+ggmS+2?Yfv3JME@T_xEcJgvD< z2H&Qy@htIiadC?kjW?OA{4RWvDg+-Dc{;MFQ(wFgr#uf#n%{jHu~6Mnv?5AwJy7wV zSkqv_gvw+#RZaUw0{_U=t*}y5R7AWa*wGkZ?fwsM4#>^rK+V8AA;ygV$aHtz^R)=j z7K|6Z#vcMbhR<9iPK*MFTvka*>8--m@H`j%2Z}Eq@yt9lr4{*k}F(u;0NJW{vm)9#lKDU#i3_=t~!A}cd($IBbC zLVQqQ54G{R-8=jH`vQPIwvM?Ueq5HHfCs7PYvg!0uC#S_&I5YN15Y+)$?s%M6g(i1 zDRAMB&Zj51h?xh#0Wmd!UfqTDM4I0}K@j z>$5DcDDJZSPJ9ClfU}c>><1aQYi?hFq3d{l>H+2ZAc?W^*#Nup6=!E>F!5*MW?4?v zd%QKeLYlx&TjX!fao+rPHS=)m6;|ApD@|Hf$s6gCV7A^UGzh0M=__+tBu-n^#u7w( zZ$m~#=CJaU4a6^Gp_ZXnB?h%LHO&-NktHax5fB<(43I^(W7e)E-_(6-5`Xrn6^bW$ zvC<*+hArZBAy0(2S5#GP2YcB83|q)|NRvSGBfY%qS&$9e#dPfRGxzNU+*>Zo{;-W& zr>3r=et;$Bz0)I#L?3EhRsx|FF1!h{uo~OFs1kPqt#eBUmIJo4$iT^%8&zvXfV`i+T=P1@4*5WFoCTrk*9x&px!x8gtSSwB^IaH<*NF@lv|;KybQ zHszv65$w2?KLAP|bHO+IYuxN~VMXPn>Z@H}(TGxRg#+lH?dvCn%>!K6t4#+^2&g|@ud47I> zQleeVbr}zIdC*jvySsV6Tk19Xp1FiifPkk~_uTgMc(p_ah#nx=7cgawfsR-X=8?i6 zFN0S_9Ba4Vel`F6DfE3VTIFD48h|t>Cl0t$rDbISzyX2d!aWm!2oJARiXa-2P}rQ0 zm743%R)FD&)o}cWXR-#|yZKc6hGsBc9Ol|^ZN@(5D=Oy!pC_OZ!T@c&6R52kQ29cG zI!YASFu-C@hF1$77KDH>B9r;m$0`7P1L$*Vpl-=Tr-$uscq-C8Kax}c#{M8%!P<*wlY!Dj)#?etg0Fu z5P$|=!Ss@LashPo)BSP#uV3B2u)P9PN-5`OyJnf`-M04j+2JBRkSzKuyfiaz`+$rh z;Ct#m8MXq8fq23OsX%UINrG%5t-|tLyy#M*r1j1OHZ~>c2;Fi2StGAYFzy#UGTVRM zr(Ptl>Ro3c`J|?MKTKZz3^!m4V%~=W7)-0@uc421LeRt5+By=V2~E%h zjQq|j)=yy-pfLtPQ$~IU4#VZX&)Y@1Rx1qhkq8vPk*K?HmIG8$pYUOosjjc zc3Q*(ozB?aJ{I112Hvao1{A9dh$Y5$c808we%j53*-rn3uD?1$#HvoGX+rL0$?A15 z+~kAi%N>oDf7@vuF_N91tSEUTzJ84XNhMZxc8e2ZRnWCT2#%a-JXJ?8P2OWS*{F^s;qN1Q%e#{@T8Z3NF4mE{jSJ3JW9j$?^177(f|HrAW zh~~OH}b0>}jy`aYE^`R&^nEpevL?|l*0)omqg4}+gYAXD=7Cx7EWweWv~&6fFETru1%&qL zx{Ng6M!0raK+Q@IfwkVmkJL1Ny`ehzyrQYpf+GH9ae%??NbycUSKqI7WIfF|Ct-6g zHu7lKYtqVc1uzWi`+#KS=g-|`!UT)OkV?9_o+u-i(>I^@M8Z2Es{DY3^lcoGUX6Og z%f?mhYt5sh7&}S43I|hX5ds?AD`M!1IbGvjWhA5t=7Ee&-@nn3>uTSnr^2ru|F+|8 z3zO&(zd@LAFuLoN!*?19_0!RrpThr{)wnrBc%z(9A+yP)1N(SU0W|%i9gqA@%?=lE5D8mhG{j0u7aybd|Bmz~=gu4gD{(X86 zgS$EHgKvS0An<(jj<9_{^q)uEV~qLT#x%*MABHWr#JDlL{FdA=i{!VVuI@Wg(=PCh zWB`+ej1dYT){`esknk9Eo}X(OsrT}=Oc57$Z|^Q-u}n-&1EJ9(NxV@o-4ZMDg3%#b z+6h2sc72^lPfu_1hFwDg6y$dNGoZ2567CLYMm{T!i(M3`rse+Z>4FSE(`Nq#0TJ2q z`NmWO)9p%72NxsdB^If|w5228 z&T}^s!;00J+zdAv3oG5WevQX1q)nzDNHI9C3k#4$8uJQr{$#jRhSNnrD10=regyO! zNu~h{0tqz;W-UxRn#W^NS0!m-FTTjgU_eJlci8*$5Cbwqw{KsC;8K8Y(QpMl5HZBe z19~z8vm9xqNYoLS91CQGM#TOftoG=HO)~~8Z~@5o^6FKpOlOji`X}K&Ti%*Cj~e&E z?_3XJVUxUcD?S1o1rq0$RJWtD1VrPb1*h^Dy%4IMePc$c_<_M zb008(q<(v3X{y$h2jRfBnB#z@qGP4bsex|Zg(kcO80Akd8ylMmEXU^lzC3vQh{wyB zpfq`e+^M7OMKRw~F+|n?JYWj{`NPU+ni~O1@ZX7ii44AnXz)S-HN^cA%@8pJVE^>k zQY!L7*Pr%6n2)z_ghajHLHJe6_g{4PDLYDq;+y38dj?Enb7L8pw;y7JMA1cFYt+RF zXSLtK2%q|Y(a)4`y+1N#%PVXrss%r4mlP{2-G3{A3xRAzTsZLn73qK2CroDwaEwCh z>co+5E@;-lC@ieyb`BTOvC()DbJO{^@z3}7Mr&QI6URS-pQ8g}Gm`hhC1*$It{c<>FM++gi-@*xv6hpfUq@0BtWDE5WCS(;FveTuaTdl zN)&`R?x%%8GW*M3&lzY8Z4mPjfD9!wYvkY3Zh%o-Dx*>(s$Nb$#9A2Z(+!`j`$@akx^K%elTFX&(^2f2L{L? z7s@kuJA8TarxvY>6g7^hHO;ZG%UzXEWcwB!9^C7NimJi#*&#Z-9qiL*wFkIafpa*F z=C9)7{FRgVXQ3840J{Ewt@ZiYfV|rjLLPbC6O?k+d+za4EsHY(Hff0Ml*dXVFZ`0Y>7sk7B=kDjc z7?Q`kPq!6<192J6A^iQ1AtLe((ieA^)eChil-#EN7eVaWItHO?^`!uq9YG->7Ac`g zR8BQ?sJJ(8K8h!%0ABkU#O|;y*7H?+7n*6 z^>B6Hg9*~zz5To{JPi0x*YM%z@GA{}G{{BLdZueeWl1nBg=tTH4@C zXw)=;KGg-+0U?EUuvkDALZOz&DtK7Q?j^QUr9g28{`jG``)3Fr^#gbyj6-9vT5s-W zynXw2-VxHUI=Z?RDbq`!Z$RQ3rs0x%G_(ysx#g^05H*zZ_Le}P;jSlI6Tnzxkd%~M z+yDFP1sHZn&Ix76VGh}1#M*%tpRmR;0LMcDpdlmSphGaUKk+Sd;y_Sm((e)qT=&Pm zQXUjwn8RLcaFdYRwOhI>FP*8y!hMszxu0v-p1&P8@r$%%QD9s!yt#xVEVr$fh9|+AaEivq;_CmnQEM<`i69I zzjN!bDV;-L-Kl z1PZ~9`6HaVGE!ecwg6%`)QJRI3fUAczE{&!13 z(S@58%T(vBdr5eS^)t81e&Qsc*T3q zarp<+V1YIF1V~jYnT9*6O;Y z$bw4!UN!s>!<0Xo3M$XJSNR+~hnrV(KRsZ*{Dh1Y&E3Gcx1|L=JUkr2Z+%YuP!3E? zOnGqDDY3?Y&4(lI^rxjT5+xk85&fD4z0#~q28NCSt~rt}pXQ0%Q38$#I0BS|oqZeISt`*eyg+{> zln>()(P=>SobreUgb6Le1Ox%VZB*_q>?H(*ZJVV@OI~ggLrfXx~lR(Lv5>xz$@dw}C4D4_1prObYJr@)bu*H;bEfP6mEMN1y9 z!5Ti>!!XmUZoGb^tfbOZK9dW+=w%;lB99WihMSJ%i7UVN9T#GqG%OyWZTu?71~EGj z$U3SCFbSXTXT$_?vbmUR$JZ*>r=j51LTw&DN5Co^ula5onGzPJRI*DzxL&X5uT<2& zGpZHV&fLABdx_|`Jwq8$y$`urC}9xD-gTi*GdcX^Jk;6Ghn`jFg0*Izx&!{0BnB4N zZ}%RA`oQjAmOptb-1G#9rA;I{ln)66v*tw* zcL+p$M8Jm;2~ZzlLD1!)L%miqPo(FAgqD*nPkjB=b8XJc_69V{ayP#h(xe`IkbaI;6jlE+G*Of0_G!jvZn6Y zor@T1oWQu%AIG36B0iN#b0DVWbb};vCJK@q#~yT@V9>Wb&5~v>DJknybrVi<+;{r?p@1h~o+r+Otn2XA{3H!%CNOKF+O;|)>j!60 zkYhZc=Jl3+7zY7R5ODY8JY*gw=~~jB^eS}Q_USWsrRU`2tlNhvPGd+neZX&yqYmru z|Be7{h_p8kaUaBs!hs7usiI(|{5GnAr;B6!QlA6kY_($vRC}ue)A>|?bPW`%y-n(R zD-@54kYfe~z7;}~KuG)P;pB)cqywGnEPh&9X!YCwdOZHDla;z(<|qev)Br zR9>h3HI?L8;BqqJl)heUn08aqx_qBrDsbu&R`Y1v`>#}Igwwv4P~=U4bN3m|-xJNG z+Su5D)3GMO=7%!2um}M%^IQCgg*oe!a{jPP=Fb^lIWpm~Dh|IYd;Qi0N0ym^_cSUx zTLDVpLeBWf5X%sNfd8O_aBJcHq5jViA`2ZiN3sSjg*WTGNfRauOb23o1bXJ1E~(#B z`z?eIbO|x0J)XP->ZDPxr1WC&2g+J1 zAA3jN?&u@fk<;}dAFsY$?$7lTR8ZDBL=qqBHCY7)8?zwarKGE!O+V#cT5r2`UQnLj z_QB)v8*AC-*ZT19NJCcwK@sJ3agR9@IU(JLRiOc5UZzy%%mmhrMiJ%(elqFDgnJ}x z>iwojRK;-uJG8yye>P=V*l6Q~6?sXEM=>ocVuaNZ|SJBjMtx-ceNHCYtmOC!VmK zwRx6i+hDX%fCHbzd$5*Iw_@#Gu44FZs55c_-9M}_g`KOKzY_DzpWJqxF*Se5cO(vk zs{769O#%YKlvDMZb|hP*BvK(C$ww6!|MG3Xk7});4xUX%A1bZVM04BRM=XL&S07xx z-Sj*C#Kgj)I5#YOHx|)k6Rb3eFigLN`w2XQv?Ck0$us7FZ+_4BaeTLNSg>{jq39M; zoSEVm>X)vmdo=%hpNhA8X@Eo_wx~S%HJVZI>v8`FMb-AMoXFDC(CE^#iUG~na%}kj z*2eX<6(Nf8#$8;!8d6`{QB=B>xW(g@)DLPi1uH=4Nn$g6e_<+cJoO1y)|x{^=qwHM zz6!O^Mm}iLv*9=~_b^e&6+Hf%sl_e$e3@f;u!tkgK!1;dTRr^0tBw{Q5Sx<;hct8wLO(#aAO<$w9nzYyF8Ne%34myQN%0_SyuGlZbjh%(GvoN zkK1`8C4s?M+@}o?4D7t^PZS7S;GG6f7|(C&fJ^Us!o@Y*AT5{kfc>A z@3ncu^ow_1rJpN1M#DALbF4&=m%sII6DSpS#(!Hr8ZeLA{u1s?oRz6&Wy~V_lg$rM zd&$N%owG?(YFee_Q_@9JIL#lH*Y?qvO_ohhlQqY@X>b%Z{6W6f`P;X9{)|oC6X;he zHv)9J1qrk2=Zx^-esSs+p=S1o7}UQhdH2_HH*Dx(C)lXC+6Jy;ng0FpfaH7*vv&V) z&q6F`2AB-+jREpbo>=VbdkW6PdY?B-Woq ziZ%DUqQG*fnB|pJmT4P+e`ann^?NG_nKoq0F?-lpD-ciJG&YEXWl9R%t~X60gzI{v zjBAPRF;PO^#J{g3x!a;;g;VheA5JUE$(6$O0ZCyrJ|Qme^1S?r|BE?KW)lACWy_O_?JQqmMNepJ^st0RVEVb#%3+Y z`k}e~Cx#G3uqdMrqj}UQLWXq1v3E z15tw3mo;eK9S8}4A}0evDCBO~kQ59Gp-G5}))!Ao+Fuvc_FjergOyXuoia7zp6$mh zw@XwLyLC}CMp1Wn5{no`ZVbC6Z}9#91d3y#@Z~Sdt{9u3T_ImW0!}+NWRTwH=3YX9 zLKFgLGZ3X3Nd1qeVRCY>Bj?>(1lR5`hKLjd?Hdw7!d)OK!f|E7DDTf>`c${|YuCMw zdjG!!{@hT{UFMBpMuw8qml#y><8mwz$VC#b8O4lMSg*!t!}04tMiA#!V*BA*##wXn zGqtQ8cRVBr+L_;XG_))?pT)m^jl=OYN$Az-GfcEhM?4&Ry6-=5YAUZ0{Y!*C%N?Q4 za~W90F@~=Ofut4+^=sefa%8(2r&!y4IW00SI3!eT8hveCTUPmjSDS(YBYYVMV2^-^ zgo0)9dKos#a3GBXllv5x94Zn`#swJ8u;h2I?%qOQUSE#^GK2Q@4a%_A1s61U5ZgQ> zqQb(?d4#y=ozLB<9J!PvBJUxZFP~&#nddi&L%YeaG1t|knuTivz(eDx>(A4i;AH{0 zN-D_h`ohbK*^UW=0EGpP*X-pKQ)@)8lDS+V@_F5oH)3p4lh&+Ed;)z?sxezj3e zrS6bSmi2CP=1mbHCG@5>gVV19LP9^GRNIby#E_G|V0gm$ z@>*y3MiVN2egD+d)Y~%f^)>bUK0T@cO2Tj$Ej7Wx!wXbo{W*!=%SstJ`{z#tq!3qGgdsn@I`~CfATbO%nqFG1 z6-MDWdbB6!ed9b*!?Et55m_5I_-3DoFKIPE-=QhNx1%7|gUj03L$~|9lu2*K@$cQc z2j_|Iz%i!oo}N8=B2x8$vpq&Kmdfd%{CKp)y^k-F+)Cbo>I(<%1G8V1H?;DUc8@pE z(4yI03~xAt_8`vtv%LBck)bTEgVKa&sJx%9(*ns`a(Z2 zo#%H;bMsZ(vC80l{o;)uQ~0X~q>CyW=Eh*FAX!R4HAqrx>BIf>kGXjODH|^5&^qNa zUFH@sWPfj>L+@NY_IM`V!`^#SUD+p8LGG?%39hk@4z=!Q%Ye_Hh2bz}^Ux3l6b~GI zm4)DL3V?QscsMR1;MA##3{BOKI`bo6>Ku;#;ucPRj{e4=e)HYPEq};6$$(701>ZP= zd^rP>Z+P;A_4di%>%z}|%4K8%dU&?PaChEZhW5EWuJmC6=XrXHKoROdZe#R`k%sq(w6<5&r=SK)?-1pn(D6)OM@M%>T!NX~ z!ZZDnPNT06ay%{lma7b~zfCx?BMZ7CY}+4J6?t$b zEn;%kT|6aC91s^BDM;W{8ShY4g~mUV=G`3?f-k6OQCm44sTKkA-Do z3Y!Z{8aiV2+?HXjev*G-_eVmNfq{W26gj&J@})P(3BxAn9Vh#1FSNLOoQ=SgZ3Roy zabrqS?A9&hq>$y$_qgyuLO?#Vu+B(Ji-J#<2?{@a69w{JR`2>PAv^ofvLrSvj}_$5 zWy2Ags*KM0xrV*uo1UC$>B{!DQp}!yaHAw8BoJ>81rjUrH5LIUV-RV816~*))S=*j zq9{^M5N=*fMu8Si&c(%bI2+2~La|OrKmdZ2)(kaJ2C@WQ{O|xAK`teXv~vo4-AcK& zex9AZ#W!JH?9h_BdmwB61CoIfRU=jvu!#{N6-*`VlB*D&aIXIiUL0aqJ3t;DiHL)0 zhs3y#hnLj36Tm3!+Lo2m`U&5RQ$+Qme?C|FaLJqwNw>P(<)(FiXb!;})UGf(xE23$ zdT_uI^nhkKfina519TAb>lWR}v9;sfl~+sWkV65X)7U)0mAO12fdZnMaFka0+Bp*;I$-T$^zbbq0crN=sZ2W6x7P2EN z4J$M>6!Aq#ml;BKnMqR0mdr?!(lR5;tVqeo3>8XgSlOeDA~Ju+r|W+1-|u;T&-2G~ z{c*ppyRI+a^E^N2dmQiMINlLX0-rqh^0#c#{$4!G6zA|-V_VFFxs{i~wK+=H1xjc} zRbYUwM-El7J5BlG?=^&whEby}p`MlcC}Dh^IJi{Z(?)l5x#OcL2Ytu0J200Zs15OA zqHNi+g^+gf+rv_9ep|f(eDxT9I`B3MVd42Hw1HFql)NHGTF~5Hw-Bw=wkxqf&)<9P zry5mq`_Lv_y?TM@X!`2o9NTh*5lqaATq7{_?uJ$g<8Ae_`D=~+80vj)sD*m04^bTm~m}GGugQpwhzOn>=n7C*k#xc19{NmS;49!qQu5{ z@(-5|wcn(md?ySs6PNlYKKqdMNjLi7DSD8GR!)z$lJw$bN;SGLd~Bt)v$GU@ zL{h*K95{qCq1dQEA=9D6dE)AYk#8XQ?i9?C5MZl7q0oEkc9cR68gi!RkGps7Oke_N zi?l`9*g(dJ!I|sVq92QvLY(>v=*NLBzle;iooLcbY21+3oME*gLEzw&upnnVt@yWc z=?#&ez(s>8!LnD;YIwTAud8f6COTRJqb7`2*q&J|z5NY|FA-?KbnMq2{as-D@bbb> zK<6S{TgvPt#ihb$jd*Iu%c9FVb9dw)-@9u@II4CpyO=_^Y}XyOuBExR%|$kQy)R$X zj{JW!SIu5p)5pgTwU_!leKq$KtXS~i62Bf?$93-fd7dN6@FqFYRyatSl!`%xPqQDM zx<8T+3QBnD8?kYG_DpPeCO0QNjnY}aFlWt(*$k7T#iojXBvKdNj~ct9j8)=WtD(Nw zv$oQXOa6GRlKhr!LG8ug%R^ikXl&&i#iTrsEq4TmXI`71bL1$pI?s4xR#j%nmLvQ1 zG5PEKL%XxZc?9oQEJ*BQiZ-lxL$q5jNco6|c8n2NK`PgG6a^gV)P3~bX}^ztb9Ff^ z$LsTVuC;>!>hkW5UALi~*`#NMxfVm&^~`Lk`EhY7HNEv;)%}W;vd3&)Gg-l$Z=`Qr z>eH2G!td#R!^IjGakQQb)Ex`k;?tuKwCtlzMK=toFE0~Z0*1TWzK;&9Fp@tcY* zt3t(fmT#@5?fb5n=Fi)Cy43xg7^Vz$mX?g210GE*{fIAy!Y=XDo^(un=D^=u zdPM}msYzZT9wm>%ZWpqlu+MaqsQUeFuLVWT=+%@r>kd%gy8LE@DfaVcU2JTEFrP&( z8X?7(?dltMLjN4RUiHTKa?FYtP1i`4ABQCSZOcSBhr=wpjso}P6cS<+b)n^lmJuH; zE-oIDCLiSFy{~%vq;AindwcgToZHxAco=x50?vwfdK+g2)G{_0wv)*p7{qX1^O=z& zUUbsT$5;v=A|TM$Yk1`L3=+*7m`iU2A#ATiUlz98 zYfKc*T+lQ_<&#@hMY?0%3+nPNc_Nx#<54S18NVGi5LEu&FTbgGw-1MYJ*t-pe2_Tq zVOrCis=?|Pszx>Hga20Wv$6p3hJJNr<#VfC7+Zrcr87sd?d*yPkGx^ob;f^gcmv7u zM0O4fGBGBGyeYI%2AkrwL9Jlf=GqdDE_`C2pyB7DZ_vYPz%heZw=JS-tdh3Vc2svHnBb zNUchmP{PtDN-xMVh?yN+&zkQYSWV8}R418c1wXBtOnvMAVryPR_YgOQ*0s+dcS=&c z^xeGp6&=Jve%Q?sW)uhn?Zv0mN%z9D-`jf^vDkBQarxwn$?%tT7BCQ6_3(?@dRc{& zB@i3NhkKNo-baSrVDr_13ZDL^hnyb(-mN49W_r_OkcweM_apIfo{!F0`Zqu74Ktd^1# zY1e+uJL6hZ$;+0jRXYbHQ{Rmtdb}hfUO24~%gU0)#NHc?P0bmhd$JEjPYJK()W00L zhh_>xAru*N&~_6VBA)NFBHOXIY94KCCGQ$&Zl5nd{NN1V1B+E?F8Xyi=!JHlWkY*Mo*Wca467q( zj-SoGoLBOJddV5-J9Dbpg%&Tb8xo4r*Hfs|aowY0kiCA#gI0ik5~cPEhqW6-Eu1dC z0!y^+Uh=I{p+g-fp1pe-_@tdKasOuRKACuG3&D7;QWT4K=>SZy*N&oF&q9~ zQCZu{)ad=;!sB#idriroC!SQZMjKi$#fpM#`rnx}Y0*+W)Hjb?fM`~UQXBKAaMCn@ zL-4mb1-Tcu;T~yDX(#5ckK+wK1;38(ouzAtsLnN#3n;06-USAW9DDiWrv_^K;o6~?_uG)!Iq1k{Gr~b1r8iq^YUu*y+83V^ zgkUo`U%H`SKfRL6O*v-n|6ndjPp$S-Loz<`1p$7Nz*LQb;(2A3Q6ywJLIJQMHUt;S zIL|T~zHSxm?Ly^U(ZodT_GWtZoR&&Wxnn;~_VZ3pT&V7z9)CC8wKI@v& zvm=e&u1*&sw=24ej8!p+QfqY9G1ZhXs>sN&fr3I*eh~R^;=a0kML)!AXaDEMe?<+I z?d=w@1k5^_> zj6;aW;-916PgA5}Z3)gbh0@;M-aRm2+%Cq!iFS@?di>^p*F>z|U~Ro|-#EJo2gmim zD?{9#6CM`<(IBGg-@MnBSBTCKh)~qnBp|mCv}&o~f50N*gPlFq=sMy#VMD?C2J#4b zMen;qXCCx3LDLQBJ0$u}eb>BgtV8P6gL%x|kB&9EFE9B~@}z&v;3H?xo`rS-lDC+> z=#v#kKt+U#u>#R&g3!WpctpV=xccs!VLgiqTXxK<2Vc})*Q{mWMcI^pLJ7PV2DYzf zCCuyj#NVluUe8~(a%C+n>1Zf~A_&(7q+B|XN8uSsA}A&ZNn%|30x2JyVVvbbRK)j_ z{4YQ<`SFh5MQL5z$rIyW!Vl>0JHAenL4Z%!}=vn0UiOc$yI1S7Re97^B2Z>zwVbB1^WH(+;P0^oXp)-EbQ< zW>UPQTz>wS(tYtJ3hSQL!*P~fKW=Sxx`3{6EnZlX^Ui+%L_;Brf~cszAra2fr>uN( zgoZ%+VVsMM-ENX`*2WujFV?1~xE$T^c1C)g%ugMoT|i&mk?HW8>!6z=JT3I@bQE`F z6Hr_q@rrWtB!IpOA;sGyl^D2!R=}WS#&Uhn0V5Wagy*>8X?3+uPyITJ^Z&}U?`CG7 z^zU7P$CyVcT=6=fCJ^oz@d*UehlV1j67kYuw_C+Oay31Pmhwv5FNEl%4(@N1`#76+ zHR=py+Lv`l9LPn`ArX}g^yZ#p?E-)vx@_Ps2>A^PmoQk&R5p$-Yb8GT(rDvkOYdSR zv7enCQy~3k8Ey24i9AHG1kThquo~epfxfKr?c0^;lhna;nG#sb87~gwHv;kyuOyhK zA$IMJdAcr4RpUW0HA)fZ|E(l_Zt8NC<% z4^oX%hb0?vcxJ~+#@#1-G@$n+9;N(S9k1+F6H7JdhW3ho%W*bhQ3B(HW4n{!?zwWC zuwF|oH+#Fxvroa{L&8%(dCo)UNg^lOZqhqoC;``0x;dthaP1vP<=}$a0$e``!QFP0g!HMo|LKePSamM8A=O2o?L%E9T!kHd^P5m5v-9D-jN6k|1O%Q`mBw1w{v7{RuX;0zMXZA!SfR5y^#N={a#>Utb zPHP+SeU27VnByjEY};Kb`#a%(tpQSRm};j^T->^}H(Xo3REGAzKmQO7zh_KZS{lh! z{rnUtKzO|zVK|EtOadvaz`p*fOkEOH((Y5y8u@rZ+XGEz%`AaA77w19=b7zO9V)N4 z%3zC5#!r@VIJo-B&nNG__%RZ))up_7^QHyJ0#2&^&Q73Su65y=zUQF$C9MW9SclIo z5^>;ju*5SuM+Xk|c^aLTe?R)qKHFF(+=8QA8yUNuWvd7Za48~uqYCwc=!A<44TL0s zN&dt0Z1dVdO@D{dufV2?5n5N~+}zyHZ(W|yT1sYo`}y8_d{_ItHoN zAMb>jsCU#3X;PU8^uH3}jNdL3uS=~NgVjEPU*Txl-P3dR#9&fkz~0J#$_M!$kMdUb zytCdEcP+CISm%>o3_5upc6VEotb*bnsdZ~fVlxa2=(9z?Q0jrLB)a`@ z$j~}T-kGTj@vryiUD^Y5{sAaJrXX9w+L?5l$o8R_1leGIcmDZrko`4q(p%8th+n>% z>5IcoEdKxcX#ITp!-I*a+5FnnIl1n#pfYnY+(cplx(|AJAd^tfP=RU}U;;y_0Jw1q zzOla3kKH;DS?@uA9s2{0WcAtAwfVRrJ* zhzqnF2qGN73~4Bxot=&?sSK##raz9Z*G-JVlS%^?&EUgHz4j1ayc^#a^N)kMCm_;b zbNwEQ`KYb7`6{{JqW=yG_+Y33Jn$RP$s?MK0M^6cRYJfv-9;F?{?E)x?+!c+;#q>w zH8>20qa^5!j}|!e&thgk+82y8!@x5q@?p5ITqr4(2Vpb}p*`?kY^vMo3&WP7$KP0bcm(vEo;aFU(QMDK_>TB; zhYU0!?12{p8EEeHo#j9YOr)@eDz=lOHzvCd9irdYe0M%iV9W7ju%ltRc_^{>F098P zbvvVS^J#Vj6Og^?3kqQ&O zg-s3um}U`W1elC?9@Y)lHu1|_t0q2mi2Vx#|FwWth6Ob2pg(`9tF0ws0`h$EG}*eR zE8`&P&`DGlz`51{+5PcRXka0D`L(PT(NK(_YX{92k@`I1Il~yp7R~DOeX~19G@nrnBOkz0KGP#1V7mMM>Aw*k5z!(%{`Ki*sLK)t{UOB# zIq@5wFl1Xp1TH2EIzE2^^hk)Ulq-peD~XN*nqlC&NcjwY2hazBqk~?DJbWVlf>YJ! zFYBZfC;lXU#Uq$~Zhi<;ZJT4x^btXwmpJ;QFo^%7b%8_he)ryTs?qw0i_4u#A5ii} zqpc?P>nLPCi^QZY|Dv${-dmic%7F#TyS4Aw>fFkNRQYy#`&jQQ`>BOt#jO_t^GeRA*l0-e zhadc%`30pp2jH-Q+iBIR_rA`|90EQGxbd511vOpgU+MC-(WY@Oeb>h3W)37Oz=SgH zB1!&po1p8Nc)3D^^kq&?PVjP!%YAY1UmTiclWpqHA1G`{i3{}unZi6RD%`%U@`kW7 z*jK4#w~s|6jo;^?N1yx%bN#-BJ)dEll%sq)aTFtktHa_k{3?Amz|rfx1QRXk4ZnQvzI2a|tB?u`q?*XAeXq#2r{KiTJ?dam0dj z-G2yZl4Y4MGpG{Zf!4J3ot*FIc)iP$ud1k{qUx3Xt0*>zu~$$od7s;7JK=rr-*yz7 zW6P5?tAuuNplE%4b^&h1b?BI;Al2&c1L{iL#PP=be0$XU%SX?O+F!bpK_#+6Z_?8r z6+Z^IUTHAq*L--Uj8tsn1Tp@Au?*a-hIVtOdThp-F)wm`3H~ug2Dj{PV?a*10^8_& zPuOI}kFJ2w)k2B{^qK+~*xla?qGlw*^wCpeyl7~J3H15-PH=Le!lG$sq zr1Z~PTteNfIt0w;LmSqEWjH?7RF%6b2PCiNFucojqgR> zy?^M5!BSC8Pk?Z-KxhKDBr%50D`~q}xT(AtGgnW%fbZYGkA=5he*#>th(;1JWFuXD z&Uh;{22hpmf!#qU4y&5@`S~7pumLA!+igS{!K9Tw^EcN?qke{XMHBWQutj*-Bp=QM zF9<=R^hDKFfss<1w;$r*Y;UKu=flyc{2dHE+)`1lmJFJqk{+7OxaF#OgMlhK;ap+hjx40&3lbe*46XZXm=m#_J^dr16EI3a)}z#geUM?;|? zVG`NW1lalzHI){ti%GRrR#l<(ibPFp4PgJ-^>Z|qP1En48D41Xr~_{_?Z}e@t4VJ1 z>vI^szr{~uTeYeV_8TiGWX3~Wa8Th^wYGBO{2%cT&vYb@h+om33De;gIQUw8g|FuI z#Mu?SUR|1~LBXa0OBBS8Z2mM!@zlzUHVsjb)@z~v#cct_*7zYB?^BpRk!l|%6Of*- zlVbQP7bdDMQE~t3w!KsN{k}L_imG|c$#9r{@uIkHz5c0llRXRsDu?AWv0^&^ycQ0i zabLYvZ>DG*)ZP7d2DecH_*4eUq|VNzyFXG>QzOL$Qy=Ma(1WwjfvG2~Q0mOTc6zT} z!FNyq7UYNz&Bc${v+cS5ep(%$78DR5K-1hg=Tr|#2?;s~Jok}81zdcuqGgF8p0ZE9 zF;ZtU657%kb<#uIKVz)J_Rjn-0mn~yoBlIJScOh~|GXN~j8}#}t9*9qM6p@Bi3b(* zO)rCC{5h?S07+Zn@pq?Z(92`mV-{Tc1SnYY4w6mw>K#fS-ecGsBo=ej~`=^GveE3k))bTsI?6a_B5 z;^N6bCbmUs1QV)Pr-=*S`X`=RTfEl19x)XzI$jF^6r+T(jZs2Kt zzx&j;(2PbYsV*((wj{t_&WCz7{|t^?5tz&g49`@yIS`O)FoK$!RK7%6fg-DP%b&(( zM+N_x6H{HjJU+Q$;>u#|1GQHbZ!S3PY)S|p%4z7_t)jmZdGhbzyL{p2!Nik)1S2)_ zuN<%zCu+vH(cz}X7TlZ{C~yJi^=>$(|ty9N5jneJF;D6U8meCSHENNmF3hwP)C0y zlN)+Lb|}b0AmQ!HT5PFsZ)b|Ax@bIhF7^r|irjJSj~YVh{*IuOEw2x_skoJ)oaZ~R zKI6o*<7;?1^&=qv&g3R;1)iQ;VHbIK&?T|vo^8Vt1=#raH}@P5cjW54ooQV6FMUih z$d;1(QPFkHKw4J?C<&r+v|>`_IM?eh!O*^6lzY!i{ccQ+-$Ijfh#-I(DNc+iSA_No-~cgv(uzVljH_ z@J`U~Q@PdwY6Y{9C`I5sqYGD6KV8cL?DQ~^5LaMlj$|`>v`w~h|Fo7gla6ylc;{-; zU2$NM3Gv5;<;zM3he2P-0Kpu}X*=fQUJrue7e}tu_ig^4$cCClJmna?dI{02d$(mD z2T` z-%jGDrc(_JxCrqAtTrgBb~h0g?Jj>2pS&>J@44pTIyzy|?U}FfG_mj~d*p_Bw93bE z32|>Fh!=(r;82kn4qA|JP>Z~pnNIT46EI1twRLy z`@|^&WV+XFg`^sKB(Lci$ra%wl|5v*!Z<@ygWIY8QDzt)q>9u~P3vgH!5MOD67KFe zMT=1vmi)Z>wGDLX#b@_T=LhYwN6h(t57f%XhTBNVssvR2{dMOW1}=i%Fa#iqaC%5? zN6oqKT9bJZfIhYKk3HjI`tost*B+w73}@j}*%u!962zkk4Cwmjub<3#!p2@(lu4_* zVvA?)4<_~Ct1}(Z)7aXhy$bJ=#zr~0l~CQ)qH3Q2ac01!bsVZhxjhk@0VkCJN2+D< zHW%g^MjU(ujTJ!>@M0D(?pA7gW0oCl<7+YW5u}gh1Nl7w!imd2l(Db;kLH6Wc%EclU-}EeeKWl{)a{`$scIJ z{k5!>ZhlrIG3QgFW_*FqCx5R9r~WYb!l`OM;ob!Ay4Oi6BIp+0nEd36ORY|pZIcHo zl&HBuLUE_?_6$wQU4I&%;GwN!%(Idn{e_ZbrR4Jakj#tk9k&vkX|0NX6ef6;EiDRN ze#$Y2G*nG#k$!M*FPg~>NV*khxtS)R*PjC8cxo+Z6<~ug!&T|^-Q7xEg^Pi08i^g* zhZG8rZZpbP47zbigOjRFrA{q_l${w!h>?V01b1!pe$=w7FmdhnnHE6g;z+y_>QIp7 zIA+sG9&{uFUQb#qkRfCq_t^;>{xxd`=jQ-C)Pj4!U-p9$(MZkBp7JblVBRSt)w~cZ zawJ#dL%u|y1ZOMMf{_>+p&EFiy6E|!pB~uUp$@CInK*4WmYwgs$b1T5k7LOQZRm-T z6!UugfMX(fzx(wqEQGMri5SAk5@OIzy`GWfR(wU$JQKNdJ0BkG)i|*xGyE8DDPFN~T+fYUCdur3+MH9Vrj6 zO8}G_@R5!rA1*^dXW=gxy#0eP2X9`WT6#@F%mYA4J z)BvHj08ycxj!o7}8Jufmiau=Z|Mb>`$958MTEC;erXI7Z7q~3??lIscV$%rPn3OxZ zfPvaj$L`|{KBqUy9OL?w03wQb>eUd5K%+6NxWR=&yxxt@9`v_AW5i{EL6u%q@j!$> z`_Yz?GS)jerh*}OmDi%fdB!Uw6h-J1$jN{zj|W{XN55+&To$(TudZMdQ?yBi+Ikxl z6;w%HElO597d;J}CTalN6URo{nbjB*?P*h|p~*CP$pwt{V5{vaOhK2y{qO$=T}>I% zHNj}%O)}~;GdS!RsvvSW=ve`MCr^&G=m6?GajDM<_$E-~lJh~p7Gzn5vAWGWc()0? zN%`nJDQ+25v`xrbGETL+W-Sz8EO1Wsu*0yJcw|C=YvX7-5inQY;T7dRD zbM_1ab<^7;UJm5jEOb*PrT7SVR8axbq0WU;*j!-2Kv=aZy@hYy_69}L71Z~e%NMu+$}x;- zanNI}<~;{T(JhJ+wG)4zP>k z#sjqzCaeULHgb-?`TvzAhY^|}n8_7nUm^7bZKj!hEcH+E$acbOWl%{(2JE)*wWygd*Xi}WqS1(4T1>*hZ8DWh;12>Y%eXG)Og`!U7oV^%=;D z*<3bD3mHC|oBg>b&_`kWDr<)>7>b?JZc;+P`w6(VG*iC(cVCQt_l5n2PV%;Oho-)I z^3>5)!PktDbv3ijI>Mu%9@DzHpHkD)wi(8MGIb1q!F+C`HSEQkNt|V1(%^AI2{sMj z#E=X z-Or5{g7s4cz~~glQ82ro&pDA!wv!F})Eyj03q-txp*FDcn?9T}ef!GwpjZ*(ePL#o zGp$};{j~@sqmI;S^)=`KfPYT>`qk*s4%IKL2pXoJ13a<;ZH4T2g&Nne)y6;!0Z#z^ zpMp*0#hEde!|~0QGe}JTAnOgV&EN`hZ_$txw(rLtx2f zE`?uDODGhK3uldrI*(BfQ3eig6T>j_xxtF;(CY65}wKquQV%C5FZnm~wN# zN%Z+|1mR#X=LeGl64R4l`O^!)t43f~e+!}t@tVL*d!~n2G2wp2E>M>tvyc`?HS`Jh zx`6+GuklgQFH8fZyYT(9;|&o8a9V)83&u&{JO5LwrWc`_p!Z-?ej6H^?X2&L zb~rUO`Tm$r`(Vt5*m}K<+w!+b@2O8BlnhN|7mxx2!cPAs1(wXL0<@qVPo%&NyeMDc z^MwdUTpK?-EAw8{ln{lm9oC*#QjPe|_32nu!*?+I7}$j`{E2HrEhl6r4L1~(;OS?D z0)S*>M3^+2s?d<@3t8LDc9`F?K6`&;woLb~!HtDuX6V_tg4-mn|J%BVH(>3UK}4$F zMq+*TIzfRBXLG#6D$*cYvb?Kq_WI!zBNxuwsnshEpRlnv^)8<;KGNt}FHKsPOi?72 zh-6IoJ^Hm@oSUQtLrC_Czk?84bwo*?J3J@`&gRnGHh4n%mdwm+oi-d&hS=!Df~FjU zTyE#`G?nZNEFag;-iuxHoyDdgtjJaN)&|HjA|(RvnP6&6_>4p#qc*w)!X0Rgsgmg+ zD&!Xh>@jVK>U^mCv6INGvB7ir4Jdbn)V~1Rv5P-c16~62 zlEq8AoBm3jOgckhQP41xVaXS3Pr40pDW*=^3|l_TDzTB51*If$NPt?^c;lioJ)wh_z&ttA{DR+K-adLgp_Y+*R!jcD=as+QvqFQ|l7+s}UOaA0as{EL}pvxZV?`NUKLtMKioCAxG|fUEGXf7d%}~FJ>`3FKB;x9-tYthC3$lmV;RmYvK6( zw*$o@i5K}Mog582R*wDl2xk$qv5R%UqdAF#mcq=+T7^N5JMI|2Kxx<8HOrDrw6H3* z_LcT(JyoE3IIJ>Dn5nPy)s{<}A#ptNQc-@Y6BP#W@-;O#?*(9YG2+0tbqCCH0#Dpf z=fI7I3{?5j;bbgmILB@K^G1?*lT4Wo(h7qXWw;aqBs*LdAz=X@#23`48@HQ}ci3@C ziPrGz;ox|p%nq5q8={d28LcvupgiI5WCbAv#=YUVJnlJP70QrV9W&%Ng3phf5~fk}|&Cd7OiWr*ven*R+K$F$qr(dZopEk3Z@~>C zo^wFiHeManb19sCaFAUH=rE^F9|ZpW?ZDyCgGXN z)h+iTqjOhwec~NE-}zZ0Z+iacg>58mDB}}5wRLq@P)O7Oha-e~_377w^E|N$p_Ze0 zqU$vxB=@+aJi05i-6Ku8X{Ir|YbK+8WTv0N1yd^h^JMeF`Pm6EBD%=7DqoA7BYkx+ z|Hi>@!`1{Nf=GIM#-Fb{FHXqXukqBQ_X!3NsIfUMNJ3xq-nEVS} z*i=^=BN79PvaKMg?!Q{j8j~8EVIZ;VNJMu6_mtC6r16IzVD>?9{TG%mm zB!=gkaVhEPsMiAUqiF&H0(9Uh1{?nqu|N86*Q?5?9roFIAsDefD=$PNlSam6{tM@b3l=a0*^h%~ zpT_kL@x9@kQdF>-pT}NJ{Yh(DQ%2?sf#{CO8v!X)L}!n651z7-q5_SKI!4{d=a^9{ zKnCU)rjARKGRo8yj7tPRyf)DLcHT`G!9t<(9z1)- zT+!>YVr#tF*1$uD4h?<(e(~nbo3DK#%7eTAvqt<6n4!M~Rw*y-GO?sfh>Z;b#bxFu zS+VNc@%-@T*}qSl5iBA&D^&^GnPzIxeex;mh`X!IIqf5t2%>!Zq{`8*xXyrOKP(iY z?pj2rK-xVX9v;E@6bF^l4`xD*>Qs^H-+tGV(}nYE#8k;TD-te`$_l##i1)5_G8Y4hgI&l+*94Z`C+ zJ(V+Kf1iPw;Uz{6%F=9|N)KAnI`rr?%4H2RSix~_H0LRW0{#Ky(bq30VTY0b?6(!9 zl&I)kqc;AfkTqcLeUgz#B3=eNosiZZX=}>t;&{L+a5!NJg;wcFVd1xv0rP7hAEBYZ zI=&W|(Y;<_VPUd;l(2bWWwp=HaCN8msBDO!s-K@9`qcVGvxF?(Hru{#vnUyhnAl(! za!nLjgU2q(l3dJKaM9h}Ejpv!xuLMAC^b8q4fGJu9-~;e6v<&{-(2WI5g?cLsiJj2 zNR|AV!tY=1bg#(2WZ1M0h+j!jqY}?WtSZA+-1fo2-o8z8a>P~^=mfYbD}q$zr}k|N zOf4jF0>`Z7%NG^^(y))rTA#_NH*mV;pbW3NiOG%8$*7Hnmo8skxqz^%>F2lS`}gmJ z2pPRsVCjfK#@djO5Mq;u&bPa_mrg<=EoIdM8YyXMeG`)~*h6xn`Sl(-7yZ?1^{9!K z)`~+(d+%z-tUUypxxJ&~elWG@5!Al%ab4`Fu|IL*kZpl!NY)2kOUt!K%*?nbw5mW* zJ{aC;srFM+3Z(l~d`jYosj1$H6TtZHsstp`)6(#8bH5TMYi?Ilb^)~Jrr80 zIt1*8HH^(8KiXn(t&y?u`nyYLe)i)gg6f@e^~H!zi`f)pPHT}mFJo%|jK)`!J4eIL zPU7>IF9v9z&v<%raO!(`DSc>d&6Ih(3t#!jkt6o5t~z+lsMOXEA2dKYM|GV2==BK6 zkQjCB#l{$whcvCNeo9GnI|4zJ!!BZ892g1(-niJwBer>SUe_d<3YM3vP)IrhS!&cv zdHxT6H|EBc=e{uvKY?f(ng=~2qkI4Pp4bsYx`}%;1NOo99cA~zGi|Gql7zH0tGBl| zg%YGn0ogwOn6X3T$Fv6zSir=BqL+?>ji1&dtywr##z&5y>4Udh*W#EL*|gOpn3py0 z=0=%sdH+5b)1}`#1CTG+@y=W?(b3nBZJ#`L?3kmQ+uGE7Bf2-ulpzaZ#-GgAZ1z{6 zXWka}sF0v)EUc^`JM5~)A1D?QK%aoVC{lVMfY$v6`6B;^VEL?jnIQttU*R8WgFE(2xvLw&V zxh+(&(9zYk8oQec{N~T{3kp6E&(Orl+qP{R>2%1z9M;v?!AlkqAr3zX&;EEVt1d5K z(S>Mo@U8FlmdQzvzF+c(?}zt>c6uGu-8lpC|@ zpPOb2MyN(Hl_m?$s;aB)_bWQH9Q#+@Ku-_2%l*|aC$3{Ee5=+fSAcF$=v$OP7`2kz zg8#3k73Rg zAy&O0(5wKn<|6zHVe62RoJ^UXo<^x&32#>;o})iD{(6>QR1_K<9Q@=D9R)A_lcJ&? z6mROcOgc6h#$Y8c;V`2zJl7v@0%w2_e9jiYIkKCPhAZQn4zJU6pH?B`V#{Q5e!kvu ze;XSyNdNledWVNMdA-1L6mV}tWgb2^%;2TuW9S2wP%jpgfP*G9k|4OR#cXI~#1(`c!4t8-h{5#J0f4(DJPA^c!W6yVuj*il(=6HENNY>e7W^O*;p5%r@ zfghn}V$!CkaZI=Qli!TI#rcKyStzaRD=GqUFqFY>*?yQLL(3Z^4X@18y!u5K3tF2L`m0 ze0rmmP!j4MUjTYqUtN6>aP0v^G*sGDlr>WS@p}#TLH?@`MKo0S zRBG6}A0vRHxYh;?w2qtQfGEcmC`Aq*KAg3qaL(Y~+7l;EaIaZ&(9F!t{`hfCTsUeg zjkY{1kl_;@!q;^TgszHTv)2+KXU$!>yYD@ zvfFF^O`hykd_nRgjXLqW{hL|0vMB|UqR37#^uPZNyXfC?BJ>;MmA~~s)x_q2Ewyup zEiG5#2|AQLe*DWYKztZx#;8ZC$!5lNx3Ns?{P~@Mbt<3S?Cj`J-Z(lr?TMQ%UtXFA zcCD(Xr&n%QHrvB$WMpLh`O&eazHR-_AQ^t}-~oj~8$S1jH*L7O4@xtU!{fn zLgzjG!DRA{QWu+7ls``1DvF+!RSe2(!a&8oAW)QHow;F)AJAN!wZ_-xXcUvJ1_$vF zs`1~`P!K!Fq}kW^h1wesl_i&LS?zQpVmo_!sR$2vLB?!}Ma4vZo>>$Sho`qKB;1?NT<#QZZ4M{Epw>2s4 zI2tx8sHLdU$o7ppcZ7ydlUWKF?(7t-=oF(6gK%s`ewXK~0?QbjM%r@=@m}B)Bv}Ac zssqBF{$4{v1I*tb)a#^IK+2JRau>G?o0#OF(SH6MnnuuD)Q%rtucoF3A!4UPsn754 zF9Br4z!F;wcZmFk8B6h4QSfI_w4#9^5XZz&i$sVb+98#8+y=&0WXIpX&km0Ak-_IaUz68i| z6P-TeV!L;nr(~B7N(-)8(`&Un$0sf!LADpdKDh#v+|JHU++li(&<=MB#=aUTLQsNn zh=|01)TsYF7kCDFi70{K&QdC1Kn3DL1QG`wh0tPsNnHz5_$?$}%RfrW0Gcc3 zVQbJJ4AZ8A|NQgMyJ3`E@6dJuE6vJ^pjB3(!!plQ7-}UR8;5hQR}6@CzUUnm&U02`g$=mRL(9gac@^& zs=1ewa|n5wE;mWxw{P!h@}mC4E)`45M9(jH#uQQBOGKGYhHEHXsA!oG^!szwk>N1{ zL@oy)poUitGrN?$yj2uLuZt)hFb8K4r{zp3D_iR|-dO{QUbqm1*Tbs*-q+!=F}cTg`}_Mh%E~gJ?L2nU!C^z${Mc?1$x*W)2B=zC+f(aM3CuvRR=hSx`DCl0-5az>b2<2M@@~9!u|GNn*4_X>M+& z*xA|f!xtJi6fB#cWz$5u)0Tgct`!qyA z)q}2+TnO3?@{>^+v5%BS0+2!9NKBl_pr9J0YJUu)r@s>A(0X^=m z6)hODu;2>?Jv}m|mb!ZI>$WFET2H0Y6T&}O2Y)pR(b2;BYfI0=SIPb-SU`3toM5Be zp4`b=`{`9J3Fa(he+$~Sd}wlpUw{z6RvcAUwioXqd9ZlIv$M0JyLYdFGCKrzAu0tB1&o&h0 zVEc5BCJ^s0z9uw>1VSU=v|`@)&=8Zk`PY3X?qmNtS{QW1QuI_U7h5@B!3@qcE}j8{(f{+=;!dKY#rqItfYz zy2w-59XLFD{W>ox^VV_IAMJu+H4)bTwA&AWKRvsCiuk#q7k0jF4I747l?Qf^96)#(n8fi zmrc5t?#VwV%NP1L+kmZ!UqiqNDSNJvT^}&P+Bz(gu+pSyu#u6&nYK74R1aBrJ5Ye6i^D zELPkSf&z$c`0&012ble*A6kj2sE8nu#;!$wwN1m#Ew}PKzg-ibY$}agdkw!G9a>FI zw9xoHDQUl^wrC?N64NnApeiaWQ=5L_6cl53H~MxU7x(z?uxTDWDh%j}KrE&FX(qUF zKuP`@nFS^$b|zbm52D4W1`96b{{0mQv%@v=!7V=f4(RH}RPsIM;B@OMiv}Ko)HHoQ ziQjG{?7sz~70s6a`y%qcuuU-zGwRCs@}v&<-`Ao8%QWi_sr#P^k=;naKL<4aq2{Vt HU-*9jYVrr! diff --git a/test/expected/test_roc_plot/plot_legend=True-with_ax=True.fig0.png b/test/expected/test_roc_plot/plot_legend=True-with_ax=True.fig0.png index 8e21a74b00003ce2e6db63d4dcdb42a13fcea320..bf2b1c05b249879f10d59c7787f29c84a56ed14e 100644 GIT binary patch literal 35361 zcmdpeWms10*6yUcyHij=TDn9+5KsXLK~lOy>5?wNKtM`BN+|^dlny}@1VKWOPHB;n zI%B%`_nn{T|5?|y)?V8M?>px+$1}!V&y2mHqfSD|NQfW^iN;kGT?D}lMG%Z>d|ddG zO9K=0@INx%sz%;=ZnoY&mYz0H&-!15n(||0d{+DZ+9;l zAt9Il{Ru%gPdg#4H(dJgDFp6UjlB?r%o6<@qgb)X0YPFDHB>I^`)02F^fCSZ{S0qw zq%rmLB-2f5JDnS?6N{Q&i#*zcp1T(>8A|uuax5`+T(Gy_So}I5tX{AC1*5o*28U+M zJ&edFdy1{2m;Xg*OZ2wC0;^opRDi)BgYCuM4~+4dp9Z9jTb>e#BKcLQ6}#_4~K-_&b-G`FZ_mzfYe&9jp}PxNpy@ zF7Nsem6_0C;gPEJKEFgHr=CABJz^fxS)x~z{P-~@9UWb@!ys;>|L%i=0-M+-Ay~Q| zC7uX!UA)UFUkkM}gl)gjcQ1H$-xZ}#RKw@6aB_y{3Ww{4osg6~$y@iyKce|d36lGD>8H(x(L%j1LXn7BC6)qS{V%h5{9 zV#5m7a`WbgF){eZJ6{!J5))OYnu0_E_MA)28h@;1c6VR(-kf9+O(#}QV(t9-!N=p* z(1nTj_lOM3O)tB<3k#YznLcw%g>O`z#%E87o1kccwRvGu>sq*1(R|8i-Sx23&^#z| z#4Mn9XtMYwS4U^(Oiv2`*4CErhi7IL>hZJ}-B*V%c64;Kbavt({beSS$0z$!P=ZP) ze|L8hx%MAz&B3a#O*OMEea(qB6;uz$CF##sCo?iJ!9w;nr^sL##9b#w*Ba)!lG=NE z2wPiQk`a+^gzMwA>W+?l!G{ZUFJHd27%IM5=RSiebMF^69v)tm6E`pKTt_UG z{n*=cfq{Wq>vV#qExA{slOH__iy~plGj9&Q!IzR0#0EPdk|##9^E`X z6Z}^LA$J-nzf^MqD~B1HCgE~BY~<+gY6T9my^v~7$Pp0}8%u$7Y|XUi@bzU#y2Ys_ zG7=zp{=2{OEZd{ndU`Yyn5DlBb@ldYH*9}o^6PUMdt0#l^F!^*?q>6uAQIy<6=Vpv zNp$`Cb*MycPA)F^=)Ge=oTp>M&`TF#OdNeXTjbq(aJQ&3TbUrQC_P*7ln$Las3;t0Op8cHN4KK_c86(^&FbIh}g zCRU%HUG)3wI`$Ul&U^2$iV7jb;`^&xMj!599Ih}=!Xsmy{#I}epNvf1)RcMBcP`PY z3s&@xFi)udD}!>=ShxnO`R+&d6LliNr-ycM9eBMNl9Ia`T3Xl$+!Bp1i<_GpBAsN+ zb~@FSwZjdc*bzxYSLr^ZtoMKbdHC?5{a~T?n+jQnZ`|I$h6t4Ue%YmKMcvF-;}938 zmUNvE-jxmdD_(Ba7zclr{zKvP!1~YT6dP2GWX&bl3HrgJ>s{q{J|sVTX0TQV#pn5k zm^kHCS{i+^KHtltqPZV6PWHp43_RDforigA_2YGl__t*0yF8C*7c+T3v8V=~9xlZP zB_7Mky-!~)NHuFqU=XYH+p!h6U5$^R|1vs0Zav)+hIlp^?r;3OGWRiYdnTGq`B+xo z5I+o7xYb^K7OD#>(I)oeHE6tK>PU%x(C<&YQo+Yk(1P9f){G~bf|#KCMbAkhT9-~) zSy=+~H{MJ%MM^Jeh>D6L$i~J-XOmj6>76?})qcLdFYLZ%kG{XhA3@%~;yqgL#fwYI zj4vxIi-c+xU?LMAe8{57*gihuQg@&4reK!$r;d${wI$Mn+t0?OQsNT}3k&l-JK5jf zp9+~f+H97r@qwi!jKuulvnjYWF<}kQ8Y5Y($JWknf7C0Rdw<)*+xw68k+HGy<@|wp zhp$22cZ|5yAFAlEYzJXra^W}=~#;>KOpd%}&q{CqO_mpVQl1f8#(-{?m zt>$qg+9YuuMN-+xjfk@i?j?6(?V&==w!)6 zk}yfk2UNgQi-?S*p}*$p_gp(eLSAB#@si_w39s+rZyV?{a(fNxyQ?E)eSLkS4Sr%0 zZj%YWzQ4|(yp3%A`JMXK70o!s-Zpy1r3-x7=Idv5~8(}Vny zpxs~Ji}i{~VL@Y{4msuIm{SGsv_X{&ys=h4pQ7muTR}Aai+3NaTatv!4~yB3SbEv} z0;H^RF`rX~=3pD9$p=U{EOKf(zeH;2{%oyU;McDkXe{bv}X|9$H&hm%6yi4}F+S zdI5of4ZaI0h7l<#DF{1)UvDbtzqfV)+I{9`(2!#dT>LwCFE6nyEG1uG-xz7HMf?=a z-BGEks;W*Vw+0S@ix;(*Zr{EgN2YMlGQ=w{f9KEo_=xw!ZnNZ&A*#cX^ zT}f<`cX*+ArxXJAH)!sy4qpmTBqb%afwBOx~SGPI~)!(~Kvc1yf_&A!{5ZSCzh z%Whv9bks+IP*3SM0nD*?E=&y#4bw|Y(bLlw%nE@Au}fdFWa%znzI?El;f6j)?~Mrt z$C~$l!q35PJ-$((fxrZhy{>pdJu@>C`HPK_G49;8XVb8?x^hBJW6>T9a~vKI|4$_p zfN>i*P`2!?kIz9fQO<%%_C4fiZyg;}GCmu`>~{N6Fji?`&R*;l{`d2S@bh^xA*XVf zSXjM3;2$14i`s*DK`sDuyu_zG&Jx@NhO@TJUlQE7=247xGMPrX)Xk|;*5_n zGl?Z7YdKSxIr1KJL@4?D%fQxqR#YrOK|xd6!xQRR&zxk?@+s&}zalqWZ6|<|Yw{AD ze9vLK=~tND`6V0^!_bm0lDSB!ypso^+Tk27p2&kl`pEzU*;P`3^4~E?RHTwTfJxpXWa7SC*d6b+j=nn+~_!<*B?xo!d z098#VdnOGhd*f)W0mc!w>c9s?y^uU<(eX6PlD>KmTSxWW%%2s#G;y0(|32L4RGIs zNM9}FTKa%J+R~{BaiBtQuU)%VZp6(O5%I_Q8 z6?IO%EYN!Wz0F=c47qD0i@o7RMZC!L zVsFM(4UJEOwZ>JpmDSbavgOcss%*8TWMwn{$_Gw-`$k#g_?^$2!yKL|Y#8}>*Vlj4 zJbL{2_b5FfRoCx@&jW?pOx12vr*HP-1F7abcExPX>|$Rd5_J+#01k0Cbq?oY6qit z&c@kujx~%jS)^iieI1X_UCXBbY94YD35Ye_?Dcm?BO{}c%c0u=a+?Z!%z0J`iAoySI0QPEojKfieJ16av-N)yZwk%cI+_eR8r%rTpIF7X}y$ zbY4q+ssM;At@YjqtWUG%~IyZl2pz)rGg~Tn#(PDs`Gf$Vjc=X%1 zZ`jBqz-ksbrKJKME8osNN=dmD^(ciIfbjA0aR)#-Ef<+A9RSbqFg6wgbT+mtn*R0- zz4P6+!cdBcj$V>>6=&?sQ;o+)JWh`fIlGo;XE_xP=bvzPCY$FR&kEBM=iRPxL~%z_ zqGd-6MIJ!?!jYxEEGj`kK`R*Nh3^2{!~mR(g&8o=6cn)CC%Xw#&_?F86^|{3MfQFS zw0r$(*Ppi=4i_^DtpoPfD1;ie9@tMd)cdX!q^jJ#`;uHaMyTmP**72{9+!kM1{OIM z{rlxh?m<5$31@QX{FE3N7*=1>L}pQh3R%PG_elQ0c8iLJbyUL%p4Jhg_mwsTUi-eRO|DoX$iWL zZy>fQ215cSq2HJsy{!8*@*q6Cm$f1)GV*eXe%}4{AKj-uuFtf1!U0*0ZS!b9PwNBp zM2x%$KKUyJ97RAt;LF2JfXaY^@Cga|bOS9dEn#5`xi<#riQ+hFuUpRAPc_L)xK7~b z4;a1le+XmUHp!MPD}N+UmFVE;Xs$IJZ|hWY%)`g0i%jv@;>X30_Tp9_6BrJb^OLp! zQDPzQ@2|%}Az3W+q!?A%k^q*`BCrt5(uoGxZTac(xioPHO5_D}tzzRU9+bj43>GfL z*1C+plY(pYmSMpqV|A8@-kzz0e+Ry4Q0!z_Va5WZ3l~9mG#)8)OSXJKKU|Qv;|SyT zhQ@)H17h@Y%gv)yvvbqa%h-{bM2aynnnYABg!8t_xIE6%@l4wc#j6fUyIdxD57j?? zIpOQ>jHlBk&?|@jaJgtO{o*rp=Q!M5nyB|GHYj5R%EboCK&D~{D@<7Bt5@*>=SKjv zZ-1~6=lJTRotPJfI zKv5O~bTTAd+?V?~fR?14dy@3=)>9`~^Vl=z`I%rdpV+l<9W~Zxl3jDu5efm`H(=8(-db8j|n})N~ zqr!L5we_G0T=Dc2g*gDS6H!P=h=9pE;);gfaVvH4@k9^V6iHJwBSEm4>6M&P0WJ~G zY!1!7DJd_9`pV7O?w~W!!IHEQA=A20*ex(e4h|13q4(1(1~;tuLZgIUNP=?r$;nA_ zH;i`5d5tqT5hui*1Yf>TEGTxQ?uUZ)3mfI|->nP5q6w7fR?YysM!y6wT z&*)vHR7TMkw1sX-h93DQ=<9h%s?8&*&c=6r>=x9RYSuc&c9B}P zv>!B6aN#Ko>SJs~%TFFLea9X&h6K^3_+HBul)S83MhAM@~`L}Qc39Iig! ztuP`b&!k%Wf!Q}*YziSTh}`ep>wL%}`{nNjNMZnA`P~QLkz#KA{E*7~jJNZ~kW^lN zzNL*#Be|5vLg-Osl6E3uG+fKf~M_k!TBXlFe; z-bq@y2ek@#^0|b|bGNeze?J&`kqWMsmSJ>ez8D}kNUR3TeI!8zJwnyfcnnYVepYP+ zEz3D6zu(;1L3_qkUFoU|)6=0e{07q@XGd%x=iLA_HW)X@YYZ~fk9RKdp`l3KhY#(2 zeWb8z?SQEeM6XCE5=6+d+cncL#2w9R9BG_gTxRCxu3v`3M|pD1|J zEdEgANPe2z8X4eF_m`c8fl;1XlwqFiWI)vKH#Pkqe{ts&19qZegImWh)vH^%!*q^dWBl8{1puk zV6pO`i&fUvc0~|SX>}3#2Rhr?MFStO1Vye68c}9e*3Cx$dxLTF@9(Vwj-m4F+u7Uu z2qFPFhBF&V+cRi8ck#h!OIXr(&=8eYRUA71y!Y z*`IvQ4Okv+PmsAtDOPZIpAG8ms(9qYfozf@wEsJ!r+Tw+pVqmZ=8vjwk zp;Df1YixM^^y03kIn=UfJ@&1(I*n6|F^j+Ub;SAwu^s(GFlmTF zZ>9u?Ly#qFRx5nx5&oAnxRhP!P zwXR2JeCV>SDEQR(F-x}Aa{U)cBItmwN$t{{(VBX_9>!dCp@e3mQg1BkXbQ&07>B^5p>Er&>>a@kN}&Ko`)6qO7Gu?j=&|Ac*WNx#B>7Q#*g+j$ zA&XW_%vG6VZ7rO*xVW}-F*|nv`yfTIOG_WVIdPk6N@NQ@zyK)-RA4qb6lb6~fi zbLjfL=3}WbqZVBb$;7n_Y$Zp$5lY7Zh5q~&+zz0kxH%w#@e;Ffe=@*+{M|)Rvtpr( zw)OUsfQ$*EPo}YAqFT6!^~V>WBpNmNiVT+;hr>>qsb9+eJZM;EVEt!#0EI)gz0V^- zr?Tu$<|sC6lmU>tKk7T_zj_f=kj9QFI}a9xKzfjzeP21LsH)C@I2ZZr=(AAs^uG@} z?P3dI=iw>5F=9WEhl9dP&~RwZec^p;z<1;4cU(;(ztekXca`obDxRl~qihrc`GpLa zTq#^Er-%pzNC7bk2^|I3Qn&WT-7bmaUDy^=rZvO`#H$X>v zQxsfk769R;po;)4ilXAx0nm;I62A~@##3g+U}o_3d=D2=udO%Ieh0~4#P9cf(ff}F z+jHAr70;+&xq*LDZd(7i=mZL!Uc%WZw|r)0B^K>wfS(0*GjS-CTh3zxRGG*5vNq^g zQ%6Tdat++Ci6{S1iV|NnkpA3|vr}7w&j6tQM-~UrUU(n88|TqV43JGa0jeSh+RgzZ zN1{LrH7RyefHTPX3ZL#bpV9bk0*50!Iogj-0X3`zlwd|+rk7BB`p#uM4|?3e@6SRz znIC{`dan+XfE?$$``wU&g~dgtaKOIOet^?^xgP^+NgY*GL7L5Y=mtV9*jnnK`$9Xk zeRpXB(B(Eft~9eGdJ#-eDLbBC&_jVNF|!nTt?N%^a6LXgWQj*z52%Q%nwp|nRUv1= zUoxc!|NMn&@LjJNA&1^#mlH&rua?*b78D8!QHS8_wQE-Zroy;=S3Q z-dNey-v?RpG1$6s^Dr_{QMU0E9t?s2wA0LP0#Yb|B3wP?UAW=);o*1v`M1bqeYe;_ zt+pG!KiffoN|&I%b_Q%VMnh@L0siZN+tUhye?&2e*;@3!xO}kHP6k9I?8OUqFwzi& zR?svC#5q>5UD|nb0v~{w&k3*r*#e-20!Y;LdSlzmn7|@STT)VDyLmE0QNP)AL@LyL zEDC%BwQjh1c&y-~p{D4ci#t5<+gaoQAsv(eu`I9kAD5~ks!#*&^>_5U-@wBgsxW7R z&q8H-5P>aRToU1Gt+%FI?fYL~AQs@O)CC<$AkYf)uIDJAwIFhT%}Bt!i5V)Pa1KGI z?%lh0sr~2Quxq3<7T5T9ycP#)b@=d%0CC;OuC(n{mH?#WBR!GK}! zs!qcSY{mMyD}bxsSalM@u8N3?nuQHg_^4=NE;~EBva0Iy{xPg)hS~)D(9PEd7rXDO z@?$=J{P+PZY%c7TL)J5}kSzd~p^ygd0&OvB51C_O;G!mx?EN(*C`t?ju*nr)UnvRa z(NLdBKRn>}?V%W0!WJzEBAj9EvoRrEZ9jkshVcdOQVtG|G%-6;q@}A154Mw0qyHr! zl-S6P^VIZG?(7L_*4f`HLCHaF%~bPX2S$$df&AzdUm(g&M;o%hlIvQIfF5j0dCubt znl;#Kl7G0r?l{~9xKBYrp$^pVA7HvH@9&+Ll;vM0#sqat;5WmG7-M2gV+dK(#CCX0 z@dP9Zl2V>OkAq6);^!va>g!uQ8~`J#n-+|Ujp$uX7jVWm~n)G(31e^$a*28*CFn3f0f z@jx2G0ZSBV0nsA~6m%2?Ujf200N@AnNx!Mfk7|*V5Jko2z;U3b@DQeFW-RZQ>z1e_ zvC3~jpK39gfa1>fI|RfKtKSZWNT}iZ7m@oVO!zi;({?>DghiR6jTBDYs`KehK6?R zM21^aEMx{|quGL6K!_8zY{M?S^MMwcARkCmk>J@o!>7vnY@pvP>^dP;YEoO?V#KC1 z?75k4p3!PyCN4b!lNF#HDe5HA10ewRxeX)e1>_8HLc&=&BZPymX6}?Tf5(zM;_OX{8l7uwBpD za`K5#F*fG53^do_y>a)vf8qCTY)rAUFvd$xzqv%o7y5kK8nH=9Wd9`1KLhFqKz&|( zcZ5g=+$Z`t(3t?!0}la*2|+z%ba;F>G*5s06l|w28Ilz(-?)Jtf*9BV1oAgCT$tF! zzd#W>!JxbQylUj71{G=*fzb8dfg*w&GdDL^%4dTanTBR9S=K|N%+AmMxw?A+zR~vH zDacm2H_pRq9*a-4VHUi6IbDp>orG{fE4!b z-MfRSvr{`pk)W+<449jazr3K4;B)*Icy)oeW*AAFj1kDfp#6PJ7feqgy~9-hlZoQy zAv#k!fGz<`>IA9(g>DJb@)UuOX4>1^gPwN(;!vp}P1dKpqyi!U zZEbDnUZeG$0+fyJ6>{aY8ZsscVh~azKYWk{mlp$eF^DBC-p6paAZ?R5j+B$YpN)== zS^&H%^oxYH7@C?&2eRJG;$qaD5BJkGKV?dL;c7n@4+GHxt||(mB_!s-hv&cvyf!VH zo@(&A6EZj;aX9%4f%%kn$%!^JvpxcZ4OQ6w!1I#b+MM0ok|4lAz^juP`s4|foV+}0 z8Jafu4h$_V<%Fogjm;P(9QxfipxyGRii{4Yc^Y>d5`@n&z4*vS1|n4{Y@*xC&Bglm zd?|!FIyx}e`M1~xp~?aBwN6bnUwv}O&l%nt3dBXZVx)a)O7ZJ)Lo@*gnsotls_pC7 z&DeZL|3+5uA=>~~4OH0yJLh-J%F24<`cr1`>Yd9;m!3R+?7lfEUsqqB3;W%c|IsZz z8YpujP*Om8N$;f_vKL1gT?BbCIO2~M1!+e>^aQIH0g@QFbc=Qvpib_9Jy@m}2OC=8 z>W0eiFoA*11$5YC-ia|m?e1zq^5?tVn=6~WzBKcMILAMKo70$?K3{W&N@f}^pS*GY z?8q%SyIk3VWvVL}H#X+HkRWC*W&Vxx*>#!{saiZ&P;)ZK1q!>==nW?9#HsQtv+L_5Zkt6@Vv^09(6j^4uFc6C!kC32%3yK4 z|F!e@adT;DY36Th>Y1Ep7Px>p&6$hQbmJPhtexo&tnBf7(l_=^JW)AF) z!n+*T>_UseX_#G}9`0Q;ENE@Z^W~36_cCC9!c~t2qvCn`1kCy!mC}^BKsq0I1T8TXO@0Ah@B&JxlI$7oM2K40aI z7=eBqew_ND^0Z=f$a&)W=eF?bwLqU^a^-0=Ev@Vy2_PJwihx%o7eVe``7Sil6xYtg z1|uo>$@JPRA?z^UPIa^@MnIjyFCb#= z(9+4&)zz21Wk7$0HaJ!t;wlI%3=|S8Fxu>YR9|p*c6LWG52WhQ+A>Dnw6l}VkkPj` zM8AegV0nE8C0t>f_4%YGnYuOZ(gLV5{^DcqfdUCcIQaOW=zSm117Xkks}K{T2VrXz z?0bcSX)I8K@*ze-FKmH8A}j*bs6Ow9eHJQOZy8oRnoVG?}YfS}M11GeTAi^`%e?*f!{6 z65Bry4}5HJ|51+P`tyC{)2GybHhwbsH%<=ufUY;%9HOX`DHR6oaRyWwU+C0L2eU*F zwtL+o1?nuC(Q7#V{aN)$O|J>^6(TV31@62bDwQ`&NhD5Gu$xg=Xb-@|gl50>XYWG( zRVaUPVT`9~x*X93sw*K2l1Zsy=87UGL? zd{d19l7-iEvU#7uAhQ50_0MucNfRU*2H?w%0lgGjgDlq$zEH104*)EM>n6eXHzrUz zp9cgAWwu`)YG+DO09p`r%7FeK40dFf*^VXPWhroEtgNiGTv$nm-K!1Seoj*U4(w^- z?&##;mn9)|A9&7|0Pp>+V{=;7EsDkju3WrB4Ep&O=esCKD3-@126egFjO%HV-kW$;ETkUOamEaHu z{#_~Z-RYIw?%}Vn7|2r{t#+V7UI1uBmmO};RR%()7T{4rW)eYAw*w6|!qT8z1f{vq z^FP9V#6*^-nibzUk39el6zOL8lqu&Y3WSu%Sb@Nx94s|U2#`QXkrB1R0F0p4X5k#* zebH+Zhy`$uI{#hA+~y+CHX>ocr2n8_p3`H#QK?=vrcNr%WABZ2^YyT3W<5_dM+ z84o%hnOV^8Epf*oeBgFy^O_7f3qo38oa7N4AQEzV%-ggC@>Y72TfK+8gUvk;DQRhr3l|7RX1`h5 z*{a z_rhy1l^nmniUhB0;jm{Hh#A`R4uFwwLme&}_upiOm}21>E&^Muw@ERQ1~}HouS4qh z=$L$^j21pDWVF7BPOT-Ie|sEq$DK=xGcPWhfSu+OC`%Xxy0HKYF}gK6{-69MS!~J~ zNH$=1!KS~z_=~?gLfF=8sW&4UGU-xN0X=s`z1KzuoWH-;;%R@W@dTC9^eF9x>D`YH zJP_&FlEy}Ps05#omMK!661Y$hB~np5@=ilE zwd{nIUkjZG-61%cLwymn4+3MnQKFAnXd<9HkU)ivj*X#mB?Ki~QKPNTyeUu`Z7-mc zjSP*9jL?A)Rv1Zh$N+pAio#|u&1-E=~Z(TL)B{_P)btB}ZSTG*MrYSR;5e4E2qzD(92rxf!hi@;hjvQ=6vr*8~$JjAmiX!%-3&uyt zHm3O9zi&1U3E1ySD;nNzq^Nx|)XyNr3I+y6w~7Z3DMe_ejMslSOt>}1PCmptAP|8A z{&1Dw9U4pC7J?Ox1v!_8yg%&MMb0Ax1aR{u|7LG z0plyGsL1Y7-zCDZ7TU}73bt||nU4ws~)#6@0&vQV@PR)ybG-5JW)^n;asNyg5|> zao-kG6TE;#A_%+L(jo9{aW=A1wRED+qh0)m&r%-?N^j86a|(U^aMVklh?Yj6U^+c2 zo`n)q&qF@N#zHzisaeMX=b$d&xq{+E%)^*sZv8m*mX(#2e#aU=T1==rcBtzqFBAns zewhFZmpBwSKq4+c9#r!oYDiMc7a8y5tR?Q5gJc8}db=!m?Uhm9Hy&&Yu*cQxLc?!O z-fC9H2j=-gP5UhH>j+~);WwdYHgZcs06Z~6O>bTZwxOWVDAzrfNI8>@JsG$u!4a`C znor86kbr6&Xmk}7JfY`V0P``bbGHl&s1dyLo|=eGP(arig8AsIDEkKU^;#J%mA zEK1t;*2WHpJu)EK4!WhSf0=HHmKQ!7uaBA4<)a146r6nWekSa@ZyU&Tt1dC#wX>ly zO1g=}=q>zgA5#_#uhAvFa(m^3j{>0{-mAPHc>L-vjOqr>M+nRxY#bc)EC+;ig=?Y# zNkZVcdZRh%M}AD-Z&T|o|ISJc$oxPjH-XC$LZkKw>{tr zQBgTp`fUyS?Y&il1SUyRNDr%mi2lxP>LIk~S*QRMiyR;BJbLuV@`u|VN^YNDa&q6A zzKmWsN|>7tIK5@E#sxAjtS#|xH93PIj=9$?z#~xj=a5)X-2+*t*oLimtuuYj-cTlv>$*f23boLkkG*i zbL0C3hF%!J8ND-z9dUvN0O^JYRaIgTnnZ1>ize@`{vnOg?0PASVa(`*!x2@*+>&Fwg6?%WJ;$F2SS=*FPaj8R1a zpvEF1B49c3yEj=}mI9%sHN0A2LPNLx=cMRY%$FK-X06r6n{CZHjmmeNz7!53J=Zb2 z!JN*UEfMDmt)G~fm|k2oSUv^u*&YDE1vM3JlEzm2tjp{=DI~J|s@e0`D@LsQ+Rkm2 zEb`xsP*LHg=_}=V6)~$nwp@KIEWz9uE0Bos?%862*ErJp9<0tD10- zkuO)9*LBX!kv6!VoJifoCVS32@I7<8dXkN{CY)(}^-Ug=hjY5De3w0SL13cNVDaL& zi5hhwaWcnqm+yik!|INmTuiBJvpVo58}If(x?9ruh!$BrGxa&!uy5FEAp2lK1YMI` zMk7(6j1_99@+RMl==TE8V8b$FaK94Qt@2L(9JZJwaEyd98CF;< zPDE0wsG=&BIxI?^SnU%_Hyez6@*8~fezd{I+pDbAn?ukyvnf@<`ClMGf2z_s3q!A& zOnviGm&ckvCv#cvS>ZLUt1Wxl=I!5q-a*&6SZ)@d{U*+{+=2XuALNG^u^u?SpEo}6 zSgQz6Q}9usj%(n5fZjeN3G~D2$BeBmH><(yCZ&_z`QG@5jZneTX8G(KVn-XDlbgCVnSCD1xScW&G2@kw52q@js!aq(-;X&MxjR zu{B%X=*E|lk-kQSW)hsx$4(!9)8cgFs%hLU4nTo!_sgB`%W(*jUd(YJk`z2<=ghe`Yf#16*t*T+)H7JHR7J$18jI3TG|5B03y3VK`hZ=X(etcbR-tX8y((O4OD7~VOQfnJ1+xgYtJ9x zrxib_`>hmd_Bv^%mgtQzBTnhl#hR1h^1t*&rwWjv|BP9#1ksLg0$9)Om9W)1=8T6q zeLusi%KRSt91UxmHv2Q&$qu>vpYNREvdANxJ)z5J(Y&Bu!82(~q!>ZI^?R@N=(8fq zMmhPYA>nb0+&`Q`2x5 z*s&}ewx^bJ2JAcDk}b})Usp^OgmZ4MD&YV?iZxpQQe!Raj|Q3rY8dlB>Vy`h)~Y;0 zKjfo&i^@X3;>}MnhBjOVDI`qSaOTM_9$(eaX?v$_K2u-*^%^|~9M-st-eLMvt&1OB z6v8)hn9*$Ws7X56P=!$gd289YCN(Iaw{X#e6@48=PSdt_1mWcN(+l?ZwTcFFgWJ{Y zS%)k>{@Ein7jY@N9kI;Sw&Zp?7QidH&o{mK$+viQo!Wlv(p{A{nF`= z-~Hp!-@Uj-Mq6$YoSgpt$0HHNnNr@;q$^|oL)(?%18Vug{2TN1=_ia@P-fM*W{_2j+NtmK#TG|G8KR^kPXNHbm?^6VE6pu{_Z6*|~YD zIq5jEe@^{B7s3QjJ_XBw)|1%rCd>M&f6Lg%hUJ}dHXp0gZ#0yu(6mzEWI&!L`^9U~ zFSRb3u0OS1H{=wu8vAw6mg@o3{q^{y&{*z2`-v(EV+Uk?lNw>lxaVokg1GbD)Mo~5 z;{WqC{E+>jq)@ilu1MV;`Hp?;yC=x(@qX5p@jqn@3u)weoBDFBTs z1yS)zG2F@7W#I^UPBuxAI_pXB=_k>I0Bb@JL3b1nFEB(3Gr2(Q>6Q9#iWUH5`4B}0 zLxk3#!i)rgLxXG(-@V{*SEXQXwo$y=_%E-5ygP|9#Iug~MTS;)=`Y>q%wGK)7&|2? zW1Kj^bUlB(C!fA?TRiW{_jAFpnO@Ozv-~^u1HN-4;9!>F;oQCQB%FM6 zYdYjX=F_(XQ$Ob#>`>6$QqW+yEw{Rf>l3ge9lXmVp?qS;n9?J^Aj)uT>Y|+#w1B+& z@WX0ud0Mxg4O*)ke9mx*9v>gR793U{yqoQSG& z4$tk_w)g(T(k%EbV(2Rq|5q|f_mS7vU*+$NhMGM}e#XNcOTrx&UC((4RyFy@ZJIm4XPG6ZwW_ju~6qvCr5##%zy}70zgcz0Ik#gA!%-TE_sp4OnU4^~J%_N5oH1gaw>*{GEIm|G_1g=A%!F5a$A78cEW zoRXOvMl3qCcf2{^W)&zGeAt|GJLfGq)xJf^Iw{DA0ET zh>B8z_gQGImQMj#H8Lk>%DP-h|Mc8TC*jqio$mf+k!Ck8@6xj=>q)U9own8iio^`u zr`?U7tH<&J%`zdSbFlS7RS2fRoTp%5AV}A;^~cVP%&PQfU0KIQy9~PhsULHP0%{RvO!Ph39T_OP&Ia;pm$#N+>e2;5 zZGDRRAI7s~uDi*}*(6R2Aw-ITY7sL9H!I+3N>ny$i$kpcgMclv;QsstG$@toO-aFl z0Igd$Zk#G5c3$fuG+bYqW5d0L)1UN4CgU%B&ceLfT-Fp$ozQC__bW_k>_4q|O()nB5=iyn-E zw=uvyqi;q4g#8?hChTOsOgJePAMzm~!kfe!H*CPg>G{Ju&Hgy2_kQK+G~)i7o!lNQ zEpVD57iH@{o2=k$Cjy-X5=C0kxW@=F@{2b1DxFr=B`tZUi34q48Ny8to-bC}mVCc) zem?DQ-v>%{n84f~n7(jmD}has70yxu#RG{8blz4V7pUyZDJ^Z>vlSEf#h$u&X(e>5 zk+H2+&B4+9!(Z!(_a0e9nSfAClf^OM6heeq1s($DjOO4N3xX8r62QT|j?PY+6@O)X z^z1jNGpcZuH@9!VUL3We-nssagCypBdh}I&BZ%df7|U?m!TG+EskJyrOT@hQVEO64 z_e>Z7PTtv789a#fEgpc^a5N(RDp&UPXK!*1|bWwQFMQALsg^6W=Q4K$E#Box)a-Do=`YMt&BR9(`Wz<)LjvH9RQeo)*x&^FX8)B10x|3 zn!pTL2wRYO24@sCrqB~B5Fz?Js0f4xE>IOj`!|;DxS&n7SqMWKzNur9?G}qU>xamI z662T{olY;Z^@HutmcKm5ZJv>C5d^|iZL+G?=X`(rV4NY^x z3U5Otw7}^IsG<&tFd0n;Jrle`2y*41A*3D%S-5WLfIypzqW&vHUC{<7X7Alu*v}pVZM6OECgQKz?#{H!*=YDjs!2U9nwL1%d4Lj&a~@7 z(#YGq1r#A)hfhQlj=qSZrL`3U6bkf(3>KD;_D#^E$W^mLd?|4n7LcdUdVpb`sr2E! zYuZEstH4Fi;Nb){u4h5QY@ZD)o=7P}aUZAnVWzz;UdM$BGDgLe-f(Vb*ZA`;V zOB)3lGH}$s<|IK5FXL|#JU{3}sEZpx4qw^^@w9%pNbr#4ZwcsM;x2TWp0SAhB`8t& zZXuq|qNP8TJ0T7|6TzL1l?GxFM7zfS{Ds3p&>ORjnGiUNRN6lh2r*;|aFsw*Z-s;y zypzDFIanSnWdtHO6j!yiFYWGcZ?{5HI23})*4wk4-90_ZAV9u>I9pMGm;TC$=cxkY zkrbzDS!8%kq(gut2X^-AHx`VG54az~dykg4@6HaSP!+7f>qsDWI!bl)>8>bPs!iP^ z*WoT8T0FD4Nfr=r#Je}L;*B03hiDL3_S+q&WdD1HfsvVoC7zl8mYn3QSpUvoer0v? z+#Cmn{q#D5KxPD;f?v|a%)cFcbnaomn39q)`X<$*`5#UC5Dq2q<%zOkI1d$52%6U2 za2)aR@(Rz$Fv&gQPtp7*AkXIZsJe;gh1Ft}rVs*O5UX)Jb!0hq8c7irg?emz;>}B* z7gzW&T3&&1h`Piv%c0pEj$SU%OF7p?Jc5OyF{_^-h$wE*?CEFMvkpxf3?WK?7ublA z-__{)oXF@$f{m;bSh#%XF#wvj#V56v)R?`2Sr&E$!si0i&*WkPeDXhYAI9q#SWj+T zRpEU-1A>t12~+#m@9%~-fv=}PB0Y~cM$cxheX2sK?2^UDo!x=gB}przV8qc+1eP`{;b#KRkQ>hvR*K%-;2A~H0M2N~e>ALG>y;dOOV za=u$iZOg^4jyAN2qe>NHpGZEj$k$KXJ8BHxB`j=^r@M6Glh?j(K-CN>$_2L zo-`sQ80Mqg+6WgXCpjf0CgP{23sKtSw6yc8Mk@VG2?uLmnWVgAah5h-woJ;{y@Tki z4DFX}(n@L~z_k`IA3+~RPX{17*up$KxbP;7t=-)eKJizx0@R+)%q$U27z*?gv&}i} ziL1>m9U6lcHZCV=AhM%aoh}R=V_*S9<>at|{2xJ%zDWsr-s4UCPiO&gk~WK2nf&=DfEb! zr17tc6*=dG9lE4J&tbXpz%dQPEigg)%dPEv{r{c6iM##{dkat~*pnQlrlu&yyKsdA z6Jf5WB?Hyb#4cj4nMe^*!`Z8Qa?Dwo1tdW3izBYS$Dar7J-W755>;K9A@T8mpI^gj zbI&!#CqO=&;_KgZTAqu~#i(Kl2r4U+16xq!rE>K-5)8=>)X#-f0vcdLk4%C{UihG2 z#YO`^4DjRg@9t6Yclsupx2lSAC6{lWrAJY!!|>Dhgh##LDUFg&2w0+LHhec5_ff+Y zjWLy()INh1v)a287<%x>nfs*^ym~>r=0kk|sC_u!aDeCQ6T&C3Ey4jMXx^wa4=?}t z2<^LoH1<`DUhQLHk5yyh<5})MYFJO>GLt%=RYpwq z@isU@Uug!ffI*WJD$%4Ym3Kc;qGz)qKdKw0dP^%q#`VD2mxw+x^mruT4+({6+t!Z`$(iZ@Q`wovQ`x@l zei3C#hLU6m4W`IcQ6clxKx8aKktkD?WF8_ynG=;lNFk3zg;0bjDk-xJ4P?qZ?Bmk! z{q1+Z``!Dq_wz@erz~sT>%Onyyw3ADzGs)vSpvsP&#Y%J$D<+c8scjw)d19F2fiNK z8Uxv(e(#W7#QyEsB>$W=D^EokR_}Zn;b8Rc;VFz|at+6%UJmUFJMeGDhqK$aP(8J~ zA2+(}Q{aKXtl^2A+U;!-Ji(_6Is<)EJlQmi@+5D%)(W2G<`Hw*+^6!N_7nlFgx!m9 zJUsPT@Vs^Y#qlVdJG7u0JYVeld$a9H!F@VTBD366n>er)*1D6#ih(|E7Tm^{Q9k;1 zy2Vb0Fnwr{iz=FZw_0~efxCq_t@7m;YNYy1>}4NW6kp9>x+&)FF(c)A?H1NceIzvQl0#GC|%=+;!|xNj1~Q{bbHJ-eqKXB-ek3+ zk(tNO6_(W-#}5qRwG=AeNtN~n#LKfcfu}M zZ{g*SV3vRPbQ%2+sYOGAVOk{aD=1}<56z^9oaqU#RldfiLYsohhs<`3cHg(qE#kCBlsMLPpeNF6`OuXrru znU>}5e4)nV&$EI1zehJsDkRA;#_lZlLf#H{CMjA;&JTGI^95|ATkh7c_s0kp#KD7d z`2Im26s~aK?3+_FV0)4hrasUYGP=?LRs>wbdFr zsy@oC!p+n^d}Es*91_bxuO)a9&Zwt{hljTsIc|L4%%*H=JEE7+Uw@Rx_O95-N+K;=Jrp}bv?ChLFJ=AuV^-W*rfJQc4(RibgbWc0(ha#ZS~T4 z8bC4an`!ifJ4bYw6aqAYW|(@-nl(^MU=1>^eU};V^^yXIgs(S))0s7a`r?7g;wsk4 z)E!AXGTOHKk~Ce12Uq)1-dBSW_s3)X`7vdMqlal+q2Y#2g_SY_y$->Tp`;yhJU0X? z9{>Pg9u~9-HQ2u;!@)A^+P(Oj+qsu`7R>TJ6t*6`A?|XL_C)t7ypbrjV+=&pmnnV- zJ9}Z}4T1ebKPw1I5uBu;Ps(RveB^K6@M*;Dp8(zXBic4qi7s|r@63B@#;PkCF@fVT zfpM0M=&MT*l#|=g>ASR#V24QYSsfIs7)22dej1Y8FDwWsh}eQ%t>cyqt7wbQ7I!;Z z>*dSPiEg0s!nV?dT>=;iOHlZTijdNUucnGf$e8h3*qMdvH=lY)tk$|=y1Vt;ym!Ir z%JqYv({G;MocH|iyNKExUzI0i#Zx}k_xTUa)%jVz&qC{rms}YQmWrIm7CR^J&M|t| zdQ;Qo4O{5tGjGC>(43{)Z3MsuTmqzcj8oAaq-{yYPhKqB(knTK)x3^&c=Bjwe{_Mf z^{XD*#J%SZ25Tb47g`&ZMsI0ryA|ro%lOVbDDo0B0**?1_wLO*H*oNuvtN%Q8VSf6 zwhk{wN<@eTAs;i}mo?yJJSw_`r8hbNnL2C~sO36#!LbjFqBvQEAVeb2JWd6#r?IJe zw1PoO&$U-XbkLppnj9ptxL>Rzc`~w!gxGP4NQM&OCm0!OaQW$;g@T4CPmwLW3I#8* zd?5|A?&VyWdBD9wTGN?l6@8uGepmCDjVPB<?WC$F^wixlGX}*dF}o&I;wl` zYc85is2cHRj=b&EoBr12uDZpxqDeV2(`?sBi@&0!)9+0LNu=5rje9`cOgIL2{c0`9 zcmib1a~zck7z2y)HY+y+)(=x|<75e5$2_sI=NmF8kKXr|phpPYKF&RKrKY2t?>yWQ9byi@Lg34JvO3CzKc}3 zhi)}+MdKbE+N4EI963a?sSYg<%lh>p08`NM?{FJDEL@SwuvN#Qe9b9qRJqk$GdOl? z(^?O=y=L^b2r3AF@S&SL#Y;A&bemy*g3Y9y&v)J*a>g#W8ebEQ8W5iG?m`CpTa86V z+NXDNwm;!0ks0wry=va18LkTLZ?o#dk;u`-nPcUJG0z{DFYh*JY5xE zQQ>I}+_-0BV`FH2ZKz%)<1>rLGLrI4feo)jUxZ4>- zdSB|<8NcYWA<)#II&-Hif5MxQ?tlxDC#N-Oo-p}jJ8TTDk?y%K9lLO^%f4afU|adU zdU6Cb)WMe~+)bcpuWfI%Uz=sbRVLlu)1F);$|n-lJk> z-ZK88(fii}X*%qq)_O~?;nvuG-Qmc0%|k}~d65!|fe@@z+1DBHV`Ev<^!RXR9n~jo z+MSNm)Ex>RN0d9)>-^%yp(J!S+MT!&GE5K&6is+=j(D7F_8COXX>Gkc)--|I;Vq>F(-lbu+!VBL>`YKP(PI zX~w%R4AD85kk2&-E{B8&N=ZF-qrPW7e*Uq#`>Bn4TgrJNcXCY6)mTisPc5aYzcu|k zo2(3zXkd1|OV%G8kiho|g>Atab&z2BDdf+T;E0ff(^Wq*IxM^RHlqUX7bcZJdsyYI zhkiu8cY4Q?g|G+e_05MUzflt;+ALV~h=dVJWB8a+X9;slL0YsIdKKdBgv2|Dq||V- zsmAew@6vI7eKx{hQt+N#JGK3=Ff7NsX*Me236(ER>D_Htb|lHInw(_*d%dZc{m09E zc!+}urvwrsK+Q?DQ9bn0)(a=P)vI4&X<~5ai%?$yHrJ%umfyJ#Mn9hy;c{B?;LR4}0bEDHd|DjS zQpDX3zZVyPr~y93cMpstC~#y-?*ZR51VkO>W58JQAcYP7m+cV#K;El%iW|%vqI^RB zI8XSS!ei_Q!7(v0-ya~>36_rv%P`z-^t>r!>+Gtdfn^~)Fz~&bnYlHRd(7y^JFI{r zv|8*+5)u-yp0WB}r1tpp!w~lB^2Wy8!!2*NuNoW7*s2^#trJXqB!f-qj3wu{&u2Da z!N*s(ovrmgd0>l>kcfFHt{k_js;he+7Ijp> znlf51-S|zev9^{0X>K*&dj>-Cfvm6w_ZXPG8@%d#A+JJ%PrRyNNIv$5cZ9OiVhx=P zrn=46)6{TZD5Yg&SmWFepNvf5nhjDk@N$SwxSy2T0GkL4Tm5K|Vqq}#h!SMQ& zoY&9WucIh>b8-<3&TIx`{suDGkf0-}Y``E70~^|`-Eo%?a$zhEAxYfbyE)0Ah0xXo zrXxr&iSGi4qH=^o$-ie{Miqx#M#H?=HT~U`!7|jOM}1;T7ZegH@qCxx3ypN&$)L;r z9Oz({nhevL?@zn`fW^2v;r4!ky8_W}G&>T2=i!pE z^MlP{?Hm`%TT(D!y?=CU&u)2n0XV8*G2Rt-0ViT5dwY9&HQg-_OTxE5dH#iAPJr)D z@NLHP3wg*pjHaJgT&@D&Ed0(yE!%$PeX+krRy$#H@4e%x@cw8Ui>~{e*Uw(>bs_abDq;ac`#x*dntQ~GF)`tW zii|c7L!1C(F!x4v+U})>cC~8HVa?F+%56VOh5u-jVRjj&V5QjA=@kgEY+_-0Mn(^^ z9ZE~(@Jnr}XTz_9HdlD85ZStD{jgS}zr7fKeE93HW zBik#&7FtGf%0&DBoThnC~(q!oJ;o=0*O z+PieG!XmOEW`cDD%bz4T`ob!Aq#lpE$vnBNe&WKkx0kd$od)x8U`WC)ZtkbPqIk7Q zj11KoK*hOs^)Eg!++Xd=a6~Y-g-+0NW3JK`4=vs%Ehy=u>RM}oWz zxjhG(l;0T?2X|<{wlHGPla=8zF4#epmp99^=TP@4;8(Qk{dHU9bK z(X_MW5hmYHYmV>o0YPVk5QTOz~`izK)@T)x+4{{iZwrSt)4kWTCOTEGhFyuK)7nUz@T&Wqm6i}iAG*Gyfy^tbJb25(zerfl?xH6%MH z5q65O^6@r?a`b=Awe}`R&`xv6;{wK5e|q~4~w{R_!=x-zzLX@)dgP(@kQl_;Xm(7o`{;CwD-C+ zA>maxg!)AQQMCB*5k*VrB3f?TN;>LPwZd>`_Os6w+P1;#ZlCqLYGXt`a=QX`hV>DL zKgP3jHs(=B`1k2Vjl2{5JkomK*~L9ZMqF?zX)94rL?WN?aE}-JPF#hTqYoFhy- zy(Wb}`93@H*kkO$91?=67ja2p504$YfTB~SUw>&{!IP?hbWzJwP7)@2XFe`GyPdSf zWG}fp>u`6Ttn6Sm-g`%w>vP(Pz9zLyv!xAhtlvDGn;NOKNZG$Eh|yDk@-a-!X@|hh z?Hje_@?1x$>ywuJ(?;`#A(zqXCZDGY0##q`L94nqUp3!+s5mODQj;l}`Q5_o$2;RG ztmK*3FkY_DyG@Emc4}7D2DV&(*ibbfs;GQlygi+nvE0{v$-bo3x;fDjhXQRLG%?XD zuF@zs*u27Yy63$0){|0})w6MSomt@|rNyepiV-33elTM2Qw`(!c!qiBQVzs^raz`+ z7^vhJbx0*2y-y5;vd{3GiDRfrw^5<;{jqQS!O!aI65N7AQSkd+XQ9q@ z+`Bs1{POjO3oI8;N~mu5_2jz6v9h)o-i)q_vOlkQ;~8bk!!f_DWNZ@;>xCn%yfF+= zEZ%kMtjNq~*ZFgc_T!&RY@c8|74Vdbq%^V1PPkNkYPt0)%S`L3>)57@x1MVr>)(p0 zF7d&qriTdnO{m`B+9wA4Mor|)_hroSo?{8&?hE)F?Nw+QpfsglU@60uDoqDm%iQ^; z&>QF0$F?q<`#DS1RYPt%J=D0grg_`gG;+6CD&PN-xus{vh4=apD{5TE-M$N#U#(I6 zCyHS_v*$g(XXb&1eBPAeWJPg&d>mECIUx%uW^%YV`~+LrN9PjwtWj=AkEc9-Cyh66 z#hcI6HgT~eJPHmmk7#A&P{}fgpWbIYhU)v?9rTx)KBonw`9W%@P5qdl)s9DIu}-XirB z$9W8Ek&EOV!;>05`+lb?X}O@%%$!@^`l`@ixKbGjGS#N;#|NdF3scu0E&IUTnd`BN zDvb9Ed$&T^lAmR=`@#gpzU9Fxq9*fHN23FR@@4fX;XM^Q(rny! ze-(M3=AwceWSS+uU+&LiTl@eYtCoZ#-G^ z1w>ZpQXXWMJ$l`%?zNJwS(fgfqSt1>>x0wN)0cNGy$xN0T_Qhb)Q?Y}w3D9577o;n z@khNzlgyfBoSR{+h}jyxZ4TV+6Z}6u4rE*4yJV;7@1y2W?n27~a4FTHv0>rloc_Fs zK&KK816Y>c17afMXg*UU5UzE!5(ns2r%j$-n%g?Nnv43vp+n2Z(z{Xyr`eQ{>j5aL z2OBu?OT3BMMojEEriCJ%i}0Gi21;fnh+weWki0D?xL-H{uMAe!d;LCP^*z0=w?hNY zin1GXX^JaNQm($_m(clpWAe4f>2P%VNXRJ!BLuTtH-u}`F#fmz59Kw7>=0Tlv?=N8 zGBw;*jDjMi3rVBb2;PpozMha`Y`8O8st~HUe5bmBybE~=%MU7A3Do`~6m=khDF>0A zLhKW;c3a`ZGBe4i;I$i~uCt!)2-Ia9J~5#?jYNz`de_f0flk#ly?;LOj<`HgD=6pC z55Z7WW&5u_B|LGV53+~=38;VXxb90v0qCU+MB-YF)S{s#*Gs<~C9tAky;!_FHy&=Z zX1XS&xw#qIlkT1#>rcZyJpni>Djz%1l%|DT|7#eh7=9634n!C?NBxIGKj@EZ;B0C>hQ)j$JM_T`;PQn`~nu^^Tu+mU6)N%v)&uK?~aj&-MSpQkZuW_RIzVP z5_g!LU8cz;q=~^lG3>fXAWKA8^fR{%N42N_RK^AcD@V3`nd@CwCc`~9V`gk@5S9$! zXy`3v+$}0g$jgX!h^Rm}oiZexP1KYaDT#`{3ZM)){wM=$r9N4X9fI3HI01pV3&3X( zNOW|Sg(;-*!&}pPmv(wbYBhHXkI!x7yC`;utSb*>D);}l=QIr^CCYLm04R_$7NKGb zLcS1YT&wdb`vX^Y;}|Jc_fF?k;6G=?zFwf^fB6xHq>)#<%q$&F8QD%n{dbCs`eE{s zv@usSj1C$&1NKb7z%XK3Ia!nhM*;~$L;&&eD>XE#^<&t$2(Bl3p7e3;c@h>e!rdJo8<(BC9^h&?RCG}1}``v}(N0_`%2c66(6}A3( z7a}pp^y0j%^^rx)sRN7> zu{E+L)#O*lx&^zmHy^vF;rf}+POow_tLW0QtoCkgIDX4nLYC3-Nxa9kc-jqDIcL5E z-7oDY$%UB<>zoj=Lg4bID6+Hn+ox%4<9Ek`=`Cp!9!gt&o{d3Eg1ep-!p~)`>W}=M zGK-b>iK^s+HdeKd9V}z26(+JljwR6Y?1k41I zI0<#d7YmuCofeSZzK(T$)8V((IzOE8@0rnh;Q}lQ%%-hvC4r~>f?>X#s1wjxAKmeSuyNU3=6)6yGMtc=lH?3K+UpNvb>lp z`7E!+xI|Ijc;%SruX&;6XidP6-m>_5rhe~_!Ux8a-@k2}v{`<0PcCyBf&6!7TGQXp zFfnt>`P0@Nt!z@(%N#fUjEFQeEL_l!t!cwmV!LSzZB$D6OJ_!^5AEuL5nbKYn|JW(Quri!`R`gJ5gcvR~tx}`h=A>&&${@UBOBCf4Y&0}lzI8~wh z*<|$V0bFxauV9zHo3sM^$`p?CPoCK6KTG=1jmjh|6&`rD*Y<)gpGlqi!B&<}VspxP zeIE_p>Yv|T7KziJbY&)7qL&At0Q*60QCi<)S2RBS(aCJxLFp)!{rk=1M3K?7!a`I( z&rcn`*ihAHu;Ewn2$YYZwHs`=ZP9gN87XK8I4=6GSkL|Mx9ekOFK3I7X9>@0|FL4y z(K$~~d-+l5@uI6kKoE<^xv{mI(`+j0UTQB-iqJ94B(|}ZIFB=P(oChRlPWsPc8aa7 ze@G_1mvy{8HAEr(ze_^{-+O-khnuo$WB*6;w0sP+b=Bznfs5jYrUEd#{g#$p?2X0$ zv)vTYi8H9ZXWVHf^evOsms)DTmUA(OZ)%P#QLYc0u2Sp^O(%Y}vLl&ah4l4%5ZwTH z>C68=G@`1RD)sy$BIS6ydW>}lwb)~AMM$ft8f+CgKuy3u$$Ks^qaa>|UTe-1gL;Hk zyG+7gKqfvPs;zlw*rrh^B4P?K?yS(KPOY@)-p%zLrg=<}=6_HCQ(gCe37BaoLE2sJ zT}6Rl=+%SVQd7&N>hF>R4w+2a#-;{IPTR=rv5vE5{_E!74CMKlPiQL=3O9{(=Q+gf zw@*b{T3T-6*lrpGzzb>cB?mN;5?WXtzn`8?MVSy^Of2c!?3G+MIr7HrkRQ>X zmz^8?xis>JSN7j+uViJ{0cfS_=H?bWQ>_6@3Ccr%n_%7h(7l%7g!smFlKlv`p^SO? z@uT67!`S^|VSNAc^(&CQ94;;{wnO*>ZAnpbB6PpGx;|Ire+Mo_#>K76$r&3SL5D~K ztHqb~eS?EFiFFjbCGEm{vBR6S@>)UdF0{@`f1BU-(`hF8q|>_qJXy0m}j_?^*H zhP30ZjTZJZGtQs0;ZS*3IeJad_fTr5s7;*j-657durGIz0N zW@Kc?I9!XuJ>kk!V5pIXVZl@f(z zY07tLs_I-CxoATgT?*d`6qYL5+mBVfevOu=XkqgYZe9=kcQccU7st{ln@Hyg{vZ}i zFVgzd8WlC0b*|S>bUZnG6Q#I}?|(*ntAq8k)}p_JP>e^gkY{}{(1O8Wh(bGk2r>h; z2otc3plS&RO-Rj7h70fJ`QkXNCS`4}pTj?6b?VeM(3*l-lmUTwpQ^G7LgOf@@EN2m ztfA^8rTD}2mKUd&FFAR|^m38!zk!fY&lR0%C3krxJGXXQKe%IE*guF*mePd>Pnt>q>Z<>xo8#sOQlbnCptq#L$NZPXgIA*# z>fc3*q>*64!8>b&57tM4;>`xiktC82O>~k`JykjSSvy>MRKX=?2J6^{HRDE4l^6P2 z5^;U_dWqNQDMbNj2yJlL&V7BB&nkMoXfjAno(!uj?>dFiV=7iBfh~cI;dCx17p=b+GrcjN^1r7)#`aa$)rod4!nX%2W;%z%qn@f{hwn}4FubiJ z+I|Axi%{e-jm)ADlt?XR1P0z zQC3lTyIf=kLD#F1o|(C!$hW}uEtu-Z?DP9Y4%Soh@Uf&qhh|u!z*_0-(UrzL%rYRI zIf>j3)k~0~u+E@aB>o?)adMG_OARGj!8G{SRCjdQVlW1dJ{bSdb`EM(bb~|R+=qv6 zhb<2*29UFOHnGY%~EF|8+AQrhTN6^(ci}?#g8&!aQ>MrCSd$tulv8wRcFu%>8 zI`78{m2^CzIuR~CQM{OB`CdT+dB6f0Nzo!nMSC(-j<3wflM{s4Z$vxm@S^8vdWQao z@m~{3yC{*zb0aNSm21z|M@0)zt-U)axrFgq(cF9lVGU!jGCu^7o5A`ub3D;dTg!&V zMl4w5kr*YNSaFlLK&@zMJGzMVeP+=M`K^7OiNQjAWWJ6a+*&0logo~B=Rn+ekn_P; z?Q8A(zx0;0!D68nQM@;kLGq`YJVA6p$h@w9S&96Y>2j&ZylL$2@`6+=4Yxo3Gh_mR zgoJ7TuU+DW+j$1FltY)>8|vShgob#p%UljN{ng-H8~gwtSx2oYpmWG}#o;gs*uOuWPGRt}Qd0Ijb?a|gRxyz}e z3eBxZej5Bi(x@au<7RQS1tDZYqK>A6)EJFN(>&m2Lwk>tNQ+j+iVbzV*tpMgLJ29$ z%gj7Ur#}3G4QD@Q6*1?6=Y9gb$&3>aH&h`XN<~5A5SrzhJ&*?(8l^-siCu(l)4=s9 z$R)?C3Xx0o0-hDb*2de_SUd@cj%54Mc|f>nZUV+VVkYP1WllM`ih}-%q^$$tUgHw? zHoD_GTty9_2PAaT$_+g-bUWuTgh>}BAU+3S6F8bHfj8J} z|(v!aB1e%KGbXNgsTMxqbY5$gs-NEb8H+bZ|2A|c-09tJ1JK+(P*dop$gcwy_u_Tyw<)=H(0mcLC21}J7y#BN0;>GSp@kWfgW`wRVW+4sCmoj% zPZ7C2kyRf134>@gpbZoXly_7V#8a$<&WfOJ4F$nxIV3Gq6ewj#fZ&X#AkDIHQo&WZ z#>mKsQVu2VJM;wg@bt7sOodKq>xlr1^dM97yiH(rkcP)dI5@sd$3%ce= zI(!A37?HR5jwc9=87MsnxO(uAi6Uez8ra^w@Vf(RE2c{oppo?rr%C5aWCgL1gQaMM z8C6jJ6LlHm9Fv0A6I_1y3VtTHAzaiTXt9YBc(F;}!i*Lo@IrPC6)#`zN3RcaFM#?TFmDmU;2og&X!~`*Sx>>zK*O+N;wmr(O7z>Z_@vUBV)) zyqV?kV<8q+DSp}TpwJvf2@zHi;l$W?Kki-=PZMX@a)3rBKmOs;$;FMs=Bj&`8u#As zE&l#%JfQQH&!x%v(#G))81ijK~B?Y%U4H7P0S&J(jIXHxIoTjAH% zW{zFtfTN@M!TT|YPNBI9lY48Zr^jk&Xb9-#i5;Azi85(6ac1YL*TtZH-f=;ny#RFd zp7-&ssqJ|4Mhghvnhzh=M)4_b6%`G?d-v|0o!FD_Wo2Cf=5lQ4>#mM6Uq}mUb4CGs zw3fP&nVY+&YP=VO138!x&n2xvnEPjtHIIT$WGZMD)&+^BwX^dzh>}hew36174<9}> zFfiC5DarbnujuQ60|!=DR#yJ{QWy@+*6i#oWyJFZ&LP<7E9Ym%CAlKf($ihWzG*S7 ztjrl*y=INHj7$}d2D`y!#cBF#R8;Ty3BY#tg~ldC0) zgd_xX`KAv)eEdk;P*_ydIC~T1%CPWoVF*vpoVl8u%+0lNqa13T%prjY5=BHr7GtJ$ zx3c4e<#yphflKe}@|odb$9M?~-s$A)*Y}@2yBz`6KZS+YZ{I$2@uHkgyx5KR_g`8j z%4)61GZw?;HMh0ZcXe%oPoANqw6Ysbx-K5<#qAlu4E@&EM_On?xmpZ(JleD|h$xSG zzSv)e1{2AwWtH7scsxt3&%<%`hj8`LAMIcDj=n<}<8>&VT>^7H$ni{pmh-{WFq z4;vb)VV2t#+`xF?X0E=vI%DYyk}0IL?CI%A4tJPfpNGz4W(Z42+()J<)BE&kVUBRx zkV=0n9ry2t5MemRuA?J!PSWdFuik(7Fws1UA-PoPU8$W#PJ+t>NvdPNcAt5AWuk2Z}_lS(7C?l)vQG~K3DjAs}Gb0qTW!%^4 z^SytM`+nU2!QJE0=TqXm&w0JB*L7Xbah-TQT@4aK20{cuNUmtA8XyQ}7=mET;^V?s zE)7oofd9$(s+ss+_i*sNYwc~1T($P~boKCcy=}vG$KKoLwuifzpop-bBtM&zudk<% zjF6Dq|M?C<4{t{yof=L3PISFx`M z1{Zv#)Gh;|q@bWM64gQC;p=?#JYlNvE1me9;=dn=Az*`l*5~fTPC3~$2L$9Bl^J{b`u1)&6&7+GA8+?J-1)^&YbxM8 zR{04ay;+hnqGaw50Ca>2jS?fzY>Y8Ccf(Hkzgjt7@k zGBKe$J=wQ>|Ni}RkC~PXNe`CMDoYPvU4MV6w|9OK#;Zo8oxe6eSfC+w_czn;nbzcI zk{%ovF5pYLPhI#@uMLqQ=!u=8rMibdTVvZjP^3+(^0$5_B!S=@kJa|l7ypypF_K>- z4C0FB=1lI>O$2xE-YsysU1uupHbJ$&F{5EH>)Wnyb{ttSfe+!HBch&WgTyqc@I03DxfEh|2!&@7DJAIEYlh&V`_$pn+;@m4a>ETzL|0ZEb8E z91J8!_Fja~a$nxnXA+uMuC!ORp5FiQ!!D6Uj^Rd?h1%b}U)CNT9=;D?XVEqN^7K+< zeSLl2$?8bi!9ub^N={DF(e7G-WowAAq-6hoFgXPUbp{(BhS?ie3gkUJVd6yS>7gTr zqU%({;K1HS>lqp-L)}V2M33IuZ0gB zJUmO$(-$EKC3G>amkh4$jyDHNBD3i?EJSK^6+&5%fy!I&Wc%GF-v}VH9nnNM@-Nx8 znvPb>;*yiQKc=0hpr(#q8>`}!muI>DQdi)QU+cj<5tDonotKxFrlzLi$ClCD1Zb>L8w;o{FCz3nT=6hlpc@yTD7SJG#k{YPGX6h)+P!{{7uu zl9Rq%g=DjOcWd}s%$sZShu9~7_qz+Pq!GKJA6tI&b+yNgeBp~1G}3~QFJ1YuRJi&0 z_z1llnQq^{-4Og&!Xo6*Ugw#_m*Q)8N@yOar!D)vO19q@=#lPEle<4&VOGy!$tig) z+1-Ir!j;aUKj#4~s`bZ*+(;Pwp}nt<6bp|OJ7u>y;P^m#qPSuY6EW}JwQe*9Rk#87(T^~*{k z=iy>~*y%R(M8hfIWM{`HP=6rG)NgSzRqtU5fh09n<#>bR92_s4bBcUMX*^ez>zqfb z?LMOU5m8L%GZMDzA!m~EL}JNU`@H&KovYoy%ZNJ<h9+hn!dq=aFG z=}5`|W>{=2-toyv&D{+PI|m1v)d|Rx(d`hT>Cw?R(}5duXbdZy?4;!dL(~@=mC@jm zGQ~j%a*B&n!4`IZc)&PVdFyh2zfoR)q0=5kaL)7iz-y|( z3+ttBc1P2_Z8U35z4g1;Z^CfNIclym))p>&u-QrG^>@!rRYPL|!dXm<4=$Df$p$Ys z=nui~@9$z^A#FEj+ohe43k?>MXS-QL6YG2_ytYyZRkeoeQ z4qsG5^3HOxwq}1Uc*}Vu?eSxtqrG1)Qtpn9=ij)0f9lBG_S&(3>0ay5%WI64=U7;B zTyi7v$nHZXU~Fa$3=D)KRTwlw1X)YT>pVH14}_KH{_k5WzA_L_oMUR#{hut@pJinc z)6&uoSKgX*s@=Tzb!fw0ve%dqGm*EKXq!4(;Gb#?oHh5nkj6crPbua(XhGg1uE zph|r+`X=@(pJiR>4m!rhXqA+d4j@J62KGhZ5Ruc-#cj0wC57$L=uTqJ)4QN0Zvw3p z$GK8r0xKw5Ti+aW*~P_c6;D)@m8*jey_sZu@nK`nS6a3v#l_*5o7R=uVR6Gxh}ICM zA#ZLE;daK5s8pEN5e|orRo-$MEvJ{cvyRW^vLCax&}|DJ!cETu#Xt3?=wjgfCf%!7 zqpPZf;DpZ3&g$iFQKr_gu1KkRJT+NyJA}OVPU{(hi-TjmG2N{0#?H>}f4KMr zDt-EzG~^ZNh9kzh zb`5V|`N;If^;mUP!%Cwg>}v7i5oc)nJaet{m9_MXF*L1QTq1SE0-2_oaW({wdxotk zDAEIU5bX?$Dh*XtY{>tmh9#IpL`0P)Tzp}~>A0&ubnvrj4Ez|lN|I~rMqUbwEmR3` z>=m)PCF#f#a#Eqa$wKJvJuU-K_QL5$|=qm%7Xa6{ME$ zq1E==a+RSIqI3*-TJ&z%LtKYm)cW~e_ zBas$ z$Yb*wF28vWl0J{1WlPqEat@jN0Rn3j9T|xw&Oq|RTl#3{XC&GHefxIUxbag>)_)VZ zbLUQ%cLfoxAPO~1s;w}f9m02US+i+$xA;As9A@l{QKXL7jMz~U6rLGf3811U5Zd6g z8sy^0r(`ScF}Qvm2T6VU^r>TRZ?BHm$&p`bX6DWNsno35y61y}gS%RS{}Q_~JWw~e zc{3i4_m2SGy{#|LBpD|j3z+dBaRUPbOx?Qy%_gtx;t@8;ng%O$+1c4$FLOgoi|M@A z(#)7-vULqh4Ah|QV4I-hXxd${bzHDYENL-aQn4-Z4%WbN%Vr)}D=i}wBP2b$(`4p`p|6g@uo4@L3X!t65u0FLIc&-GU$)mhq$A{ba`1oyq z7C(#Fejq;H>Sl!&MS|%J#iuT#{8=)7git(GXIg?Wkau@}b;MC{4wPI!UvAONFj96y zLr;$!3MM%f6*lBfK#a8T(I21{A}P3&8*;?!(3=si6p3pM9bsHjlKSKuw^aD$(u?*| zZ(P4cK-q<(Vf%Zk@!kic6qhrI^$ambQe`O6R_&OupcqhsJBzfRAjp@<2)(XJqB`fX z_5t=P>)AG?nDH;Yy|Z(RM#US_keirZhJ9wwwov2|$c_hun8beJLXT6xE<70=I}L!C zdB+>y_~TVE0rwRwJYcvan&mUsfrBW1f9vOUdVDVfGBvY8(1Gy!uU`~&bSA|IaHfdk zRc$oqa~_CP(Y^Xh#gzn2t`%S%=+dG~moqXloWw8vT^9=gm>Zp&%W7k5JGX23YGG+9 zhBfqfu-YsUa0P_K7A&hRw8=#5!^EYJKzy`X&{Pld?$7jytNu(C)P z9K8AQ8r$*KP=%)wZui4pe3_k_i;vk|qwhN9k|*6GO-i}axEUE&Tqumeukl;%3R-Qw zB;}dw0`F^FcWxh0_BpeSLj(f^VuBOVaQgo?Su30SK zv?4+|6+@D&Uv`EOx>YHju*Du&GKwuOm-_*6VIf27X3Ip^PX`bI zh!FG*f=l%I@g3b0q2fte-_L#Y=#dAe|L&?09FxweDW;Z|mhlEJPB_ALQqu(*WQJwN zB-_jVu}_}RMvmsJJ+*nI@u6*eGI0{cMuXgAT9~=P)qXL5Lqt9RmuyN4e zE-=-|3dMAMprEHGfUE+WA<(}jmt0W5+1uN@xttq{*~4%%TP|?Vr{4!I0=W~d>p&+l zPE?sU+L%}wz$rIx@Wg-^*SvNumK>9mloZX>)t+<8ofqa`Tz%#VPnXE5(9*MkrI=S$ zapqBKRyL%9kKsZ@&wn~OG&WW*BWTeS2ON)V5IKgnb{W(1ISTzPTTGLrAh}Zd<0&@` zB;@y-g8;+Vl&y|HYi$Bq#$aLD5=1YWN&J9Ovac@mPO~f!mzb=QVqz-&IdV0jXCVbG zK!bHP`Yf}hEw<3H1!DjDhP??vDUk%&aUS@qk0RMO>Gt;aOkO*XO#3g8_y-0S03#bi z-QEA%YeBu%d4%xv^wiVGC$geK;H~e^i0))oEClKSMul+#;O(~Q>FI$Mpb~&VXq%iw zAz#KN7n+u%)r-SbmaRP-oMuXu6||V~Kl#i9v+gsBco&}SPv!n7A(*~B^g`w3NPbAO z3_c;Ts*X-C5nv(J{%+n`@50CLn3MWlElbP7{_d{DmRx^1-hF+4cX{ix zP^%U6Q}-;&p1-)3n*;@O7NWLTzW{fAeO>t8AG^-2rWeU>Zf-SxYsM%8N5(22m6mp{ z)VRXgB-Q-g9XB95dAi~3S)jB4d|V2oC*X0Yc;mkaR7RKwF7yTK-S$I}2fE47U{70~ zNF!_C2%z<%v2tgNC@Mvx9yn2 z@c>3q#E*`rCgddGdaRz{ZNGqnx8t+!K{D9b{Jn*nUZNqciZ6$hs)pnw4>>vV=et2b zxu1U8`cQ4j!64%!7Z5|z>Zb^sgaiYC0-iXKS3ru+=F3HI1 z7%CQxv@7#O*I)l#6!DOfl07v{EjK<+Cyp~r)sUZs$AQlHq|`4!m52BFAU!Spz)!!F z&)4VHR~_z?$H%QGz@x526Rt6a~#2!k}ef-{YwN?k;GGqUki$h<*U2{|z(9tXR)o0A0!fUr3whHjS4dolsB`g&;t`@i zAV>aS77NV>asfMv&_bdN5Y#+&LBYP_T&<#x2CoG@NSyp;Z-{}qRRpzSFi$0xDHt&M zha~0%kOa{F@Brd+bHb%656B~_paajAt)}h1%f$d~Yg+sBkAMd90#SnYEo1`hQ_v7F zccFQ*{CA~a8c9q_Ks|<64%Xhj&TmqUfZ`#flhI#9i)lb$C78ybe#&om?Ia)-F$xZ5 zPy2X(w*`m+aUF!$5;_oIi!cH6P_VEh0iIm=es|{5su<`vOtSvuz>wgRkaT@}?dWxO z8Vq2u0Mh1wb6rder+Q)=iXoSJ=}|TWl8Tb6D}T%JpU**Q4}p2(gni-ENaC;AH#Iqb zE$2Nfti=ig@UI=MXQyV*TX=bS8}4m8B<-Q3`N}{Z&f6FuNC7g&0(oAj=e4AUA5Im` zV4BS$Bj+vfH{ZByONx(@W{IZD`x*yFfR_$Z(gt!z*y+h%Ms9vdkLmX)-3q)e3ScIJ zgMzAW5Am2c`BOk2#EHy85*V-dU>&Wzl>kttYv2Z7x(#%i{tFKz|1|AG$2!;=8fs#C z>cKh=`o;o?EM2Iy0Mu@t{pZIApq_YVy#q2A3NcQ2csQLxh%5&uCrLLT+sFJjBjB_1 zK~h+mtQR6>ma&t9PW6uOuL)`>5i4Jd5(Y;-iD>xSKqYeam$P|~pCuPa18bx)^x~?B z=d9vXYbYyd5gEePm`^Xc#6UE1h=>e&_QCp!Kt1hT1Fm%zc3Z>Bip}EQA~h;A0b*;b za~azNaK?7&5_NlfJK&lRpc^6x3YS5va%+e&D0vSZ+933Ws1Alg4NwJ$yCWkbQ2>E? z^_{{s=NGuCR|r+PE~JbV1lNcp&n?XzcI<;hF%QZt;UX-rr=Q=YCVB54_=pvBcG5>J ze?DFG|5@~em|z6r7!=0qvxB8CnH55qfDDjuzU;F^Ov7&y20&>(l1#o0z|z*JnTIuy z!!hz@#uXi~6(UXpY~|*SlprJF6BDZf1VpU1=DWt<-4#N40?;X`pgmR#3X(-;f$r)? z$uN|^h9^K5$-uxMar*BNr?sev2kLSVKB-C-N9l=KJao7_8?yqS4@e zAAgQy8Dezu!rb~;6)P1Xj&Y@VJhb-Dp>YQBE*#?SsiX(##fuk-S!C(pzSWxpb`j+7 z{zfx(nef6OI@smpn%g*&`#ICJtX$Z|OtBwcMLhks z!>Cv;Uw2#udSM<&cMIX5Z_)z`0Y(ml2>fP?T-!_KfXM(AZ+(#j+Cmdp2zMzK zDyk^fkOK@@slM$~=)XDu7kL7;tr9Wb=;K%*4nlUf`jf3?SYjwF_W4L8 zO{+-l>78Dd3Lj9rRkbUb;CVdN9j-n@RQOw;tS3V}m;0EpadB-RCuhh7 zN+8eSst}(_K|xLIUI7#Egac(agj8nW56VRb^xSU!wvLW?NDut->YbSIe<#Ao$cWr5 zdyp%84-podKge>$PaKaWOM^xsle)Xy&l~V&$rp~5T zrE3(*bS-#?SD?#pZVnEw%zRcze2L%gCTHj?SzKR%it^dn6tUaqp@1)lg&A6*L^g;T z)xa@zzV?LU72en=Ee}#4(+L!>1v{zK@_ z2p8eFL^U=xvh!}iLBL}T3WHss1A{}1X+;b(cvR~UCiP!nz1FlEYR*dy~aR~{UdiU?5JB{!eQRLDz zBUBk&Yu^+u`p~=bdyno8t-Z?e_;JTWRn?vrq*p2c=1@McU>PIL1@RCSOev3P+3|1R z+DAueKr7b(4&lzmw43iKG(;%DU=8sR(;_b~kD_La;N20~jmrT$PUuNd#xK}|(qjY6 zB>*rL5OjeD3WuE=@C<@yg><71bQm0X3>O!dro9Q5m}NrfTS%Zx_}{w+QWP~5Be6#h z8$IVR0jgm;Iy$1n4}^kD%i$6u2;5YicSX;`CTEH{c6|8oVbcP%Z{fSY&5@h^l)4$h z7@(!2VO~k_Iy;*=1e_YE%LB-t&CN|k_-HRQ|K(bS9OA%}#i~%`_KT%y&CXfH^CcNK zRvlAgR{oY|#be{hf2G2abCRHi!}H|x+{#Ma@bIwgSq9(#4QQ(L$hMzo0Nn(gU!-vv zFmRSh%iB3TQEhNp;2AM2EoYXKN>Q7O(*Od^8!E{ob`=eNpg!NQ47R5$`RrmUCL%(S z%&HJmR(27j6`NYhn}SakptS(WB)qDsYH&LO{5vR;Bmbu?48KlLqh@4GfTpc&Xh>{q znU81{@*!yM00d*^8WoES;-PfS1D&l5<@~W3AJ{nz!Hti*a9$8I&xSMYW6nD*iD#-DN~j7MSO~Q^y1UPybTH~_QPVmVH8d@BaGtet z!{znn2?b{4=Av7}cSZ{ROgM<29)z46<$*XKGX`k9@o`LEQ!@ky%100e=a6HHlxSTT zHg)n1@R#|)^hG!AWk+xM%Ebg|^LN0n;C->xo8PdBi;_TgU4Y^|t!GV5kI2!J)KpT* zyJU7;j!(Jd0l+W`VzTFB)`&i7pB!XZa`@0H0aW7rf(`q}B06#C2(B_=aODTt|9Xz; zv>VVY#qk*CjgPfe8w zT*K|S;;QOBtzJE)yis=cTR1<(t~V*;%O>6br2h=i+9&xWz+Uv;oZ+pNQyl{RZUCO_VzTl2*!V9(&k%*JptM zIxp~)5bd&jDggG_8d_bUplqNN*komykd%~^FsL0IVAxO`4QV?J7TOKKV8^a~TmJLA zBkh5@!u<&Kf~8kvAp73u4CBck`RR3Do|*4KaM`R!hH@s7XTTRB%gwZ)B`_pKwPx4cbDyY_V_Wbn2(Q%squORNqiiiXcF=? zP8YveTn4y0lg!Ur$J#vUibaD;H+t~)ChJ^cqoS~Z-{pXHLTw-KHdxp615neK%|C)gnh^V3!WiNr zKABWB4%}zEu7^qaP6N*|j`lZ_L(fje2JV0wjsk4$$NWlqdMSC|ySwpFT@Z@K7Q_f9 z(w8Hb@IR{Ce=+?Aad43VFD@BNqU5wcXMZ4oZhACD78Mog|FsM~iH3D-o0(w+`l^j}_&B+v1e$W<09t4`E z-BB|-F$ZE4ivkM6L_my*gqC|A^q3eQI1Mxcrr6NDB5eQwQJnxxNz|}NN>2oD3Hxta z9UrY#A?V_u)*|$y!^%^80UP82bC{y}CnVxG+*%v7JHkFoI>Zd(_+k#dZ2&fjyZ3)h zKH>Db46+j3xY6v!ZRlR-e*Q$|htA?#LfBlCZG#`CoOZ4i8MBLtoqO}<4o(Xmnh1k% zQ~prX)5l+O8C5JB;o#!Jet9idLQ553HCnmN%qGqIt8Tu2!OokIn5YVJ)}O0E-f3A` zi9oa#z-Oud0ym7{bikT`iZ@PMiaF>fGpJj}3nCJAohptN+W{OA4m}M5`I8KJZd`^E zzbeO&wmRX~g+q@0(Xt6>e*BFaBWk5W+MvV98~TZIgqX-ue{QmMXAHd!iV8r-0ChJ8 z@B>QbLZVXv%6<^+LOMCJ^q|dJRQ7+DLwm^9<3B{by|3i+(FPMfW&p@u<=~B+mw+`; z4JWMpZHQ?zg8iH}?3>s{g+fZ+rr@9kRJ6jh!qhy}0yF8)p_eF(0aS?kuvVrTU(Yq@ z@O-|DQ>9fT$|Yh@Qma@NoSO~?B?MSd@!GEU?*U}v(Ft2ARxX31sH4BXKjj!h5$+Nk zR`CM^dMcPJ8yg;vngIHoTkg-5Y+`{}fxkoo3RdJuorPuVPGMKEa&sd=fPYkipWK>@ zWj(F8f7%9UgSgBC<2m#e8S=q0C_F+%!ohsC{@{L)y(NQYUM&Pne_G8)Z>IdW?k7D? z9wP!;Ga@Mkv7;wXpZ>87eQA>%9v7#@`ZA2y5*(PKd%q@QfgEB3XB!?VQyb`UB;9Ke zv5y{6z3=W`4md?W^oq&fbZ)Ox=XJ8b4np+G? zdg}nmFhdif-oJk@FtD?)j}#8#r`;?-9dmFB)jv*yXp{=U4qu>NIl&Br<_%qWs8QAs zzr_~KG9ch!v0daX1EV0wi{X%{mJUAM`O!mBZrREL7KtvvKAE;k8v3YnBKpMk`Il0Og^DtUTH&(pqJ zz_Q98{zx<5;7!#8H}K^GqbkaHY%r5cK(eyY#PpM4Mvc{M7e(q`zwQKN0|yWcVOxEd zH=aYk7K2^+9Lyk*ptcjt1Z|V3C$qTuy28UBtiSH}1lP8TnW5pMIq8p3?ND9}cB0Fr zsyPPjIZ&kUy{MIE<8KV@M-9+-7pMrq=GO!guco&4#oP`))#0A^n3x9wDPk?p8JGZ>;!=VLW@BTv* znE`Db%0C_ioA}gASi1(mH#-4xfD5BRP^J6yk(gc-8(NzV=u$`sJoSSP=3@PUB?qr1 zpbvb&JMgX4s|;uk!^FhYd+i>)vU8J2F(>DU8nG#0U2a_6_tN4So+!_~SZAD!7f=oTl|pUm0)?k^vhN5)u*< zP1y*f!3(G0;9x-Yk2dP+Oa)L%7oh#}xBwS~E$G*tckjm5*L#KAWb4LG)_ZgU9EZ9l zxI_3O!l1+uC31iVn_F9hekOskv47}Q>kKRr;IIojhY*F`KX^T!->b(EesX1Y!IdQ8 zWr&2hDaqHNue0mx4;RcaV0Zf{G>F7_naX?ToXwgxEQ<{1=Q{DKy|*HIk3;L&hQ9v5 zFJ4UBa0DI2yHu|%ESenEwxCL(*&iDlTXsJyC50TNa3O<0^KdmMf$;vbOr85OEO(-( zGZ)l)xE@k!pN5rFxA#AG{+OW3!8`ogADB_C~A$2jGfcJPw61KU^8c$O+)|lXCqIj;^=QS8V7?;{O8zV zjhR#-m5ooZfWCcI)RBmkjyUi9nxv%_vWRMJRX|%YAmGk+h`Wpu zqxjOa;sa2ua~m6$&jVX}@Y(clf=y1jBGR}jHvQY#iw~^Olc&Ab&e>%SFLy*(x%l9p zqcf@Gbw6;%b;X1FquNyl9|>kt7RY5Cut~Fvi>RsNxmp4ZN{oX@`mo>(9ok5s6`F@s zSZrK@&bxp<7_~ngNCuLNMEhknzF^blFvRN6@XyPkH8wG^&yt5&2vH{0k|+T}pm7TL zCX?_rz8z#i)Q;TL)P$fV9L!8|ch<*KUCy9RwSyC5q|^v2pxk5_1`|?Ei7eqzj98OHI>*4Baza+Qe)12#DoOf_rLRZV{g!K-{98aqXNjC8GN5D!qoY>!1RAN@{A7^T>&}+_j1! zMy*ymh3y-rqUo9BNZ~8Ot&0h9JwN!~dt5IOcVXN9rZ2%BH8=hm_2W049<7&=rJpI72ZNU!g_SDyJgQSCYPoKdxCc;4-XtB02lg zplo*TCy5`+|V}{ ziz9rg%oPUK3ZNa7%+0g(17T7JCWd_E9KrDm#N9jV&y_$B!@YcWMs+9@|J3b1_o5l>&@iRcl@TFkN%uBS%GYz`aYKYy)UdZ4mYnDX?atYSGZXnX33<3x}!672ZJFy ztSW)z@s0<+<&&?xSvj<$Flfj3lu!f{AAwd()ye6CX}voM@GL0v4vMZehVq994%=u(UT#!QYBuGn%5S*xiZq3;7Pvwo}#mkHQFl#aXq z0&iWiH`=CnqNhz>mjGN0IvT=MJWqH+OH**(8~1*@(^Q{NiTiyzTr7OdHm2 zeRR$z)WHw`rVwL2))=d4P;Bk7YkBKaBC!thWnznIBONAo3W`k3bBg(d>%-aD$G%$> zG^|ZYJ30b(U&}j$EJNNfbav}nUDblw$I_0g80QAhutz-GhxaaRab1mm`uptS*4M^B zA#nm%_l};pxSmH+n3{&+SGW|DKTOjNmEuC*3VtS!BSY~Z>9*lKFxeBp;ACmoE86|@ zg(c4o*Q{JJFO7$8K4H~=edoJ5Q8t)f7TbBP@(G=WKK_;R5u%8EcJ%y3_t_`*o2ECd zr+!FYrK1N}g#-Ljsgkx_V^#`sH%bv&&R}$T`tfo{MO#j#LVu&>Gx*8b3Qcu z5?*$YE{!+oVQILomW1mHrIhP+4$73RY^TnUKEL``*K>PQ*vl9FCK%Z(j=)dWRZCb5 zwc1TJOHpjo;ZXx~(RkgiSwll(ri?6bW-8!MFd}a?4@e}gBc&jq_pI$RUGZA2TF9ug zqOcRqj4uG6!>g$4ZK~Ao1LaoRhuSGy`Xo}WaO1Z!#5{JJ^l7yOLuojaAZk_b7=}}$ zY`w`LQicb(7Zrk7fy#J6ngCUU4Se8>Q;|``cE#dx+Sl8`M^&O4p^$u>q}0wiJG)}H zx(Sg%JWnO8Fa6@{s<6$rG>~T*(?z7mWisElfobxrTWtC6pH!Y>SaTmf>-1DbVv2<3a!WXXXfiD3a&EKz^!niw?fct zVYOZIH%_xR%sel;Ih`KDokq|Mou0fN3pW2nd^lL%^YvvSCP$Mb#FJE*M48z2Rk60q zcW0je*519!3^NhwV*f5Bd0BhdyI!q3fTgRxEnxbY-txS1LF+VE?JcXU)NPW$Mc?9BqB+E_e`8 z_caBI>NhEQkKYME16ci|vx`pFweY{ICqh8kn`D{Cr^kBC!&C)_I3Kmaihg|v7J8~z z2OwIQY~cf9q)jqym7hIzGWbFu;4C%&^82KSLkHFMST%T1Fzv>F64n;uJ;E_m`uo=X zzxT;H zz=|q06(sggapLKu4}zGyc4r-Qf_!8k)U|%d2e51Xcnb>`k|B#B3+_@-sG@;=wF1Qz z2}9@BfPCUfN-Xv*yfCci;v4tmV&0Imi2GMV*!GI?jdPiWZQ}yVgZ96!B!2g1NxgF4 zrWNI)$au0b<)NuZF9(*oj!&NmwTdVay?XassCyeMaVa0|UJ$1izyES_$miZ&WNp62 zFn%=0X!6d>Cw|It?$lHDf=S`xay-l!$ADEgfl#r5 zt`r@D%WDSekzARLkMC2|AVqo;NTq#hT=PmcxPrOzNjFUE!ke2_YGyQqusPDG`~&{n zD7biR=t+Iv#kYLfA}AcH#gz`h<_Q1?H=rcpvvVn`Sraoy0crg7YKcDbZt)5S!* zRGVqb;6#bro3%t0(~_34v$l##(TJ82Eyo=DXj1)B$QcFi7mHAt`$9V>AqHp!Ig|Drz4Y#a!+`OX%GZ_rG_8cQEki?KoY|%t8+< z)HsK)*wx^;LAeE#b_I4urNX%L%NG(rR-Mp?=+HCh$4>;#Q7oO!80|Q(N3#)KT54(? z|97alZT={OmS6t?c9AVg(b<^~^i3URO8xi*P0d(r#p7nr17CMUa(~{;BoE9{?yQiE z4uyY;g`q}4AWR6@*67>Te_Sgu%m?<9Co!?uu6d|PkmgQBOh)V7e1~6eyS%TCqQ1Kb z(VzHM;Kc&Ff_H7%h%>k!D|WCr_;3IgT)D1H&l=viArxh3DtktHQ8Qa%bc>UNqfM1y z7FAPIQ^P@BLxm84j4`(0FM+>CffmQB%*m&((P=yQ{61FFSukNvrJ&RJc&ka}vs=p> zw;M+eZJ8A~I52e{AxX@aQAYzh1NuXXQvxys0Y3U9a#e~lEERKPsw@1S+8@1X4*I) zkwpR08?)hDOtkEKX}q2;GuMQ zA`MES>gq0`{WdrQSin{If;f34`u1+Xj_VJSi_MfRM;SI{hY&J596Cp1Jur#|Oa_9& zT)?iFNbi>~ps<94e5`y6e1c%1wgGJ)EJy+a(jc({FzteEgI7SrGxf7mHsfoH(N7qs zwx18e!)=}DAD)928$)=D$`ft~H8JOduYF~r?jq{?hZQ^qejCOzieZF5ysF5!Y!C*V zQGXj)%%lSM_<3}*;((}Iyr&DDJjmrns96tm1pk9gb|8PEs4p5*bx(3C$7o?SnkHY$ z4Ru@9gE3uVou^34$=)PB85tgest65!Yc%MPMnhwxHF%|AB$9u#4&K#}48+T~Dn-xt&Bh5lpZUBVlcAil~X>@}2db zOBmqbx(uvrjddq(XT-To9b6BO4UTTbN58gPf6vdR(`6KuY;I@O>o7yoO-&U&R6PPt zd=OwH=Kk2)EC?R|a)IqZUZ8HF|DL%OP#x!3c*iv<7!o zbik<)tcY_R0}Mf^|APO(6khLc*2;<#x?wP0qXH{C2h$Sp77pvhPwDrjQ4EaI=Rt6c zE80X17Abwsc*y_A9pR2#^1A>ZE1h9S=zn~$HU8R>3=YM=w`G7phK|W?g13turc_V^ z54c+lXV>hXjFKzU)e*7(5qO6Vh@itMpvxgv9v;cS_*?C*e*+`cVMV5-M~=RibEA15 zS4tv`@sIoz2|bk!s&>ZewX^q5$%a9{MuTg}5Ue^3C8OiSppQkHR;d3^S2>0e2te+E zc~!T;h{VYFjLF`1etv%T=TAV?u!Ec1+hSay$iN#nGaz1NgAT}{)_n3x0#Kbt^FnWt zBdV?N7p?yHE{1{^{gJsIM*r&nqcQ{59AM6)9y}mH-wnc6MuR$7z{U8CgF6&qOVvcZ z*1)+H?179do68Mym^47jysXh)&JS{`j$@JeDox#R1C_33ULg$CNtg@Q=L?_&ktmr$G)d<9r?n z1;>*fU%CnK@loWkpZ|=NbuKrgWMo?O_zk6TMm#@ge{>vde2e28IG!oP1cgyH^9Oxf zVj^+V-{0?I#%Kl2+W^Num_V$c4Zvwx0v(b9#9VNyqb4RWD;$6d2Lv1$0u1jz;N4nZ zFNu1Z6CvB9VFR}f%y%RV9X5?WE6~y|8O$@YlJouf4U>{U;|v6 zrGg=qsv+yXCLFrcrFWk7uf=a-O1Zm?;vYP&QQ~O~y{)aC#`*j)nL;GI$G~uvGYp-Q z0&}4D`VsiCz%(l08S3NXBMvI;`}w^49-kE`#{Id7zkIihfXUl`ciU_GfH0r-`4G{% z3~jt!Hn;OpeN?vmq6K05~ZXVBm%i? z2a}XlJ~8g^U6I>u!X{>q)>ka;9%2&h$8w5Z!GMN`|K|*Oi=YH|09b}gGXQ2%4=y~? zIlebfrLLPzpy9Gj**ep4G8d<1fb?kLo_Bv2#;5z?FR{i;yCo;6*8wyrB8pfW^sc>m zcz)h_Kf3OLTfE2N3tCKIRb-p(EDJt2hPB>LyCgGuamx7)d`OUvJZ1*Ww*&PIR3Z~J zrYfx=C+H;6@UUU6%UIv=9L3^lTca5{GAx7P$e2Lcnrp}r4%7_C86(Cc%;Hs>>$g8O zlf#G$G#IlGFZy5yTOY5%0uuKL0}`X-P2)p37(f8P=3 zx%Mo6d|1cCtj8n?-tF;;8@?OZLvS6)BMaEV@QxE;t>B$4B1TTC(#5qhO)cEm1XWGZ z&#pbH7MOb_1j&uNt1v+k#$dxy=>*<;0992P-@G}18cHZ?aDbs$*H4>qiBtaMSl4bi za`B2g&Hic=n1O(w61|NHy`l-c&cb%KEnM#c70iNWD1^$R=L7`ezDIc!^c2cg?K>Y$ z-gqO6|u$!G7DB(^+Eu6i~=6cD0 zPk_9VcKnLH2@-sT+dwQkFU}trN2$)=Tu-~H+ z9cuJ|SI($HZG&E!0%-$-tK}D#cp(jOB|Q?_>#-^j8T_AmJ!4>onnx!i3>F;DsjVKuQ`YymIbe?Rz4m0d7XH%g2B-;hCs->5mYS z1oej+*L4m~Ik=GeAZV=#y9zrQ&{4zZN|Dtd*&9|_e1DWjPLEECrxaZrs7zv%Wh$R_ z?#}OrN2$pW$1n#Dm)GOkBUHoy6L8I1Z0-R6xfIR+Vx)t27h4$o1)wIOUN27=S%5Kd zw*D4Cj6%(AafqtAI{I=YJ#B%!VY`m+(_jB(AnJEe`@mNA0JYWBjai_Y8{E#R`QIyC zlssXErD)IWr{U37Z_F&kZQs@va~;CUP~-}B{mcc?|MP~04zT7A&kYbU2)l|`juFOa zT@-$2CI`sHel^9LuKrS)>{m3QCKbAB{y!3`-B+Ww*3+YlFd33oa0}>5C>cDkre)AX z)VePvCm%_wPs+Hj7|eYCceCkqu-Iq^02$b)w#<+Z-ipzWO`&gJ2!ISGJHW`8A76Fu z#obCQBC*VpPSF9MlpJ_b!OhHa_ds~DNkfC@qyQf?s$+jPu1I}YqV!6cWLfmj`u``P z4*Ww}IMxrb;pIO`XuAl*Bk1e1(C+acn1RL_T>25b$^}|H&S25Qq#%MozIi5!5*7&bRv=O_e*F0H0K^t(-h8lePBy~tfG-e& zfEgS>!fH;2@%ZehReHRhE-|4#XZFXh^G>%WM~1C2dY7-U7YM9AF?5IX@YBd0(t%i#1QjJb+LTl&UC_C1|zoy8o1~bc$Dqt22%8LxKyD`b{ zJ^O`kt*+WflJDQU(LRTpSrh|#%rH?an0gbY5ztqwA>g`a0&og4r0Y)lcXdMp@b}la zYzPf#+X3Iw-lt`}^d@K<_;W!0@G$M8UP_yO@Qw>KuPZ$|!k-2A&lYrk7>NAofo*U0 z<@#Ec=UTrZ`c3w`ZZzoo;2)PsTbpb<7tcAntX8A>;%dqHFbE^mFN+{BXuG+)EAWfF znDU(R|5e(TKvUVaZErg=H6T+cRH$tpDrCx3NkTG}A!CKgR1`%aLntCj#*CFA2^EP{ zqEITD%rc}56-xZawR_(8`~LO4-&+4#|FhoJvz}h|zVGY4?(;g&<2;Vzw1>qG|Kyyj z^7x4Q-oT5e%T?bf_*x=HW7AuuRkD0K@QhcUk}g%B=IM( zv!GC*eF{dR2v#%`c*}4)gWCuwI`1!vnldS%dt`X>v&}W9yzw$+O#;^rZ{Lzv?Q(G`U)v{>x?QC?`+upAIHb-+# zma=PVR*e+tOBmNTTn>f$Ew4S*M0$ied5;0BIS80+SAS{>03glz>{z z4{w<2xucR_QKx-ywDAdZpg?*?Y*v2Vvwhp?r{h-cS9wShS=p63Oddh4neKl_jfzPN7o z^J~o%8E_vEed~$dWUzHLjI7v8N=gP>vzWt{3Lkpbl1GK(0%6lrVCLcGySK0iAWiTww_}@W{G2Va4t`_a9^243_uteCwFPdNhzrBZGix95G zeO}AOuWdZK9P0AXPFPj*Xmt=^71gUUTkdgCk5{Gc@-2z+Mm>UtIwgniJ5=dgs*&V%vphF#pG>iJ|ajFy%D(q_N*k#5h8}ho(FQO!x9YjNzy8z0t)Vs@C<>C zP$+Rc2d_CD#QA-?2kX{M`;l=0-A^N%uWkos`~m)P$Z=So4dQx24$x)A~as;G42Ev6tHGJlt0q5_Ca2wM1+ zgdITX;?d-rR$hPl?3vveg;}UL=EY8RDBXRT##Y$l6dm*9!}dQ!#aVgrICZeAD+ruC z5pnUyc~yu)D(}K4CV?Pnue!h=rx|J;72>n|!qM6D5VGP3SrcqZ*=^%q?Cfsr8HQ+K zCcZVKYuPtFv43e0%#@XtlT=d-^dK|NH`B(S5~a0|M)~9_@|VtjaPK~3SJC>wz2jB2 zz|}6rpnhHJ%R&rg0n^LTPhP{jHOp&gvRU&9-fy^Y1?|ZF+FN_ZDZsZ!smr+;>N%vl8@CX5wz(vIIG)lI*21&@Ix-9B*V3t~G8iA3&c=Im8#KIAh z$l~(yC(-;WMjyA;w2pY5r|SI;v$s(8_#p=(1Xf}=3Zxrqdy12K?~liVhq;HX|FNJc0dSatZp$blQ4Qj1XBoQ%ik@aQqNz$90@8e-=He+YaIS?*^xWAl!ZkL z@L%fZKgbA(Hzu$`b|2vc1E$Kohra8H0Txy99!N)+4BLRP&9`a$_a8;3gY+7Mwh1XL z81Gw9XHZ0*2zw$Z1H{A^z#-H4`s*V{k8U`44Bi|lHVQvK?e{WFR$wAD?i)AR?@SFx z@Fe0BBZMQ&vHAGa$78K91oA;9UNimzUUQ&7gcW^R=SEXmzI-|O zTf%avKPfeL6qmLhdTrP4t-KpsKe*RNJ`-biqAjV*9$dgs;cP)S>XT*W_>juyg@i@HW5vY=g-4xmt#G+%( znl=3I>`siX4*;EnsXFFA(_*q7K$HjYn2`eHi>?b3WrRi3_v3*kom@Ptkq;*uhT%}B zKK=D=_W7X8^xPL6pPOllC9*f3u3_T+x^#Y2~<1KxL>&jM+jqT}t)fx%+ zZ!4)#56+A!Zq+s0>g@1M3W*?LiQ{aRoLCP@F=0*LKJ-xl>eZ)BO~hu_W9>ICz&J3h zafnPZcn2i^T+a8pOjF~J^$XXrtrv>i*SN8YBizuGzwCey6`4d!N$PKQyEG(4Qi_0b zkS%)xUQmk_Rz8y6^48GMP!}<8c6Qd@)#BEVZe^;aLI?*Ozm%$fez|Y8TYfsvXux3RTY{26Xhw1;dfd?Ri`y`L>FssopMh)4N>t|T zxFI3fxqSNcN$+kB*uw%)`SvsjC!~Pl<$!1)x3T%%r%|H-fg4RuM{dcVy?1qY$wybD zkzofq3&71sVCIZBV!(m=p}1(|)ydzZ8zIel%*c5mACz7O;=KzhA5PiV?Sh3zd5sHv z>+k-99yv#gPb8z+RA6XW&3EJw;Vok|anvWNa?_j<`Q#zMKG2q!0^dB{NP$Cl#3Lg~ znXqnIlve7Gu7?Y*WoJLE?WwmoZaTvWB^nB~#+sK8{Wr>B$FD$qP&B1}?lycyWR2YlgixHdCBA?a0>%-s!sq2JU->}TAD&Ae1aXJtPZ>R@#RJ9wxi`bcTJt*F*kdcCMR z5|K1Xfl)yo^$&akkdij!sqe^t81Ew%kP?+UAdHjbPb_W?6g`2_pIQmc=<7v7ImORA z`zVJtK9hEgBjH+*EhTY4Vc8Z^4~`=T;9s`v44^#*3a_l~IXD0;B!!V_z7!IcMI>8+ zDV&SnpP`cXmfqhtfXZYmwWk_iWMY(^O3{ZGEZt|4@QulFLTJTqZlKh%XUP_{lOz_3 zKLP16)Y&|?OUws9+c6E?Qn1R2!(;oPIKW#A zuQC#kl$I))IN|y8q~We`A({JhzCN&CZe?XfIFI@sFnK7MFoYB;(zkIVGDQWKI7T^j z^^bXdTWnDoZWk4xc|ff45K3c&$^{g>?=N;*vz70Ly z6iT4f?M73(9*6H@kF$mKJ-Jb_V)|qX?w$2( zulnMF*XeH;e2Os_k35I_o3OvSn701GpPzzwgU^C(z+blKas!8u*P~+P= zIJA>`?l@@!Mh6vM4{-#&2u)_zA==vY$J;H(I#=WVvoqS}dx(wjy;Ek|#P;~psrkUH zUoj(d6=#0$RA{+Z!WUrUZpgm^&!yjVn6MS)Z_HhLM(?{#PS&BjqKk$7p!`9LgFeQ2 zz9h7|@A5jKu|<4cF<>0f6Od9qjGJ3LbAzDv$kSNirLdB8BgvL|C!@Bt79a@6hYx%o zhfgF9CLaDDDYD>?2&0CkRv4R@wSv-O@CYygksW|-C|LH5bOu5fmOH$%KWyVQKi9$@ zjH4wrb@uh3ml2Z%QpqRBzl!mK#bILgh*OJp6xcC5gF(l)iE-R+=fMbxgVOcxy_x?) zc0?u~aQ?-1+7&kBJ^H#0Uuz4pOXNpv%p)jS5qdu>i(4FQDJ(RprIcjD zjbEJv#?d8T;{r!EWz?6bFD$ZtZfRhvcxNqQRCxMk_6;*SY$LDM`Q!p(VCH-`iwKV- z6vj}=Jzx8<(fELTSEC~T>}xCC+_e?`uwA(p!KoAr?T3{||h(24qHrcJg>Yj0NgwD0K;kSVU{GoM029qt9< z84m~{k;M5Qj9ZnMh6L+D(apQ;K66Ejmft4u?~BWFgN8y;_d<{7fDNt^BR&6TVa(pBy6Fuk z`ME61bbIYTl3P9v`cDN z$Yl>Lia&-Paav=)Mv1Y z5{qwQucH$4Ct!$Eqg^;gpm2kwu+W(Hp6Y({x6S3;KREy+6bxcNXFzkacvY;4ii9A$ z-zMt}j}^z-tL$4pe;EFyepuqd;Ke4>4v!GLTWX+eg&svxPGl98E8TXzUp#Vpfo;Wr z-BFtdxd(ij)7V_->+_lX-~@`K-mF-SXTAq5Sb`-E7=XaU9y3=`NFH`W_bLurF1+hrc!R%%rKrtE zI`Q{EABIL5lNZblVeiT7;-YfON$AFN62IO$zHGU1x0E##scL3z7q^_c1$qdO?@;oU zriA%UNP3@hH(4=x;?0@lbDE}DXXh33)~~#8!nlQer6Pl&c^;7B;4@`<7YduT0mkcQ zNA0S)Sd^5+e*^xR0|P32M`r^iR|0Zsm8}tc@rF0_(?oP=D(npn&#;R0Z@X#k*!T1T zjCt&07>!wi6V4v$ad8&_OX$;(X>Q9~*{vC_yhrgMXeU#sIckAFJ6xf~<$`~uw^01n zHPd;gRx3?;KSaQ0tLoo#G~;uw#3^sd?@hHYa4Ge%tAj2|f?AK1OEkC~>XP{ThJYQ}^&K+jqJx;Ks#aQPhkf~__ z0_*DSjqkOL)Q)DbOWmAysj9UgQBvqeRP_imyE@MJWLN_$tO}uzEr8&7Z|pZUzKHOU zMM5l5`mtfQ*+PiyFc}sPa&m&!haX1%?(SZ)PZUt{Dygc2foSg`D%n3sBDFFGp`1aM z)rCF@6t|mG0~Oj-Zx@a(e8T5Px+~#^QBhh?wXlMKbSqclRA?Fg9v&|#nh^B&P;#7= zG@=9%YZjC#fO?<*n7*<}c3;b5#fo3bJWI^=>?)#`U-wZCfz= z(zuM)p?$9V%>R~VdG7EkCgTB6Xuz8}YHzHCcge$@yR5s~fB3ciy#3ELS9r2j#NC6~ z7Fc#GvKO`A==TjWw&YhcUkjzDP2ta0iU%bm8Rga?W0=_cjjVvqI2a#w6?W*)xZ-!yYBx5n z`dg1~vXHa+pqvA+hdWmdw0I@Xjl9IH3+l?|(s|G~jBi@6CmxQLcifl5pPy4mXwg+8 zi%63zMz9}(;i)_d6t&+WTN*Q7v%|)@bdUfJOs4y|2%Oyuyq#2#01B3-sQGh|mLG7i zRJVC>_`6V7LnvGe$t{`tLi8ikh@A#1Ua!ailrLW<>{?2$ozjsCEEE0p%VJ%29=Tp6 zvn0kN|5mr$`kA}oLn<3x*z4{ z8#gxw)1xDgVdz%MkK^jF1ol>&o7X*vfF7IaI}Xv6hXS!bkKPzw_;(#bFJs3R_& z;XyV8&xO0(1hmL}X(~D}^?z5^6>8g4ob~{{L8X5def2CD1I+v+uwHg{Kl>9m8aarD za?>WHKfnCY%p|yFgI=U|-CtxP4>F0h{}=CsLkYcw=1JlwhOE0ArI3!XvGKOE2TX|t z63mnKxg?%?k#@~kC;v@Wfg+(hgwqPJdejaDg6z_(;6X(D;X9!Xs{admLn>#3AJ&vv6O>=SQOw(|AZY4U0?8^SnrrYvv(@~C)AX$S_ToW zN;$&sXuqz?CBPU2l9`!NFK-!-iu-pr0vBWO-B!;Rhb1XFkgPv1-5F*O6}z&yUM3tVJu%+5lyZ%W6$$#HZRvCx zZOjDjHGz}Ig_C7D7_N0m@{SYI9?K*w9KJSN92qrX^Pv_i$yQ5u{==Hpj{Aq0q3gV0 z3q>*y54`{0byiBi@h=;Gro`5kJ;|ST3O`lysq=09=0#J>ihDrE7BT+yM&9TEBgYgBFna>;8SWi zYuH@TJ%WXce)an*h9L9YEjQGb4VWG%+*4f=LvoJ#ddA|@twTO4k$W_Eumqzso4#$m zE2EirNN(2d!aoGfX*+e@Z*@F(QpKotq3`TOyiG4Th@SBpF<6LzarA^Nz{hV>v4Z2I zH8e7RA23wkU7XA-9^ho2Ea<%?{AQZqVpo86Yz_$tArx3%-kG-(Zg$Npyzjo%aWCN7 zZQ~_;mCkd`jEr6##PbMp_!983KL30*#PqK1XkANs!HkB)Q`M7rT0DGM$RHGYD*&d3 z!I3955C<5CxuS8TmRf2XN{MPs;U6-gu+buwHZ0l_ufL*%WgT)bzL6jEtEz`VM9SERxj^TqzwL`a@3^f?B19B zgico?d;C(Fg#6J)|2j5%l)nXjSRSK50FOxu&IZ-&niLU@9juD^+zo7tQ#_g`zg*hW z?MjjABiKEIJcHC(GJgg5K+QYV`Mxhbb!!+8vu!RSI-|_vc)SerlC!f)(MIXu^suWS zOWCcJLX~k1;eb&T4SworoBo`b)mKweW$@2gxMb$soHO6a4fplUmnTU(o`L!&+98r` zp=WF{lte|sNg&5Bn4p^F-_FVSn!Iih_!N`aY|~DTvcF0*`)*gnV73@|D`%SKx4@GH zz2h>iKk*7?d87N7H{P2qKfAzk8lu2Fg>LR6Dz`wgBY>Z|x%tdbcF2X0U@2F!-ATMf zy~&LfEc4l!)#x)|xnZ6fj#h8~`<)qY9KIw@o~QT~ZBbVm_uZiSLY0&Pj~I)EIJ61p z1#xW1`?m%ROX04<68vuE(XgNYMkT4$^Xk1*-)onWmY^EyK=j!hLpw%3=#;KXpjKtb}vSlqGs4s1Bx~pAz_R`p&j#Yrkvi+ zG#XK}DFt&Dgg=e>OoddLI%08(lWMhyNLOW`#fs`s`8_XsuP*~{C_%Bv?&Sl~CTFWC zO-u3{d0xFN_RBF%g80gVF4kKa2uGcz%-fS1*AUdkE*K z{H@0XrRtAmwO_6TTP%!A8m#=|b3AxAq%tmsG)%l`xAM}$psDaw@-wS1H4+*dOemE) zPfn#?%j%ER9P96#lEd4FqNax)%FINB6lgmCu*P9$pi%yfc#)^&P$`3qa*l@wy`z-r zSvx0#5QEe%VtazDogNmxKF$>^>o;$ov6A{u-Z=_hxkb_XXK=9W!wJwlDj9EJ{Jw4p z=T3$6WmGQ8Ys+?QzHl~});d1|o0&d1U|OZRXv_LDX(!AZ_=F|g=!Hinl`JcL0w3{N z1{xULoZo-wEKJdRhqJg@f+T|wHS%hb)+Z%#P+?%R9Z=%jJ-&B`%rhCj*lu-}4ANI+I|jcu~)QH~-H^p4(NE{S=Hm z_;GCT<;Pc>HFz=>Uu;U#6b2c`z7_BJDg_nspzJP0)y?qn#K}%)^>cDAt9c0}NHnse zWcsbFqF~C)2XGKj8Mq-;{rkoAziq=NCn*uw0$1plvuc5Okk}wxTr4ZS#E3QIs!WAY zXM2OEpr5tE>xVGH+A_eG=Um>+V$X{1gdf-z#B7JYw&7m(R7)z_iKpS&xeN$M&Jr*a z!`Ct!G4PebP=}bIqH0p4Gpltgdsyt{xwN~k9{Ut*eRIR#zw~#YTAm~QL<~Cu{h{&i zxAnuMxqgkh`U*HM=)>md@2#3t)7n_lIjCspKElxfgC^^AZ}c(3(2MK>1`}eGD>+dG z{^mI{;y^r}XGQ=k2{f>F&HqxEOr_tOA+_Rv?<{(c3d3O(UK72bWK08eAOlVCdxV1=T3sF+yA+n>*ZBh3>6es= zOZs10hibn!!YKf^#7M!@vj-R5|7SCJ>?hFXHU8d(trc!y5^Bkq`F4a@3FEX|UdGJG zNEQIxcS(yv5&W}do{UsbS66?#>IEbbw1j74s@TUAqO^xKJzoHyUVN(fS#w#DHl7|$ zF_VmIx!DX)kIx~JuoY@ME&flPz%}CHm=w8o%P9)6CtJ_37dbva@RY2N&CNx58Ou!M zLDvpJJ(6DskI{`ZUFzBdm*-BJo7hA`^8Sj!l^oU-Iy$w`qInb6<65uFEyk2gaH_{MQ6nTGOiYagYdrjDqn6 z5wIrdZ`Y97h|*XG5*Jt*o<=ay5syy@NZ+~6y$KeF#N;jAcx?-eISB3ChZ<;LQr+AE zA`I|k+hI>WF&E@vXupVH-Xvkdfg@|+%b;W8umr7YV%LSiCICWe9zV|MTM(#^p`nm7 z7{k{d9y;pf5Aq4u-8nTK2PTcs#Sn04SerFqg46>^m{4~GGphFGOH-dO?IvjCMuON8 z2?CXAWW|^~ItcGU$e>T>g!u(~vY|LaFzvRrM{@Mc0d&N9D7rwH43rHV^&-HqYa|0; zK_1-<_c>j>ap5=;6HOn5##&_ zC3&~CWqg`IE9C}Kpm-nc^xJSZ;zQ&^#0^~=(9{6~osihr*g?Q4U>Al)!&@?n%pXNM z%93Cp7Q&%@{dMHv;GlxwB=Gf+n>TMl*}<*N0t*9OV7Yqu-0ji>7@rY=E+3k%EmW}} z=Wf!LT{*VACV-f^LuM0%@gEct4>1x2-SbToUpg@r6sych>FVh@4P@wZ#{;QHP?#Jc zvo*$mJ-s2rLOdaTFpc0N7y8Nn^9oojJTo3CQR3M!fDc-YI1WR0sKhWMM?C)F`}g;n z9?ybmhI*CQzfvgZp%SPFJ4>c42_uuvfDlChZKh#6UJYyovZ`vBBZ+|*pZ)Y{A|e#f zVGBC#|rHUjDL+ z2l>O+2qb9C2`)9c2bnQsG2ZGDXjZ(Pqny8Z(M%y&BYUm9<_HEQg<)_5%#>`nL}uWIjT7J(_fjk@XCAluDpgO*-@N?Y^a?Eo0jB-#koepqK@U zs)c7$V*l{;OP0#5hJOejNVbAad8z3E^Fvap`SH^KE!@VLT}(>5gDD`yWuEwS0o2{T z=CLb}*Z}eBg(!@uNw=$2f8hS{JLP}VFiCdAI+!>RUcfk{Gmh{i8+>z9@aw0lsO5?- z#8Djl0h5Twd(3j?7IASV@XbaiF+-XP=PwcB&aaO278H=m)Ltl-+)hD4yK!SVSJe7F zCJry|pp#2*D=7Q)$>2K$!_}eDDj?}#^PdKONw^rqDH6A=1E7#>FAM`LZK_{H`A^EH zV%=V*NZv`1R9avi4Z1EL_#O4|Tq6$17=$KtuGrbrUYHJ z)Daa-gsl8|3OgG!3wJw|xJVi_QHqa_S`!q7v?$>vVxUT{v;$UjMA(SoBw%dde=yn! z;XtAU38Ax$3uXUb%~W(xRBSABkm)wVNUl=tjHf2v%^)7aIzb>h=bCn)=-+h{6u0!> zdkAisHe}=(o|Xm6h208zv;=|Sbm_en#>ik_wagFjSf#iyt@(A2ynL{5cMA0+$j;@pn zAeay`$!6F=O5p^MfzMTFbaXVK6)t)L3rks$BM-No!bYq8^vM=6mIZ<(d6Y$vk~O+F zAx3QE?g;$l2Ke21!+>k@DhBS%F?pDWeFK)N1Mgy11aW+ZEC%P8xj4RPYU0K_%K?{W zzb~`ro8kS3i3HmgHt5 zE?L+{AkE5#vUtFJ;au`tnFplh~aiD%v`ftUy%2UMFl{A_2r8ax#$@PgyE) zWFEuD^uLt?$x`_lSB0r@sPJ}4O*J+G*d>wy!sJ7}5(e!Y@O*LvXxqS+U4_H~Ry|;R zJWN|CtQ7LKkmY=6+t;@aHnbEDVc}RPpvk;1bQS!&M@U%FFRH7nBktF2cl^eC_^Nkq z2D<~JRd^{J;9KB4w8w@HH8=|W^0VhMG+kXMRUw9J0R+1tMm=O6htIc9D-biZPhNRK zo+{o29XJqK-`*b#LY_d*hSFG^FDrLkR@#hY8am4t+V#C~vqt{hjs8KH(*gJh5&{SA zMc(P@d7&&9QWRid;35c>2qzy+A|;_Km?{^uQk{(g$cT+X1_D5?wZU)(u}~1XH{<#B z{p#rB3wgpw+hV#ee&?bhOlUd{$1k7@6o_~0fec&cO%08XMw9sy$OsVyDCqzcfP|4H z#T7Pqend008=Q)1kUYR&JJ;1^UpJ+J{Y&KkxGl_&4JU@4xvzL=q=Bjo%^gLn=&eq^ znLzce_!!dCd~IP@5BNwPbYNn{M|}Jy?i=CeiSs6&ZExLDOn_#)Z`wQLbHo`Op1KL^ljR41$Uv3nxC&W+D|M^`)+!9>zjp_)8PyB#w{I zJw)c6kP&?Pfn=ZrnSxL^f`mC7b-AD|Mm8GbXl1F~D-*)ufS~CxJ=U%N7Cv{;AcsCx zj6r;70d<}XDJ2sFqp;D~z%d%1`JDFIKZZjaq+1(|sB9ZM4()0WvZ0N`WY!kRa8Z{m z_CPCxoFfR-0Y#{Nd6q$*NznqVjSpH<2TM;kiWW)((%=E|vsvcSYM6;(^jM`Wao9vS zC)83h@0+}nsASRk5u=De8HPDu(_qchM@8W0!=t11OiknVF-mWQcng9;B6`OdAL1p8 z;kS79jzcfA^#ieUBC(KE3K;=`ZcPTV_(5>O2;&Vq{6WjqL0H}sE?^shp|y`|QE?Y-3|x4lcI~tiN=ku1mWyA6S_f_(r01`}5Df??28= zUhOO%>)tr|r?s2C<6_&Q zO9cfqGI;Sxuhs49{QPy|5)%GDhIznA%f5a4qL1nhSiVMq>saHlp;r=kIUj?f><{|4k#VVq;DgRI@2h2HWl$nsaNn?JtO8W6 z`dd;9nVFXh3fA2jO?h%#*7m*#Z&YhbOAR0%;+=qXv;BT@Htz|(wyk$^W^j0z%pGVH zK&yI2@xVf3w&QcNDq;ItUcc@S*ob_5kPNxW%+HU=$q{#PaY0#@o|}7?2(mAWKeRuO zt=4Ip*7+^>{{58h?tKKz4$xFnGxYT>o2^9Mlfet*uHoTfB4!1z=fwf- z5|2%;4?qsT|7*vqKGe7mJU-~@_BH1&*IM^fZc$vr8XzMz+Qrs47%)L;;lhPaofIem zzkf!9`imEdS!?@tb`)t@MMcd+Ywmbl!6uybipG}Ax_9rr6_@yht@c*D<95jQ#WHkN=Mc{*z%&3JrMV4KAgRdObm0 z#0-biuRdTT46H!E#tj1+d2p7R&dnXIf56@ST47<#5oJRqfqpbynaX$Oz9LQfqPN@E zaAjcqpFJ~x+>pHnbgD}KNpTp7*M6IFH&HqXMX)Uj-aW%mfHagV;>(M zqU^Ho{!rv^UrS+(s53GKKpYgcW5 zSzJ$Ve*TS?LUJD}#gMvvi|U^KR*!Fx)6j@{(ksdpp}bh4QC?mB`S ROC: ((0, 0), (1, 1), (2, 2)), ((0, 0), (1, 1), (2, 3), (3, 4)), ((0, 2),), - ((1, 1),), - ((2, 1), (3, 2), (4, 4), (5, 5)), + ((0, 0), (1, 1)), + ((0, 0), (2, 1), (3, 2), (4, 4), (5, 5)), ), "thresholds": ( ((0.0, 1.0),), @@ -62,8 +62,8 @@ def roc(labels, scores) -> ROC: ((-I, 0.0), (1.0, 2.0), (3.0, I)), ((-I, 0.0), (1.0, 2.0), (4.0, 5.0), (6.0, I)), ((0.0, 1.0),), - ((0.0, I),), - ((-I, 0.0), (1.0, 2.0), (4.0, I), (I, I)), + ((-I, -I), (0.0, I)), + ((-I, -I), (-I, 0.0), (1.0, 2.0), (4.0, I), (I, I)), ), "pareto_ch": ( ((0, 1),), @@ -71,8 +71,8 @@ def roc(labels, scores) -> ROC: ((0, 0), (2, 2)), ((0, 0), (2, 3), (3, 4)), ((0, 2),), - ((1, 1),), - ((2, 1), (4, 4), (5, 5)), + ((0, 0), (1, 1)), + ((0, 0), (5, 5)), ), "thresholds_ch": ( ((0.0, 1.0),), @@ -80,8 +80,8 @@ def roc(labels, scores) -> ROC: ((-I, 0.0), (3.0, I)), ((-I, 0.0), (4.0, 5.0), (6.0, I)), ((0.0, 1.0),), - ((0.0, I),), - ((-I, 0.0), (4.0, I), (I, I)), + ((-I, -I), (0.0, I)), + ((-I, -I), (I, I)), ), "tot": ( 2, @@ -98,8 +98,8 @@ def roc(labels, scores) -> ROC: (0, 1, 2), (0, 1, 2, 3), (0,), - (1,), - (2, 3, 4, 5), + (0, 1), + (0, 2, 3, 4, 5), ), "FPch": ( (0,), @@ -107,8 +107,8 @@ def roc(labels, scores) -> ROC: (0, 2), (0, 2, 3), (0,), - (1,), - (2, 4, 5), + (0, 1), + (0, 5), ), "TP": ( (1,), @@ -116,8 +116,8 @@ def roc(labels, scores) -> ROC: (0, 1, 2), (0, 1, 3, 4), (2,), - (1,), - (1, 2, 4, 5), + (0, 1), + (0, 1, 2, 4, 5), ), "TPch": ( (1,), @@ -125,8 +125,8 @@ def roc(labels, scores) -> ROC: (0, 2), (0, 3, 4), (2,), - (1,), - (1, 4, 5), + (0, 1), + (0, 5), ), "FN": ( (0,), @@ -134,8 +134,8 @@ def roc(labels, scores) -> ROC: (2, 1, 0), (4, 3, 1, 0), (0,), - (0,), - (4, 3, 1, 0), + (1, 0), + (5, 4, 3, 1, 0), ), "FNch": ( (0,), @@ -143,8 +143,8 @@ def roc(labels, scores) -> ROC: (2, 0), (4, 1, 0), (0,), - (0,), - (4, 1, 0), + (1, 0), + (5, 0), ), "TN": ( (1,), @@ -152,8 +152,8 @@ def roc(labels, scores) -> ROC: (2, 1, 0), (3, 2, 1, 0), (2,), - (0,), - (3, 2, 1, 0), + (1, 0), + (5, 3, 2, 1, 0), ), "TNch": ( (1,), @@ -161,8 +161,8 @@ def roc(labels, scores) -> ROC: (2, 0), (3, 1, 0), (2,), - (0,), - (3, 1, 0), + (1, 0), + (5, 0), ), "FPR": ( (0.0,), @@ -170,8 +170,8 @@ def roc(labels, scores) -> ROC: (0.0, 1 / 2, 1.0), (0.0, 1 / 3, 2 / 3, 1.0), (0.0,), - (1.0,), - (2 / 5, 3 / 5, 4 / 5, 1.0), + (0.0, 1.0), + (0.0, 2 / 5, 3 / 5, 4 / 5, 1.0), ), "FPRch": ( (0.0,), @@ -179,8 +179,8 @@ def roc(labels, scores) -> ROC: (0.0, 1.0), (0.0, 2 / 3, 1.0), (0.0,), - (1.0,), - (2 / 5, 4 / 5, 1.0), + (0.0, 1.0), + (0.0, 1.0), ), "TPR": ( (1.0,), @@ -188,8 +188,8 @@ def roc(labels, scores) -> ROC: (0.0, 1 / 2, 1.0), (0.0, 1 / 4, 3 / 4, 1.0), (1.0,), - (1.0,), - (1 / 5, 2 / 5, 4 / 5, 1.0), + (0.0, 1.0), + (0.0, 1 / 5, 2 / 5, 4 / 5, 1.0), ), "TPRch": ( (1.0,), @@ -197,8 +197,8 @@ def roc(labels, scores) -> ROC: (0.0, 1.0), (0.0, 3 / 4, 1.0), (1.0,), - (1.0,), - (1 / 5, 4 / 5, 1.0), + (0.0, 1.0), + (0.0, 1.0), ), "FNR": ( (0.0,), @@ -206,8 +206,8 @@ def roc(labels, scores) -> ROC: (1.0, 1 / 2, 0.0), (1.0, 3 / 4, 1 / 4, 0.0), (0.0,), - (0.0,), - (4 / 5, 3 / 5, 1 / 5, 0.0), + (1.0, 0.0), + (1.0, 4 / 5, 3 / 5, 1 / 5, 0.0), ), "FNRch": ( (0.0,), @@ -215,8 +215,8 @@ def roc(labels, scores) -> ROC: (1.0, 0.0), (1.0, 1 / 4, 0.0), (0.0,), - (0.0,), - (4 / 5, 1 / 5, 0.0), + (1.0, 0.0), + (1.0, 0.0), ), "TNR": ( (1.0,), @@ -224,8 +224,8 @@ def roc(labels, scores) -> ROC: (1.0, 1 / 2, 0.0), (1.0, 2 / 3, 1 / 3, 0.0), (1.0,), - (0.0,), - (3 / 5, 2 / 5, 1 / 5, 0.0), + (1.0, 0.0), + (1.0, 3 / 5, 2 / 5, 1 / 5, 0.0), ), "TNRch": ( (1.0,), @@ -233,7 +233,7 @@ def roc(labels, scores) -> ROC: (1.0, 0.0), (1.0, 1 / 3, 0.0), (1.0,), - (0.0,), - (3 / 5, 1 / 5, 0.0), + (1.0, 0.0), + (1.0, 0.0), ), })